XGBoost Tuning

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from rdkit import Chem, RDLogger
from rdkit.Chem import Descriptors
from rdkit.Chem.MolStandardize import rdMolStandardize
from rdkit.ML.Descriptors import MoleculeDescriptors as md
from sklearn.model_selection import (
    train_test_split,
    StratifiedKFold,
    RepeatedStratifiedKFold,
    cross_val_score
)
from sklearn.metrics import (
    accuracy_score,
    f1_score,
    precision_score,
    recall_score,
    roc_auc_score,
    confusion_matrix,
    classification_report,
    roc_curve
)
import xgboost as xgb
from xgboost import XGBClassifier
import optuna

Molecule, Descriptor, and Outlier Utility Functions

molecule_from_smiles(smiles)

Converts a SMILES string into a cleaned RDKit molecule object, while temporarily silencing RDKit logs to avoid console spam.

Process:

1. Parse the SMILES into an RDKit molecule (Chem.MolFromSmiles).
2. Remove salts and keep the largest fragment using LargestFragmentChooser.
3. Re-sanitize the molecule to ensure validity.
4. Logging is muted during processing and restored afterward.

Returns:

• (molecule, status)
  • molecule: RDKit molecule object or None
  • status: "succeed", "failed", or "error: <message>"

---

calculate_descriptors(molecule)

Calculates all available 1D and 2D molecular descriptors using RDKit’s built-in descriptor list.

Steps:

1. Collect all descriptor names from Descriptors._descList.
2. Use MolecularDescriptorCalculator to compute their values for the molecule.
3. Return as a dictionary mapping descriptor name → value.

Returns:

• dict: { descriptor_name: value }

---

outliers_iqr(df, factor=1.5)

Applies the Interquartile Range (IQR) rule to cap extreme numeric values.

Process:

• Compute Q1 (25%) and Q3 (75%) for each column.
• Define bounds: [Q1 − 1.5×IQR, Q3 + 1.5×IQR].
• Values beyond these limits are clipped to the nearest boundary.
• Columns with zero IQR (flat values) are skipped.

Purpose: Removes the influence of outliers without deleting rows, preserving dataset structure and stabilizing machine learning models.

def molecule_from_smiles(smiles):
    lg = RDLogger.logger()
    # Temporarily silence RDKit logs (Only critical)
    lg.setLevel(RDLogger.CRITICAL)
    try:
        # Extract molecule
        molecule = Chem.MolFromSmiles(smiles, sanitize=True)
        if molecule is None:
            return None, "failed"

        # Remove salts
        clean_molecule = rdMolStandardize.LargestFragmentChooser()
        molecule = clean_molecule.choose(molecule)

        # Sanitize molecule again to reflect changes
        Chem.SanitizeMol(molecule)
        return molecule, "succeed"
    except Exception as e:
        return None, f"error: {e}"
    finally:
        # re-enable logging afterward
        lg.setLevel(RDLogger.INFO)


def calculate_descriptors(molecule):
    # Get all descriptors (1D/2D)
    descriptor_names = []
    for descriptor, _ in Descriptors._descList:
        descriptor_names.append(descriptor)

    # Use descriptors to calculate values
    calculator = md.MolecularDescriptorCalculator(descriptor_names)
    descriptor_values = calculator.CalcDescriptors(molecule)

    # Create dictionary
    descriptors = dict(zip(descriptor_names, descriptor_values))
    return descriptors


def outliers_iqr(df, factor=1.5):
    df_copy = df.copy()
    for col in df_copy.columns:
        # Only for numeric columns, but clean_desc should already be numeric
        q1 = df_copy[col].quantile(0.25)
        q3 = df_copy[col].quantile(0.75)
        iqr = q3 - q1

        # If IQR is 0 - column is too flat → skip
        if iqr == 0:
            continue

        lower = q1 - factor * iqr
        upper = q3 + factor * iqr

        # Apply the IQR limits
        df_copy[col] = df_copy[col].clip(lower, upper)
    return df_copy

Dataset Processing and Descriptor Cleaning Pipeline

This notebook processes the in chemico dataset by:

• Converting SMILES strings into RDKit molecule objects
• Computing 1D/2D molecular descriptors
• Cleaning and preparing descriptors for machine learning

It produces two key outputs:

1. Full Excel report – original dataset + raw descriptors + molecule build status
2. Clean CSV files – train/test feature matrices ready for ML modeling

---

Configuration Variables

Variable	Description
ORIG_DATASET	Path to the original Excel file with SMILES and labels
SKIP_ROWS	Number of rows to skip at the top of the Excel file (e.g. non-data header)
SMILES_COL	Column name containing SMILES strings
TARGET_COL	Column name of the target variable (e.g. Phototoxicity)
FULL_OUTPUT_DATASET	Excel output with all raw descriptors + molecule status
TRAIN_X_CSV, TEST_X_CSV	Clean numeric descriptor files for ML (train/test)
TRAIN_Y_CSV, TEST_Y_CSV	Corresponding label files for ML (train/test)
SIMILARITY_THRESHOLD	Drop descriptors where ≥ this fraction of values are identical (e.g. 0.80 = 80%)

---

Workflow Overview

1 Load the Dataset

• Read the Excel file specified by ORIG_DATASET using pandas.read_excel().
• Skip any non-data rows (SKIP_ROWS).

2 Convert SMILES → RDKit Molecules

• Loop through the SMILES column (SMILES_COL).
• Convert each SMILES to an RDKit Mol object using molecule_from_smiles().
• Track molecule build status ("succeed", "failed", or "error: ...").

3 Compute RDKit Descriptors

• For each valid molecule, compute 1D/2D descriptors with calculate_descriptors().
• Store descriptor values as dictionaries in a list.

4 Build the Descriptor Table

• Convert the list of descriptor dictionaries into a single pandas.DataFrame.
• Each descriptor becomes a column; each molecule becomes a row.

5 Descriptor Cleaning (Leak-Free)

All cleaning is fitted only on the training set to prevent data leakage:

• Keep only numeric descriptor columns.
• Replace inf and -inf values with NaN.
• Fill missing values with the median from the training set.
• Drop constant or near-constant descriptors where ≥ SIMILARITY_THRESHOLD of values are identical.
• Apply IQR-based clipping (outliers_iqr(df, factor=1.5)) on the training data only to cap extreme outliers.

6 Merge and Save Outputs

• Merge the original dataset and raw descriptor data into one DataFrame,
  adding a MoleculeStatus column.
• Save:
  • The full annotated dataset → FULL_OUTPUT_DATASET (Excel)
  • Cleaned train/test features → TRAIN_X_CSV and TEST_X_CSV
  • Train/test labels → TRAIN_Y_CSV and TEST_Y_CSV

7 Logging and Summary

After processing:

• Print the number of rows/columns for the full and clean datasets.
• List descriptors dropped as constant or almost constant.
• Show a preview (head()) of both full and cleaned feature sets.

---

Notes

• Columns that are completely NaN are dropped before splitting (safe operation).
• Missing values, constant-column filtering, and IQR clipping are all fit only on the training set.
• This ensures a fully data leakage–free preprocessing pipeline, ready for ML experiments.

# Configuration
ORIG_DATASET = "in_chemico_dataset.xlsx"
SKIP_ROWS = 1
SMILES_COL = "SMILES code"
TARGET_COL = "Phototoxicity"
FULL_OUTPUT_DATASET = "in_chemico_dataset_processed.xlsx"

# Outputs
TRAIN_X_CSV = "in_chemico_x_train.csv"
TEST_X_CSV = "in_chemico_x_test.csv"
TRAIN_Y_CSV = "in_chemico_y_train.csv"
TEST_Y_CSV = "in_chemico_y_test.csv"

# Near constant treshold - tolerance
SIMILARITY_THRESHOLD = 0.80

# Load dataset and skip first row (Header)
dataset = pd.read_excel(ORIG_DATASET, engine="openpyxl", skiprows=SKIP_ROWS)

# Build descriptors
descriptor_rows = []
state_molecules = []
molecules = []

# Loop over the SMILES column
for smiles in dataset[SMILES_COL].astype(str):
    molecule, state = molecule_from_smiles(smiles)
    state_molecules.append(state)
    molecules.append(molecule)

    # If molecule construction failed - empty placeholder
    if molecule is None:
        descriptor_rows.append({})
        continue
    # Calculate descriptors for each molecule
    descriptor_rows.append(calculate_descriptors(molecule))

# Convert list of dictionaries into dataframe
descriptor_data_all = pd.DataFrame(descriptor_rows)

# Keep everything + status
output = pd.concat(
    [dataset.reset_index(drop=True), descriptor_data_all.reset_index(drop=True)],
    axis=1
)
output["MoleculeStatus"] = state_molecules

# Output whole dataset with descriptors and state
with pd.ExcelWriter(FULL_OUTPUT_DATASET, engine="openpyxl") as writer:
    output.to_excel(writer, index=False, sheet_name="Descriptors")

print(f"Full - Rows: {len(output)}/Columns: {output.shape[1]}")
print(output.head().to_string(index=False))

# Drop failed molecules - boolean array
molecules_right = []
for molecule in molecules:
    if molecule is not None:
        molecules_right.append(True)
    else:
        molecules_right.append(False)
if not any(molecules_right):
    raise ValueError("No valid molecules after SMILES parsing.")

dataset_ok = dataset.loc[molecules_right].reset_index(drop=True)
descriptor_ok = descriptor_data_all.loc[molecules_right].reset_index(drop=True)

# Target
y_full = dataset_ok[TARGET_COL].astype(int)

# Take only numeric descriptor columns
X_full = descriptor_ok.select_dtypes(include=[np.number]).copy()
for column in X_full.columns:
    X_full[column] = X_full[column].replace([np.inf, -np.inf], np.nan)

# Drop columns that are entirely NaN
all_nan_cols = X_full.columns[X_full.isna().all()].tolist()
if all_nan_cols:
    print(f"Dropping {len(all_nan_cols)} NaN columns.")
    X_full = X_full.drop(columns=all_nan_cols)

# Split dataset - train and test
X_train, X_test, y_train, y_test = train_test_split(
    X_full, y_full, test_size=0.2, random_state=42, stratify=y_full
)

# Calculate medians for each column in train only
train_medians = X_train.median(numeric_only=True)

# Fill missing values in both train and test using those medians
X_train = X_train.fillna(train_medians)
X_test = X_test.fillna(train_medians)

# Compute constants on train only
constant_cols = []
for col in X_train.columns:
    top_freq = X_train[col].value_counts(normalize=True, dropna=False).max()
    if top_freq >= SIMILARITY_THRESHOLD:
        constant_cols.append(col)

# Drop from train and apply same drop to test
if constant_cols:
    X_train = X_train.drop(columns=constant_cols)
    X_test = X_test.drop(columns=constant_cols)
    print(f"Dropped {len(constant_cols)} constant/almost-constant columns.")

X_train = outliers_iqr(X_train, factor=1.5)

X_train.to_csv(TRAIN_X_CSV, index=False)
X_test.to_csv(TEST_X_CSV, index=False)
y_train.to_csv(TRAIN_Y_CSV, index=False, header=[TARGET_COL])
y_test.to_csv(TEST_Y_CSV, index=False, header=[TARGET_COL])

print(f"Train - Rows: {len(X_train)}/Columns: {X_train.shape[1]}")
print("First rows of train x:")
print(X_train.head().to_string(index=False))
print(f"Test - Rows: {len(X_test)}/Columns: {X_test.shape[1]}")
print("First rows of train y:")
print(y_train.head().to_string(index=False))
X_train.describe()

Full - Rows: 162/Columns: 230
                          Name                                                                                              IUPAC name CAS registry number    Structure  Phototoxicity                                                      SMILES code                            Sources               Note    Unnamed: 8 Unnamed: 9  Unnamed: 10 Unnamed: 11  MaxAbsEStateIndex  MaxEStateIndex  MinAbsEStateIndex  MinEStateIndex      qed       SPS   MolWt  HeavyAtomMolWt  ExactMolWt  NumValenceElectrons  NumRadicalElectrons  MaxPartialCharge  MinPartialCharge  MaxAbsPartialCharge  MinAbsPartialCharge  FpDensityMorgan1  FpDensityMorgan2  FpDensityMorgan3  BCUT2D_MWHI  BCUT2D_MWLOW  BCUT2D_CHGHI  BCUT2D_CHGLO  BCUT2D_LOGPHI  BCUT2D_LOGPLOW  BCUT2D_MRHI  BCUT2D_MRLOW   AvgIpc  BalabanJ    BertzCT      Chi0     Chi0n     Chi0v      Chi1    Chi1n    Chi1v    Chi2n    Chi2v    Chi3n    Chi3v    Chi4n    Chi4v  HallKierAlpha           Ipc    Kappa1   Kappa2   Kappa3  LabuteASA  PEOE_VSA1  PEOE_VSA10  PEOE_VSA11  PEOE_VSA12  PEOE_VSA13  PEOE_VSA14  PEOE_VSA2  PEOE_VSA3  PEOE_VSA4  PEOE_VSA5  PEOE_VSA6  PEOE_VSA7  PEOE_VSA8  PEOE_VSA9  SMR_VSA1  SMR_VSA10  SMR_VSA2  SMR_VSA3  SMR_VSA4  SMR_VSA5  SMR_VSA6  SMR_VSA7  SMR_VSA8  SMR_VSA9  SlogP_VSA1  SlogP_VSA10  SlogP_VSA11  SlogP_VSA12  SlogP_VSA2  SlogP_VSA3  SlogP_VSA4  SlogP_VSA5  SlogP_VSA6  SlogP_VSA7  SlogP_VSA8  SlogP_VSA9   TPSA  EState_VSA1  EState_VSA10  EState_VSA11  EState_VSA2  EState_VSA3  EState_VSA4  EState_VSA5  EState_VSA6  EState_VSA7  EState_VSA8  EState_VSA9  VSA_EState1  VSA_EState10  VSA_EState2  VSA_EState3  VSA_EState4  VSA_EState5  VSA_EState6  VSA_EState7  VSA_EState8  VSA_EState9  FractionCSP3  HeavyAtomCount  NHOHCount  NOCount  NumAliphaticCarbocycles  NumAliphaticHeterocycles  NumAliphaticRings  NumAmideBonds  NumAromaticCarbocycles  NumAromaticHeterocycles  NumAromaticRings  NumAtomStereoCenters  NumBridgeheadAtoms  NumHAcceptors  NumHDonors  NumHeteroatoms  NumHeterocycles  NumRotatableBonds  NumSaturatedCarbocycles  NumSaturatedHeterocycles  NumSaturatedRings  NumSpiroAtoms  NumUnspecifiedAtomStereoCenters      Phi  RingCount  MolLogP   MolMR  fr_Al_COO  fr_Al_OH  fr_Al_OH_noTert  fr_ArN  fr_Ar_COO  fr_Ar_N  fr_Ar_NH  fr_Ar_OH  fr_COO  fr_COO2  fr_C_O  fr_C_O_noCOO  fr_C_S  fr_HOCCN  fr_Imine  fr_NH0  fr_NH1  fr_NH2  fr_N_O  fr_Ndealkylation1  fr_Ndealkylation2  fr_Nhpyrrole  fr_SH  fr_aldehyde  fr_alkyl_carbamate  fr_alkyl_halide  fr_allylic_oxid  fr_amide  fr_amidine  fr_aniline  fr_aryl_methyl  fr_azide  fr_azo  fr_barbitur  fr_benzene  fr_benzodiazepine  fr_bicyclic  fr_diazo  fr_dihydropyridine  fr_epoxide  fr_ester  fr_ether  fr_furan  fr_guanido  fr_halogen  fr_hdrzine  fr_hdrzone  fr_imidazole  fr_imide  fr_isocyan  fr_isothiocyan  fr_ketone  fr_ketone_Topliss  fr_lactam  fr_lactone  fr_methoxy  fr_morpholine  fr_nitrile  fr_nitro  fr_nitro_arom  fr_nitro_arom_nonortho  fr_nitroso  fr_oxazole  fr_oxime  fr_para_hydroxylation  fr_phenol  fr_phenol_noOrthoHbond  fr_phos_acid  fr_phos_ester  fr_piperdine  fr_piperzine  fr_priamide  fr_prisulfonamd  fr_pyridine  fr_quatN  fr_sulfide  fr_sulfonamd  fr_sulfone  fr_term_acetylene  fr_tetrazole  fr_thiazole  fr_thiocyan  fr_thiophene  fr_unbrch_alkane  fr_urea MoleculeStatus
                  Quinine HCL  (R)-[(2S,4S,5R)-5-ethenyl-1-azabicyclo[2.2.2]octan-2-yl]-(6-methoxyquinolin-4-yl)methanol;hydrochloride           0860-23-2 C20H25ClN2O2              1 COC1=CC2=C(C=CN=C2C=C1)[C@H]([C@@H]3C[C@@H]4CCN3C[C@@H]4C=C)O.Cl https://doi.org/10.2131/jts.47.483                NaN           NaN        NaN          NaN         NaN          11.151855       11.151855           0.177547       -0.503545 0.877602 30.250000 324.424         300.232  324.183778                  126                    0          0.119124         -0.496743             0.496743             0.119124          1.416667          2.291667          3.000000    16.465327      9.733492      2.417618     -2.502700       2.417007       -2.544133     5.834889     -0.044441 2.661658  1.687085 760.387301 16.681434 14.058926 14.058926 11.707040 8.682990 8.682990 6.974394 6.974394 5.819484 5.819484 4.444306 4.444306          -1.91 512499.659037 15.608011 6.187608 2.502406 142.313426   9.843390    5.749512    0.000000         0.0    0.000000    0.000000   9.883888   0.000000   0.000000   6.578936   6.076020  61.051132  24.169665  18.730465  9.843390  10.902925       0.0  9.883888 11.835812 24.987450 20.199310 48.680719       0.0  5.749512    4.736863          0.0     5.749512          0.0   41.231567    0.000000   11.835812   24.509061   43.117268         0.0   10.902925         0.0  45.59     6.103966      5.106527           0.0     6.041841    11.835812    41.726223     6.420822    13.306641    24.265468    22.538844     4.736863     5.349572           0.0     6.858527    12.130807     1.846194     2.006859     7.957657     5.620375     6.068442     1.661567      0.450000              24          1        4                        0                         3                  3              0                       1                        1                 2                     5                   2              4           1               4                4                  4                        0                         3                  3              0                                1 4.024010          5  3.17320 95.0268          0         1                1       0          0        1         0         0       0        0       0             0       0         0         0       2       0       0       0                  0                  0             0      0            0                   0                0                0         0           0           0               0         0       0            0           1                  0            4         0                   0           0         0         1         0           0           0           0           0             0         0           0               0          0                  0          0           0           1              0           0         0              0                       0           0           0         0                      0          0                       0             0              0             3             0            0                0            1         0           0             0           0                  0             0            0            0             0                 0        0        succeed
                 Sulisobenzone                                                       5-benzoyl-4-hydroxy-2-methoxybenzenesulfonic acid           4065-45-6    C14H12O6S              0                   COC1=C(C=C(C(=C1)O)C(=O)C2=CC=CC=C2)S(=O)(=O)O https://doi.org/10.2131/jts.47.483                NaN           NaN        NaN          NaN         NaN          12.268665       12.268665           0.241088       -4.588877 0.660374 11.142857 308.311         296.215  308.035459                  110                    0          0.297751         -0.507039             0.507039             0.297751          1.142857          1.761905          2.285714    32.239784     10.022356      2.228520     -2.100377       2.321408       -2.067037     7.855380      0.103128 2.454894  2.629387 780.611574 15.620956 10.977121 11.793617  9.841554 5.825519 7.265583 4.190432 5.580391 2.840472 3.715321 1.837219 2.500497          -2.38  42155.432869 15.017356 5.547507 3.037599 120.916319   9.843390   16.394507    5.783245         0.0   10.118127    0.000000   9.347287   0.000000   8.417797   0.000000  30.331835   6.066367  11.629819  12.673249 27.608474  15.901372       0.0  0.000000  0.000000  4.895483  7.109798 53.591472       0.0 11.499024    4.736863          0.0    11.499024          0.0   30.970117   10.118127    0.000000   15.921440   47.360053         0.0    0.000000         0.0 100.90    26.546367     18.318862           0.0    16.876415     0.000000    12.132734    19.242532    18.199101     0.000000     0.000000     9.289613    36.586252           0.0    11.687259     9.867079     0.036000    -1.256141     9.902413     0.000000     0.000000    -3.406195      0.071429              21          2        6                        0                         0                  0              0                       2                        0                 2                     0                   0              5           2               7                0                  4                        0                         0                  0              0                                0 3.967090          2  1.87850 74.3479          0         0                0       0          0        0         0         1       0        0       1             1       0         0         0       0       0       0       0                  0                  0             0      0            0                   0                0                0         0           0           0               0         0       0            0           2                  0            0         0                   0           0         0         1         0           0           0           0           0             0         0           0               0          1                  0          0           0           1              0           0         0              0                       0           0           0         0                      0          1                       1             0              0             0             0            0                0            0         0           0             0           0                  0             0            0            0             0                 0        0        succeed
7-ethoxy-4-methylchromen-2-one                                                                               7-Ethoxy-4-methylcoumarin             87-05-8     C12H12O3              0                                   CCOC1=CC2=C(C=C1)C(=CC(=O)O2)C https://doi.org/10.2131/jts.47.483 Phototoxicity - ND photoallergic        NaN          NaN         NaN          11.165950       11.165950           0.325325       -0.325325 0.705368 10.533333 204.225         192.129  204.078644                   78                    0          0.335962         -0.493745             0.493745             0.335962          1.333333          2.133333          2.866667    16.476922     10.129957      2.026932     -2.042365       2.213955       -1.980500     5.806853      0.339807 2.167858  2.653374 540.048796 10.836499  8.741253  8.741253  7.202709 4.877663 4.877663 3.339426 3.339426 2.233829 2.233829 1.561695 1.561695          -1.77   2829.054631  9.772439 3.768723 1.860292  87.287778   9.154014   11.332532    0.000000         0.0    0.000000    5.625586   0.000000   4.794537   0.000000   0.000000   0.000000  31.543660  17.518958   6.606882  9.154014  10.969244       0.0  0.000000  0.000000 13.847474  6.606882 40.249043       0.0  5.749512   10.362449          0.0     5.749512          0.0    6.606882    0.000000    6.923737   12.487189   33.477156         0.0   10.969244         0.0  39.44     0.000000      4.794537           0.0     5.625586    12.189902    16.699188     6.066367     6.066367    25.980209     0.000000     9.154014    10.425547           0.0    11.165950     0.942642     1.170275     0.721065     7.007289     0.000000     4.400566     0.000000      0.250000              15          0        3                        0                         0                  0              0                       1                        1                 2                     0                   0              3           0               3                1                  2                        0                         0                  0              0                                0 2.455308          2  2.50012 58.3900          0         0                0       0          0        0         0         0       0        0       0             0       0         0         0       0       0       0       0                  0                  0             0      0            0                   0                0                0         0           0           0               1         0       0            0           1                  0            1         0                   0           0         0         1         0           0           0           0           0             0         0           0               0          0                  0          0           0           0              0           0         0              0                       0           0           0         0                      0          0                       0             0              0             0             0            0                0            0         0           0             0           0                  0             0            0            0             0                 0        0        succeed
              6-Methylcoumarin                                                                                   6-methylchromen-2-one             92-48-8      C10H8O2              1                                        CC1=CC2=C(C=C1)OC(=O)C=C2 https://doi.org/10.2131/jts.47.483                NaN           NaN        NaN          NaN         NaN          10.801691       10.801691           0.299673       -0.299673 0.552257 10.416667 160.172         152.108  160.052429                   60                    0          0.335690         -0.422729             0.422729             0.335690          1.166667          2.000000          2.833333    16.391868     10.153925      1.946105     -1.951119       2.120754       -1.934028     5.762922      0.560734 2.053587  2.873950 468.467428  8.552042  6.703248  6.703248  5.754020 3.761090 3.761090 2.795711 2.795711 1.774814 1.774814 1.191288 1.191288          -1.57    692.058854  7.099295 2.482514 1.114984  69.444349   4.417151    5.583020    0.000000         0.0    0.000000    5.625586   0.000000   4.794537   0.000000   0.000000  11.629819  25.122838  11.452591   0.000000  4.417151  10.969244       0.0  0.000000  0.000000  6.923737  0.000000 46.315410       0.0  0.000000    5.625586          0.0     0.000000          0.0    0.000000    0.000000    6.923737    5.563451   39.543523         0.0   10.969244         0.0  30.21     0.000000      4.794537           0.0     5.625586     5.583020    10.949676     6.066367     6.066367    25.122838     0.000000     4.417151     4.961065           0.0    10.801691     0.967222     1.510002     0.000000     8.922176     0.000000     2.004511     0.000000      0.100000              12          0        2                        0                         0                  0              0                       1                        1                 2                     0                   0              2           0               2                1                  0                        0                         0                  0              0                                0 1.468675          2  2.10142 47.2210          0         0                0       0          0        0         0         0       0        0       0             0       0         0         0       0       0       0       0                  0                  0             0      0            0                   0                0                0         0           0           0               1         0       0            0           1                  0            1         0                   0           0         0         0         0           0           0           0           0             0         0           0               0          0                  0          0           0           0              0           0         0              0                       0           0           0         0                      0          0                       0             0              0             0             0            0                0            0         0           0             0           0                  0             0            0            0             0                 0        0        succeed
             7-Methoxycoumarin                                                                                  7-methoxychromen-2-one            531-59-9      C10H8O3              0                                       COC1=CC2=C(C=C1)C=CC(=O)O2 https://doi.org/10.2131/jts.47.483 Phototoxicity - ND photoallergic        NaN          NaN         NaN          10.875576       10.875576           0.346525       -0.346525 0.621753 10.230769 176.171         168.107  176.047344                   66                    0          0.335693         -0.496624             0.496624             0.335693          1.230769          2.000000          2.769231    16.466276     10.208834      1.975995     -1.992579       2.179711       -1.938475     5.771611      0.413783 2.163185  2.746434 484.738995  9.259149  7.111496  7.111496  6.292025 3.873462 3.873462 2.658188 2.658188 1.830255 1.830255 1.167956 1.167956          -1.77   1243.831488  7.857386 2.935678 1.402156  74.557894   9.154014   11.332532    0.000000         0.0    0.000000    5.625586   0.000000   4.794537   0.000000   0.000000   0.000000  18.199101  17.518958   7.109798  9.154014  10.969244       0.0  0.000000  0.000000  0.000000  7.109798 40.751959       0.0  5.749512   10.362449          0.0     5.749512          0.0    7.109798    0.000000    0.000000    0.000000   39.543523         0.0   10.969244         0.0  39.44     0.000000      4.794537           0.0     5.625586    11.332532     5.386224     6.066367    19.242532    12.132734     0.000000     9.154014     9.968674           0.0    10.875576     0.889259     0.201484     0.682269     8.477764     0.000000     0.000000     1.571641      0.100000              13          0        3                        0                         0                  0              0                       1                        1                 2                     0                   0              3           0               3                1                  1                        0                         0                  0              0                                0 1.774366          2  1.80160 49.0360          0         0                0       0          0        0         0         0       0        0       0             0       0         0         0       0       0       0       0                  0                  0             0      0            0                   0                0                0         0           0           0               0         0       0            0           1                  0            1         0                   0           0         0         1         0           0           0           0           0             0         0           0               0          0                  0          0           0           1              0           0         0              0                       0           0           0         0                      0          0                       0             0              0             0             0            0                0            0         0           0             0           0                  0             0            0            0             0                 0        0        succeed
Dropped 83 constant/almost-constant columns.
Train - Rows: 129/Columns: 134
First rows of train x:
 MaxAbsEStateIndex  MaxEStateIndex  MinAbsEStateIndex  MinEStateIndex      qed       SPS   MolWt  HeavyAtomMolWt  ExactMolWt  NumValenceElectrons  MaxPartialCharge  MinPartialCharge  MaxAbsPartialCharge  MinAbsPartialCharge  FpDensityMorgan1  FpDensityMorgan2  FpDensityMorgan3  BCUT2D_MWHI  BCUT2D_MWLOW  BCUT2D_CHGHI  BCUT2D_CHGLO  BCUT2D_LOGPHI  BCUT2D_LOGPLOW  BCUT2D_MRHI  BCUT2D_MRLOW   AvgIpc  BalabanJ    BertzCT      Chi0     Chi0n     Chi0v      Chi1    Chi1n    Chi1v    Chi2n    Chi2v    Chi3n    Chi3v    Chi4n    Chi4v  HallKierAlpha           Ipc    Kappa1   Kappa2   Kappa3  LabuteASA  PEOE_VSA1  PEOE_VSA10  PEOE_VSA11  PEOE_VSA12  PEOE_VSA13  PEOE_VSA14  PEOE_VSA2  PEOE_VSA3  PEOE_VSA6  PEOE_VSA7  PEOE_VSA8  PEOE_VSA9  SMR_VSA1  SMR_VSA10  SMR_VSA3  SMR_VSA4  SMR_VSA5  SMR_VSA6  SMR_VSA7  SMR_VSA9  SlogP_VSA1  SlogP_VSA10  SlogP_VSA11  SlogP_VSA12  SlogP_VSA2  SlogP_VSA3  SlogP_VSA4  SlogP_VSA5  SlogP_VSA6  SlogP_VSA7  SlogP_VSA8  TPSA  EState_VSA1  EState_VSA10  EState_VSA2  EState_VSA3  EState_VSA4  EState_VSA5  EState_VSA6  EState_VSA7  EState_VSA8  EState_VSA9  VSA_EState1  VSA_EState10  VSA_EState2  VSA_EState3  VSA_EState4  VSA_EState5  VSA_EState6  VSA_EState7  VSA_EState8  VSA_EState9  FractionCSP3  HeavyAtomCount  NHOHCount  NOCount  NumAliphaticHeterocycles  NumAliphaticRings  NumAromaticCarbocycles  NumAromaticHeterocycles  NumAromaticRings  NumAtomStereoCenters  NumHAcceptors  NumHDonors  NumHeteroatoms  NumHeterocycles  NumRotatableBonds  NumSaturatedRings  NumUnspecifiedAtomStereoCenters      Phi  RingCount  MolLogP   MolMR  fr_Al_OH  fr_Ar_N  fr_COO  fr_COO2  fr_C_O  fr_C_O_noCOO  fr_NH0  fr_NH1  fr_aniline  fr_benzene  fr_bicyclic  fr_ether  fr_halogen  fr_para_hydroxylation  fr_pyridine
         12.313109       12.313109           0.351944       -1.139282 0.800195 16.842105 252.273         240.177  252.089878                   94          0.322409         -0.315682             0.322409             0.315682          0.736842          1.210526          1.578947    16.188050      9.827899      2.484270     -2.265719       2.317963       -2.443135     6.090843     -0.122430 2.764775  2.230836 583.608538 13.294682 10.089999 10.089999  9.232017 5.979615 5.979615 4.390299 4.390299 3.282290 3.282290 2.404675 2.404675          -2.62  37379.762502 11.469264 4.242357 1.688636 110.000261   5.316789    0.000000    5.538925     0.00000    5.907180    6.031115  10.111326   4.794537  60.663671  11.126903   0.000000   0.000000  9.589074  11.938294 10.633577  0.000000  5.538925  0.000000 71.790574  0.000000   10.633577     4.794537     0.000000     0.000000   11.938294   10.333462    0.000000   11.126903   60.663671         0.0    0.000000 58.20    11.570040      9.589074     5.907180     0.000000    11.126903     0.000000     0.000000    60.663671    10.633577     0.000000     0.000000      0.000000    23.885787     5.065825     0.341366    -0.351944    17.975634     0.000000     0.000000     0.000000      0.066667            19.0        2.0        4                       1.0                1.0                       2                        0               2.0                   0.0              2         2.0               4                1                  2                1.0                                0 2.560880        3.0  1.76960 70.3384         0      0.0       0        0     2.0           2.0       0     2.0         0.0           2          0.0       0.0         0.0                      0            0
         12.508626       12.508626           0.040145       -3.038324 0.861367 16.173913 351.409         338.305  351.034748                  120          0.278117         -0.504862             0.504862             0.278117          1.347826          2.043478          2.695652    32.233444     10.123869      2.373487     -2.276782       2.343773       -2.367415     7.294149     -0.113297 2.907487  2.086827 931.003954 16.775656 12.269634 13.902627 10.819404 6.574662 8.831222 4.896096 8.068550 3.376633 6.020296 2.250986 4.308455          -2.39 168046.914734 15.503582 5.355825 2.470915 136.504013   5.106527    0.000000   14.458112     0.00000   15.930471    0.000000  14.416542  13.401776  12.132734  19.056471  23.685114   4.895483 18.318862  38.157980  9.289195  0.000000 11.819221 12.364461 46.599950  0.000000    5.316789     5.131558     0.000000    11.336786   35.768371   14.817828    6.923737   10.440599   41.054835         0.0    5.759165 99.60    15.930471     18.318862    21.915139     5.131558     9.182363    30.517192    18.329578     6.923737    10.300767     0.000000    25.795490      1.252776    17.279041    13.210419    -0.233683    -1.123953     5.988900     1.588439     1.830855    -1.908889      0.142857            23.0        2.0        7                       1.0                1.0                       1                        1               2.0                   0.0              6         2.0               9                2                  2                0.0                                0 3.610195        3.0  1.95092 86.4203         1      1.0       0        0     1.0           1.0       2     1.0         1.0           1          1.0       0.0         0.0                      0            0
         12.667562       12.667562           0.128125       -3.038324 0.680178 11.473684 276.214         265.126  276.072177                  104          0.422575         -0.325850             0.422575             0.325850          1.368421          1.947368          2.368421    19.413184     10.113472      2.380541     -2.111934       2.370708       -2.182376     5.918552     -0.387590 2.267257  3.194820 512.397141 14.792529 10.115253 10.115253  8.624916 5.291236 5.291236 4.130748 4.130748 2.290565 2.290565 1.286653 1.286653          -2.12   8776.553060 14.939242 5.249619 3.668048 106.117080   5.316789    5.563451    0.000000     5.90718    5.687386    6.176299  14.908855   0.000000  13.847474  12.132734  17.671659   4.923311 22.889093  17.281952  0.000000  5.917906 20.023773  5.316789 33.876871  0.000000    5.316789    24.546018     0.000000     0.000000   10.830491   10.970836   16.032224   19.410926   18.199101         0.0    0.000000 72.24    34.175533     28.080101     5.687386     6.066367    12.132734     0.000000    13.847474     0.000000     5.316789     0.000000    38.002686      0.000000    20.779928    12.786826    -2.564142    -0.882865     2.338125    -4.198066     3.149589     0.000000      0.363636            19.0        1.0        5                       0.0                0.0                       1                        0               1.0                   0.0              3         1.0               8                0                  3                0.0                                0 4.127649        1.0  3.20810 61.5661         0      0.0       0        0     1.0           1.0       1     1.0         1.0           1          0.0       0.0         2.5                      0            0
         12.774247       12.774247           0.018611       -0.677034 0.694749 12.217391 307.325         292.205  307.097583                  116          0.338968         -0.650029             0.649890             0.338968          1.086957          1.739130          2.434783    16.394940      9.868920      2.218183     -2.221015       2.339043       -2.188697     5.843984     -0.267016 2.541895  2.258072 909.550973 16.396977 12.613603 12.613603 11.075387 7.347807 7.347807 5.497887 5.497887 3.840864 3.840864 2.795744 2.795744          -2.88 187785.023491 15.032579 6.084897 2.878886 132.552025   9.523678   11.366265    0.000000     0.00000    0.000000    5.625586   4.794537   4.794537  54.280448  18.553556  23.288403   0.000000 14.318216  16.752489  0.000000  0.000000 19.262465  0.000000 76.144330  5.749512   10.732114     0.000000     5.749512     0.000000    5.783245    4.794537    0.000000   30.389368   63.808992         0.0   10.969244 70.34    11.543492     14.695602    29.100050     5.386224     5.563451     6.923737    24.265468    30.331835     0.000000     4.417151     5.290790      0.000000    24.024608    13.127565     0.358492    -1.055721    15.721096     0.085668     1.447502     0.000000      0.157895            23.0        0.0        4                       0.0                0.0                       2                        1               3.0                   1.0              4         0.0               4                1                  4                0.0                                1 3.977030        3.0  2.97760 85.5130         0      0.0       0        0     1.0           1.0       0     0.0         0.0           2          1.0       0.0         0.0                      1            0
         15.192672       15.192672           0.069365       -1.421368 0.882035 17.920000 351.353         332.201  351.139448                  134          0.340723         -0.477497             0.477497             0.340723          1.440000          2.160000          2.760000    19.145603     10.075879      2.264234     -2.338843       2.302961       -2.494632     5.934423      0.069451 2.552334  2.308728 910.371819 18.300600 13.974544 13.974544 11.845443 8.114875 8.114875 6.181400 6.181400 4.485705 4.485705 3.303674 3.303674          -2.48 366305.800966 17.346505 6.436819 2.862659 142.214437  19.890325   17.068059    5.817221     5.42879    0.000000    5.969305   4.794537  13.575367   0.000000  19.913841  38.417710  10.902925 18.681895  22.559616  9.883888  0.000000 26.434072 24.534179 39.684431  0.000000   15.645489    14.468216     0.000000     0.000000   41.319042    6.544756   11.634442   24.205463   17.057748         0.0   10.902925 74.57    28.595989     13.979489    29.176908    19.634269    12.263211     4.567100    11.823647     6.923737     5.316789     5.106527    31.172879      0.000000    25.180817    12.097158    -1.631913    -3.021586     1.020816     1.109275     5.332169     0.000000      0.411765            25.0        2.0        6                       1.0                1.0                       1                        1               2.0                   1.0              5         2.0               8                2                  3                1.0                                1 4.466253        3.0  1.79590 90.4350         0      1.0       1        1     1.0           0.0       2     1.0         1.0           1          1.0       0.0         2.0                      0            1
Test - Rows: 33/Columns: 134
First rows of train y:
0
1
0
0
1

	MaxAbsEStateIndex	MaxEStateIndex	MinAbsEStateIndex	MinEStateIndex	qed	SPS	MolWt	HeavyAtomMolWt	ExactMolWt	NumValenceElectrons	...	fr_C_O_noCOO	fr_NH0	fr_NH1	fr_aniline	fr_benzene	fr_bicyclic	fr_ether	fr_halogen	fr_para_hydroxylation	fr_pyridine
count	129.000000	129.000000	129.000000	129.000000	129.000000	129.000000	129.000000	129.000000	129.000000	129.000000	...	129.000000	129.000000	129.000000	129.000000	129.000000	129.000000	129.000000	129.000000	129.000000	129.000000
mean	11.352259	11.352259	0.193352	-0.913807	0.606684	14.198433	317.702837	300.605333	317.265179	115.248062	...	0.593023	1.263566	0.434109	0.500000	1.317829	0.604651	0.523256	0.670543	0.294574	0.232558
std	2.430989	2.430989	0.188957	1.107129	0.211797	4.792314	126.620808	122.168050	126.421616	43.814066	...	0.772495	1.444382	0.632393	0.728869	0.819532	0.797149	0.800050	0.913219	0.564622	0.476177
min	6.194108	6.194108	0.000297	-3.038324	0.139518	6.000000	46.069000	40.021000	46.041865	20.000000	...	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000
25%	10.206402	10.206402	0.052299	-1.315329	0.481898	10.857143	232.239000	220.143000	232.084792	88.000000	...	0.000000	0.000000	0.000000	0.000000	1.000000	0.000000	0.000000	0.000000	0.000000	0.000000
50%	11.846296	11.846296	0.124071	-0.830880	0.652473	12.333333	313.788000	297.660000	313.098190	112.000000	...	0.000000	1.000000	0.000000	0.000000	1.000000	0.000000	0.000000	0.000000	0.000000	0.000000
75%	12.881264	12.881264	0.277145	-0.166667	0.791627	16.678571	381.379000	367.267000	381.075882	138.000000	...	1.000000	2.000000	1.000000	1.000000	2.000000	1.000000	1.000000	1.000000	0.000000	0.000000
max	15.645307	15.645307	0.614414	1.311296	0.893230	25.410714	605.089000	587.953000	604.562518	213.000000	...	2.500000	5.000000	2.500000	2.500000	3.000000	2.500000	2.500000	2.500000	2.000000	2.000000

8 rows × 134 columns

Model Training and Evaluation (XGBoost)

This section loads the preprocessed, leak-free training and testing datasets generated earlier
and trains an XGBoost binary classifier to predict phototoxicity outcomes.

Workflow Summary

1. Load data

   • X_train, X_test: feature matrices (numeric descriptors)
   • y_train, y_test: corresponding target labels
   • Performs alignment checks to ensure features and labels match.

2. Initialize XGBoost model
   Uses default core hyperparameters (tunable later via Optuna or grid search).

   • tree_method="auto" automatically selects the best GPU/CPU backend.
   • eval_metric=["logloss", "auc"] tracks classification performance.

3. Train model
   Fits on X_train, evaluates on (X_test, y_test) without printing per-epoch logs.

4. Predict and evaluate

   • Computes Accuracy, Precision, Recall, F1, and ROC AUC.
   • Prints a full classification report.
   • Plots a confusion matrix and ROC curve for visual performance assessment.

5. Feature importance analysis

   • Extracts and ranks features by gain-based importance (model.feature_importances_).
   • Saves the full ordered feature list to top_features_best.csv.

---

Outputs

• Model performance metrics printed in console
• Confusion matrix and ROC curve plots
• top_features_best.csv with feature importance ranking

# Config
TRAIN_X_CSV = "in_chemico_x_train.csv"
TEST_X_CSV = "in_chemico_x_test.csv"
TRAIN_Y_CSV = "in_chemico_y_train.csv"
TEST_Y_CSV = "in_chemico_y_test.csv"
FEATURE_IMPORT_CSV = "top_features_best.csv"

# Read X
X_train = pd.read_csv(TRAIN_X_CSV)
X_test = pd.read_csv(TEST_X_CSV)

# Read y
y_train = pd.read_csv(TRAIN_Y_CSV)
y_test = pd.read_csv(TEST_Y_CSV)

# Checks
assert list(X_train.columns) == list(X_test.columns), "Train/Test feature columns are misaligned."
assert len(X_train) == len(y_train) and len(X_test) == len(y_test), "X/y rows are misaligned."

model = xgb.XGBClassifier(
    random_state=42,
    tree_method="auto",
    n_jobs=-1,
    eval_metric=["logloss", "auc"],
    # --- Core training parameters ---
    # n_estimators=100,     # number of boosting rounds (default=100)
    # learning_rate=0.3,    # step size shrinkage used in update (default=0.3)
    # max_depth=6,          # maximum depth of each tree (default=6)
    # min_child_weight=1,   # minimum sum of instance weight (default=1)
    # gamma=0.0,            # minimum loss reduction to make a split (default=0.0)
    # subsample=1.0,        # fraction of samples per tree (default=1.0)
    # colsample_bytree=1.0, # fraction of features per tree (default=1.0)

    # --- Regularization (model complexity control) ---
    # reg_alpha=0.0,        # L1 regularization term (default=0.0)
    # reg_lambda=1.0,       # L2 regularization term (default=1.0)

    # --- Randomization ---
    # colsample_bylevel=1.0,  # fraction of columns for each tree level (default=1.0)
    # colsample_bynode=1.0,   # fraction of columns per split (default=1.0)
    # scale_pos_weight=1.0,   # control imbalance between classes (default=1.0)

    # --- Learning task ---
    # objective="binary:logistic",  # default for binary classification
    # eval_metric="logloss",        # default for classification (can add "auc")

    # --- Advanced / system ---
    # booster="gbtree",     # default booster type ("gbtree", "dart", "gblinear")
    # verbosity=1,          # 0 = silent, 1 = warning, 2 = info, 3 = debug
)

# Train
model.fit(
    X_train,
    y_train,
    eval_set=[(X_test, y_test)],
    verbose=False,
)

# Predict
y_pred = model.predict(X_test)
y_prob = model.predict_proba(X_test)[:, 1]

acc = accuracy_score(y_test, y_pred)
prec = precision_score(y_test, y_pred)
rec = recall_score(y_test, y_pred)
f1 = f1_score(y_test, y_pred)
auc = roc_auc_score(y_test, y_prob)

print("\nModel performance:")
print(f"Accuracy: {acc:.4f}")
print(f"Precision: {prec:.4f}")
print(f"Recall: {rec:.4f}")
print(f"F1 score: {f1:.4f}")
print(f"ROC AUC: {auc:.4f}")

print("\nClassification report:")
print(classification_report(y_test, y_pred, digits=3))

# Gain-based by default model.feature_importances_
feat_imp = pd.DataFrame({
    "feature": X_train.columns,
    "importance": model.feature_importances_,
})

# Most important first
feat_imp = feat_imp.sort_values("importance", ascending=False).reset_index(drop=True)

print("\nTop 15 features (by XGBoost importance):")
print(feat_imp.head(15).to_string(index=False))

# Save ordered features
feat_imp.to_csv(FEATURE_IMPORT_CSV, index=False)

# Confusion Matrix
cm = confusion_matrix(y_test, y_pred)
plt.figure(figsize=(5, 4))
sns.heatmap(cm, annot=True, fmt="d", cmap="Blues", cbar=False)
plt.xlabel("Predicted")
plt.ylabel("Actual")
plt.title("Confusion matrix")
plt.tight_layout()
plt.show()

# ROC Curve
fpr, tpr, _ = roc_curve(y_test, y_prob)
plt.figure(figsize=(6, 5))
plt.plot(fpr, tpr, label=f"AUC = {auc:.3f}")
plt.plot([0, 1], [0, 1], linestyle="--", color="gray")
plt.xlabel("False positive rate")
plt.ylabel("True positive rate")
plt.title("ROC curve")
plt.legend(loc="lower right")
plt.tight_layout()
plt.show()

Model performance:
Accuracy: 0.6061
Precision: 0.6667
Recall: 0.5556
F1 score: 0.6061
ROC AUC: 0.6889

Classification report:
              precision    recall  f1-score   support

           0      0.556     0.667     0.606        15
           1      0.667     0.556     0.606        18

    accuracy                          0.606        33
   macro avg      0.611     0.611     0.606        33
weighted avg      0.616     0.606     0.606        33


Top 15 features (by XGBoost importance):
                feature  importance
NumAromaticHeterocycles    0.113731
              PEOE_VSA8    0.099809
    MinAbsPartialCharge    0.044533
               SMR_VSA4    0.043976
       MinPartialCharge    0.040365
                   TPSA    0.040314
            VSA_EState7    0.031364
          BCUT2D_LOGPHI    0.031339
                BertzCT    0.024400
               SMR_VSA9    0.022846
       FpDensityMorgan2    0.021536
                    qed    0.020458
               SMR_VSA3    0.019890
           VSA_EState10    0.018880
      MinAbsEStateIndex    0.017970

Feature Selection Performance Sweep

This section evaluates how the model’s performance changes as we include more top-ranked features
(based on XGBoost’s feature importances).

Workflow Summary

1. Iterative training loop

   • Start with the top 5 most important features.
   • Incrementally add more features up to the full set.
   • For each subset size n, train a new XGBoost model and record:
     • Accuracy
     • F1 Score
     • ROC AUC

2. Result collection

   • Results are stored in a DataFrame (res_df) with columns:
     Top_N, Accuracy, F1, and ROC_AUC.

3. Best feature count selection

   • Identify the number of top features (best_n) that gives the highest F1 score.
   • This helps balance precision and recall performance.

4. Visualization

   • Plot model performance (Accuracy, F1, ROC AUC) against the number of top features.
   • Observe whether performance plateaus or degrades with too many features.

5. Output

   • Prints the best-performing feature count and its corresponding metrics.

---

Purpose This helps determine the optimal number of descriptors for the model,
avoiding redundant or noisy features while retaining strong predictive power.

results = []

# Test from top 5 features up to all available
for n in range(5, len(feat_imp) + 1):
    top_feats = feat_imp["feature"].head(n).tolist()

    model = xgb.XGBClassifier(
        random_state=42,
        tree_method="auto",
        n_jobs=-1,
        eval_metric=["logloss", "auc"],
    )

    model.fit(X_train[top_feats], y_train)
    y_pred = model.predict(X_test[top_feats])
    y_prob = model.predict_proba(X_test[top_feats])[:, 1]

    acc = accuracy_score(y_test, y_pred)
    f1 = f1_score(y_test, y_pred)
    auc = roc_auc_score(y_test, y_prob)

    results.append((n, acc, f1, auc))

# Convert results to DataFrame
res_df = pd.DataFrame(results, columns=["Top_N", "Accuracy", "F1", "ROC_AUC"])

# Find best by F1 score
best = res_df.iloc[res_df["F1"].idxmax()]
best_n = int(best.Top_N)

# Plot performance curves
plt.figure(figsize=(7, 4))
plt.plot(res_df["Top_N"], res_df["Accuracy"], label="Accuracy")
plt.plot(res_df["Top_N"], res_df["F1"], label="F1")
plt.plot(res_df["Top_N"], res_df["ROC_AUC"], label="ROC AUC")
plt.xlabel("Number of top features")
plt.ylabel("Score")
plt.title("Performance vs number of top features")
plt.legend(loc="lower right")
plt.tight_layout()
plt.show()

print("\nBest number of features:", best_n)
print(best)

Best number of features: 31
Top_N       31.000000
Accuracy     0.606061
F1           0.648649
ROC_AUC      0.603704
Name: 26, dtype: float64

results = []
best_params_per_n = {}

# iterate from top 5 features up to all
for n in range(5, len(feat_imp) + 1):
    top_feats = feat_imp["feature"].head(n).tolist()

    # Split
    X_tr, X_val, y_tr, y_val = train_test_split(
        X_train[top_feats], y_train, test_size=0.2, random_state=42, stratify=y_train
    )

    # Define objective
    def objective(trial):
        params = {
            "objective": "binary:logistic",
            "eval_metric": "auc",
            "tree_method": "hist",
            "random_state": 42,
            "n_estimators": trial.suggest_int("n_estimators", 20, 250),
            "learning_rate": trial.suggest_float("learning_rate", 0.01, 0.3, log=True),
            "max_depth": trial.suggest_int("max_depth", 3, 10),
            "min_child_weight": trial.suggest_int("min_child_weight", 1, 20),
            "subsample": trial.suggest_float("subsample", 0.6, 1.0),
            "colsample_bytree": trial.suggest_float("colsample_bytree", 0.6, 1.0),
            "gamma": trial.suggest_float("gamma", 0.0, 5.0),
            "reg_alpha": trial.suggest_float("reg_alpha", 0.0, 1.0),
            "reg_lambda": trial.suggest_float("reg_lambda", 0.5, 3.0),
        }

        model = xgb.XGBClassifier(**params, n_jobs=-1)
        model.fit(
            X_tr, y_tr,
            eval_set=[(X_val, y_val)],
            verbose=False
        )

        y_prob_val = model.predict_proba(X_val)[:, 1]
        auc_val = roc_auc_score(y_val, y_prob_val)
        return auc_val

    study = optuna.create_study(direction="maximize")
    study.optimize(objective, n_trials=200)

    # store best per-N
    best_val_auc = study.best_value
    results.append((n, best_val_auc))
    best_params_per_n[n] = study.best_trial.params

res_df = pd.DataFrame(results, columns=["Top_N", "Val_ROC_AUC"])

# Pick best N by validation AUC
best_row = res_df.iloc[res_df["Val_ROC_AUC"].idxmax()]
best_n = int(best_row.Top_N)
best_val_auc = float(best_row.Val_ROC_AUC)
print(f"\nBest number of features by VAL AUC: {best_n} (Val ROC AUC = {best_val_auc:.4f})")

# Plot validation AUC curve vs N
plt.figure(figsize=(7, 4))
plt.plot(res_df["Top_N"], res_df["Val_ROC_AUC"], label="Validation ROC AUC")
plt.xlabel("Number of top features")
plt.ylabel("Validation ROC AUC")
plt.title("Validation AUC vs number of top features (train-only)")
plt.legend(loc="lower right")
plt.tight_layout()
plt.show()

# Final training
selected_features = feat_imp["feature"].head(best_n).tolist()
X_train_sel = X_train[selected_features].copy()
X_test_sel  = X_test[selected_features].copy()

best_params = best_params_per_n[best_n]
final_model = xgb.XGBClassifier(
    **best_params,
    objective="binary:logistic",
    eval_metric="auc",
    tree_method="hist",
    random_state=42,
    n_jobs=-1,
)
final_model.fit(X_train_sel, y_train)

# Final test evaluation
y_prob_test = final_model.predict_proba(X_test_sel)[:, 1]
y_pred_test = final_model.predict(X_test_sel)

acc = accuracy_score(y_test, y_pred_test)
prec = precision_score(y_test, y_pred_test, zero_division=0)
rec = recall_score(y_test, y_pred_test, zero_division=0)
f1 = f1_score(y_test, y_pred_test, zero_division=0)
auc = roc_auc_score(y_test, y_prob_test)

print("\nFinal model (selected by validation AUC):")
print(f"Top-N features: {best_n}")
print("Best params:", best_params)
print("\nTest performance:")
print(f"Accuracy: {acc:.4f}")
print(f"Precision: {prec:.4f}")
print(f"Recall: {rec:.4f}")
print(f"F1 score: {f1:.4f}")
print(f"ROC AUC: {auc:.4f}")

[I 2025-11-03 19:16:30,291] A new study created in memory with name: no-name-a3858c5c-514b-4b06-b9c1-2de0441dd023
[I 2025-11-03 19:16:30,444] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.22917066233108935, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.930646347579167, 'colsample_bytree': 0.86545688745852, 'gamma': 3.4413428694345782, 'reg_alpha': 0.6254579578618032, 'reg_lambda': 0.5258939543924397}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:16:30,497] Trial 1 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 107, 'learning_rate': 0.03229053312579258, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8900077731692895, 'colsample_bytree': 0.6879026806318749, 'gamma': 1.5065940161481155, 'reg_alpha': 0.8662496633837449, 'reg_lambda': 0.5863755232148375}. Best is trial 1 with value: 0.6636904761904763.
[I 2025-11-03 19:16:30,532] Trial 2 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.015595436722811712, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7640672953093344, 'colsample_bytree': 0.7449377457776005, 'gamma': 2.8950049430899814, 'reg_alpha': 0.21886387889146797, 'reg_lambda': 1.8959529480120194}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:30,600] Trial 3 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 158, 'learning_rate': 0.23282377489190478, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7794852310615862, 'colsample_bytree': 0.8400404670371433, 'gamma': 4.377958803297727, 'reg_alpha': 0.07792656715550683, 'reg_lambda': 1.5394048666141678}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:30,710] Trial 4 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 46, 'learning_rate': 0.03606799888685582, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8165190484160457, 'colsample_bytree': 0.8644445026655121, 'gamma': 0.12305850614478642, 'reg_alpha': 0.809683730555293, 'reg_lambda': 1.5401115998866195}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:30,777] Trial 5 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 211, 'learning_rate': 0.02946988123807615, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9871438580251678, 'colsample_bytree': 0.8888883706877381, 'gamma': 1.8040352226718142, 'reg_alpha': 0.105067596366763, 'reg_lambda': 1.4858246919543645}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:30,849] Trial 6 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 228, 'learning_rate': 0.02483939818325124, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8531921611784141, 'colsample_bytree': 0.9985554547690614, 'gamma': 2.3319990335701926, 'reg_alpha': 0.4788342090944113, 'reg_lambda': 1.848145209791548}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:30,903] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.04124280173509356, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.6774730834178877, 'colsample_bytree': 0.8796412222256069, 'gamma': 3.2144138218821556, 'reg_alpha': 0.20978224007082413, 'reg_lambda': 2.1776862921399087}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:30,995] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 199, 'learning_rate': 0.045983077018151006, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.7634500587722627, 'colsample_bytree': 0.7161191779831364, 'gamma': 1.409839060006799, 'reg_alpha': 0.33784780086323696, 'reg_lambda': 2.9439723574481405}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:31,149] Trial 9 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 162, 'learning_rate': 0.06761459920492849, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8942580826640043, 'colsample_bytree': 0.835843452030999, 'gamma': 0.6979238237031871, 'reg_alpha': 0.12348904882825684, 'reg_lambda': 1.9272460433996146}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:31,195] Trial 10 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 20, 'learning_rate': 0.01121120079703682, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6339611614959713, 'colsample_bytree': 0.6038683530402824, 'gamma': 4.573922546498598, 'reg_alpha': 0.3729433999059858, 'reg_lambda': 2.611532852826297}. Best is trial 10 with value: 0.6904761904761906.
[I 2025-11-03 19:16:31,247] Trial 11 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 22, 'learning_rate': 0.010912500063620805, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6077700372750331, 'colsample_bytree': 0.6292270831730423, 'gamma': 4.71590820470933, 'reg_alpha': 0.3721612603691715, 'reg_lambda': 2.6569930671844277}. Best is trial 10 with value: 0.6904761904761906.
[I 2025-11-03 19:16:31,279] Trial 12 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.010726461864778747, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6176724464566969, 'colsample_bytree': 0.6011645398238935, 'gamma': 4.913233942225428, 'reg_alpha': 0.43781250531917104, 'reg_lambda': 2.9078504810464074}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,356] Trial 13 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 82, 'learning_rate': 0.010047753937910719, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6134089815929672, 'colsample_bytree': 0.6041508895462666, 'gamma': 4.104572998974962, 'reg_alpha': 0.6371103158204439, 'reg_lambda': 2.493315464678975}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,409] Trial 14 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 75, 'learning_rate': 0.07797670071150532, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6839807071589709, 'colsample_bytree': 0.6609824969814015, 'gamma': 3.8977196530015332, 'reg_alpha': 0.5493302895549583, 'reg_lambda': 2.947786664729629}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,468] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.01816205239872697, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.6872447484128534, 'colsample_bytree': 0.7326058224191986, 'gamma': 4.966879889341781, 'reg_alpha': 0.4088024447455379, 'reg_lambda': 2.4975984735768777}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,572] Trial 16 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 29, 'learning_rate': 0.12805350593452366, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6453091144832098, 'colsample_bytree': 0.6510971685717173, 'gamma': 3.7716096752978414, 'reg_alpha': 0.7268565838445072, 'reg_lambda': 2.2953714160754712}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,625] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.014444441472401138, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.7241279821241583, 'colsample_bytree': 0.6034336483681711, 'gamma': 4.9649554669745735, 'reg_alpha': 0.2773749587461251, 'reg_lambda': 0.9800421606122469}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,685] Trial 18 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 97, 'learning_rate': 0.020661973142473436, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7212523850470219, 'colsample_bytree': 0.7889715720896439, 'gamma': 4.2885221726329315, 'reg_alpha': 0.4826753960621765, 'reg_lambda': 2.755949378822756}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,762] Trial 19 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 132, 'learning_rate': 0.014433254400125937, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6433254819871048, 'colsample_bytree': 0.9311175159078213, 'gamma': 2.6595765325725558, 'reg_alpha': 0.9414367117201201, 'reg_lambda': 2.2651485132823135}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,809] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.11880013578190465, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7253810192675486, 'colsample_bytree': 0.7838414769688382, 'gamma': 4.486349756065459, 'reg_alpha': 0.5665899916282838, 'reg_lambda': 2.724454101297612}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,865] Trial 21 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 89, 'learning_rate': 0.010258775729981701, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6026494914256622, 'colsample_bytree': 0.6170088702517483, 'gamma': 3.9651971770468126, 'reg_alpha': 0.633328517846925, 'reg_lambda': 2.4669108113215144}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,898] Trial 22 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 20, 'learning_rate': 0.010387812265859643, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6399501178429864, 'colsample_bytree': 0.6670987797749525, 'gamma': 4.250907838539948, 'reg_alpha': 0.4371622959120087, 'reg_lambda': 2.547719962869913}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,930] Trial 23 finished with value: 0.693452380952381 and parameters: {'n_estimators': 24, 'learning_rate': 0.01321483791519403, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6588673599920788, 'colsample_bytree': 0.6801047327122283, 'gamma': 4.5145976291380165, 'reg_alpha': 0.40757459778730143, 'reg_lambda': 2.1343698047456905}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:31,986] Trial 24 finished with value: 0.693452380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.023194265139131667, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6597701435473795, 'colsample_bytree': 0.695647430018374, 'gamma': 3.3811138236491343, 'reg_alpha': 0.282163729141397, 'reg_lambda': 2.1937054669927574}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:32,030] Trial 25 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 46, 'learning_rate': 0.023356446713033083, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6717972774341521, 'colsample_bytree': 0.6987172603519599, 'gamma': 3.422134311101379, 'reg_alpha': 0.2969845149799875, 'reg_lambda': 2.0663513621667806}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:32,094] Trial 26 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 113, 'learning_rate': 0.017250350936194578, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7131186875824196, 'colsample_bytree': 0.6465611818281063, 'gamma': 3.6349862438807, 'reg_alpha': 0.18376511247757252, 'reg_lambda': 1.2263433550121192}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:32,146] Trial 27 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 63, 'learning_rate': 0.014205898693344533, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6603695235019409, 'colsample_bytree': 0.7635520285119853, 'gamma': 2.8256793437222427, 'reg_alpha': 0.2760454297072359, 'reg_lambda': 2.0577122890069286}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:32,195] Trial 28 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 39, 'learning_rate': 0.023679432872418846, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6950548977214853, 'colsample_bytree': 0.6870760248063528, 'gamma': 2.235905468397871, 'reg_alpha': 0.5387564372246068, 'reg_lambda': 1.6470107000517822}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:32,237] Trial 29 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 37, 'learning_rate': 0.28903014928360377, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8159788742383478, 'colsample_bytree': 0.7156794644518097, 'gamma': 3.2174787418649773, 'reg_alpha': 0.44675898821945925, 'reg_lambda': 1.2883988328558458}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:32,283] Trial 30 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 64, 'learning_rate': 0.013611898177590941, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7435835411758176, 'colsample_bytree': 0.6409142669442623, 'gamma': 4.7280760425881425, 'reg_alpha': 0.004726822157835431, 'reg_lambda': 2.3485888637838155}. Best is trial 30 with value: 0.7023809523809524.
[I 2025-11-03 19:16:32,328] Trial 31 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 54, 'learning_rate': 0.012504917989791739, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7484643841555044, 'colsample_bytree': 0.6341509088872702, 'gamma': 4.737311356659809, 'reg_alpha': 0.023188662238348368, 'reg_lambda': 2.2783067272210977}. Best is trial 31 with value: 0.7083333333333334.
[I 2025-11-03 19:16:32,389] Trial 32 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 63, 'learning_rate': 0.013215216526799797, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7508960819689193, 'colsample_bytree': 0.6868545803140725, 'gamma': 4.670158636358902, 'reg_alpha': 0.003670746651624257, 'reg_lambda': 2.230978268534162}. Best is trial 31 with value: 0.7083333333333334.
[I 2025-11-03 19:16:32,440] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 112, 'learning_rate': 0.013416283323524724, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7499013509222862, 'colsample_bytree': 0.6375810378840991, 'gamma': 4.643567774874172, 'reg_alpha': 0.022144219638108302, 'reg_lambda': 2.3398812455426934}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,498] Trial 34 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 115, 'learning_rate': 0.019018768861712738, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7546242919249423, 'colsample_bytree': 0.6356788952185846, 'gamma': 4.708989010069229, 'reg_alpha': 0.004467795554484141, 'reg_lambda': 2.283156388144369}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,558] Trial 35 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 116, 'learning_rate': 0.017491177304364964, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7943818072206623, 'colsample_bytree': 0.6361465312966991, 'gamma': 4.1318985206712515, 'reg_alpha': 0.00030257397835777716, 'reg_lambda': 2.3399270392858953}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,613] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.03060914598345727, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7559625515426065, 'colsample_bytree': 0.632418600954704, 'gamma': 3.7046771392962112, 'reg_alpha': 0.06115487180440538, 'reg_lambda': 2.3774933457562413}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,727] Trial 37 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.01924580488884302, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7884671299336612, 'colsample_bytree': 0.6659574924261017, 'gamma': 4.768819363825896, 'reg_alpha': 0.15024074203759374, 'reg_lambda': 1.9561420457639314}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,796] Trial 38 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 140, 'learning_rate': 0.026551101955210647, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8455534105486403, 'colsample_bytree': 0.7438782752784059, 'gamma': 4.39653450496883, 'reg_alpha': 0.05661003985161744, 'reg_lambda': 1.7422977437419136}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,847] Trial 39 finished with value: 0.6875 and parameters: {'n_estimators': 122, 'learning_rate': 0.034189640649753814, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7493173725966329, 'colsample_bytree': 0.6281551249278592, 'gamma': 4.086362815654125, 'reg_alpha': 0.057764436038732256, 'reg_lambda': 0.5155010386842402}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,905] Trial 40 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.012881125128201094, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7413205257864922, 'colsample_bytree': 0.716587530892104, 'gamma': 1.6903329691313413, 'reg_alpha': 0.13798254669278526, 'reg_lambda': 1.8081730179567257}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,954] Trial 41 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 79, 'learning_rate': 0.012626539467550464, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.771152944216334, 'colsample_bytree': 0.6505226437208929, 'gamma': 4.67297123349478, 'reg_alpha': 0.002859925504472078, 'reg_lambda': 2.364274328148835}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:33,006] Trial 42 finished with value: 0.6875 and parameters: {'n_estimators': 103, 'learning_rate': 0.0167318183685721, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.776653559052807, 'colsample_bytree': 0.6442535971483685, 'gamma': 4.69096395262996, 'reg_alpha': 0.02119744256058914, 'reg_lambda': 2.36978355866103}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:33,053] Trial 43 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 80, 'learning_rate': 0.020598362904526605, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8123239228636396, 'colsample_bytree': 0.6657772106735852, 'gamma': 4.405466654065638, 'reg_alpha': 0.09957176176257122, 'reg_lambda': 1.9918313583682494}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:33,098] Trial 44 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 88, 'learning_rate': 0.0122689033112601, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8485544588095497, 'colsample_bytree': 0.6196968727236097, 'gamma': 4.800675040790566, 'reg_alpha': 0.17876608832963153, 'reg_lambda': 2.729320828355054}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:33,176] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.015823783472691564, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7680589348727037, 'colsample_bytree': 0.8226427801686124, 'gamma': 0.5397617417711285, 'reg_alpha': 0.07862776395179874, 'reg_lambda': 2.826015262154631}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:33,268] Trial 46 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 120, 'learning_rate': 0.04417859232809959, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.830894686846089, 'colsample_bytree': 0.9194970873156276, 'gamma': 4.993987619765646, 'reg_alpha': 0.22817494706424224, 'reg_lambda': 2.4278557830539307}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,345] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.05487512951275297, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8691172467079458, 'colsample_bytree': 0.9560528836001446, 'gamma': 4.970179450881865, 'reg_alpha': 0.2122154281715068, 'reg_lambda': 2.6070316935355398}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,415] Trial 48 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.04083227224856719, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.958528046464323, 'colsample_bytree': 0.9131428514967426, 'gamma': 4.472354954308837, 'reg_alpha': 0.12702735979366134, 'reg_lambda': 2.4395974890950605}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,473] Trial 49 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 143, 'learning_rate': 0.08860211930456624, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8268004095597767, 'colsample_bytree': 0.9942262610755075, 'gamma': 4.2203840697502555, 'reg_alpha': 0.22729979496113323, 'reg_lambda': 2.1571121728732807}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,530] Trial 50 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 152, 'learning_rate': 0.062262497899884785, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8954599560740132, 'colsample_bytree': 0.841686492268217, 'gamma': 3.989537868089926, 'reg_alpha': 0.045665986104276905, 'reg_lambda': 2.5572666514310756}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,578] Trial 51 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 73, 'learning_rate': 0.011886671412146195, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.739086072708213, 'colsample_bytree': 0.6519566891477909, 'gamma': 4.622397631940234, 'reg_alpha': 0.08936459641103275, 'reg_lambda': 2.4077665832652797}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,624] Trial 52 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 72, 'learning_rate': 0.015685542714713407, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7004466946955423, 'colsample_bytree': 0.6157122280244046, 'gamma': 4.587476054039682, 'reg_alpha': 0.0871927655418118, 'reg_lambda': 2.4155028677826555}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,679] Trial 53 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 132, 'learning_rate': 0.011760064246813046, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7781979361816671, 'colsample_bytree': 0.6536596428882926, 'gamma': 4.89589885405938, 'reg_alpha': 0.16047664045302465, 'reg_lambda': 2.6759263063595156}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,732] Trial 54 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 133, 'learning_rate': 0.15925968906068827, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7993516706805142, 'colsample_bytree': 0.8737721023879537, 'gamma': 4.9510822676816355, 'reg_alpha': 0.17047634103709505, 'reg_lambda': 2.84478601369079}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,796] Trial 55 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 166, 'learning_rate': 0.0115115857214227, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7758252847092495, 'colsample_bytree': 0.6568407457943648, 'gamma': 4.999275074045366, 'reg_alpha': 0.12135711258924937, 'reg_lambda': 2.618234539132026}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,864] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.01175022766235555, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8380974958124872, 'colsample_bytree': 0.6775236119231598, 'gamma': 1.0621662787385167, 'reg_alpha': 0.2411066226679817, 'reg_lambda': 2.686863305759436}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,909] Trial 57 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 53, 'learning_rate': 0.01178660445384439, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.731022576307481, 'colsample_bytree': 0.704827181625515, 'gamma': 4.288940990896013, 'reg_alpha': 0.09218528441051757, 'reg_lambda': 2.5401495336512765}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,957] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.015378347713860154, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8688036261789096, 'colsample_bytree': 0.7702936102895056, 'gamma': 3.7934833328779733, 'reg_alpha': 0.03640955655043204, 'reg_lambda': 2.99195869609326}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,013] Trial 59 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 86, 'learning_rate': 0.010340862086837994, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8081431548100265, 'colsample_bytree': 0.900567994753949, 'gamma': 4.563171245437314, 'reg_alpha': 0.1541957083876338, 'reg_lambda': 2.780393926741845}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,072] Trial 60 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 129, 'learning_rate': 0.021180535932774754, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.784605483532675, 'colsample_bytree': 0.960706206227232, 'gamma': 4.82761272557629, 'reg_alpha': 0.3200747973858783, 'reg_lambda': 2.071159630536426}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,124] Trial 61 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 107, 'learning_rate': 0.026905682956440396, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7640307346248446, 'colsample_bytree': 0.6161999221674593, 'gamma': 4.607667319987185, 'reg_alpha': 0.042694525638080884, 'reg_lambda': 2.3010853461421577}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,172] Trial 62 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 76, 'learning_rate': 0.014431284727474552, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7106667163098611, 'colsample_bytree': 0.6757205541239178, 'gamma': 4.806329457724502, 'reg_alpha': 0.10791688236672023, 'reg_lambda': 0.6642270917202175}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,225] Trial 63 finished with value: 0.693452380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.01911032165375675, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7383977700303815, 'colsample_bytree': 0.6586315842790453, 'gamma': 4.356846075181917, 'reg_alpha': 0.7821455745025134, 'reg_lambda': 2.425718943941309}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,272] Trial 64 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 95, 'learning_rate': 0.01231006696259248, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7641227322096963, 'colsample_bytree': 0.6471029373982472, 'gamma': 4.5175639283883235, 'reg_alpha': 0.03029223590422695, 'reg_lambda': 2.2671848454408168}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,327] Trial 65 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.01232223288419016, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.771461406053164, 'colsample_bytree': 0.6499373097800486, 'gamma': 4.128273537980367, 'reg_alpha': 0.1941439081355867, 'reg_lambda': 2.212954232929027}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,377] Trial 66 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 93, 'learning_rate': 0.010133308722308835, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.82830458552734, 'colsample_bytree': 0.6027631708250294, 'gamma': 4.081505351698776, 'reg_alpha': 0.2508038345075019, 'reg_lambda': 2.2058109697477493}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,432] Trial 67 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 102, 'learning_rate': 0.01319472785765958, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7646016075316376, 'colsample_bytree': 0.6234970793612293, 'gamma': 4.432937914670016, 'reg_alpha': 0.3504031066788166, 'reg_lambda': 2.0893231748749703}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,483] Trial 68 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 103, 'learning_rate': 0.1725406789216409, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8017216503591474, 'colsample_bytree': 0.6205688820345994, 'gamma': 4.216415255177824, 'reg_alpha': 0.35143016385894055, 'reg_lambda': 2.0975271382024414}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,538] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.09750821154115953, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7647663602339282, 'colsample_bytree': 0.6734997699720974, 'gamma': 3.553284748914196, 'reg_alpha': 0.3088939327258675, 'reg_lambda': 2.5006554494616084}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,589] Trial 70 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 111, 'learning_rate': 0.03921095444685278, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7806570071690949, 'colsample_bytree': 0.7284839984203229, 'gamma': 2.1929702669222744, 'reg_alpha': 0.19838947374466273, 'reg_lambda': 1.8890312838267873}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,638] Trial 71 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 101, 'learning_rate': 0.1601622205256658, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8015872614983072, 'colsample_bytree': 0.6207474105458937, 'gamma': 3.859361504567297, 'reg_alpha': 0.3998675295709599, 'reg_lambda': 2.0829120940769115}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,687] Trial 72 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 83, 'learning_rate': 0.19502196179184694, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8265599253600728, 'colsample_bytree': 0.6453074639432823, 'gamma': 4.221012092669582, 'reg_alpha': 0.2624237332919119, 'reg_lambda': 1.9924928768374093}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,732] Trial 73 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 90, 'learning_rate': 0.2723352557316235, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7963840833035835, 'colsample_bytree': 0.6239617403225352, 'gamma': 4.443546782172911, 'reg_alpha': 0.34869710775449575, 'reg_lambda': 2.1564908522393242}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,787] Trial 74 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.013973978742260456, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7734882815214008, 'colsample_bytree': 0.6134265811884944, 'gamma': 3.131868552925246, 'reg_alpha': 0.3612749864082472, 'reg_lambda': 2.2552084953660607}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,837] Trial 75 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 100, 'learning_rate': 0.015828551450618986, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7851358520685852, 'colsample_bytree': 0.6002528419286982, 'gamma': 4.842720246436796, 'reg_alpha': 0.5141182975822091, 'reg_lambda': 1.7393039621488615}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,889] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 111, 'learning_rate': 0.01626360496564226, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7879708959927048, 'colsample_bytree': 0.6030915614831086, 'gamma': 4.829270069573191, 'reg_alpha': 0.524602043726323, 'reg_lambda': 1.6133428391060085}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,941] Trial 77 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.046825440725832106, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7598303598796312, 'colsample_bytree': 0.650483778653013, 'gamma': 4.505231537120858, 'reg_alpha': 0.4618302202775725, 'reg_lambda': 1.7683069437717656}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,990] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.011155646873741307, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7130861364519825, 'colsample_bytree': 0.6366034829277039, 'gamma': 4.3561837565407195, 'reg_alpha': 0.5626790301436675, 'reg_lambda': 1.3343033465608736}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,044] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.012906539106733004, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7327717304060661, 'colsample_bytree': 0.8168221495286498, 'gamma': 4.849195666739018, 'reg_alpha': 0.5835552174866203, 'reg_lambda': 1.6958420447766727}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,091] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.01792994748578185, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8188624614005814, 'colsample_bytree': 0.6996637081656466, 'gamma': 4.642042475777682, 'reg_alpha': 0.1670866076846956, 'reg_lambda': 1.5518650486830912}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,141] Trial 81 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 104, 'learning_rate': 0.014408097346245076, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7913495381164485, 'colsample_bytree': 0.6236397238638641, 'gamma': 4.138900576159002, 'reg_alpha': 0.5038357056583492, 'reg_lambda': 1.9126398086526892}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,201] Trial 82 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 109, 'learning_rate': 0.01502623462133635, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7862201327655602, 'colsample_bytree': 0.6295169302218468, 'gamma': 3.9539424652889523, 'reg_alpha': 0.4898238029421395, 'reg_lambda': 1.8900383572738293}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,248] Trial 83 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 92, 'learning_rate': 0.013168633675172852, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7678348772586424, 'colsample_bytree': 0.6086936907930485, 'gamma': 4.894478291735437, 'reg_alpha': 0.5187723578537066, 'reg_lambda': 1.8314331811631386}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,301] Trial 84 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 101, 'learning_rate': 0.014543187545649346, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7547312879923891, 'colsample_bytree': 0.660604324122292, 'gamma': 4.512074593542826, 'reg_alpha': 0.7074359282066087, 'reg_lambda': 2.217843335388807}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,350] Trial 85 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 84, 'learning_rate': 0.010863925939066774, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.810209389095178, 'colsample_bytree': 0.6866013272077827, 'gamma': 4.090537031369212, 'reg_alpha': 0.3891676188474132, 'reg_lambda': 1.9930990743328358}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,395] Trial 86 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 82, 'learning_rate': 0.010797975427346845, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8114237792145611, 'colsample_bytree': 0.6868776049762686, 'gamma': 4.697057097951937, 'reg_alpha': 0.3831194796315443, 'reg_lambda': 2.014766464397872}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,440] Trial 87 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 66, 'learning_rate': 0.011282030344955228, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8117719487049874, 'colsample_bytree': 0.689002766199681, 'gamma': 4.689142402351852, 'reg_alpha': 0.2998321154899463, 'reg_lambda': 1.987070764489129}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,490] Trial 88 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 82, 'learning_rate': 0.010118549355253708, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8356819228377632, 'colsample_bytree': 0.7108286196571177, 'gamma': 4.3259618240957955, 'reg_alpha': 0.38541697384619084, 'reg_lambda': 2.3209897983242382}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,538] Trial 89 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 87, 'learning_rate': 0.01232660023614531, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.82045209283375, 'colsample_bytree': 0.6699002811881685, 'gamma': 4.044216595637069, 'reg_alpha': 0.428646972922966, 'reg_lambda': 2.0346928704802103}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,586] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.01075618733767063, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8578745099810753, 'colsample_bytree': 0.6872335146229631, 'gamma': 3.9928747976910066, 'reg_alpha': 0.41231770864984424, 'reg_lambda': 2.0109210888643463}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,686] Trial 91 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.01241771281739539, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8226876137308108, 'colsample_bytree': 0.670160509913403, 'gamma': 0.07879385460304444, 'reg_alpha': 0.4293978388098039, 'reg_lambda': 2.1299783128511294}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,825] Trial 92 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 93, 'learning_rate': 0.012258770560524927, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.804336283091703, 'colsample_bytree': 0.6464445327265642, 'gamma': 4.4484928260675085, 'reg_alpha': 0.31921028783880206, 'reg_lambda': 2.0403972156561214}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,871] Trial 93 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 81, 'learning_rate': 0.013458976034865459, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8073811559531251, 'colsample_bytree': 0.6392763642428406, 'gamma': 4.4146565512594895, 'reg_alpha': 0.3272861623805644, 'reg_lambda': 2.0346141404194804}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,922] Trial 94 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 93, 'learning_rate': 0.010663313741463959, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8794343299377566, 'colsample_bytree': 0.7258107478604942, 'gamma': 4.995138507559674, 'reg_alpha': 0.391905822924726, 'reg_lambda': 1.9538145675930572}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,966] Trial 95 finished with value: 0.693452380952381 and parameters: {'n_estimators': 58, 'learning_rate': 0.011340066435368595, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8438181296331376, 'colsample_bytree': 0.6830967369713911, 'gamma': 4.585465149366298, 'reg_alpha': 0.2807908031995904, 'reg_lambda': 2.127270995237967}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:36,017] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 86, 'learning_rate': 0.016664212727426245, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8577222827856411, 'colsample_bytree': 0.6669942477353897, 'gamma': 4.703075910702394, 'reg_alpha': 0.36741952803689426, 'reg_lambda': 2.488353991898838}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,059] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.016692094716521503, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9065371881237624, 'colsample_bytree': 0.6618302496370511, 'gamma': 4.754280520918406, 'reg_alpha': 0.3751169877074763, 'reg_lambda': 2.676515032811192}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,110] Trial 98 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 86, 'learning_rate': 0.02201362918424319, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8168112182412035, 'colsample_bytree': 0.8568943070152547, 'gamma': 4.712329434762824, 'reg_alpha': 0.45499903376882167, 'reg_lambda': 2.481904438390864}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,153] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.013625286484910007, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.852762859216952, 'colsample_bytree': 0.7412239630742902, 'gamma': 4.895879979479305, 'reg_alpha': 0.33407770561757144, 'reg_lambda': 2.356024165505163}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,222] Trial 100 finished with value: 0.7172619047619047 and parameters: {'n_estimators': 158, 'learning_rate': 0.010001717303835766, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.861055951386517, 'colsample_bytree': 0.6701066676836928, 'gamma': 4.260084952205911, 'reg_alpha': 0.41647442467139567, 'reg_lambda': 2.545120715934217}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,286] Trial 101 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.01091986718641635, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8593856135862036, 'colsample_bytree': 0.6744069496596972, 'gamma': 4.271971884545688, 'reg_alpha': 0.4353025646499851, 'reg_lambda': 2.5948490262836588}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,348] Trial 102 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.011938492042890759, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8365967841035231, 'colsample_bytree': 0.6908510305318536, 'gamma': 4.441084566323316, 'reg_alpha': 0.4234950692580271, 'reg_lambda': 2.555440677778844}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,422] Trial 103 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 146, 'learning_rate': 0.01013519917189071, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8056152170326258, 'colsample_bytree': 0.6676361784624999, 'gamma': 4.627411717092031, 'reg_alpha': 0.47531817270091514, 'reg_lambda': 2.5077076387171613}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,481] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 162, 'learning_rate': 0.012745844693846818, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8847166573946271, 'colsample_bytree': 0.6552453503851875, 'gamma': 3.615939590689886, 'reg_alpha': 0.3692232997539565, 'reg_lambda': 2.63837906593611}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,545] Trial 105 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 181, 'learning_rate': 0.013243012622341848, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9276720729235168, 'colsample_bytree': 0.7078578499409677, 'gamma': 4.106006913674638, 'reg_alpha': 0.3522601426781228, 'reg_lambda': 2.448027629021942}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,611] Trial 106 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 172, 'learning_rate': 0.013786946778487318, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9157558407102954, 'colsample_bytree': 0.7048852609952542, 'gamma': 3.6164961178615176, 'reg_alpha': 0.367568864752549, 'reg_lambda': 2.4444529260613836}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,676] Trial 107 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 189, 'learning_rate': 0.01747754959902308, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9468817373801768, 'colsample_bytree': 0.6793625803058075, 'gamma': 3.809938336343375, 'reg_alpha': 0.34553518438530356, 'reg_lambda': 2.7780511955472535}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,739] Trial 108 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 158, 'learning_rate': 0.014876142465248012, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9850440821834653, 'colsample_bytree': 0.7215512665287265, 'gamma': 3.966503475994356, 'reg_alpha': 0.40559083225883397, 'reg_lambda': 2.6123094616489797}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,801] Trial 109 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.07011510699228785, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8862366696013414, 'colsample_bytree': 0.6980197381155104, 'gamma': 3.7237958899200128, 'reg_alpha': 0.30985545574463114, 'reg_lambda': 2.3874873325542354}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,869] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.012943617728662439, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8690411998651896, 'colsample_bytree': 0.6705869030057909, 'gamma': 4.131503709048665, 'reg_alpha': 0.3800974785127773, 'reg_lambda': 1.8457760634057023}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,944] Trial 111 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 228, 'learning_rate': 0.011127024478498565, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8695236912912561, 'colsample_bytree': 0.6630190203469603, 'gamma': 4.1822890824851955, 'reg_alpha': 0.3805650192533142, 'reg_lambda': 1.8497967040697139}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,021] Trial 112 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 231, 'learning_rate': 0.010982048520830397, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8815565258691824, 'colsample_bytree': 0.6658562859076284, 'gamma': 4.185786118034265, 'reg_alpha': 0.388504452976156, 'reg_lambda': 1.8269970620902045}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,090] Trial 113 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 212, 'learning_rate': 0.012127498722426236, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8698695494707878, 'colsample_bytree': 0.6552976462473056, 'gamma': 3.486179203161774, 'reg_alpha': 0.37355194739046377, 'reg_lambda': 1.926959941331963}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,162] Trial 114 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.012740286966745416, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8966103018811682, 'colsample_bytree': 0.6788819778502334, 'gamma': 3.9106940258490708, 'reg_alpha': 0.9794039697354473, 'reg_lambda': 1.8639715029575543}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,238] Trial 115 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.011278548705201502, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8623295377761988, 'colsample_bytree': 0.6408414706309725, 'gamma': 4.313694421971554, 'reg_alpha': 0.46756043141777176, 'reg_lambda': 1.774468134104871}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,314] Trial 116 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 207, 'learning_rate': 0.010078432555121588, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.875379225892557, 'colsample_bytree': 0.6597936417473661, 'gamma': 4.379703693811364, 'reg_alpha': 0.41886290588704944, 'reg_lambda': 2.038456287170408}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,381] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.015377603953464606, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8478535188093653, 'colsample_bytree': 0.7632126342386673, 'gamma': 4.037092075867234, 'reg_alpha': 0.4472388550994342, 'reg_lambda': 1.666699061161715}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,456] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.019639815431493828, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8452930596249296, 'colsample_bytree': 0.7548819237344204, 'gamma': 4.0493641848462545, 'reg_alpha': 0.4374827845476974, 'reg_lambda': 1.7086849537483118}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,527] Trial 119 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.019950051577135235, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8405974586420643, 'colsample_bytree': 0.767549609909257, 'gamma': 4.077595716268783, 'reg_alpha': 0.3269402628051765, 'reg_lambda': 1.687963933162913}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,603] Trial 120 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.018847585474303003, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8495645772382452, 'colsample_bytree': 0.7957734012478561, 'gamma': 2.5240539465083027, 'reg_alpha': 0.4499556182500146, 'reg_lambda': 1.4278126463630485}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,674] Trial 121 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 243, 'learning_rate': 0.015742474358555386, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8334721107833972, 'colsample_bytree': 0.7761046835756499, 'gamma': 3.3145432927180676, 'reg_alpha': 0.440089282489802, 'reg_lambda': 1.642162467375721}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,747] Trial 122 finished with value: 0.5 and parameters: {'n_estimators': 221, 'learning_rate': 0.017248823014786856, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8681950011361743, 'colsample_bytree': 0.7517503296685071, 'gamma': 3.895789692812753, 'reg_alpha': 0.3989667705222998, 'reg_lambda': 1.8026535073858017}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,825] Trial 123 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 223, 'learning_rate': 0.014919731539100863, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.888656238015135, 'colsample_bytree': 0.7351487184955584, 'gamma': 4.017186273484436, 'reg_alpha': 0.37493305803628657, 'reg_lambda': 1.6951514521122224}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,897] Trial 124 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.01183258116670542, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8543869810292768, 'colsample_bytree': 0.6683767629096169, 'gamma': 3.6572625912882506, 'reg_alpha': 0.2914141337838261, 'reg_lambda': 1.5369073085721638}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,970] Trial 125 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 238, 'learning_rate': 0.051020817262313556, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8301037449940025, 'colsample_bytree': 0.8026410640929227, 'gamma': 3.7540261426623083, 'reg_alpha': 0.29047006536825765, 'reg_lambda': 1.5121392303401489}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,041] Trial 126 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 215, 'learning_rate': 0.03213388401285177, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8455179131225302, 'colsample_bytree': 0.7521975560781937, 'gamma': 3.596591076819987, 'reg_alpha': 0.2534453186635854, 'reg_lambda': 1.6233821733405747}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,114] Trial 127 finished with value: 0.5 and parameters: {'n_estimators': 226, 'learning_rate': 0.014215497377066762, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8535810263490657, 'colsample_bytree': 0.6913963261119452, 'gamma': 3.0499928875323388, 'reg_alpha': 0.26526058871344826, 'reg_lambda': 1.4418239164695965}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,215] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.02649677023059578, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9010726075003096, 'colsample_bytree': 0.947708394388707, 'gamma': 3.6747808380666016, 'reg_alpha': 0.3170100054655043, 'reg_lambda': 1.5783767941749547}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,288] Trial 129 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 237, 'learning_rate': 0.012735120522777048, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8259515100932783, 'colsample_bytree': 0.6968717138700494, 'gamma': 3.8239434994897747, 'reg_alpha': 0.2357698207216706, 'reg_lambda': 1.9637890830478535}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,364] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.011811038602520536, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8736015628553147, 'colsample_bytree': 0.9771210201327551, 'gamma': 4.202529922055581, 'reg_alpha': 0.33972968342137017, 'reg_lambda': 1.8622287437299068}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,449] Trial 131 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.011712924145982951, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8762922691205929, 'colsample_bytree': 0.9781818685110634, 'gamma': 4.041408906791471, 'reg_alpha': 0.35677328892632637, 'reg_lambda': 1.7465598737090018}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,528] Trial 132 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 233, 'learning_rate': 0.010828347340518666, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8642036060458532, 'colsample_bytree': 0.9099087662998795, 'gamma': 4.191828471037976, 'reg_alpha': 0.30066178213041017, 'reg_lambda': 1.8579452758541923}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,602] Trial 133 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.016137961833616626, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8205633340580845, 'colsample_bytree': 0.9287720168598222, 'gamma': 3.880604488821655, 'reg_alpha': 0.33647199862167254, 'reg_lambda': 1.8992706270567727}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,672] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.012481292717418893, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8416329802337633, 'colsample_bytree': 0.9941220902770646, 'gamma': 4.143408988000211, 'reg_alpha': 0.3882593181156236, 'reg_lambda': 1.7042089207246216}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,747] Trial 135 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 216, 'learning_rate': 0.013683742253290155, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8425946001226842, 'colsample_bytree': 0.6447933793893377, 'gamma': 3.338035159112031, 'reg_alpha': 0.39050733340914595, 'reg_lambda': 1.5815198416954117}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,822] Trial 136 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 223, 'learning_rate': 0.012833124685772862, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8115489931954722, 'colsample_bytree': 0.7831141553012506, 'gamma': 4.5055236259474505, 'reg_alpha': 0.43674915416235127, 'reg_lambda': 1.681953299130531}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,892] Trial 137 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.015318022693739164, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8511414246558928, 'colsample_bytree': 0.759138354042025, 'gamma': 4.035895283866565, 'reg_alpha': 0.49234528631725755, 'reg_lambda': 2.09283607127453}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,966] Trial 138 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 234, 'learning_rate': 0.12862950267157724, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8337264904224803, 'colsample_bytree': 0.85413333237166, 'gamma': 4.358532972704456, 'reg_alpha': 0.3687285129137174, 'reg_lambda': 1.7915255233686325}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,051] Trial 139 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 227, 'learning_rate': 0.012449784574370367, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.858259910056888, 'colsample_bytree': 0.9946775211284596, 'gamma': 4.151785365131988, 'reg_alpha': 0.39875341374594897, 'reg_lambda': 1.4550658775360223}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,099] Trial 140 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 86, 'learning_rate': 0.013755791154487185, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8229229958882333, 'colsample_bytree': 0.8868246869036681, 'gamma': 3.48679973430901, 'reg_alpha': 0.2847208347711362, 'reg_lambda': 1.7323882271310098}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,172] Trial 141 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.011789944600379989, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8762235166983627, 'colsample_bytree': 0.9799488808628979, 'gamma': 4.208781771862303, 'reg_alpha': 0.3375491343134243, 'reg_lambda': 1.9267854385762049}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,252] Trial 142 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 237, 'learning_rate': 0.011301955194516773, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8855346244049138, 'colsample_bytree': 0.9698189010712223, 'gamma': 3.961925658199918, 'reg_alpha': 0.3580920342593901, 'reg_lambda': 1.849728939921241}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,329] Trial 143 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 240, 'learning_rate': 0.010753456788872734, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8721587367338871, 'colsample_bytree': 0.9868165914955693, 'gamma': 4.321797386259206, 'reg_alpha': 0.4212000454058317, 'reg_lambda': 0.979447685758815}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,392] Trial 144 finished with value: 0.5 and parameters: {'n_estimators': 205, 'learning_rate': 0.012089826861860354, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8516686787544347, 'colsample_bytree': 0.9446395126694562, 'gamma': 2.066003581586193, 'reg_alpha': 0.32195939826376047, 'reg_lambda': 2.0097629238760275}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,468] Trial 145 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 250, 'learning_rate': 0.014545577142097189, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9081932901805232, 'colsample_bytree': 0.683229820500108, 'gamma': 4.474368350246262, 'reg_alpha': 0.21633457401815778, 'reg_lambda': 1.515720140758785}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,515] Trial 146 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 78, 'learning_rate': 0.013138377832570663, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7971877998891145, 'colsample_bytree': 0.965444492991154, 'gamma': 4.140240609363251, 'reg_alpha': 0.37928235636694974, 'reg_lambda': 2.0494431883546076}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,568] Trial 147 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 91, 'learning_rate': 0.03720475768010784, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8148801135883802, 'colsample_bytree': 0.9975773188842265, 'gamma': 4.217955738887482, 'reg_alpha': 0.4072633933061919, 'reg_lambda': 1.6533288200340943}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,621] Trial 148 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 92, 'learning_rate': 0.04267164307073924, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8114736454359196, 'colsample_bytree': 0.655348694435136, 'gamma': 4.5674852239943675, 'reg_alpha': 0.45783908465149986, 'reg_lambda': 1.6379652820595834}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,673] Trial 149 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 91, 'learning_rate': 0.04430255818231985, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.81620218769546, 'colsample_bytree': 0.6300833968994357, 'gamma': 4.58178622347314, 'reg_alpha': 0.4576084794567476, 'reg_lambda': 1.6525250857521272}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,727] Trial 150 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 83, 'learning_rate': 0.05075199090125521, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8038019663960007, 'colsample_bytree': 0.6545298333063829, 'gamma': 4.429145253751683, 'reg_alpha': 0.4795647949100669, 'reg_lambda': 1.710895023444875}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,771] Trial 151 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 82, 'learning_rate': 0.03615003593292915, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8038067820661008, 'colsample_bytree': 0.6558325923890399, 'gamma': 4.4569732885747015, 'reg_alpha': 0.47898723592394915, 'reg_lambda': 1.7296445215981358}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,819] Trial 152 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 82, 'learning_rate': 0.036690194423180986, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8041518338128001, 'colsample_bytree': 0.8274014843870003, 'gamma': 4.73757948727872, 'reg_alpha': 0.478932477601602, 'reg_lambda': 1.7207261794009314}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,877] Trial 153 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 77, 'learning_rate': 0.0373839427028578, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8074095942498711, 'colsample_bytree': 0.9979403322278444, 'gamma': 4.765843079484376, 'reg_alpha': 0.46831685354447505, 'reg_lambda': 1.7258310095287608}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,924] Trial 154 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 85, 'learning_rate': 0.04254394379370625, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7970820440735069, 'colsample_bytree': 0.8348796478102307, 'gamma': 4.594602803721588, 'reg_alpha': 0.49762595643924407, 'reg_lambda': 1.5882280603678987}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,973] Trial 155 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 83, 'learning_rate': 0.03445369196033639, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7953503012884227, 'colsample_bytree': 0.8305717759377814, 'gamma': 4.684932000109872, 'reg_alpha': 0.543767940483003, 'reg_lambda': 1.5725353999155398}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,021] Trial 156 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 89, 'learning_rate': 0.044563583210748575, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7945031363868964, 'colsample_bytree': 0.8130477439577853, 'gamma': 4.538340277677792, 'reg_alpha': 0.5269890573825825, 'reg_lambda': 1.5881907271574873}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,098] Trial 157 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 97, 'learning_rate': 0.0531150692491009, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8142822594619736, 'colsample_bytree': 0.8297766381220794, 'gamma': 4.447458293326055, 'reg_alpha': 0.5402529844876666, 'reg_lambda': 1.6162108774795074}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,150] Trial 158 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 84, 'learning_rate': 0.034128629652599926, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7934058261412297, 'colsample_bytree': 0.8427616617276268, 'gamma': 4.619745284488958, 'reg_alpha': 0.5633118294347693, 'reg_lambda': 1.6604452464164783}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,200] Trial 159 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 94, 'learning_rate': 0.04846934461856619, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8013321184320776, 'colsample_bytree': 0.8129724417992221, 'gamma': 4.904137406292108, 'reg_alpha': 0.44878628505623824, 'reg_lambda': 1.3383706534583737}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,252] Trial 160 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 74, 'learning_rate': 0.041872243872537636, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7796446776907322, 'colsample_bytree': 0.8044422286311999, 'gamma': 4.410699455249685, 'reg_alpha': 0.5941020044657969, 'reg_lambda': 1.774381557867928}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,301] Trial 161 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 83, 'learning_rate': 0.03576747046688444, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8051042339544099, 'colsample_bytree': 0.8275784871077914, 'gamma': 4.723679394219731, 'reg_alpha': 0.4927830165705782, 'reg_lambda': 1.6785250134541463}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,355] Trial 162 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 88, 'learning_rate': 0.03866768954675332, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8210057338435631, 'colsample_bytree': 0.8417459225372004, 'gamma': 4.798339769176608, 'reg_alpha': 0.48512242560585633, 'reg_lambda': 1.492074114158292}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,404] Trial 163 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 80, 'learning_rate': 0.029261319646810658, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8283559774794851, 'colsample_bytree': 0.8625113782316327, 'gamma': 4.645505083273094, 'reg_alpha': 0.5061038509525219, 'reg_lambda': 1.726513662387938}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,456] Trial 164 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 67, 'learning_rate': 0.04107370164053127, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8095782465716258, 'colsample_bytree': 0.8333273476602324, 'gamma': 4.556792084194116, 'reg_alpha': 0.4745274885247465, 'reg_lambda': 1.5785862314024615}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,511] Trial 165 finished with value: 0.6547619047619049 and parameters: {'n_estimators': 106, 'learning_rate': 0.059304866393595355, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.7912129511798476, 'colsample_bytree': 0.7922796298530885, 'gamma': 4.743625156815879, 'reg_alpha': 0.5107156011746553, 'reg_lambda': 1.388526521698193}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,562] Trial 166 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 91, 'learning_rate': 0.04236173216901587, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8003053150817251, 'colsample_bytree': 0.822697485873454, 'gamma': 4.316946859100524, 'reg_alpha': 0.42795726520872157, 'reg_lambda': 1.5405261700907882}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,611] Trial 167 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 83, 'learning_rate': 0.034971916758668675, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8367899824716333, 'colsample_bytree': 0.8464759665856278, 'gamma': 4.848864188356941, 'reg_alpha': 0.4483647662629332, 'reg_lambda': 1.646078902212707}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,661] Trial 168 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 72, 'learning_rate': 0.0496058817520086, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8106548023429959, 'colsample_bytree': 0.6549260967504249, 'gamma': 4.440610552575854, 'reg_alpha': 0.41163799829781167, 'reg_lambda': 1.720166810629437}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,710] Trial 169 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 96, 'learning_rate': 0.032998255976969225, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7857819267555505, 'colsample_bytree': 0.8814722135375258, 'gamma': 4.658258398268997, 'reg_alpha': 0.5931086064571368, 'reg_lambda': 1.617022509723625}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,761] Trial 170 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 100, 'learning_rate': 0.03777846298042334, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.817293781288238, 'colsample_bytree': 0.6354014185171365, 'gamma': 4.970191328330752, 'reg_alpha': 0.5436267559494047, 'reg_lambda': 1.802918258633003}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,986] Trial 171 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 95, 'learning_rate': 0.0588840637886683, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8146697517624545, 'colsample_bytree': 0.8216386040353585, 'gamma': 4.458059657991256, 'reg_alpha': 0.5548538471684065, 'reg_lambda': 1.5673705609779143}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,044] Trial 172 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 86, 'learning_rate': 0.05259453238054922, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8302255382275942, 'colsample_bytree': 0.8498226188074781, 'gamma': 4.507269851973846, 'reg_alpha': 0.5318040129897347, 'reg_lambda': 1.6736059694615546}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,096] Trial 173 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 77, 'learning_rate': 0.029139939614651385, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8018797885335585, 'colsample_bytree': 0.9242994240774939, 'gamma': 4.303621179338071, 'reg_alpha': 0.4779303743231013, 'reg_lambda': 1.6169174824972397}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,150] Trial 174 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 75, 'learning_rate': 0.032119557202587974, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8040923505976795, 'colsample_bytree': 0.8713209314122675, 'gamma': 4.309711110653668, 'reg_alpha': 0.5031449148914677, 'reg_lambda': 2.173078948306055}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,201] Trial 175 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 79, 'learning_rate': 0.028906240485255766, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7975043721468076, 'colsample_bytree': 0.897280120773521, 'gamma': 4.258537542102953, 'reg_alpha': 0.479368458835233, 'reg_lambda': 1.774972707085185}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,250] Trial 176 finished with value: 0.625 and parameters: {'n_estimators': 60, 'learning_rate': 0.02900084017998014, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7961589941629024, 'colsample_bytree': 0.9234756727945634, 'gamma': 1.2885814995300024, 'reg_alpha': 0.4676904798884394, 'reg_lambda': 1.6083172266107841}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,304] Trial 177 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 79, 'learning_rate': 0.030493667327337895, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8230016585548104, 'colsample_bytree': 0.9367653355175121, 'gamma': 4.267265981152204, 'reg_alpha': 0.4470009197242464, 'reg_lambda': 1.7713206304837306}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,354] Trial 178 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 70, 'learning_rate': 0.02496227760643957, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8413658840053179, 'colsample_bytree': 0.8993138914089415, 'gamma': 4.353168808811504, 'reg_alpha': 0.40611105087938865, 'reg_lambda': 1.5366356007519881}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,404] Trial 179 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 89, 'learning_rate': 0.04640643350795553, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7835840306605505, 'colsample_bytree': 0.9855154251005388, 'gamma': 4.063681343320562, 'reg_alpha': 0.4892967510375029, 'reg_lambda': 1.4915692844267647}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,454] Trial 180 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 77, 'learning_rate': 0.028262749778577363, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7913753047809352, 'colsample_bytree': 0.9186596850759682, 'gamma': 4.550568399593079, 'reg_alpha': 0.4305290967108568, 'reg_lambda': 1.9649700558480934}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,531] Trial 181 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 81, 'learning_rate': 0.03873940131631643, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8020483243553483, 'colsample_bytree': 0.9063324049144446, 'gamma': 4.673098712523205, 'reg_alpha': 0.46425704684159047, 'reg_lambda': 1.7119807180734383}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,580] Trial 182 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 85, 'learning_rate': 0.043985294450383794, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7773406340378566, 'colsample_bytree': 0.9025351722302201, 'gamma': 0.3604461451574643, 'reg_alpha': 0.4652187397408501, 'reg_lambda': 1.646516639780886}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,630] Trial 183 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 91, 'learning_rate': 0.03996861772754597, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7995990527420791, 'colsample_bytree': 0.9060717535655991, 'gamma': 4.393555766306185, 'reg_alpha': 0.43292363965271113, 'reg_lambda': 2.098494298990465}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,678] Trial 184 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 84, 'learning_rate': 0.03983453881734831, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8161664696899684, 'colsample_bytree': 0.9416964649335313, 'gamma': 4.253389485106647, 'reg_alpha': 0.4071053999096951, 'reg_lambda': 1.7574552596171962}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,723] Trial 185 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 78, 'learning_rate': 0.035334571181945544, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8286291337984338, 'colsample_bytree': 0.9158287552361184, 'gamma': 4.595719829859869, 'reg_alpha': 0.4553212653322588, 'reg_lambda': 1.6697334744852537}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,770] Trial 186 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.031168958340426968, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8082017537536703, 'colsample_bytree': 0.8888652813222243, 'gamma': 4.671666144426279, 'reg_alpha': 0.49613905824807114, 'reg_lambda': 1.7113387912274578}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,821] Trial 187 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 92, 'learning_rate': 0.02219575204728399, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.789223001953137, 'colsample_bytree': 0.9237723484780198, 'gamma': 2.822451833867964, 'reg_alpha': 0.8644198723197647, 'reg_lambda': 1.6100888947232288}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,874] Trial 188 finished with value: 0.5 and parameters: {'n_estimators': 101, 'learning_rate': 0.048290197033630716, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8248430825960047, 'colsample_bytree': 0.6467818390684245, 'gamma': 4.402321958272399, 'reg_alpha': 0.5127202751016073, 'reg_lambda': 1.5654201703666852}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,922] Trial 189 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 81, 'learning_rate': 0.025092869352096498, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8371273233436851, 'colsample_bytree': 0.8944797373173073, 'gamma': 4.514032443658745, 'reg_alpha': 0.41794416185470346, 'reg_lambda': 2.025673990699156}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,970] Trial 190 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 64, 'learning_rate': 0.04395072274960926, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8125072890989906, 'colsample_bytree': 0.6630214337194624, 'gamma': 4.2338374456174, 'reg_alpha': 0.47938878754351416, 'reg_lambda': 1.692376165822627}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,021] Trial 191 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 87, 'learning_rate': 0.03699665547426728, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8058566668777074, 'colsample_bytree': 0.9291232880046675, 'gamma': 4.803012149502149, 'reg_alpha': 0.48177878175575156, 'reg_lambda': 1.7354195049063237}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,071] Trial 192 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 81, 'learning_rate': 0.037069948240827696, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7992737782580965, 'colsample_bytree': 0.6524449036512937, 'gamma': 4.751430881946259, 'reg_alpha': 0.46607240386644017, 'reg_lambda': 1.8100979992830384}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,117] Trial 193 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 74, 'learning_rate': 0.032973568155679485, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7999327032163124, 'colsample_bytree': 0.6764310494829532, 'gamma': 4.646609211840589, 'reg_alpha': 0.4408411677440991, 'reg_lambda': 1.8034030600607152}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,169] Trial 194 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 80, 'learning_rate': 0.040804036867859425, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7950822633265742, 'colsample_bytree': 0.6470963867287213, 'gamma': 4.905040325035984, 'reg_alpha': 0.46065030165169835, 'reg_lambda': 1.9178930491265467}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,220] Trial 195 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 87, 'learning_rate': 0.03899912718253987, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8189112868079346, 'colsample_bytree': 0.7814295795159844, 'gamma': 4.713875993253245, 'reg_alpha': 0.5258112031752099, 'reg_lambda': 1.8099030971340344}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,271] Trial 196 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.034080175163852096, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7719633811907834, 'colsample_bytree': 0.6608573966800673, 'gamma': 4.993281492621802, 'reg_alpha': 0.38999488799986975, 'reg_lambda': 1.6410817755760316}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,318] Trial 197 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 76, 'learning_rate': 0.037235357552965115, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.7842475535898192, 'colsample_bytree': 0.9561981870663638, 'gamma': 4.561708986473044, 'reg_alpha': 0.43340867119865983, 'reg_lambda': 1.7676371948509215}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,368] Trial 198 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 84, 'learning_rate': 0.05614329425355365, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8437775181869686, 'colsample_bytree': 0.6536628443481941, 'gamma': 4.085342812631666, 'reg_alpha': 0.4012671511762369, 'reg_lambda': 1.9779182794924985}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,419] Trial 199 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 91, 'learning_rate': 0.02750498528607728, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8081605456022305, 'colsample_bytree': 0.6387442596997477, 'gamma': 4.82428662573194, 'reg_alpha': 0.4557239936183887, 'reg_lambda': 2.153508996918735}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,422] A new study created in memory with name: no-name-2bbe5192-3b59-43a6-bcb4-e7c7f5e042a6
[I 2025-11-03 19:16:42,483] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.05256296949595492, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.6769762770610208, 'colsample_bytree': 0.7901843955996121, 'gamma': 4.347362557948239, 'reg_alpha': 0.11942743992525207, 'reg_lambda': 1.0300120243860613}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:16:42,511] Trial 1 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 58, 'learning_rate': 0.262038676425155, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7636134304132296, 'colsample_bytree': 0.9957339346276944, 'gamma': 3.9827263525220475, 'reg_alpha': 0.7894321119393791, 'reg_lambda': 1.7939632353966868}. Best is trial 1 with value: 0.6636904761904763.
[I 2025-11-03 19:16:42,548] Trial 2 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 41, 'learning_rate': 0.13153704483583695, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8437785844423948, 'colsample_bytree': 0.6396477173266459, 'gamma': 0.3280214203774151, 'reg_alpha': 0.9464626399893267, 'reg_lambda': 1.2387051258294364}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,629] Trial 3 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 104, 'learning_rate': 0.010411897899018611, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9300925044999482, 'colsample_bytree': 0.9074817019508526, 'gamma': 4.617645599928938, 'reg_alpha': 0.7893202111930488, 'reg_lambda': 1.133909828571736}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,677] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 137, 'learning_rate': 0.0640973048539598, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8819045423526366, 'colsample_bytree': 0.6820310153877973, 'gamma': 3.7041003054701997, 'reg_alpha': 0.03873652252266491, 'reg_lambda': 2.8798891400238014}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,722] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.03835612690450307, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.7356159613386515, 'colsample_bytree': 0.9957334742161854, 'gamma': 2.682338230383219, 'reg_alpha': 0.2843702578098134, 'reg_lambda': 0.9577888824748966}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,790] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.01935051010240693, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.8117954007744133, 'colsample_bytree': 0.6112399354943919, 'gamma': 4.15422765837354, 'reg_alpha': 0.33632644831159386, 'reg_lambda': 2.681756794709519}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,850] Trial 7 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 191, 'learning_rate': 0.04112786695491469, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9989348814350983, 'colsample_bytree': 0.9078309197859685, 'gamma': 3.591074541024753, 'reg_alpha': 0.5823023893724066, 'reg_lambda': 0.6761268128735818}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,884] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 60, 'learning_rate': 0.026741883381422273, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.6243777266053055, 'colsample_bytree': 0.8508851959567594, 'gamma': 3.6502837060775133, 'reg_alpha': 0.5295891503990422, 'reg_lambda': 1.2784539233144456}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,936] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.15094669244440834, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8389343831152942, 'colsample_bytree': 0.7295204290717163, 'gamma': 4.3407706060998015, 'reg_alpha': 0.2550776720463156, 'reg_lambda': 1.9348736321316222}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,973] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 26, 'learning_rate': 0.14267842899531302, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9401266831688965, 'colsample_bytree': 0.626783863564005, 'gamma': 0.29347552537994925, 'reg_alpha': 0.9778612691456348, 'reg_lambda': 2.2392570631430955}. Best is trial 10 with value: 0.6904761904761905.
[I 2025-11-03 19:16:43,004] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 24, 'learning_rate': 0.10935933765977615, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9413227863158095, 'colsample_bytree': 0.6094149730674434, 'gamma': 0.07930856061781413, 'reg_alpha': 0.9629093003563838, 'reg_lambda': 2.4095288781431887}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,061] Trial 12 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 87, 'learning_rate': 0.1017732701801517, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.995024107319067, 'colsample_bytree': 0.7069649331238174, 'gamma': 0.015338565152891004, 'reg_alpha': 0.9948277073125716, 'reg_lambda': 2.3783805270442935}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,099] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 28, 'learning_rate': 0.2603514920150019, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9215230998451551, 'colsample_bytree': 0.6009895293705673, 'gamma': 1.0862567705316675, 'reg_alpha': 0.7863672593193142, 'reg_lambda': 2.236835249958863}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,148] Trial 14 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.08886444871605666, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9409315683709258, 'colsample_bytree': 0.7568691407426396, 'gamma': 1.2112552434213346, 'reg_alpha': 0.6706839519639789, 'reg_lambda': 2.4398038502827273}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,184] Trial 15 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 23, 'learning_rate': 0.18614988451070952, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8800116722405873, 'colsample_bytree': 0.6647140783639385, 'gamma': 0.9754879225821518, 'reg_alpha': 0.9164576716469843, 'reg_lambda': 2.1047903047530068}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,233] Trial 16 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 95, 'learning_rate': 0.0673687656437756, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9578303698408934, 'colsample_bytree': 0.6393595846400775, 'gamma': 1.893467917209122, 'reg_alpha': 0.8650189690661055, 'reg_lambda': 1.618030610556401}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,284] Trial 17 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 106, 'learning_rate': 0.0729545067802499, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9786415258919801, 'colsample_bytree': 0.6794363909048333, 'gamma': 1.976943676821032, 'reg_alpha': 0.6736042684272084, 'reg_lambda': 1.529317637364926}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,335] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.09988076957082886, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8850056240111115, 'colsample_bytree': 0.7633826161666639, 'gamma': 2.0786774186852424, 'reg_alpha': 0.8426646882847101, 'reg_lambda': 1.5129315241073962}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,409] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 240, 'learning_rate': 0.0247698889007078, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.770758802548223, 'colsample_bytree': 0.8325330769503015, 'gamma': 2.865784103527617, 'reg_alpha': 0.43069886180854833, 'reg_lambda': 2.671939919886494}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,480] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.04817417975090557, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.9067556689422787, 'colsample_bytree': 0.6487120849768323, 'gamma': 1.6173239658514647, 'reg_alpha': 0.6737599709814754, 'reg_lambda': 1.581645335053113}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,532] Trial 21 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 115, 'learning_rate': 0.06868305534065358, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.974131683435816, 'colsample_bytree': 0.6885864264361118, 'gamma': 1.8388434376485283, 'reg_alpha': 0.6602883246675972, 'reg_lambda': 1.5608668823969478}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,589] Trial 22 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 150, 'learning_rate': 0.07242170748215296, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9711004445213378, 'colsample_bytree': 0.7092875650718518, 'gamma': 3.0454331718523147, 'reg_alpha': 0.8724869058387743, 'reg_lambda': 1.8690729926808016}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,680] Trial 23 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 119, 'learning_rate': 0.10487470154766343, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.96841954414109, 'colsample_bytree': 0.6022623910544678, 'gamma': 2.3510685305627894, 'reg_alpha': 0.7356977429414607, 'reg_lambda': 1.5935253253554258}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,733] Trial 24 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 86, 'learning_rate': 0.032243089327098906, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9571603420231091, 'colsample_bytree': 0.656455803175798, 'gamma': 1.4466904502422235, 'reg_alpha': 0.8796649906560582, 'reg_lambda': 2.0258942640229103}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,770] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 49, 'learning_rate': 0.19702559357211796, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.855344301997668, 'colsample_bytree': 0.7004027532473365, 'gamma': 0.7417663391372319, 'reg_alpha': 0.5341889101608858, 'reg_lambda': 1.388369335127388}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,819] Trial 26 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 76, 'learning_rate': 0.06168672070329426, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9073994851709489, 'colsample_bytree': 0.7425615283539594, 'gamma': 1.7726932395532906, 'reg_alpha': 0.637588546726024, 'reg_lambda': 1.7520627400980355}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,875] Trial 27 finished with value: 0.6785714285714287 and parameters: {'n_estimators': 127, 'learning_rate': 0.08263414211367373, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9522604243238555, 'colsample_bytree': 0.6237186015581004, 'gamma': 3.1900051740352415, 'reg_alpha': 0.443594706954545, 'reg_lambda': 2.9821420146307096}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,935] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.11790025425357001, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8046155655182826, 'colsample_bytree': 0.6748538667829727, 'gamma': 0.6798188203728035, 'reg_alpha': 0.7265004236994781, 'reg_lambda': 2.5779115670696617}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,993] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 173, 'learning_rate': 0.05133797948694788, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.6632369045460125, 'colsample_bytree': 0.7728034997152702, 'gamma': 2.334519753185175, 'reg_alpha': 0.8314287723318434, 'reg_lambda': 1.0673581129609673}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,047] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 94, 'learning_rate': 0.17239840644813426, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7170964746977593, 'colsample_bytree': 0.821303767896478, 'gamma': 1.5345043400865919, 'reg_alpha': 0.9174132161619206, 'reg_lambda': 0.9091842794966107}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,098] Trial 31 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.07457994778233559, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9823746887002304, 'colsample_bytree': 0.6910476390434642, 'gamma': 1.970438855173931, 'reg_alpha': 0.7252861484449318, 'reg_lambda': 1.5357789593014555}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,145] Trial 32 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 62, 'learning_rate': 0.05628569531215268, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9989341551726921, 'colsample_bytree': 0.6429686846158996, 'gamma': 2.0781818217428505, 'reg_alpha': 0.7847642974990454, 'reg_lambda': 1.657297476596726}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,186] Trial 33 finished with value: 0.6785714285714287 and parameters: {'n_estimators': 62, 'learning_rate': 0.05186356935774458, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.918047863350108, 'colsample_bytree': 0.6353477638286181, 'gamma': 2.5263969331202154, 'reg_alpha': 0.7940882391630958, 'reg_lambda': 1.7361903926399893}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,322] Trial 34 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 41, 'learning_rate': 0.041557388679089986, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9978081695441928, 'colsample_bytree': 0.6458056457189959, 'gamma': 1.3196408250824991, 'reg_alpha': 0.9354096725187412, 'reg_lambda': 1.3429514154323414}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,375] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.06038713571138697, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9529122169990295, 'colsample_bytree': 0.7252163754330319, 'gamma': 2.179410485461218, 'reg_alpha': 0.5878732813695937, 'reg_lambda': 1.8138001615522585}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,430] Trial 36 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 47, 'learning_rate': 0.013355650882437625, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8919435397626322, 'colsample_bytree': 0.6294835226127523, 'gamma': 0.677776458018118, 'reg_alpha': 0.7639427830307405, 'reg_lambda': 1.672120469173185}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,471] Trial 37 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 43, 'learning_rate': 0.0111605257469577, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8638738775977762, 'colsample_bytree': 0.6228541383632891, 'gamma': 0.5562670138747227, 'reg_alpha': 0.7957959513012615, 'reg_lambda': 2.096495486868677}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,516] Trial 38 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 44, 'learning_rate': 0.012472742237439095, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8557597422981563, 'colsample_bytree': 0.6199418479617556, 'gamma': 0.46814821679070207, 'reg_alpha': 0.8790265126573877, 'reg_lambda': 2.1440545730226432}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,564] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 41, 'learning_rate': 0.010060185806000451, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.837747802133174, 'colsample_bytree': 0.9640046549917412, 'gamma': 0.4113295884502536, 'reg_alpha': 0.9615495676843914, 'reg_lambda': 2.16165029810896}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,617] Trial 40 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 48, 'learning_rate': 0.013470341978728694, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.868157497035572, 'colsample_bytree': 0.6179841470187486, 'gamma': 0.15481937473787, 'reg_alpha': 0.020883956756667044, 'reg_lambda': 2.3844131968695597}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,699] Trial 41 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 50, 'learning_rate': 0.013424484563608584, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8621465365826005, 'colsample_bytree': 0.6156861509641268, 'gamma': 0.0007856035797667582, 'reg_alpha': 0.03667118187467863, 'reg_lambda': 2.3500256688771746}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,744] Trial 42 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 30, 'learning_rate': 0.014358613998005339, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8238450886355314, 'colsample_bytree': 0.6198501184124148, 'gamma': 0.49076526038381507, 'reg_alpha': 0.24327590096915214, 'reg_lambda': 1.9828371662117965}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,780] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.013208265543753317, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8900471140826709, 'colsample_bytree': 0.6636919474580719, 'gamma': 0.8525234778276289, 'reg_alpha': 0.15476251535877905, 'reg_lambda': 2.778718826645021}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:16:44,824] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 49, 'learning_rate': 0.012739023467276617, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7786620228617682, 'colsample_bytree': 0.664523489748608, 'gamma': 0.8408613747483319, 'reg_alpha': 0.1921182551835824, 'reg_lambda': 2.793530922267093}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:16:44,870] Trial 45 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 53, 'learning_rate': 0.017515155868775056, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7903577827740822, 'colsample_bytree': 0.6609354614348827, 'gamma': 0.8356005986276186, 'reg_alpha': 0.14472700337887923, 'reg_lambda': 2.8193499665891943}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:16:44,912] Trial 46 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 37, 'learning_rate': 0.01862802735509223, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7467375509375338, 'colsample_bytree': 0.6670899760844152, 'gamma': 0.24594505881602757, 'reg_alpha': 0.10656177268377806, 'reg_lambda': 2.548084103816689}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:16:44,976] Trial 47 finished with value: 0.693452380952381 and parameters: {'n_estimators': 68, 'learning_rate': 0.011602968456388389, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8868934034545448, 'colsample_bytree': 0.8728956494778225, 'gamma': 0.630248581302677, 'reg_alpha': 0.0016450271335557431, 'reg_lambda': 2.7900170472067214}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:16:45,013] Trial 48 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.015228233198900211, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7810768262494078, 'colsample_bytree': 0.7164770666012737, 'gamma': 0.9988810543266635, 'reg_alpha': 0.16739051800222954, 'reg_lambda': 2.92979947880465}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,062] Trial 49 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 34, 'learning_rate': 0.015844144613878217, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7837825076661245, 'colsample_bytree': 0.7192587100215417, 'gamma': 4.878413757595874, 'reg_alpha': 0.1726994210519281, 'reg_lambda': 2.825434717326648}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,101] Trial 50 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.024430964755729753, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7224250763429674, 'colsample_bytree': 0.6852034312408519, 'gamma': 0.9328931629893371, 'reg_alpha': 0.3411258594237918, 'reg_lambda': 2.6932727781705}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,137] Trial 51 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.021419778845442397, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7159439763020311, 'colsample_bytree': 0.7388989385347894, 'gamma': 0.9508947732257687, 'reg_alpha': 0.3350624300631727, 'reg_lambda': 2.927986670464716}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,179] Trial 52 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.02204487036399985, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7117138330168545, 'colsample_bytree': 0.7404753127087129, 'gamma': 1.0803856495143538, 'reg_alpha': 0.3792533669836815, 'reg_lambda': 2.9702918440543233}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,219] Trial 53 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 34, 'learning_rate': 0.022690669229168146, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6864845514104754, 'colsample_bytree': 0.8010567948154065, 'gamma': 1.1397484945361354, 'reg_alpha': 0.34757116365383667, 'reg_lambda': 2.995882519323858}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,252] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.02022108068042381, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.702355064000402, 'colsample_bytree': 0.7438415457906211, 'gamma': 1.3161949616318447, 'reg_alpha': 0.08815014754202426, 'reg_lambda': 2.913197183060633}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,287] Trial 55 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.020554553553358466, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6896057079567417, 'colsample_bytree': 0.7437473063440914, 'gamma': 1.2708216244079122, 'reg_alpha': 0.3032608383369317, 'reg_lambda': 2.938567053007511}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,319] Trial 56 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 28, 'learning_rate': 0.015872495803276602, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6474184580022823, 'colsample_bytree': 0.7424676891992004, 'gamma': 1.0321147187679, 'reg_alpha': 0.38369571688476983, 'reg_lambda': 2.8983728780219065}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,360] Trial 57 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 20, 'learning_rate': 0.029529245818590545, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7555493824152241, 'colsample_bytree': 0.7794567630575198, 'gamma': 1.3920406970893449, 'reg_alpha': 0.22711071048138187, 'reg_lambda': 2.5999303217341483}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,432] Trial 58 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 30, 'learning_rate': 0.02701330587217995, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7515574775348906, 'colsample_bytree': 0.784544025519135, 'gamma': 1.4340039355860763, 'reg_alpha': 0.11688687455352031, 'reg_lambda': 2.68957279909769}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,473] Trial 59 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 23, 'learning_rate': 0.031411473635049814, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7181084814879874, 'colsample_bytree': 0.7921828208393819, 'gamma': 1.741250912443772, 'reg_alpha': 0.07532066327212932, 'reg_lambda': 2.5874593106873456}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,504] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 32, 'learning_rate': 0.02984614200715644, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6993570681006382, 'colsample_bytree': 0.7651614481860401, 'gamma': 1.1210058344314038, 'reg_alpha': 0.23187583330799785, 'reg_lambda': 2.4993815430881603}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,549] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 55, 'learning_rate': 0.021660283695271225, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7352920054523906, 'colsample_bytree': 0.7133573478747619, 'gamma': 1.2731881147748054, 'reg_alpha': 0.20582124323952486, 'reg_lambda': 2.9037148323552646}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,585] Trial 62 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 22, 'learning_rate': 0.017082421848963327, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7046829245553882, 'colsample_bytree': 0.7549197327880778, 'gamma': 0.9001066198547287, 'reg_alpha': 0.29749416018446684, 'reg_lambda': 2.7442571728651335}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,627] Trial 63 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.01956082912316814, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6652830650070589, 'colsample_bytree': 0.7345024068609184, 'gamma': 0.7013960422840776, 'reg_alpha': 0.2656916534521264, 'reg_lambda': 2.8826506132142407}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,674] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 35, 'learning_rate': 0.03744817606519247, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7581796787518482, 'colsample_bytree': 0.779375491473798, 'gamma': 1.5936017669377835, 'reg_alpha': 0.08846874844587625, 'reg_lambda': 2.6325194816242496}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,721] Trial 65 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 27, 'learning_rate': 0.015322170992986555, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7301969960344443, 'colsample_bytree': 0.697446944620624, 'gamma': 1.3670377119318484, 'reg_alpha': 0.15233551694594513, 'reg_lambda': 2.986423062013456}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,754] Trial 66 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 28, 'learning_rate': 0.015526337014507735, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7684066654352706, 'colsample_bytree': 0.7009024763655333, 'gamma': 1.070663469209675, 'reg_alpha': 0.15377948967705551, 'reg_lambda': 2.7292669896114914}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,789] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.023346826260017595, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7672053262309279, 'colsample_bytree': 0.8049162111355117, 'gamma': 1.0518051541293922, 'reg_alpha': 0.39656428134038546, 'reg_lambda': 2.746749070859221}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,839] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.01764844283548234, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.768799330427644, 'colsample_bytree': 0.8033250697199268, 'gamma': 1.6294144941369817, 'reg_alpha': 0.21176370060299934, 'reg_lambda': 0.5028210881409034}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,874] Trial 69 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.02738135294475122, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.769062914472456, 'colsample_bytree': 0.818345803676002, 'gamma': 1.570639014884542, 'reg_alpha': 0.4420729777323349, 'reg_lambda': 0.7166307297837133}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,923] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 59, 'learning_rate': 0.02432892843743222, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8183278884152546, 'colsample_bytree': 0.8615219809949359, 'gamma': 1.7124879279852387, 'reg_alpha': 0.2057073557620217, 'reg_lambda': 0.5706773825864895}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,967] Trial 71 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 37, 'learning_rate': 0.018395823445793144, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7984187353114062, 'colsample_bytree': 0.8010098216182354, 'gamma': 1.1709662859777792, 'reg_alpha': 0.07189387775430972, 'reg_lambda': 2.7642391720167807}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,053] Trial 72 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 201, 'learning_rate': 0.017030048479305854, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.740491583514589, 'colsample_bytree': 0.8161358126983029, 'gamma': 1.013351375767487, 'reg_alpha': 0.14320181005451268, 'reg_lambda': 2.8450134476759574}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,095] Trial 73 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 28, 'learning_rate': 0.020262785571770005, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.760058703803858, 'colsample_bytree': 0.7544368246853976, 'gamma': 1.423092844166169, 'reg_alpha': 0.22484801475412736, 'reg_lambda': 2.4714225402658405}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,173] Trial 74 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 38, 'learning_rate': 0.03583275491984822, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7719503710419597, 'colsample_bytree': 0.7710169636151543, 'gamma': 0.8944474141439825, 'reg_alpha': 0.2660876493899571, 'reg_lambda': 2.7174720486810497}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,212] Trial 75 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.039760440315520035, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7765415267530134, 'colsample_bytree': 0.8321792704202269, 'gamma': 1.2361105177513132, 'reg_alpha': 0.26804310640911505, 'reg_lambda': 2.2951333577696906}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,263] Trial 76 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 56, 'learning_rate': 0.0425430272428211, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.775855673197851, 'colsample_bytree': 0.8428226458386376, 'gamma': 1.2080221742044996, 'reg_alpha': 0.2683823541880701, 'reg_lambda': 2.2722820562129407}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,313] Trial 77 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 79, 'learning_rate': 0.03371370891720282, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7954051695562685, 'colsample_bytree': 0.8312997737011951, 'gamma': 3.832537698757881, 'reg_alpha': 0.3120868511626543, 'reg_lambda': 2.63163817001561}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,360] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 45, 'learning_rate': 0.045053893492537155, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8095958022112104, 'colsample_bytree': 0.8060599024967855, 'gamma': 0.3434152612225463, 'reg_alpha': 0.40173795107182236, 'reg_lambda': 2.5283558832748425}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,403] Trial 79 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 32, 'learning_rate': 0.029232744002607763, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7623540424959494, 'colsample_bytree': 0.7735461445890338, 'gamma': 0.9818072221536016, 'reg_alpha': 0.5037589211234967, 'reg_lambda': 2.6928885320050564}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,451] Trial 80 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 65, 'learning_rate': 0.03559569952025631, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7837713994249789, 'colsample_bytree': 0.8764202430894307, 'gamma': 0.7423810091029489, 'reg_alpha': 0.32330906220026645, 'reg_lambda': 2.3418907696730686}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,490] Trial 81 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 25, 'learning_rate': 0.025105912821675617, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7529892296263527, 'colsample_bytree': 0.7892860247902658, 'gamma': 1.521176746770159, 'reg_alpha': 0.2776853322584698, 'reg_lambda': 2.7254518585282526}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,522] Trial 82 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 26, 'learning_rate': 0.02319106376077223, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7484468110560056, 'colsample_bytree': 0.7910792394953807, 'gamma': 1.9091004636685622, 'reg_alpha': 0.2764937471555956, 'reg_lambda': 2.6053809956354153}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,560] Trial 83 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 41, 'learning_rate': 0.03826994607184315, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7695909779892898, 'colsample_bytree': 0.7650289142790748, 'gamma': 1.4840218761675275, 'reg_alpha': 0.18465131020861456, 'reg_lambda': 2.704914339791249}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,591] Trial 84 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.027102413427974988, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7299279501769117, 'colsample_bytree': 0.8116250951816373, 'gamma': 1.6875683864371367, 'reg_alpha': 0.25357619817706645, 'reg_lambda': 1.2196858705413387}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,662] Trial 85 finished with value: 0.699404761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.029872103548660555, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8253751600144458, 'colsample_bytree': 0.8360834957369823, 'gamma': 0.7965622498525066, 'reg_alpha': 0.3684014584287449, 'reg_lambda': 2.7330503231294005}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,702] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 36, 'learning_rate': 0.033593744072749974, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.7899038904731618, 'colsample_bytree': 0.7284233671771085, 'gamma': 0.5589125499487829, 'reg_alpha': 0.21610582409844004, 'reg_lambda': 2.8455715878919157}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,747] Trial 87 finished with value: 0.7172619047619047 and parameters: {'n_estimators': 45, 'learning_rate': 0.014786972707417932, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.751378102764734, 'colsample_bytree': 0.7922172642903121, 'gamma': 1.1958454296152203, 'reg_alpha': 0.4178823242664693, 'reg_lambda': 2.4381232350653024}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,792] Trial 88 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.04631989219302271, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.740442606555648, 'colsample_bytree': 0.8272079352696317, 'gamma': 0.9375425048544364, 'reg_alpha': 0.24593593989142834, 'reg_lambda': 0.9445871646194455}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,865] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 52, 'learning_rate': 0.025703046097312405, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8068465235603017, 'colsample_bytree': 0.8540845037787403, 'gamma': 1.8394952243365124, 'reg_alpha': 0.34780506559523927, 'reg_lambda': 2.637153795279177}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,947] Trial 90 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.011485462519693602, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7769466265174254, 'colsample_bytree': 0.7736653818839141, 'gamma': 3.4075813241207324, 'reg_alpha': 0.2848931061126885, 'reg_lambda': 2.557127349767357}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,991] Trial 91 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.020044055732095625, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7582723523070785, 'colsample_bytree': 0.7186826705337851, 'gamma': 1.333178724125218, 'reg_alpha': 0.17644449982969448, 'reg_lambda': 2.898911871863453}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,020] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 23, 'learning_rate': 0.021828956099727563, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7674809265974047, 'colsample_bytree': 0.7028839534043116, 'gamma': 1.541956322450527, 'reg_alpha': 0.47646909243044255, 'reg_lambda': 2.9392232238055307}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,059] Trial 93 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 25, 'learning_rate': 0.017966042771538054, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7672718245755396, 'colsample_bytree': 0.7543151061772663, 'gamma': 2.1937102174913337, 'reg_alpha': 0.4546724562793667, 'reg_lambda': 2.8444619787738823}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,090] Trial 94 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 26, 'learning_rate': 0.018343809814585377, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7679732825613214, 'colsample_bytree': 0.7050845602749232, 'gamma': 2.640140693349671, 'reg_alpha': 0.4682883186241567, 'reg_lambda': 2.812568719425785}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,134] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.01675772470367427, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7865586781911265, 'colsample_bytree': 0.7051880433545087, 'gamma': 2.8201348195191436, 'reg_alpha': 0.4844616885523085, 'reg_lambda': 2.8548567052465366}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,179] Trial 96 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 31, 'learning_rate': 0.017524344304403687, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7731703235048718, 'colsample_bytree': 0.6818604948128525, 'gamma': 2.308232272148901, 'reg_alpha': 0.4780174290000112, 'reg_lambda': 2.791806056050803}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,218] Trial 97 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 39, 'learning_rate': 0.022916680770735776, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7679155244501589, 'colsample_bytree': 0.7556247801447346, 'gamma': 2.1580835740930624, 'reg_alpha': 0.5303073834797996, 'reg_lambda': 0.8271067846408671}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,259] Trial 98 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 25, 'learning_rate': 0.018909157083749142, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7934812257940662, 'colsample_bytree': 0.6931226998022555, 'gamma': 2.527282608031614, 'reg_alpha': 0.577652820219588, 'reg_lambda': 2.65420073832795}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,300] Trial 99 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 45, 'learning_rate': 0.01424847229791912, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8012212867221795, 'colsample_bytree': 0.7064404410639121, 'gamma': 3.022932826354046, 'reg_alpha': 0.4633024627313426, 'reg_lambda': 2.9455185835962117}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,338] Trial 100 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 33, 'learning_rate': 0.0141591433388475, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7802728197857527, 'colsample_bytree': 0.7214539512414571, 'gamma': 2.6351281057155944, 'reg_alpha': 0.5088728593040159, 'reg_lambda': 1.9086433799153226}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,371] Trial 101 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 29, 'learning_rate': 0.025501967715188357, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7534631932283186, 'colsample_bytree': 0.8095371077977167, 'gamma': 1.6331876106813912, 'reg_alpha': 0.5482237469589162, 'reg_lambda': 2.7755953423160515}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,407] Trial 102 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.0160232311359613, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7450971302692553, 'colsample_bytree': 0.783447657643202, 'gamma': 1.5008904914425836, 'reg_alpha': 0.4657665237514777, 'reg_lambda': 2.739047127282026}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,478] Trial 103 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 24, 'learning_rate': 0.028704546470754422, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7663468930881954, 'colsample_bytree': 0.6740853104759128, 'gamma': 2.4276585426092057, 'reg_alpha': 0.4332216630042416, 'reg_lambda': 2.818032297845964}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,524] Trial 104 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 42, 'learning_rate': 0.018099274517812194, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7258438920601022, 'colsample_bytree': 0.7984103992718652, 'gamma': 2.0977633601207826, 'reg_alpha': 0.1379034417625628, 'reg_lambda': 2.4944970262647876}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,561] Trial 105 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 26, 'learning_rate': 0.023738473317811717, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.73672314162385, 'colsample_bytree': 0.7834267646657512, 'gamma': 1.1100797701541825, 'reg_alpha': 0.40577209400945047, 'reg_lambda': 2.850187589401037}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,607] Trial 106 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 34, 'learning_rate': 0.012255448953530826, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7604884745368247, 'colsample_bytree': 0.7510282379109949, 'gamma': 1.7921733988330575, 'reg_alpha': 0.19508174239816226, 'reg_lambda': 2.58388880257843}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,648] Trial 107 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.021908196114039345, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7802390641112221, 'colsample_bytree': 0.7675209774645406, 'gamma': 1.4466725924947998, 'reg_alpha': 0.1660128648313055, 'reg_lambda': 2.6981600587115913}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,689] Trial 108 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 20, 'learning_rate': 0.031731452126364836, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8173861204929644, 'colsample_bytree': 0.823339137928089, 'gamma': 1.977987701064301, 'reg_alpha': 0.2381298453938289, 'reg_lambda': 2.942864382595532}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,730] Trial 109 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 38, 'learning_rate': 0.016135945505924867, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7552486863909965, 'colsample_bytree': 0.6997263199723376, 'gamma': 2.7262532048727732, 'reg_alpha': 0.35928006031553184, 'reg_lambda': 2.8710994215802175}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,792] Trial 110 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 100, 'learning_rate': 0.036674347796735854, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8010177849650243, 'colsample_bytree': 0.7314838556895816, 'gamma': 1.2776299733375591, 'reg_alpha': 0.6130042406725751, 'reg_lambda': 2.7366019738003744}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,839] Trial 111 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 42, 'learning_rate': 0.018361855741110614, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7254126535333564, 'colsample_bytree': 0.7983597943596106, 'gamma': 1.978497462973964, 'reg_alpha': 0.12678756745053307, 'reg_lambda': 1.4661745898589222}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,869] Trial 112 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.017936107473817537, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.743939075424217, 'colsample_bytree': 0.803725874796415, 'gamma': 2.2757353869027823, 'reg_alpha': 0.12826126577609145, 'reg_lambda': 2.516574346850472}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,911] Trial 113 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 32, 'learning_rate': 0.020750898749181033, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7729448650753908, 'colsample_bytree': 0.7777460998192276, 'gamma': 2.0875972671401595, 'reg_alpha': 0.21179077108891503, 'reg_lambda': 2.273736938497059}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,950] Trial 114 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 24, 'learning_rate': 0.0188647319073503, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7845282337918239, 'colsample_bytree': 0.7916494964315459, 'gamma': 1.5539067345470061, 'reg_alpha': 0.28172047680655615, 'reg_lambda': 2.4699392072288804}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,998] Trial 115 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 41, 'learning_rate': 0.015087744038103102, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7634097203203275, 'colsample_bytree': 0.838069016896006, 'gamma': 1.0324184176996072, 'reg_alpha': 0.55085161256392, 'reg_lambda': 2.6503259442123697}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,040] Trial 116 finished with value: 0.699404761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.025211084701847138, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7308836049722738, 'colsample_bytree': 0.846958255561063, 'gamma': 2.2270183877294043, 'reg_alpha': 0.3875393590622536, 'reg_lambda': 2.9943518231983126}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,113] Trial 117 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 53, 'learning_rate': 0.04171082262152024, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7932534257206032, 'colsample_bytree': 0.7983891946487756, 'gamma': 1.3832481520089588, 'reg_alpha': 0.09745311579984198, 'reg_lambda': 2.4157075365465523}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,151] Trial 118 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.021590873498882158, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7525144147201974, 'colsample_bytree': 0.8140725529081975, 'gamma': 2.3867731576571005, 'reg_alpha': 0.32247753781209854, 'reg_lambda': 2.7968502033192872}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,221] Trial 119 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.05551543730367124, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7698931478850176, 'colsample_bytree': 0.7614819705834039, 'gamma': 1.7057727671239906, 'reg_alpha': 0.16416729945876374, 'reg_lambda': 2.3394496031391676}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,266] Trial 120 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 60, 'learning_rate': 0.03461912536210107, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8302067187935154, 'colsample_bytree': 0.7172320632595045, 'gamma': 1.2266613836401021, 'reg_alpha': 0.4533517711398895, 'reg_lambda': 2.59529428475307}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,307] Trial 121 finished with value: 0.7351190476190474 and parameters: {'n_estimators': 23, 'learning_rate': 0.02093969622127702, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7210268552796154, 'colsample_bytree': 0.7374435545445636, 'gamma': 0.8294049900809595, 'reg_alpha': 0.30199867814499876, 'reg_lambda': 2.92294195941042}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,346] Trial 122 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.028234929494343617, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7435579046997487, 'colsample_bytree': 0.7133309189851921, 'gamma': 0.6122162854117674, 'reg_alpha': 0.3020345538227046, 'reg_lambda': 2.9126818176905793}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,390] Trial 123 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 25, 'learning_rate': 0.01984441403327623, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7350553782830438, 'colsample_bytree': 0.7490027278897303, 'gamma': 0.8537439768301144, 'reg_alpha': 0.24698717898000594, 'reg_lambda': 2.756813198668609}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,423] Trial 124 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 31, 'learning_rate': 0.023352016711054288, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7125542765625942, 'colsample_bytree': 0.7359061224820693, 'gamma': 4.242737827515366, 'reg_alpha': 0.2204293835249087, 'reg_lambda': 2.6811725864109137}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,463] Trial 125 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 36, 'learning_rate': 0.01691840266235719, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7629139287262771, 'colsample_bytree': 0.7251521504331924, 'gamma': 1.174234104369997, 'reg_alpha': 0.26229141042595033, 'reg_lambda': 2.8354107824355568}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,510] Trial 126 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 46, 'learning_rate': 0.016686401567482682, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7764319616256751, 'colsample_bytree': 0.6902917057730449, 'gamma': 1.0832398592006651, 'reg_alpha': 0.048169229918558265, 'reg_lambda': 2.8119085215859663}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,547] Trial 127 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 37, 'learning_rate': 0.013970383179065892, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7634715675500597, 'colsample_bytree': 0.7250913502327906, 'gamma': 2.5990186373203237, 'reg_alpha': 0.141482721073573, 'reg_lambda': 2.716936605759365}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,593] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.015287069285855484, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7888319347635467, 'colsample_bytree': 0.7067641489260551, 'gamma': 1.3475543437824444, 'reg_alpha': 0.19078955061739383, 'reg_lambda': 2.874892239178472}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,667] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 184, 'learning_rate': 0.010629589171255165, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7872896587556676, 'colsample_bytree': 0.7005935643236609, 'gamma': 1.3539405300673872, 'reg_alpha': 0.19776996450946246, 'reg_lambda': 2.858044964703365}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,741] Trial 130 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.01290087733553368, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8133825515303033, 'colsample_bytree': 0.7076112440052698, 'gamma': 1.1660995882566267, 'reg_alpha': 0.2611438844202798, 'reg_lambda': 2.8859162128358204}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,783] Trial 131 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.01591577298266272, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7733100699231996, 'colsample_bytree': 0.9591412196074022, 'gamma': 1.617359559289167, 'reg_alpha': 0.22912674391215132, 'reg_lambda': 2.819509046840473}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,828] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.01524958602239426, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.757282541249342, 'colsample_bytree': 0.6747330739439622, 'gamma': 1.5308050734682912, 'reg_alpha': 0.17686513381476954, 'reg_lambda': 1.1307980812569074}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,867] Trial 133 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.01745769486108393, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.7497955449759085, 'colsample_bytree': 0.7728425253400574, 'gamma': 1.2411976295626137, 'reg_alpha': 0.5067459747316031, 'reg_lambda': 2.999492424292685}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,904] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.019085149349551883, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7840001400246707, 'colsample_bytree': 0.7883548295225048, 'gamma': 1.0349679088317707, 'reg_alpha': 0.1900883908491823, 'reg_lambda': 2.7764036325444454}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,943] Trial 135 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.01925072399526072, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.796466605146698, 'colsample_bytree': 0.685464300469531, 'gamma': 0.9930909255920836, 'reg_alpha': 0.2666533886359216, 'reg_lambda': 2.780795582755602}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,979] Trial 136 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 26, 'learning_rate': 0.025622477515693774, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7825350796416176, 'colsample_bytree': 0.7870540364031298, 'gamma': 1.0593217123196288, 'reg_alpha': 0.18974119886804047, 'reg_lambda': 2.7260569397476493}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,018] Trial 137 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 29, 'learning_rate': 0.0395352447069767, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6016935427332547, 'colsample_bytree': 0.7251183957089675, 'gamma': 0.7455137674829675, 'reg_alpha': 0.18881045164582566, 'reg_lambda': 2.864121804070671}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,060] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 34, 'learning_rate': 0.016667391517074494, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.804811790586441, 'colsample_bytree': 0.6947683985939236, 'gamma': 0.9110357079970073, 'reg_alpha': 0.4846697151479947, 'reg_lambda': 2.663182829481734}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,127] Trial 139 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 126, 'learning_rate': 0.030502751460731815, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7868582661657778, 'colsample_bytree': 0.7815346864621379, 'gamma': 1.0674696044521337, 'reg_alpha': 0.15749041941151165, 'reg_lambda': 2.9335025783610873}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,163] Trial 140 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.012218232487891275, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7810634407048465, 'colsample_bytree': 0.7604344399370148, 'gamma': 1.3090433745610472, 'reg_alpha': 0.11362983838764895, 'reg_lambda': 2.7680954843240384}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,197] Trial 141 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 24, 'learning_rate': 0.027028622798880728, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7635858062447559, 'colsample_bytree': 0.7882802475480014, 'gamma': 1.1659989539246047, 'reg_alpha': 0.20842232739719527, 'reg_lambda': 2.730189372295248}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,241] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.024821186620813143, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7752600894159676, 'colsample_bytree': 0.7678330581078043, 'gamma': 1.4017681216776892, 'reg_alpha': 0.24299620888184342, 'reg_lambda': 2.03753217174866}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,308] Trial 143 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.022770051276486875, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7775637431493592, 'colsample_bytree': 0.767294670064309, 'gamma': 1.3877093054434753, 'reg_alpha': 0.23637422101905664, 'reg_lambda': 2.0892694399585814}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,348] Trial 144 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 20, 'learning_rate': 0.02256299475322661, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7782655975793862, 'colsample_bytree': 0.768166034436517, 'gamma': 1.4076534860555057, 'reg_alpha': 0.2312955905087712, 'reg_lambda': 2.167302400673336}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,393] Trial 145 finished with value: 0.738095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.02543243691593103, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7923512702957036, 'colsample_bytree': 0.7486373968894814, 'gamma': 0.9981663197807447, 'reg_alpha': 0.18826649410957308, 'reg_lambda': 2.0388047362708837}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,439] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 31, 'learning_rate': 0.03254782438820857, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7920637817029731, 'colsample_bytree': 0.7513714596910609, 'gamma': 0.9885675881407523, 'reg_alpha': 0.19750800137162297, 'reg_lambda': 2.0283012224693424}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,477] Trial 147 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 30, 'learning_rate': 0.02467297730369165, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8002382858115263, 'colsample_bytree': 0.7789444296560268, 'gamma': 1.1000695659264597, 'reg_alpha': 0.18093259961971092, 'reg_lambda': 2.0439620205703752}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,515] Trial 148 finished with value: 0.738095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.02381735399984052, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8108697836353447, 'colsample_bytree': 0.80853484896954, 'gamma': 0.894201608073329, 'reg_alpha': 0.17068277848015181, 'reg_lambda': 2.027364441862894}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,553] Trial 149 finished with value: 0.699404761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.028172565424369397, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7964078409884561, 'colsample_bytree': 0.782523018798273, 'gamma': 1.0821202536282295, 'reg_alpha': 0.18291745281279895, 'reg_lambda': 1.8255266370052348}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,601] Trial 150 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 38, 'learning_rate': 0.02607728575076214, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8017700174111875, 'colsample_bytree': 0.7732988904994356, 'gamma': 1.28192333373546, 'reg_alpha': 0.22630630866804513, 'reg_lambda': 1.9619260444417628}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,633] Trial 151 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 29, 'learning_rate': 0.29205000347259014, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8147793466025376, 'colsample_bytree': 0.8084767395800287, 'gamma': 0.7744663090052164, 'reg_alpha': 0.15954160074997997, 'reg_lambda': 2.0833498996998787}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,675] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.02495797222106518, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.804878503396668, 'colsample_bytree': 0.8229885757471913, 'gamma': 0.9115392898389328, 'reg_alpha': 0.17938564236837265, 'reg_lambda': 2.06615416916031}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,714] Trial 153 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 35, 'learning_rate': 0.02489857762743497, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.787352939169636, 'colsample_bytree': 0.7670425729276047, 'gamma': 0.9574951218491092, 'reg_alpha': 0.24713949448022063, 'reg_lambda': 2.1853182258524866}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,761] Trial 154 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 43, 'learning_rate': 0.029951761869367766, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8367843415499722, 'colsample_bytree': 0.7904196539130626, 'gamma': 0.6641838177335531, 'reg_alpha': 0.21119916263657854, 'reg_lambda': 2.0962998906284276}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,837] Trial 155 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.02203361567526548, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.780637356737097, 'colsample_bytree': 0.8204446009996617, 'gamma': 1.4390220833846261, 'reg_alpha': 0.18593000769485388, 'reg_lambda': 2.2266803390085226}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,912] Trial 156 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 158, 'learning_rate': 0.02750414750979874, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8052781407614956, 'colsample_bytree': 0.777343208314194, 'gamma': 1.1341439369755448, 'reg_alpha': 0.14771379449563227, 'reg_lambda': 1.9140513625021978}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,953] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 32, 'learning_rate': 0.02429262183968879, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7915931257016307, 'colsample_bytree': 0.8297810933930143, 'gamma': 1.0458630375423597, 'reg_alpha': 0.1253080968809432, 'reg_lambda': 1.973616804768624}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,989] Trial 158 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.02614148070607495, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7739794627728542, 'colsample_bytree': 0.7960911235304327, 'gamma': 1.3300342507506353, 'reg_alpha': 0.2434007586625886, 'reg_lambda': 1.8702642622962509}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,028] Trial 159 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.020530583937873197, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.772741705477763, 'colsample_bytree': 0.7961728423209532, 'gamma': 1.3303632287203813, 'reg_alpha': 0.23563746787083975, 'reg_lambda': 1.7465319955319445}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,065] Trial 160 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.031355187061949986, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.7796147093287633, 'colsample_bytree': 0.8049015505184343, 'gamma': 1.39468065684402, 'reg_alpha': 0.2870170803323049, 'reg_lambda': 2.1111358345773623}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,211] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 27, 'learning_rate': 0.0262035384968468, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7868000016065578, 'colsample_bytree': 0.8175758443010752, 'gamma': 1.2330741204610298, 'reg_alpha': 0.20678611240826555, 'reg_lambda': 2.058996291402242}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,251] Trial 162 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 27, 'learning_rate': 0.022991710231445073, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7721273049659768, 'colsample_bytree': 0.8183851746985407, 'gamma': 1.232213214854791, 'reg_alpha': 0.21005610771543357, 'reg_lambda': 1.852013159243533}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,280] Trial 163 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 20, 'learning_rate': 0.026839936448866633, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7851854824625066, 'colsample_bytree': 0.8314398027093373, 'gamma': 1.492679893274685, 'reg_alpha': 0.24347836647869786, 'reg_lambda': 2.0613052549781505}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,323] Trial 164 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 34, 'learning_rate': 0.021717920186315205, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7981235518705021, 'colsample_bytree': 0.8242824454564779, 'gamma': 1.2228726872391014, 'reg_alpha': 0.21407590463953302, 'reg_lambda': 1.9026778559570339}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,363] Trial 165 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 26, 'learning_rate': 0.029137799639192788, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.774327642504161, 'colsample_bytree': 0.7983212042206173, 'gamma': 1.634520909028809, 'reg_alpha': 0.17648611676396417, 'reg_lambda': 2.000214179782295}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,409] Trial 166 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 37, 'learning_rate': 0.023922094982521215, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7576554113709423, 'colsample_bytree': 0.8529804655395931, 'gamma': 1.0952604627520417, 'reg_alpha': 0.25191507514786177, 'reg_lambda': 2.2123380110159445}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,483] Trial 167 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.034345942530182534, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7811469729542136, 'colsample_bytree': 0.8168421202508896, 'gamma': 1.3481776522574254, 'reg_alpha': 0.14958888607726087, 'reg_lambda': 2.1406874378258327}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,530] Trial 168 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 31, 'learning_rate': 0.02666168900086768, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8233057978318201, 'colsample_bytree': 0.7846693565458014, 'gamma': 0.8487574931113305, 'reg_alpha': 0.2002995127090165, 'reg_lambda': 2.1277610407153555}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,565] Trial 169 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.048588357188405755, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.7667010805445901, 'colsample_bytree': 0.8103011149128806, 'gamma': 4.524637401113704, 'reg_alpha': 0.22443395349226514, 'reg_lambda': 1.9479769520053873}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,604] Trial 170 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.019768976701431656, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8085611161509971, 'colsample_bytree': 0.8415471457518836, 'gamma': 1.148696167251411, 'reg_alpha': 0.27543511828029793, 'reg_lambda': 2.2578439775904253}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,639] Trial 171 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 23, 'learning_rate': 0.020618660311224196, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8074167916221565, 'colsample_bytree': 0.8625285692266256, 'gamma': 1.2129644332329121, 'reg_alpha': 0.28331039030647925, 'reg_lambda': 2.3023756850396015}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,680] Trial 172 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 23, 'learning_rate': 0.02012745301480111, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8092864756000451, 'colsample_bytree': 0.8688247228559406, 'gamma': 1.1806866453182001, 'reg_alpha': 0.320717265849312, 'reg_lambda': 2.265119413945134}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,723] Trial 173 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 23, 'learning_rate': 0.02044423322151982, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8492374985484946, 'colsample_bytree': 0.8724451904833487, 'gamma': 1.1452788527851765, 'reg_alpha': 0.31720858865537427, 'reg_lambda': 2.2794938641104294}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,761] Trial 174 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 21, 'learning_rate': 0.021527024667698538, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8098510764506236, 'colsample_bytree': 0.8839711750577517, 'gamma': 0.9305981689276058, 'reg_alpha': 0.289529553566597, 'reg_lambda': 2.3307141353895755}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,804] Trial 175 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.01945956653053676, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8205635048367508, 'colsample_bytree': 0.9069999968371218, 'gamma': 0.9150456095264782, 'reg_alpha': 0.28574226576572564, 'reg_lambda': 2.3327959821940483}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,842] Trial 176 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 20, 'learning_rate': 0.01926182250416455, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8242454924356879, 'colsample_bytree': 0.8956594199128151, 'gamma': 0.8991148425176541, 'reg_alpha': 0.2887813069693904, 'reg_lambda': 2.3652214937027716}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:50,881] Trial 177 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.02076958489486856, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.823765708384526, 'colsample_bytree': 0.899763780154752, 'gamma': 0.7605042763418525, 'reg_alpha': 0.291932216071607, 'reg_lambda': 2.3960150228370596}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:50,922] Trial 178 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.01884680002173274, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8314533829698095, 'colsample_bytree': 0.8962032174072577, 'gamma': 0.911028275329469, 'reg_alpha': 0.3325276276740793, 'reg_lambda': 2.3277056418568827}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:50,994] Trial 179 finished with value: 0.732142857142857 and parameters: {'n_estimators': 26, 'learning_rate': 0.022789170446494294, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8191121228265559, 'colsample_bytree': 0.9224188578340385, 'gamma': 0.9319237865069081, 'reg_alpha': 0.2805515917627816, 'reg_lambda': 2.2492535507439912}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,034] Trial 180 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.019297175005907184, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8099937709650628, 'colsample_bytree': 0.9146058884589074, 'gamma': 0.6158715546483012, 'reg_alpha': 0.3107004348330555, 'reg_lambda': 2.372841961655965}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,073] Trial 181 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.019329077648377716, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8467067600558736, 'colsample_bytree': 0.8634329008487869, 'gamma': 1.028809890971459, 'reg_alpha': 0.28108453427903135, 'reg_lambda': 2.318642608403714}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,111] Trial 182 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.021924346365628452, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8304192232955888, 'colsample_bytree': 0.8873882605798171, 'gamma': 0.8251386249418334, 'reg_alpha': 0.2694988310968452, 'reg_lambda': 2.226666969677229}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,151] Trial 183 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 25, 'learning_rate': 0.020411905628599507, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8077867745134962, 'colsample_bytree': 0.880067517027957, 'gamma': 1.0949029667857957, 'reg_alpha': 0.3523566126376356, 'reg_lambda': 2.1958012103251487}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,181] Trial 184 finished with value: 0.5 and parameters: {'n_estimators': 24, 'learning_rate': 0.0205380773314069, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.8101867135256458, 'colsample_bytree': 0.8919989356512357, 'gamma': 1.102862875608741, 'reg_alpha': 0.3241513457037355, 'reg_lambda': 2.2010154822538883}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,223] Trial 185 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.024265393348327724, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8174851299423007, 'colsample_bytree': 0.8755311712683581, 'gamma': 0.9862992976796274, 'reg_alpha': 0.3415081051992383, 'reg_lambda': 2.266352965413607}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,258] Trial 186 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 25, 'learning_rate': 0.019557170119081965, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8051705883769784, 'colsample_bytree': 0.9296283235473055, 'gamma': 0.5223569558713919, 'reg_alpha': 0.3633730738862676, 'reg_lambda': 2.173321118909713}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,307] Trial 187 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.02229174193088236, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8362933399472295, 'colsample_bytree': 0.8797284926063866, 'gamma': 0.903302014185047, 'reg_alpha': 0.300513878615721, 'reg_lambda': 2.3106557435010675}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,340] Trial 188 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.02316425462608312, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8015708402822693, 'colsample_bytree': 0.8659291511953776, 'gamma': 1.1525337330605, 'reg_alpha': 0.3542795625055407, 'reg_lambda': 2.4320047857238656}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,435] Trial 189 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 219, 'learning_rate': 0.02591734376044129, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8259389607756887, 'colsample_bytree': 0.8850046805566145, 'gamma': 0.7091610187020743, 'reg_alpha': 0.25799163034259276, 'reg_lambda': 2.3553612877665833}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,514] Trial 190 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.02107079535402297, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8162979121174884, 'colsample_bytree': 0.9005835113508543, 'gamma': 1.037775546137533, 'reg_alpha': 0.29957666227168955, 'reg_lambda': 2.135500804672861}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,557] Trial 191 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.023164010559365854, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.801925397082491, 'colsample_bytree': 0.8624460365503371, 'gamma': 1.172866942666797, 'reg_alpha': 0.3429244029704691, 'reg_lambda': 2.4608749890770922}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,597] Trial 192 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 24, 'learning_rate': 0.023766785241706403, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8066411125716632, 'colsample_bytree': 0.8590602467284681, 'gamma': 1.2198362861479406, 'reg_alpha': 0.3377100324082814, 'reg_lambda': 2.3991192222700937}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,633] Trial 193 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.018063111223294043, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7984118264724128, 'colsample_bytree': 0.8832918362799433, 'gamma': 1.0641066893172557, 'reg_alpha': 0.31925974782486044, 'reg_lambda': 2.291403691602908}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,668] Trial 194 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.01777980192604172, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7979994333189704, 'colsample_bytree': 0.8404693042091583, 'gamma': 0.8052445136013897, 'reg_alpha': 0.3167535722582216, 'reg_lambda': 2.473383429647517}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,708] Trial 195 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.01828139609688543, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7973824275977416, 'colsample_bytree': 0.8485902299870148, 'gamma': 0.935496479932775, 'reg_alpha': 0.37943142843464694, 'reg_lambda': 2.553050997861623}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,750] Trial 196 finished with value: 0.7232142857142856 and parameters: {'n_estimators': 25, 'learning_rate': 0.028530502072370952, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8143932486839885, 'colsample_bytree': 0.8684784486574846, 'gamma': 1.1966046802260566, 'reg_alpha': 0.28466849160124347, 'reg_lambda': 2.291369278398313}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,781] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.025965699770114665, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7948362358839464, 'colsample_bytree': 0.9075535868249679, 'gamma': 1.027916458907139, 'reg_alpha': 0.26139099373474334, 'reg_lambda': 2.3678966427671866}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,827] Trial 198 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.025339624198637112, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7905047300781654, 'colsample_bytree': 0.9108437489240382, 'gamma': 1.2776180420363048, 'reg_alpha': 0.2590284348330736, 'reg_lambda': 2.441540630064507}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,874] Trial 199 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 35, 'learning_rate': 0.02654697356238867, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7973003857974629, 'colsample_bytree': 0.9280359142510293, 'gamma': 1.0397240297070254, 'reg_alpha': 0.23116905551610523, 'reg_lambda': 2.3774930856850736}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,877] A new study created in memory with name: no-name-f891d582-5b0e-4e88-bb05-69e20a26fbdf
[I 2025-11-03 19:16:51,909] Trial 0 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 48, 'learning_rate': 0.25576250397948125, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7328957768540828, 'colsample_bytree': 0.7670685505882304, 'gamma': 3.6324727157162506, 'reg_alpha': 0.29067753807105234, 'reg_lambda': 0.7806614350562144}. Best is trial 0 with value: 0.6994047619047619.
[I 2025-11-03 19:16:51,990] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.026779982900842964, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.6149728559985994, 'colsample_bytree': 0.9978578054806915, 'gamma': 3.883378135366967, 'reg_alpha': 0.5248915542443467, 'reg_lambda': 2.7347868026041113}. Best is trial 0 with value: 0.6994047619047619.
[I 2025-11-03 19:16:52,059] Trial 2 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 220, 'learning_rate': 0.07582927806043045, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.750467772777969, 'colsample_bytree': 0.8744439588157271, 'gamma': 0.6632416359541687, 'reg_alpha': 0.6728109918208092, 'reg_lambda': 2.5829919922233526}. Best is trial 0 with value: 0.6994047619047619.
[I 2025-11-03 19:16:52,109] Trial 3 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 122, 'learning_rate': 0.08686793205066505, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9619881702827142, 'colsample_bytree': 0.8236181945266154, 'gamma': 3.656637413301282, 'reg_alpha': 0.8450450865967268, 'reg_lambda': 1.3446982664874072}. Best is trial 3 with value: 0.7023809523809523.
[I 2025-11-03 19:16:52,151] Trial 4 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 74, 'learning_rate': 0.01080192596496208, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6296100035571924, 'colsample_bytree': 0.9339293114077674, 'gamma': 3.2911704804472324, 'reg_alpha': 0.37749373844136136, 'reg_lambda': 2.97034747859666}. Best is trial 3 with value: 0.7023809523809523.
[I 2025-11-03 19:16:52,223] Trial 5 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 230, 'learning_rate': 0.07108791612979105, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6052091578707464, 'colsample_bytree': 0.8966180087197562, 'gamma': 1.5499186714019986, 'reg_alpha': 0.36983471570704296, 'reg_lambda': 2.4198865964496186}. Best is trial 3 with value: 0.7023809523809523.
[I 2025-11-03 19:16:52,273] Trial 6 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 90, 'learning_rate': 0.1416715067320322, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9983680172269634, 'colsample_bytree': 0.8289999035422981, 'gamma': 0.4114342042902752, 'reg_alpha': 0.2561700345179897, 'reg_lambda': 2.866230286365392}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,334] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 183, 'learning_rate': 0.051000515157155944, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8191179523421852, 'colsample_bytree': 0.8242804451734042, 'gamma': 2.0040209996473908, 'reg_alpha': 0.10012376820089897, 'reg_lambda': 1.4799182325708078}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,391] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.055117751668855366, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.8664293044057501, 'colsample_bytree': 0.8062179854591528, 'gamma': 3.2310749399388135, 'reg_alpha': 0.5988911769728466, 'reg_lambda': 0.8165617665958484}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,429] Trial 9 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 58, 'learning_rate': 0.11263374268854993, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6649670697810427, 'colsample_bytree': 0.9976819262416977, 'gamma': 0.057708391291489414, 'reg_alpha': 0.6055095681031758, 'reg_lambda': 2.843092613591622}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,481] Trial 10 finished with value: 0.699404761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.26765586336602976, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9848233202154681, 'colsample_bytree': 0.6433657803411159, 'gamma': 1.167258433824606, 'reg_alpha': 0.022286791979931997, 'reg_lambda': 2.059755075665087}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,541] Trial 11 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 136, 'learning_rate': 0.14718881774248466, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9851974182405212, 'colsample_bytree': 0.7159966824185333, 'gamma': 2.4959733006984592, 'reg_alpha': 0.9861170387764335, 'reg_lambda': 1.4129437579017385}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,628] Trial 12 finished with value: 0.6755952380952382 and parameters: {'n_estimators': 99, 'learning_rate': 0.14451558509945775, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9213705433151763, 'colsample_bytree': 0.7346261419037395, 'gamma': 4.979692417198049, 'reg_alpha': 0.8822804090482721, 'reg_lambda': 2.032968998298391}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,662] Trial 13 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 25, 'learning_rate': 0.03574988783892866, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9225410062058659, 'colsample_bytree': 0.8516994995012983, 'gamma': 4.548189925485906, 'reg_alpha': 0.7916161588391054, 'reg_lambda': 1.230273809554368}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,730] Trial 14 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 164, 'learning_rate': 0.10235129123601962, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9241796729585348, 'colsample_bytree': 0.6590739630230317, 'gamma': 2.3484257424405715, 'reg_alpha': 0.21592562346925095, 'reg_lambda': 1.782989444811735}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,780] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.1806935748747179, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9992560153199399, 'colsample_bytree': 0.927747878940755, 'gamma': 3.069733679508264, 'reg_alpha': 0.7329869742828449, 'reg_lambda': 1.0716709327481047}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,838] Trial 16 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 85, 'learning_rate': 0.021294253490748972, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8651955173401554, 'colsample_bytree': 0.7609920994446807, 'gamma': 0.23863967215969373, 'reg_alpha': 0.41790344838345506, 'reg_lambda': 2.2379911870986136}. Best is trial 16 with value: 0.7291666666666666.
[I 2025-11-03 19:16:52,891] Trial 17 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 82, 'learning_rate': 0.01638725205272522, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8480776986029044, 'colsample_bytree': 0.712593275832198, 'gamma': 0.28055471779369523, 'reg_alpha': 0.44128652711913874, 'reg_lambda': 2.3378047463501197}. Best is trial 16 with value: 0.7291666666666666.
[I 2025-11-03 19:16:52,928] Trial 18 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 26, 'learning_rate': 0.014127451918848524, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8425383152229647, 'colsample_bytree': 0.606131401799543, 'gamma': 1.1022215032697058, 'reg_alpha': 0.450634867847972, 'reg_lambda': 2.2865349014951275}. Best is trial 16 with value: 0.7291666666666666.
[I 2025-11-03 19:16:52,971] Trial 19 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 22, 'learning_rate': 0.016856986211352367, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7665130901534518, 'colsample_bytree': 0.6106775928700665, 'gamma': 0.9900650374290572, 'reg_alpha': 0.4960593865570951, 'reg_lambda': 2.101529471458506}. Best is trial 19 with value: 0.7351190476190477.
[I 2025-11-03 19:16:53,022] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.023125154542071525, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7625742092487389, 'colsample_bytree': 0.6798745990549587, 'gamma': 0.9617020075800116, 'reg_alpha': 0.162360576571276, 'reg_lambda': 1.8509339020341837}. Best is trial 19 with value: 0.7351190476190477.
[I 2025-11-03 19:16:53,059] Trial 21 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 23, 'learning_rate': 0.012492718909755854, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8042773595175163, 'colsample_bytree': 0.6069908927071404, 'gamma': 1.4627418103425753, 'reg_alpha': 0.47389807410453477, 'reg_lambda': 2.2657967193744084}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:16:53,137] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.01883117879482497, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7926284296757601, 'colsample_bytree': 0.6168097003614139, 'gamma': 1.6967753010556978, 'reg_alpha': 0.5273715612367634, 'reg_lambda': 2.089191199903285}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:16:53,175] Trial 23 finished with value: 0.7767857142857142 and parameters: {'n_estimators': 22, 'learning_rate': 0.010428595889487061, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7065280466341269, 'colsample_bytree': 0.6070993128187926, 'gamma': 1.9135470616963697, 'reg_alpha': 0.5181971791960327, 'reg_lambda': 1.629870231474566}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,222] Trial 24 finished with value: 0.75 and parameters: {'n_estimators': 41, 'learning_rate': 0.010024760425903952, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7131586844548905, 'colsample_bytree': 0.636045542457036, 'gamma': 1.7750323275063433, 'reg_alpha': 0.5758363914134298, 'reg_lambda': 1.5929702510975345}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,267] Trial 25 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 65, 'learning_rate': 0.01292561584971951, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6998899039517116, 'colsample_bytree': 0.6827714770163753, 'gamma': 2.161346687996046, 'reg_alpha': 0.6727544182357017, 'reg_lambda': 1.670655639029143}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,301] Trial 26 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 39, 'learning_rate': 0.03035664357394062, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7938367531470268, 'colsample_bytree': 0.6089270494099929, 'gamma': 1.60034110273291, 'reg_alpha': 0.537466210251235, 'reg_lambda': 1.864910223465444}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,342] Trial 27 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 38, 'learning_rate': 0.01869791319253627, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7989062399995133, 'colsample_bytree': 0.6764141283459548, 'gamma': 2.6532783836291136, 'reg_alpha': 0.3182629961616519, 'reg_lambda': 2.500762506921913}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,382] Trial 28 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 20, 'learning_rate': 0.012463324594436064, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6838730004066754, 'colsample_bytree': 0.6358979868619961, 'gamma': 1.4869927657634927, 'reg_alpha': 0.6648550874063528, 'reg_lambda': 1.9326093173471084}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,431] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 63, 'learning_rate': 0.042911707907851974, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7257850489933649, 'colsample_bytree': 0.7061484182765206, 'gamma': 2.8475045278599485, 'reg_alpha': 0.31659481188255967, 'reg_lambda': 2.648224374633154}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,476] Trial 30 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 49, 'learning_rate': 0.015746031265026803, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7903204783050548, 'colsample_bytree': 0.7695361709642929, 'gamma': 1.931818994056498, 'reg_alpha': 0.46162392530161633, 'reg_lambda': 0.7032977397042166}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,522] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.010898086529937602, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7363593488389599, 'colsample_bytree': 0.6421638259100046, 'gamma': 1.780702056844367, 'reg_alpha': 0.5688321335337796, 'reg_lambda': 1.5803019868528743}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,603] Trial 32 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.01002424706090777, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7085247005660565, 'colsample_bytree': 0.6323116069126575, 'gamma': 1.347329431849019, 'reg_alpha': 0.5168814447718925, 'reg_lambda': 1.683796296895643}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,656] Trial 33 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 71, 'learning_rate': 0.013275103864313364, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6479530095932176, 'colsample_bytree': 0.603077800603179, 'gamma': 1.3474649344773917, 'reg_alpha': 0.5258760160083056, 'reg_lambda': 2.1366100897781424}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,694] Trial 34 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 33, 'learning_rate': 0.0239388442665686, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6880432347394115, 'colsample_bytree': 0.6608895849021987, 'gamma': 0.6130903387279187, 'reg_alpha': 0.3805153022837807, 'reg_lambda': 1.0837568147168855}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,743] Trial 35 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 54, 'learning_rate': 0.019261662403590642, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7745136507872833, 'colsample_bytree': 0.6251100610729957, 'gamma': 2.2200742392095734, 'reg_alpha': 0.62848200148811, 'reg_lambda': 1.9717215888129693}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,811] Trial 36 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 116, 'learning_rate': 0.02889948532463667, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7397310099327405, 'colsample_bytree': 0.6603377055417406, 'gamma': 0.7279370469845833, 'reg_alpha': 0.7473989158455064, 'reg_lambda': 1.7259493346516954}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,893] Trial 37 finished with value: 0.675595238095238 and parameters: {'n_estimators': 249, 'learning_rate': 0.010741309064789954, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.822676501002398, 'colsample_bytree': 0.6245257976846562, 'gamma': 1.3647828391117292, 'reg_alpha': 0.5005838363337412, 'reg_lambda': 1.3164406377355782}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,943] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 75, 'learning_rate': 0.014144437825321685, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.6291477648104378, 'colsample_bytree': 0.6992726722719725, 'gamma': 1.7392452426318674, 'reg_alpha': 0.3697940120188682, 'reg_lambda': 2.2157573102357113}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,008] Trial 39 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.011731912872991256, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6663666453864026, 'colsample_bytree': 0.7415166593304049, 'gamma': 2.0317494837224106, 'reg_alpha': 0.49572808239649024, 'reg_lambda': 2.43452267471081}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,084] Trial 40 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 32, 'learning_rate': 0.018845754226168524, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8893220875342326, 'colsample_bytree': 0.6570160717483103, 'gamma': 1.2558701802901509, 'reg_alpha': 0.7201960865958543, 'reg_lambda': 1.545946233419652}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,128] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 45, 'learning_rate': 0.01021580922385474, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.715050720537848, 'colsample_bytree': 0.6290835400026206, 'gamma': 1.7816737936979543, 'reg_alpha': 0.5651457036635955, 'reg_lambda': 1.6472991176004004}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,173] Trial 42 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 46, 'learning_rate': 0.014652496564276089, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7108202358717312, 'colsample_bytree': 0.6220526066818832, 'gamma': 0.7657438017341656, 'reg_alpha': 0.596005215606798, 'reg_lambda': 1.7890184496039483}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,210] Trial 43 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.010458756446328538, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7569798159529427, 'colsample_bytree': 0.602102386875235, 'gamma': 1.512097584606663, 'reg_alpha': 0.6403491507418726, 'reg_lambda': 1.4647382211258224}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,256] Trial 44 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 61, 'learning_rate': 0.012188396219946352, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8213483556826098, 'colsample_bytree': 0.6458685649061752, 'gamma': 2.5032655755888804, 'reg_alpha': 0.40854714403433173, 'reg_lambda': 1.2230965204448694}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,295] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 36, 'learning_rate': 0.010240717429807427, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.6714277138235645, 'colsample_bytree': 0.6867753812017704, 'gamma': 1.925167990513968, 'reg_alpha': 0.563185516784446, 'reg_lambda': 1.596945110348167}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,332] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.015095570160501481, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7439676315362935, 'colsample_bytree': 0.6477253722462416, 'gamma': 1.6807375084113572, 'reg_alpha': 0.486901951735213, 'reg_lambda': 1.9753076586688265}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,378] Trial 47 finished with value: 0.738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.017375389570957647, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6453617238061929, 'colsample_bytree': 0.6685615413140946, 'gamma': 2.2565333067798754, 'reg_alpha': 0.7025620055906906, 'reg_lambda': 1.3863451169131777}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,429] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.06763284236632443, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.7773735389680795, 'colsample_bytree': 0.6229248390057808, 'gamma': 3.574018057207117, 'reg_alpha': 0.7989609600205523, 'reg_lambda': 2.1676344653216724}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,518] Trial 49 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 197, 'learning_rate': 0.012460995699526498, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7043010015955784, 'colsample_bytree': 0.9823981637058743, 'gamma': 0.850519881461382, 'reg_alpha': 0.6034837538933399, 'reg_lambda': 2.3558418611785426}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,592] Trial 50 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 75, 'learning_rate': 0.020875800016839818, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7250311457251485, 'colsample_bytree': 0.7963315602350772, 'gamma': 1.180518417799865, 'reg_alpha': 0.33854160318252835, 'reg_lambda': 2.5796431249151164}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,640] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 45, 'learning_rate': 0.01001134411944452, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7158650193617151, 'colsample_bytree': 0.6356740244797013, 'gamma': 1.866966160841622, 'reg_alpha': 0.5520761686569813, 'reg_lambda': 1.6430972226379987}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,687] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.011912965080572048, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7505710882586175, 'colsample_bytree': 0.6197593985218549, 'gamma': 2.075693448311476, 'reg_alpha': 0.4536098955953609, 'reg_lambda': 1.73085023591388}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,727] Trial 53 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 32, 'learning_rate': 0.010144374364754866, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6892771675771258, 'colsample_bytree': 0.633447399395055, 'gamma': 1.4434425810111429, 'reg_alpha': 0.5740724444925822, 'reg_lambda': 1.84267531921978}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,770] Trial 54 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 27, 'learning_rate': 0.013949050052463441, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8125847839718392, 'colsample_bytree': 0.6153597523348897, 'gamma': 2.4447988292822864, 'reg_alpha': 0.5212555764024417, 'reg_lambda': 1.498720226418858}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,800] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.014211771650066471, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8090921847558518, 'colsample_bytree': 0.6012988087826348, 'gamma': 2.8478395132552894, 'reg_alpha': 0.4072774923035892, 'reg_lambda': 1.5081563461070273}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,840] Trial 56 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 21, 'learning_rate': 0.016435622107198698, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8402963843865534, 'colsample_bytree': 0.6499360144652201, 'gamma': 2.436844388481308, 'reg_alpha': 0.5300886217444543, 'reg_lambda': 1.3125740369140182}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,903] Trial 57 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 127, 'learning_rate': 0.025478267496858196, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8806343150494493, 'colsample_bytree': 0.6149461280025541, 'gamma': 2.808014620120475, 'reg_alpha': 0.4779645806514552, 'reg_lambda': 0.948094295785679}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,950] Trial 58 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 66, 'learning_rate': 0.03542795924746169, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8589211343153844, 'colsample_bytree': 0.6932422194812956, 'gamma': 2.598521199527354, 'reg_alpha': 0.2762071609774046, 'reg_lambda': 1.2233889649051404}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,980] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.011684923993690793, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7838189895551015, 'colsample_bytree': 0.8897875606215288, 'gamma': 4.270977421365724, 'reg_alpha': 0.6276753142044607, 'reg_lambda': 1.4802580642057188}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,052] Trial 60 finished with value: 0.6875 and parameters: {'n_estimators': 27, 'learning_rate': 0.22011262117243088, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8285384106029021, 'colsample_bytree': 0.6694524541906526, 'gamma': 1.053464258675682, 'reg_alpha': 0.4170977763377848, 'reg_lambda': 2.0201980679844103}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,096] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.013033364224386647, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8037714026202385, 'colsample_bytree': 0.6325410160041958, 'gamma': 1.592108415458685, 'reg_alpha': 0.5169067105705276, 'reg_lambda': 1.649408217510083}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,146] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.011772522613139567, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7281789197950249, 'colsample_bytree': 0.6162063392239464, 'gamma': 1.781742157714593, 'reg_alpha': 0.5830315299043112, 'reg_lambda': 1.8974237444909208}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,187] Trial 63 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 34, 'learning_rate': 0.013884479673822088, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6067102130078899, 'colsample_bytree': 0.6388008599248989, 'gamma': 2.134940042575248, 'reg_alpha': 0.6534814847248922, 'reg_lambda': 1.7119027747712954}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,228] Trial 64 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 20, 'learning_rate': 0.016096992920386424, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6995833224844366, 'colsample_bytree': 0.7241730593683602, 'gamma': 2.3062447534015105, 'reg_alpha': 0.5334972206882213, 'reg_lambda': 1.8072295780513496}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,287] Trial 65 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 24, 'learning_rate': 0.015430161576582767, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6769108793635012, 'colsample_bytree': 0.7225393618997719, 'gamma': 2.3707500378580164, 'reg_alpha': 0.4337511182341731, 'reg_lambda': 1.8189370895389825}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,332] Trial 66 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 20, 'learning_rate': 0.020209823671975213, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6535130714002007, 'colsample_bytree': 0.7582151311778353, 'gamma': 3.2469002883521862, 'reg_alpha': 0.5227846317694532, 'reg_lambda': 2.0413394501169395}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,384] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 38, 'learning_rate': 0.017416458109427158, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6935945924001373, 'colsample_bytree': 0.7926917379719418, 'gamma': 3.054288692394451, 'reg_alpha': 0.4676803526313893, 'reg_lambda': 2.272197350816826}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,457] Trial 68 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 53, 'learning_rate': 0.02246841001758427, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7637871646693885, 'colsample_bytree': 0.6532125024180371, 'gamma': 0.5147102802249102, 'reg_alpha': 0.3760482735311682, 'reg_lambda': 0.5083402807888109}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,527] Trial 69 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 27, 'learning_rate': 0.01133383269928598, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6250302727446381, 'colsample_bytree': 0.6009146335523429, 'gamma': 1.9947829557543884, 'reg_alpha': 0.6103128500738587, 'reg_lambda': 2.1193293731558382}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,577] Trial 70 finished with value: 0.738095238095238 and parameters: {'n_estimators': 58, 'learning_rate': 0.01306054320699157, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8088376498394334, 'colsample_bytree': 0.8402850895300527, 'gamma': 1.2929208146663913, 'reg_alpha': 0.5342163176725965, 'reg_lambda': 1.9226711093961681}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,620] Trial 71 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 45, 'learning_rate': 0.011299934258422389, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.716207179037941, 'colsample_bytree': 0.6299659215297831, 'gamma': 1.648947204697865, 'reg_alpha': 0.5558519416203435, 'reg_lambda': 1.40477386950794}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,660] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.017734837683600506, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.706164443787295, 'colsample_bytree': 0.6133515712963048, 'gamma': 1.5947995804476671, 'reg_alpha': 0.6904753905800173, 'reg_lambda': 1.3778353399559413}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,694] Trial 73 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 29, 'learning_rate': 0.015313956578507384, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6579426367522088, 'colsample_bytree': 0.6735237073219048, 'gamma': 2.29494784287843, 'reg_alpha': 0.4797891880282332, 'reg_lambda': 1.54707331578161}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,738] Trial 74 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.011157220371745416, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.6778979053835461, 'colsample_bytree': 0.6631284219251806, 'gamma': 1.4186570193901769, 'reg_alpha': 0.5464181272794878, 'reg_lambda': 1.138228495353618}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,788] Trial 75 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 68, 'learning_rate': 0.013237103836974972, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6959670170631868, 'colsample_bytree': 0.6128213100962392, 'gamma': 1.8773328162601288, 'reg_alpha': 0.5056701838023163, 'reg_lambda': 1.4592423581326015}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,836] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.014024080759603399, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7191753152996054, 'colsample_bytree': 0.6436327580019621, 'gamma': 0.8998251300439819, 'reg_alpha': 0.006909991931268844, 'reg_lambda': 1.765895305729832}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,873] Trial 77 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 25, 'learning_rate': 0.011254137849197134, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7710054637349978, 'colsample_bytree': 0.6283616055542539, 'gamma': 1.6588348580029726, 'reg_alpha': 0.6212269724893458, 'reg_lambda': 1.3034884443081465}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,957] Trial 78 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 35, 'learning_rate': 0.11318610622068341, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7381544543068678, 'colsample_bytree': 0.7272894545548116, 'gamma': 1.1260504937969538, 'reg_alpha': 0.4500601762037834, 'reg_lambda': 1.5915125150968783}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,021] Trial 79 finished with value: 0.699404761904762 and parameters: {'n_estimators': 153, 'learning_rate': 0.016079496364500897, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7486968173015177, 'colsample_bytree': 0.6539150918694172, 'gamma': 2.1424222780891307, 'reg_alpha': 0.593043577326666, 'reg_lambda': 1.4307115533985464}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,065] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 62, 'learning_rate': 0.04819874268593609, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8337881588353114, 'colsample_bytree': 0.6815972960822395, 'gamma': 2.6168006442773994, 'reg_alpha': 0.9945126495660614, 'reg_lambda': 1.6799909006534786}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,243] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.011044538573182126, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7107044679397803, 'colsample_bytree': 0.6297060947289094, 'gamma': 1.8164429092151397, 'reg_alpha': 0.5450522345535186, 'reg_lambda': 1.64283947704905}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,323] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 80, 'learning_rate': 0.010247826656172375, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7288958604907106, 'colsample_bytree': 0.6106155647915239, 'gamma': 1.9822320384833256, 'reg_alpha': 0.5662269205991374, 'reg_lambda': 1.519576564724811}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,370] Trial 83 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 42, 'learning_rate': 0.012568735862674178, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7865812488322086, 'colsample_bytree': 0.6204197451734389, 'gamma': 1.51850956183047, 'reg_alpha': 0.4987468119315038, 'reg_lambda': 1.7606194847785224}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,415] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.2962154502309626, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9369534297726004, 'colsample_bytree': 0.6402360189538076, 'gamma': 1.7382602391773376, 'reg_alpha': 0.5787189999696798, 'reg_lambda': 2.3841134529123327}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,459] Trial 85 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 26, 'learning_rate': 0.010077945272054212, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6844195712854502, 'colsample_bytree': 0.6008379882735893, 'gamma': 1.2688562310772142, 'reg_alpha': 0.6566201984744905, 'reg_lambda': 1.606771038693082}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,494] Trial 86 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.012512098341569938, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7188255525523952, 'colsample_bytree': 0.6317689511615179, 'gamma': 2.2011993074060805, 'reg_alpha': 0.43810563684195325, 'reg_lambda': 1.388932353237053}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,598] Trial 87 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 184, 'learning_rate': 0.019007851677454956, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.719776503441931, 'colsample_bytree': 0.70501590968737, 'gamma': 2.2628969504337872, 'reg_alpha': 0.3568051820190512, 'reg_lambda': 1.4031792745894724}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,637] Trial 88 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 20, 'learning_rate': 0.014969442722392496, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7546259550604293, 'colsample_bytree': 0.6461902535918951, 'gamma': 2.443362236713892, 'reg_alpha': 0.43154702461019, 'reg_lambda': 1.1583057117932318}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,679] Trial 89 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 39, 'learning_rate': 0.012292739462371525, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7384936181643464, 'colsample_bytree': 0.6232543299665466, 'gamma': 2.0556697559547246, 'reg_alpha': 0.47180210372164216, 'reg_lambda': 1.2817962313460967}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,712] Trial 90 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 37, 'learning_rate': 0.012411147864215235, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.699955448311018, 'colsample_bytree': 0.8079949091196266, 'gamma': 2.742551964432046, 'reg_alpha': 0.40931663833379656, 'reg_lambda': 1.2485793272601087}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,756] Trial 91 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 30, 'learning_rate': 0.013784677465173705, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7352693017856837, 'colsample_bytree': 0.6212574460878502, 'gamma': 2.082594484011492, 'reg_alpha': 0.46777736470837444, 'reg_lambda': 1.3471023893377192}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,795] Trial 92 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 30, 'learning_rate': 0.013788118912733743, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7337272063961278, 'colsample_bytree': 0.6112808350335173, 'gamma': 2.088319099264501, 'reg_alpha': 0.4603369466065562, 'reg_lambda': 1.3523493501854855}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,839] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 30, 'learning_rate': 0.013651835179978216, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7302407928899978, 'colsample_bytree': 0.6078327887536283, 'gamma': 2.1356609560242, 'reg_alpha': 0.4555296505973293, 'reg_lambda': 0.9610838225080668}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,878] Trial 94 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 25, 'learning_rate': 0.011940674633895698, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7429069725496782, 'colsample_bytree': 0.6240722672505968, 'gamma': 2.0413889334437907, 'reg_alpha': 0.48213138636838615, 'reg_lambda': 1.3477564978998613}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,916] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.01609602355765153, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.745270452340255, 'colsample_bytree': 0.6329433736253856, 'gamma': 2.5672914747015674, 'reg_alpha': 0.4952431024969785, 'reg_lambda': 1.3396148546765667}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,991] Trial 96 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.010975733522674277, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7597387326007968, 'colsample_bytree': 0.6640054389207056, 'gamma': 2.2305867555391194, 'reg_alpha': 0.4278530268738021, 'reg_lambda': 1.1448894444633306}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,034] Trial 97 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 31, 'learning_rate': 0.014714012394310718, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7057267340589062, 'colsample_bytree': 0.613169243833031, 'gamma': 2.9666197204122526, 'reg_alpha': 0.39456238805688126, 'reg_lambda': 2.8974020896855572}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,072] Trial 98 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 25, 'learning_rate': 0.011776882575166412, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7215953080712845, 'colsample_bytree': 0.6402498973587597, 'gamma': 2.3523059250861578, 'reg_alpha': 0.07834375116592701, 'reg_lambda': 1.3549479006074527}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,112] Trial 99 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 25, 'learning_rate': 0.013204356042431007, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7197485968048671, 'colsample_bytree': 0.6224374032407725, 'gamma': 2.37320100234894, 'reg_alpha': 0.20505356113809342, 'reg_lambda': 1.055711910045949}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,144] Trial 100 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 25, 'learning_rate': 0.013557683909676167, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.716212519400115, 'colsample_bytree': 0.6528867182514093, 'gamma': 2.3865015782033367, 'reg_alpha': 0.06637754647822347, 'reg_lambda': 0.9984911590169832}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,187] Trial 101 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 29, 'learning_rate': 0.011813399294180748, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7788921360558846, 'colsample_bytree': 0.620900656167425, 'gamma': 2.489313758688252, 'reg_alpha': 0.1686191763702931, 'reg_lambda': 1.1890932485870689}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,227] Trial 102 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 24, 'learning_rate': 0.01735079828352054, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7338711606862559, 'colsample_bytree': 0.6074082999589664, 'gamma': 2.349796282410096, 'reg_alpha': 0.18735844351610875, 'reg_lambda': 1.3508368466129466}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,273] Trial 103 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 33, 'learning_rate': 0.014259752523570556, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7257492801996094, 'colsample_bytree': 0.6421640857196309, 'gamma': 2.7129769761189886, 'reg_alpha': 0.08163479073392145, 'reg_lambda': 1.4506188636202841}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,317] Trial 104 finished with value: 0.75 and parameters: {'n_estimators': 34, 'learning_rate': 0.014631191976995746, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.726145103373375, 'colsample_bytree': 0.6420730576566615, 'gamma': 2.6646558946815517, 'reg_alpha': 0.11913901684779757, 'reg_lambda': 1.0566413129229886}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,427] Trial 105 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 214, 'learning_rate': 0.013139892295310606, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6930279929891684, 'colsample_bytree': 0.6267802124611809, 'gamma': 2.728123733909022, 'reg_alpha': 0.08745492491049826, 'reg_lambda': 1.4221669376869297}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,471] Trial 106 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.011778915244867766, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.7210952394472288, 'colsample_bytree': 0.6402558557911132, 'gamma': 2.9124020843305223, 'reg_alpha': 0.04580673706448, 'reg_lambda': 0.8309528600711751}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,509] Trial 107 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 43, 'learning_rate': 0.016475253487874455, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.744598782790227, 'colsample_bytree': 0.6577518809474128, 'gamma': 2.509348968825433, 'reg_alpha': 0.23329651817464725, 'reg_lambda': 1.2799443571125528}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,552] Trial 108 finished with value: 0.738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.06514698637461527, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7673224674885494, 'colsample_bytree': 0.6195909638904195, 'gamma': 1.9402749056173616, 'reg_alpha': 0.14683362230503466, 'reg_lambda': 1.4961041106226391}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,592] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 33, 'learning_rate': 0.018198462082810198, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6983767308400014, 'colsample_bytree': 0.6336485955284159, 'gamma': 2.0960102882867573, 'reg_alpha': 0.10954015750847365, 'reg_lambda': 1.5451523288834905}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,634] Trial 110 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 27, 'learning_rate': 0.014025580207943566, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6785589895835596, 'colsample_bytree': 0.6920960500683196, 'gamma': 2.3129950846628935, 'reg_alpha': 0.062394883011536256, 'reg_lambda': 1.3760121477522609}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,674] Trial 111 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 29, 'learning_rate': 0.014052505596675122, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6682039551697172, 'colsample_bytree': 0.7434581141930592, 'gamma': 2.2181379830846577, 'reg_alpha': 0.054088183627722164, 'reg_lambda': 1.3736407140795819}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,711] Trial 112 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 26, 'learning_rate': 0.010807936104449358, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6798195069653441, 'colsample_bytree': 0.6743539777490678, 'gamma': 2.2858474204720594, 'reg_alpha': 0.020127778013816384, 'reg_lambda': 1.4415047990139862}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,757] Trial 113 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.01289611353488141, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7037436914821994, 'colsample_bytree': 0.6930795322411785, 'gamma': 1.9834335363277398, 'reg_alpha': 0.08282403654420294, 'reg_lambda': 1.2602888591988186}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,826] Trial 114 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 24, 'learning_rate': 0.015020052526390106, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6876811301710308, 'colsample_bytree': 0.6273023252288293, 'gamma': 2.3784256370284997, 'reg_alpha': 0.13092334658220092, 'reg_lambda': 1.18654512186101}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,865] Trial 115 finished with value: 0.5 and parameters: {'n_estimators': 31, 'learning_rate': 0.01611546710624021, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7340956364410282, 'colsample_bytree': 0.649392782975464, 'gamma': 2.2046195335727354, 'reg_alpha': 0.19861065498982194, 'reg_lambda': 1.3363408234384082}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,925] Trial 116 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 114, 'learning_rate': 0.012249355134182783, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7115246921648642, 'colsample_bytree': 0.6002064482489673, 'gamma': 1.8786610504361045, 'reg_alpha': 0.3181126277047068, 'reg_lambda': 1.4848655976038037}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,971] Trial 117 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 45, 'learning_rate': 0.02062286730922254, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7240975461513507, 'colsample_bytree': 0.6659569616132233, 'gamma': 2.7204868862037874, 'reg_alpha': 0.03890258412848198, 'reg_lambda': 1.3909071658621959}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,017] Trial 118 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 35, 'learning_rate': 0.013760649864239997, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7515744469287654, 'colsample_bytree': 0.9298535963569844, 'gamma': 3.4340585077268626, 'reg_alpha': 0.2365585089041176, 'reg_lambda': 1.1116230778998697}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,044] Trial 119 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.011427954475985594, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6750622342203078, 'colsample_bytree': 0.615037056166186, 'gamma': 2.534716000036168, 'reg_alpha': 0.9079930100048651, 'reg_lambda': 1.5691550159185055}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,091] Trial 120 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 58, 'learning_rate': 0.015585204226511742, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6409267622740937, 'colsample_bytree': 0.6380926307776397, 'gamma': 2.0800413288294473, 'reg_alpha': 0.07114827670336958, 'reg_lambda': 1.222750586211361}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,135] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.01277890706121797, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7964116364387474, 'colsample_bytree': 0.6117226533821208, 'gamma': 2.3235092740002607, 'reg_alpha': 0.5121115908525506, 'reg_lambda': 1.4409900415351937}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,206] Trial 122 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.012620158834816344, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7145985952568709, 'colsample_bytree': 0.8637989990376472, 'gamma': 2.4274021822446086, 'reg_alpha': 0.5162426715468345, 'reg_lambda': 1.447975768811487}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,249] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.010699621316007768, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7984381892542545, 'colsample_bytree': 0.7788217800104366, 'gamma': 2.348970105578034, 'reg_alpha': 0.5535105222948482, 'reg_lambda': 1.328198530245021}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,285] Trial 124 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 24, 'learning_rate': 0.014174985819882175, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.816672807564677, 'colsample_bytree': 0.6102459897721177, 'gamma': 2.1709159894189263, 'reg_alpha': 0.4825733055946752, 'reg_lambda': 1.5192590252568232}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,323] Trial 125 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 32, 'learning_rate': 0.08789094918271846, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7413985130904243, 'colsample_bytree': 0.619977345043793, 'gamma': 2.5959587837131073, 'reg_alpha': 0.5402040170925754, 'reg_lambda': 1.416023143815704}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,370] Trial 126 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 40, 'learning_rate': 0.011670885897628762, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.65999252434717, 'colsample_bytree': 0.6278897133559784, 'gamma': 2.0453093930507054, 'reg_alpha': 0.2715680279169675, 'reg_lambda': 1.6101640200767862}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,409] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.013192533893330645, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7027232095985292, 'colsample_bytree': 0.6066320517402725, 'gamma': 2.2844299547284423, 'reg_alpha': 0.5090530832648495, 'reg_lambda': 1.3716948500449848}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,451] Trial 128 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.010877262019184682, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8497085638253604, 'colsample_bytree': 0.647608195990008, 'gamma': 1.8698885849023874, 'reg_alpha': 0.4384688012959662, 'reg_lambda': 1.2908882599890683}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,499] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 51, 'learning_rate': 0.01696693582859312, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6916237344081735, 'colsample_bytree': 0.63538829576712, 'gamma': 2.4649836385991195, 'reg_alpha': 0.0031299813500500484, 'reg_lambda': 1.460091280885767}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,581] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.012211673237496135, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7341488702545033, 'colsample_bytree': 0.6142136824553683, 'gamma': 1.9669179747690262, 'reg_alpha': 0.46599430763712224, 'reg_lambda': 1.5226710149924256}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,623] Trial 131 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 23, 'learning_rate': 0.014949600305394517, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8147764560677339, 'colsample_bytree': 0.625620866514845, 'gamma': 1.6275396355738883, 'reg_alpha': 0.09796200512566738, 'reg_lambda': 2.757948429311332}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,668] Trial 132 finished with value: 0.693452380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.01322535617480672, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8270327885159298, 'colsample_bytree': 0.6068504967837361, 'gamma': 1.7415589538179599, 'reg_alpha': 0.48933362097583627, 'reg_lambda': 0.7304698302958865}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,702] Trial 133 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 26, 'learning_rate': 0.011458793879812053, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7945763319978345, 'colsample_bytree': 0.6001438809087868, 'gamma': 2.162162138769916, 'reg_alpha': 0.522131788467982, 'reg_lambda': 1.4069584629400944}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,740] Trial 134 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 26, 'learning_rate': 0.011233061642660146, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7929147285112124, 'colsample_bytree': 0.9444143294146732, 'gamma': 2.1105139806420445, 'reg_alpha': 0.5196691309383181, 'reg_lambda': 1.7068026463199917}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,784] Trial 135 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 38, 'learning_rate': 0.014166014244108335, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7589632084271073, 'colsample_bytree': 0.6178272864253981, 'gamma': 2.2889285239884622, 'reg_alpha': 0.5342612141340012, 'reg_lambda': 1.41010277704429}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,817] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.012266549937854655, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7220210083901901, 'colsample_bytree': 0.6014655010377369, 'gamma': 2.6492682224797326, 'reg_alpha': 0.4500861438396963, 'reg_lambda': 1.2320356618589583}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,862] Trial 137 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 46, 'learning_rate': 0.16207805516695098, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7285262211516871, 'colsample_bytree': 0.7146542353239704, 'gamma': 2.1992159749594262, 'reg_alpha': 0.5912379507078124, 'reg_lambda': 1.4702567823346908}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,942] Trial 138 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 24, 'learning_rate': 0.010637250297143524, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7103874752717008, 'colsample_bytree': 0.6312182625504457, 'gamma': 3.1433390293190913, 'reg_alpha': 0.5601819809288644, 'reg_lambda': 1.3405456951467558}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,988] Trial 139 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 30, 'learning_rate': 0.013165953395891565, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7718791169566583, 'colsample_bytree': 0.6428468081771421, 'gamma': 2.361852771406893, 'reg_alpha': 0.14336984705396522, 'reg_lambda': 1.5684773025512835}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,024] Trial 140 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 20, 'learning_rate': 0.011591242556943231, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.750848376896617, 'colsample_bytree': 0.6183807194777763, 'gamma': 2.5378797112985736, 'reg_alpha': 0.49852488555027896, 'reg_lambda': 0.8835449004501936}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,055] Trial 141 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.011454282735387357, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.753271554735228, 'colsample_bytree': 0.619952420256855, 'gamma': 2.5282098587670494, 'reg_alpha': 0.5044329671883295, 'reg_lambda': 0.807653396059667}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,096] Trial 142 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 26, 'learning_rate': 0.012572087142116894, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7165889027767715, 'colsample_bytree': 0.6138061430773671, 'gamma': 2.8273400125635275, 'reg_alpha': 0.4790778819991692, 'reg_lambda': 1.0430350013797636}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,125] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.03651193615862299, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7414979270430924, 'colsample_bytree': 0.600005914652109, 'gamma': 2.4448594000186032, 'reg_alpha': 0.032760718363699745, 'reg_lambda': 1.2787005275077536}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,170] Trial 144 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 34, 'learning_rate': 0.011758556621727053, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7809424782680411, 'colsample_bytree': 0.6242879779153723, 'gamma': 2.037933023251341, 'reg_alpha': 0.5306495552089989, 'reg_lambda': 0.9113522544564976}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,219] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.010131317300867743, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7304477382512143, 'colsample_bytree': 0.6111799691647637, 'gamma': 2.1834899075265253, 'reg_alpha': 0.4627891845429908, 'reg_lambda': 1.376225886645189}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,291] Trial 146 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 30, 'learning_rate': 0.01395184398459857, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8069899910716528, 'colsample_bytree': 0.6345853966970507, 'gamma': 2.296656089383701, 'reg_alpha': 0.5022065005186753, 'reg_lambda': 1.4319472749062467}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,338] Trial 147 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 38, 'learning_rate': 0.01546231990524015, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6968454906564002, 'colsample_bytree': 0.6594918004444268, 'gamma': 1.909154784399256, 'reg_alpha': 0.551656318678261, 'reg_lambda': 1.5095143457419051}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,374] Trial 148 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 25, 'learning_rate': 0.010861559150440656, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.747509853023078, 'colsample_bytree': 0.6284858935061969, 'gamma': 2.6734143377829054, 'reg_alpha': 0.4011928467563989, 'reg_lambda': 1.1868398900642043}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,417] Trial 149 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 29, 'learning_rate': 0.013136120295034685, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7070917129303054, 'colsample_bytree': 0.607947561241422, 'gamma': 2.134833072169129, 'reg_alpha': 0.43882002662051695, 'reg_lambda': 0.8790781632183698}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,458] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.014632830730450406, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6830033122588175, 'colsample_bytree': 0.6084995992673685, 'gamma': 1.8032029881580138, 'reg_alpha': 0.3484563975642147, 'reg_lambda': 0.5850798957137537}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,496] Trial 151 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 28, 'learning_rate': 0.012913465371097426, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7075589091070017, 'colsample_bytree': 0.6199199330743638, 'gamma': 2.0762089611976804, 'reg_alpha': 0.4308156109907496, 'reg_lambda': 0.8295611127928082}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,537] Trial 152 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 27, 'learning_rate': 0.013275628839653573, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7070206727042708, 'colsample_bytree': 0.6080801052915124, 'gamma': 2.1106077474549787, 'reg_alpha': 0.42887426442710597, 'reg_lambda': 0.6590068228668117}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,586] Trial 153 finished with value: 0.738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.012690281547452203, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7022370021132329, 'colsample_bytree': 0.6375465512182407, 'gamma': 1.9972468929826752, 'reg_alpha': 0.38984404410006446, 'reg_lambda': 0.735272283938987}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,687] Trial 154 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 141, 'learning_rate': 0.015699270686991788, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7187646803086482, 'colsample_bytree': 0.6236853095638862, 'gamma': 2.1888133859853465, 'reg_alpha': 0.45885187975330033, 'reg_lambda': 0.8803163798934606}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,734] Trial 155 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 31, 'learning_rate': 0.013589408902569664, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6944051049607917, 'colsample_bytree': 0.6466574254186981, 'gamma': 4.852913395802833, 'reg_alpha': 0.06300361778463931, 'reg_lambda': 1.8178143799364683}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,791] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.01692830255610148, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7229192414660698, 'colsample_bytree': 0.6156146115440764, 'gamma': 2.39196020978033, 'reg_alpha': 0.41909839658273546, 'reg_lambda': 1.3088353715299994}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,849] Trial 157 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 27, 'learning_rate': 0.011915511857123445, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7121093144568122, 'colsample_bytree': 0.6301722933884765, 'gamma': 2.2644144172500043, 'reg_alpha': 0.48299877459222557, 'reg_lambda': 1.0232719999227384}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,901] Trial 158 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 25, 'learning_rate': 0.012067846692856854, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7075425795128636, 'colsample_bytree': 0.6286321006813728, 'gamma': 2.0564691462963114, 'reg_alpha': 0.4445762174001447, 'reg_lambda': 0.9913148171426933}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,939] Trial 159 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.012233675637850895, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.7128508671884405, 'colsample_bytree': 0.6326413283283319, 'gamma': 3.886790120198751, 'reg_alpha': 0.4428155716459238, 'reg_lambda': 0.8598225527518494}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,984] Trial 160 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.010877950603127129, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7055245879377109, 'colsample_bytree': 0.6001503482113498, 'gamma': 1.9252165430895416, 'reg_alpha': 0.5197881571367753, 'reg_lambda': 0.9668483015471434}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,032] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 30, 'learning_rate': 0.010973536873476497, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7089491763683728, 'colsample_bytree': 0.6010460704053031, 'gamma': 1.85992133306519, 'reg_alpha': 0.5248133445311457, 'reg_lambda': 1.0205919264336991}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,105] Trial 162 finished with value: 0.7767857142857142 and parameters: {'n_estimators': 20, 'learning_rate': 0.010259598450552306, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7011857811977387, 'colsample_bytree': 0.6100559544963765, 'gamma': 1.9593496297565796, 'reg_alpha': 0.4736450525020861, 'reg_lambda': 0.952567649904058}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,145] Trial 163 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 23, 'learning_rate': 0.010411262066876285, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6870573219072195, 'colsample_bytree': 0.6138813292594503, 'gamma': 2.1429491982531474, 'reg_alpha': 0.4769361829677093, 'reg_lambda': 0.9215053454426578}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,177] Trial 164 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 23, 'learning_rate': 0.011819734825920025, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7194088640488008, 'colsample_bytree': 0.6215369402712353, 'gamma': 2.247546352200147, 'reg_alpha': 0.4227281903873082, 'reg_lambda': 0.9837395995563872}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,225] Trial 165 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 20, 'learning_rate': 0.010100469901015837, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7261924371418222, 'colsample_bytree': 0.6104552060853476, 'gamma': 2.200500639371085, 'reg_alpha': 0.29630900257316967, 'reg_lambda': 0.806000638752024}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,292] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 34, 'learning_rate': 0.01309078274171677, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7169769328522609, 'colsample_bytree': 0.6187501941103241, 'gamma': 2.258609153438589, 'reg_alpha': 0.369103349964622, 'reg_lambda': 1.0915762876861839}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,337] Trial 167 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 43, 'learning_rate': 0.011411601386005806, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6957166616399548, 'colsample_bytree': 0.652367589663216, 'gamma': 1.6901201936077412, 'reg_alpha': 0.4099872281638762, 'reg_lambda': 0.7792782488671951}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,373] Trial 168 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 24, 'learning_rate': 0.012578819971826692, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7358287078634976, 'colsample_bytree': 0.6241067489867022, 'gamma': 2.463231104949129, 'reg_alpha': 0.48817930048829766, 'reg_lambda': 0.9547353863879592}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,409] Trial 169 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 23, 'learning_rate': 0.012671170196679758, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7309426232004682, 'colsample_bytree': 0.6404199686990839, 'gamma': 2.428186844081372, 'reg_alpha': 0.4304134170198045, 'reg_lambda': 1.0506452902554073}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,478] Trial 170 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 29, 'learning_rate': 0.014557843173345195, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7361004096133911, 'colsample_bytree': 0.6250261761142409, 'gamma': 2.410612794551241, 'reg_alpha': 0.4595445287360327, 'reg_lambda': 0.9322028445851396}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,517] Trial 171 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 30, 'learning_rate': 0.014808762781756466, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7346640535188533, 'colsample_bytree': 0.6248720593368545, 'gamma': 2.3221217731353865, 'reg_alpha': 0.46104081057197094, 'reg_lambda': 0.9330550040708224}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,554] Trial 172 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 20, 'learning_rate': 0.014470695598853799, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7389771026912734, 'colsample_bytree': 0.628783756779439, 'gamma': 2.3326945843071973, 'reg_alpha': 0.4654828219610825, 'reg_lambda': 0.9433075253027593}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,590] Trial 173 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 20, 'learning_rate': 0.014645838365351535, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7417343050773896, 'colsample_bytree': 0.6298524619935583, 'gamma': 2.3201881758872847, 'reg_alpha': 0.46254398851737005, 'reg_lambda': 0.9233029044634791}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,628] Trial 174 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 20, 'learning_rate': 0.014896156029327824, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.737056462366392, 'colsample_bytree': 0.6222965146990238, 'gamma': 2.3262963730752073, 'reg_alpha': 0.4726706389662045, 'reg_lambda': 0.9209173505878522}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,682] Trial 175 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 97, 'learning_rate': 0.016262525710958823, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7373854530288644, 'colsample_bytree': 0.6330054477515525, 'gamma': 2.325145289642289, 'reg_alpha': 0.4618885690981467, 'reg_lambda': 0.9339927623786577}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,721] Trial 176 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 20, 'learning_rate': 0.018077335705877436, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7368498452238355, 'colsample_bytree': 0.623583868165203, 'gamma': 2.5144573069202063, 'reg_alpha': 0.48371256473625773, 'reg_lambda': 0.868830373101531}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,757] Trial 177 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.018018907563506405, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.75999409053967, 'colsample_bytree': 0.6209268831445156, 'gamma': 2.2680067693293955, 'reg_alpha': 0.4178282016853786, 'reg_lambda': 0.8530868844008057}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,824] Trial 178 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 23, 'learning_rate': 0.015151636344030573, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7394170062888435, 'colsample_bytree': 0.6107271049948629, 'gamma': 2.57752793016002, 'reg_alpha': 0.4847599546448529, 'reg_lambda': 0.9921911353656954}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,864] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.019284951086830524, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7317097438619514, 'colsample_bytree': 0.6364932045284764, 'gamma': 2.4964402403186927, 'reg_alpha': 0.4408493684240645, 'reg_lambda': 0.9113941550651179}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,902] Trial 180 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.015378399311066077, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7441937118825434, 'colsample_bytree': 0.6275455264779688, 'gamma': 0.015707440187344268, 'reg_alpha': 0.4918063067726024, 'reg_lambda': 0.7915196405089956}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,941] Trial 181 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.014993543554703686, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7352403983364512, 'colsample_bytree': 0.6214109218539726, 'gamma': 2.3875347765275867, 'reg_alpha': 0.4647063250215022, 'reg_lambda': 0.9671729318880437}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,978] Trial 182 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 27, 'learning_rate': 0.016962303436371534, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7250148500325261, 'colsample_bytree': 0.6173930926211797, 'gamma': 2.2626577324047163, 'reg_alpha': 0.47293740755936076, 'reg_lambda': 0.9700060595853474}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,128] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.014450031007786825, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.748057069330006, 'colsample_bytree': 0.6080097864393103, 'gamma': 2.1070734098226063, 'reg_alpha': 0.4438652093942326, 'reg_lambda': 0.8481994285797042}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,214] Trial 184 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 24, 'learning_rate': 0.013826596992764494, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7346912870813351, 'colsample_bytree': 0.6207302170045608, 'gamma': 2.3520507448047843, 'reg_alpha': 0.3854315088547213, 'reg_lambda': 0.8871212299038365}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,253] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.016047717890406366, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7213397321122816, 'colsample_bytree': 0.6398095875646307, 'gamma': 2.0088940628291803, 'reg_alpha': 0.46876942595450855, 'reg_lambda': 1.006351960471421}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,334] Trial 186 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.012992422793162681, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7111036116023879, 'colsample_bytree': 0.6319371504658484, 'gamma': 2.234260469618187, 'reg_alpha': 0.49785392514466703, 'reg_lambda': 1.110174022810406}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,372] Trial 187 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 20, 'learning_rate': 0.014977779620993295, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7116640679506173, 'colsample_bytree': 0.6460538110946974, 'gamma': 2.208693063954678, 'reg_alpha': 0.42297354755497585, 'reg_lambda': 1.1191505366092491}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,457] Trial 188 finished with value: 0.699404761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.01359819392727269, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6974056811616839, 'colsample_bytree': 0.6335320433266685, 'gamma': 2.072251173931145, 'reg_alpha': 0.5062391997685047, 'reg_lambda': 1.0799659765971947}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,498] Trial 189 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 35, 'learning_rate': 0.05928502787172457, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7156340777467877, 'colsample_bytree': 0.6129778160345787, 'gamma': 2.327422263825567, 'reg_alpha': 0.4534329170105789, 'reg_lambda': 0.7735941735993291}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,538] Trial 190 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 28, 'learning_rate': 0.01795826883043273, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7013378330235874, 'colsample_bytree': 0.6304611033475289, 'gamma': 2.159750335026342, 'reg_alpha': 0.40012829325583077, 'reg_lambda': 1.0138386155029604}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,573] Trial 191 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 25, 'learning_rate': 0.01300183356581728, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7262088590461476, 'colsample_bytree': 0.6241034336968001, 'gamma': 2.4509854041171697, 'reg_alpha': 0.49049314958856527, 'reg_lambda': 0.9455817162118267}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,615] Trial 192 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 24, 'learning_rate': 0.012398869769519377, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7401665566866794, 'colsample_bytree': 0.6172811610063096, 'gamma': 2.551688589433098, 'reg_alpha': 0.48174421218019053, 'reg_lambda': 0.8898294825952887}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,659] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 31, 'learning_rate': 0.014500580609456427, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7331224732878333, 'colsample_bytree': 0.6074013417194701, 'gamma': 2.2580832340251002, 'reg_alpha': 0.45413494306120883, 'reg_lambda': 0.8305648319489554}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,732] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.012113324704495837, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7555385324009568, 'colsample_bytree': 0.626272573974255, 'gamma': 2.369804218035912, 'reg_alpha': 0.5050903623959273, 'reg_lambda': 0.9590338430857547}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,794] Trial 195 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 26, 'learning_rate': 0.013473198194678168, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.721524218552008, 'colsample_bytree': 0.6403494978283483, 'gamma': 2.475657054484434, 'reg_alpha': 0.4691322840095888, 'reg_lambda': 1.0414381287971364}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,846] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 32, 'learning_rate': 0.015979848744920422, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7206071698502492, 'colsample_bytree': 0.6503629154954101, 'gamma': 1.9905275851837314, 'reg_alpha': 0.46663818448420485, 'reg_lambda': 1.033622507897752}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,887] Trial 197 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.01585388491024873, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7099380781138291, 'colsample_bytree': 0.6556499544276363, 'gamma': 1.9705093364968338, 'reg_alpha': 0.43407845701220504, 'reg_lambda': 1.0471516559136522}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,930] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 27, 'learning_rate': 0.017038033889949063, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7205192863991907, 'colsample_bytree': 0.6471116685390086, 'gamma': 2.2257453736422668, 'reg_alpha': 0.4709058357698408, 'reg_lambda': 0.6858158282761766}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,971] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 32, 'learning_rate': 0.0195111261979664, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7027619833329727, 'colsample_bytree': 0.6420939224740423, 'gamma': 2.3297423242034534, 'reg_alpha': 0.5041475057769056, 'reg_lambda': 1.1069024110925874}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,975] A new study created in memory with name: no-name-d98571ce-825c-4a74-a0fa-5eed8a1ad601
[I 2025-11-03 19:17:02,003] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 62, 'learning_rate': 0.03446346650576931, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.7504419700437757, 'colsample_bytree': 0.649011757857019, 'gamma': 3.4954307830104008, 'reg_alpha': 0.49072091118532624, 'reg_lambda': 0.6022249829655547}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:17:02,063] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.05264433490548373, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9701102477507483, 'colsample_bytree': 0.9664445759995793, 'gamma': 2.2738279144378377, 'reg_alpha': 0.4433015396161367, 'reg_lambda': 2.467073491154591}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:17:02,086] Trial 2 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 23, 'learning_rate': 0.17852664892814482, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9878172170706923, 'colsample_bytree': 0.6830404569083047, 'gamma': 2.026993748826764, 'reg_alpha': 0.380289582282759, 'reg_lambda': 2.356581087401163}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:17:02,121] Trial 3 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.24449365048731903, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9388542575359765, 'colsample_bytree': 0.8524035992143536, 'gamma': 3.9387720574160214, 'reg_alpha': 0.1388963002988356, 'reg_lambda': 1.293124539362986}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,149] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.29278948833310464, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.9992390308395234, 'colsample_bytree': 0.6370801152553328, 'gamma': 3.071585305061229, 'reg_alpha': 0.9449327236821164, 'reg_lambda': 0.8546932839705247}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,197] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.04860724499521334, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.978310367982416, 'colsample_bytree': 0.7024572819881851, 'gamma': 1.227333942611516, 'reg_alpha': 0.2375758075742258, 'reg_lambda': 1.643917780677239}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,251] Trial 6 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 115, 'learning_rate': 0.015162160366641699, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.820409945686611, 'colsample_bytree': 0.975049092935675, 'gamma': 2.345536760197009, 'reg_alpha': 0.8199410831730939, 'reg_lambda': 1.3309457361535233}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,267] Trial 7 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.1476061265637532, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9250786229799113, 'colsample_bytree': 0.7957520868544178, 'gamma': 4.572354549637884, 'reg_alpha': 0.5609766848614317, 'reg_lambda': 1.1130532049605055}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,318] Trial 8 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 28, 'learning_rate': 0.014135844026426956, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9870992799330889, 'colsample_bytree': 0.6852994851807352, 'gamma': 1.8562504921028729, 'reg_alpha': 0.576096438880807, 'reg_lambda': 1.8325854422966281}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,367] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.2766965417241837, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.7155255366725254, 'colsample_bytree': 0.9636788104172512, 'gamma': 4.942358015923411, 'reg_alpha': 0.7332359633619174, 'reg_lambda': 2.6123135781515723}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,439] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 213, 'learning_rate': 0.096880357478253, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.6050449825092514, 'colsample_bytree': 0.8609076606095958, 'gamma': 0.25323279756477524, 'reg_alpha': 0.06033200197090616, 'reg_lambda': 1.9173729668755943}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,509] Trial 11 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 203, 'learning_rate': 0.12369545237789929, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8739475163955912, 'colsample_bytree': 0.8139306628793864, 'gamma': 4.611472955986582, 'reg_alpha': 0.018365504485876483, 'reg_lambda': 1.1434319214341433}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,561] Trial 12 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 86, 'learning_rate': 0.12021469021059336, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8953197591850618, 'colsample_bytree': 0.8741625859137716, 'gamma': 4.057850475660791, 'reg_alpha': 0.24356932515427782, 'reg_lambda': 1.2055796438964554}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,620] Trial 13 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 163, 'learning_rate': 0.17828491565453541, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8949046974838532, 'colsample_bytree': 0.7661517114854952, 'gamma': 3.953773573868562, 'reg_alpha': 0.6485850085953737, 'reg_lambda': 1.517816911721697}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,668] Trial 14 finished with value: 0.675595238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.08833341459866938, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9246397113908206, 'colsample_bytree': 0.7738983281164782, 'gamma': 3.081765082413721, 'reg_alpha': 0.2111998753255413, 'reg_lambda': 0.8498829029064237}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,760] Trial 15 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 166, 'learning_rate': 0.18895649151610547, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8306085578455934, 'colsample_bytree': 0.8930453701716681, 'gamma': 4.403747234571968, 'reg_alpha': 0.36543095005744436, 'reg_lambda': 2.0718802465402026}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,802] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.025707646380282792, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.9356312779703934, 'colsample_bytree': 0.8344014153408112, 'gamma': 3.60521930723991, 'reg_alpha': 0.6373860206986842, 'reg_lambda': 0.5130468809280899}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,880] Trial 17 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 250, 'learning_rate': 0.0766055196198631, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7549936266806372, 'colsample_bytree': 0.91832809550944, 'gamma': 4.994255046687961, 'reg_alpha': 0.16380780957788002, 'reg_lambda': 0.98932930271489}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,907] Trial 18 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 20, 'learning_rate': 0.18587188701810967, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8614621966274838, 'colsample_bytree': 0.75391202771505, 'gamma': 2.950750319835543, 'reg_alpha': 0.33478721194272376, 'reg_lambda': 2.962945365884627}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:02,960] Trial 19 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 101, 'learning_rate': 0.22907400352382576, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8556881075092895, 'colsample_bytree': 0.756598159125199, 'gamma': 2.759229173794794, 'reg_alpha': 0.12342667933969492, 'reg_lambda': 2.210100322308307}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,100] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 73, 'learning_rate': 0.07187492580040993, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.7899407830674764, 'colsample_bytree': 0.7127877532921025, 'gamma': 1.664863585260128, 'reg_alpha': 0.3304220107767407, 'reg_lambda': 2.8785751869836833}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,136] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 21, 'learning_rate': 0.14510878428785018, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9332319154288174, 'colsample_bytree': 0.8008407317373586, 'gamma': 3.636194069419942, 'reg_alpha': 0.30004628034617825, 'reg_lambda': 1.428594984217966}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,220] Trial 22 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 42, 'learning_rate': 0.21282810657030546, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9125467333529346, 'colsample_bytree': 0.7481982318452214, 'gamma': 4.290898397199991, 'reg_alpha': 0.5359636080947751, 'reg_lambda': 2.8841243488917563}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,261] Trial 23 finished with value: 0.5 and parameters: {'n_estimators': 38, 'learning_rate': 0.1400692565711612, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8610675130207189, 'colsample_bytree': 0.8429722493000964, 'gamma': 3.106273328364015, 'reg_alpha': 0.43023893186609535, 'reg_lambda': 1.6870580733400011}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,304] Trial 24 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 61, 'learning_rate': 0.24834578358600534, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.662263791820832, 'colsample_bytree': 0.8002504542109363, 'gamma': 3.891311975478277, 'reg_alpha': 0.13485684922495575, 'reg_lambda': 1.1212598412911687}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,345] Trial 25 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 23, 'learning_rate': 0.10474595822994338, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9479422505354207, 'colsample_bytree': 0.9237626282674429, 'gamma': 2.7772142401255415, 'reg_alpha': 0.2832602216321689, 'reg_lambda': 0.75021089852236}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,389] Trial 26 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 72, 'learning_rate': 0.1653172056592733, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8825286698627952, 'colsample_bytree': 0.7287199687629439, 'gamma': 4.56644274884732, 'reg_alpha': 0.7278639867507766, 'reg_lambda': 1.399680898706491}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,427] Trial 27 finished with value: 0.699404761904762 and parameters: {'n_estimators': 38, 'learning_rate': 0.06336596711698492, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8384860747886154, 'colsample_bytree': 0.8310508727794428, 'gamma': 3.303902317117666, 'reg_alpha': 0.08001467940817389, 'reg_lambda': 1.6018253707243904}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,472] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 87, 'learning_rate': 0.29656581682441174, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7946894653608841, 'colsample_bytree': 0.6140455879916964, 'gamma': 4.160726436293087, 'reg_alpha': 0.4265950700766967, 'reg_lambda': 2.6630747398858237}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,552] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 64, 'learning_rate': 0.02965495045216081, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9568352647433243, 'colsample_bytree': 0.7832670832400582, 'gamma': 3.7401271209451292, 'reg_alpha': 0.5476043343465651, 'reg_lambda': 0.6807514826083073}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,611] Trial 30 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 153, 'learning_rate': 0.22667645993257085, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9147562814114834, 'colsample_bytree': 0.9230530273234708, 'gamma': 2.7049738857943897, 'reg_alpha': 0.4919846151691951, 'reg_lambda': 1.2563327684943826}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,643] Trial 31 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 21, 'learning_rate': 0.13600218159387759, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9403667553329295, 'colsample_bytree': 0.7958251489981784, 'gamma': 3.3947988335867687, 'reg_alpha': 0.30739117976613695, 'reg_lambda': 1.4491942822145614}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,679] Trial 32 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 35, 'learning_rate': 0.14055963625876186, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9000051648205756, 'colsample_bytree': 0.8139373683314859, 'gamma': 3.6053544860243685, 'reg_alpha': 0.18292709133662396, 'reg_lambda': 1.0145231026546848}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,717] Trial 33 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 55, 'learning_rate': 0.044575244110926664, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9623725254470674, 'colsample_bytree': 0.738347741556768, 'gamma': 4.7019106082970525, 'reg_alpha': 0.35803337241837235, 'reg_lambda': 0.9813910348216635}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:03,766] Trial 34 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 54, 'learning_rate': 0.024235592024510158, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9646087116790218, 'colsample_bytree': 0.7301083027969119, 'gamma': 4.632295903692722, 'reg_alpha': 0.4368328047239132, 'reg_lambda': 0.9581989867893522}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:03,810] Trial 35 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 49, 'learning_rate': 0.03559702265726584, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9643112235647041, 'colsample_bytree': 0.6615722867284076, 'gamma': 4.763409881728919, 'reg_alpha': 0.39443841638068244, 'reg_lambda': 0.8091647121972151}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:03,891] Trial 36 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 120, 'learning_rate': 0.04369551252607604, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9963555488227319, 'colsample_bytree': 0.6589722892851748, 'gamma': 4.840479061720483, 'reg_alpha': 0.35557190074593165, 'reg_lambda': 0.82462495502791}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:03,949] Trial 37 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 107, 'learning_rate': 0.040697217756529964, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9846289923441718, 'colsample_bytree': 0.6673635569492359, 'gamma': 0.8326636075190668, 'reg_alpha': 0.3947137859416671, 'reg_lambda': 0.5939272250382626}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,008] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.0439167848179163, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9657997900208573, 'colsample_bytree': 0.6420456508816148, 'gamma': 4.811220809636378, 'reg_alpha': 0.36882779933931803, 'reg_lambda': 0.8097322303531702}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,066] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 132, 'learning_rate': 0.01854927216839098, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9909214096421444, 'colsample_bytree': 0.6089774047490646, 'gamma': 4.359931736126847, 'reg_alpha': 0.48057292429108683, 'reg_lambda': 2.3368565604354394}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,117] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.05644887533473309, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.9592210207952306, 'colsample_bytree': 0.6678589450491982, 'gamma': 2.176890207298892, 'reg_alpha': 0.24683617531149823, 'reg_lambda': 0.6662367030357339}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,154] Trial 41 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 49, 'learning_rate': 0.034796865554891504, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9986615499452385, 'colsample_bytree': 0.6978817467240753, 'gamma': 4.7076021037389255, 'reg_alpha': 0.3406939153369187, 'reg_lambda': 0.9590389057361575}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,198] Trial 42 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 48, 'learning_rate': 0.03448902725411068, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9960118524238563, 'colsample_bytree': 0.6940052933661545, 'gamma': 4.741048278032874, 'reg_alpha': 0.375372830331248, 'reg_lambda': 0.9316256608321707}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,279] Trial 43 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 85, 'learning_rate': 0.03540004696236157, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9999289080462653, 'colsample_bytree': 0.6981041358027091, 'gamma': 4.968929960137891, 'reg_alpha': 0.9914567072458589, 'reg_lambda': 0.8544023080873322}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,318] Trial 44 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 50, 'learning_rate': 0.03553745833177397, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9757840101305615, 'colsample_bytree': 0.6607280589866611, 'gamma': 4.74157336947414, 'reg_alpha': 0.3737689412830118, 'reg_lambda': 0.9700313013301043}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,370] Trial 45 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 66, 'learning_rate': 0.02906255569590394, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.999932569810892, 'colsample_bytree': 0.6267589359279233, 'gamma': 4.403284113847929, 'reg_alpha': 0.45071649476354814, 'reg_lambda': 0.576730149109929}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,439] Trial 46 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 189, 'learning_rate': 0.02082859433460599, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.975078440646347, 'colsample_bytree': 0.6839078699704525, 'gamma': 4.766332391430151, 'reg_alpha': 0.2563601053783172, 'reg_lambda': 0.7493319637316889}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,487] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.050270771782537756, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9517380001563911, 'colsample_bytree': 0.7196422723615302, 'gamma': 4.1723093662321356, 'reg_alpha': 0.34073753953300423, 'reg_lambda': 1.0659714803661573}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,548] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 118, 'learning_rate': 0.04338607055272725, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9751015952418747, 'colsample_bytree': 0.6979336735738007, 'gamma': 4.46249846763971, 'reg_alpha': 0.6220971151547108, 'reg_lambda': 0.8932990088362193}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,588] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.03054498864791821, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9798758358505067, 'colsample_bytree': 0.6540156600477358, 'gamma': 3.8952118900613097, 'reg_alpha': 0.512937638054531, 'reg_lambda': 1.3089015975907023}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,672] Trial 50 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 96, 'learning_rate': 0.055035614744006436, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9169980966966884, 'colsample_bytree': 0.6781770202381371, 'gamma': 4.810414108756756, 'reg_alpha': 0.4003329764883776, 'reg_lambda': 0.5169427911112552}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,712] Trial 51 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 34, 'learning_rate': 0.037634015865388344, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9486447189180687, 'colsample_bytree': 0.7423192855419243, 'gamma': 1.4812011291386822, 'reg_alpha': 0.3340568336635567, 'reg_lambda': 1.1521141979400935}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,743] Trial 52 finished with value: 0.7380952380952382 and parameters: {'n_estimators': 30, 'learning_rate': 0.04812965787637671, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7618265840107746, 'colsample_bytree': 0.7058927448592062, 'gamma': 4.170912159009661, 'reg_alpha': 0.28330025814021226, 'reg_lambda': 1.7965754245529921}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,782] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.024310342571046143, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7197797158041783, 'colsample_bytree': 0.6277901593822215, 'gamma': 0.0962893188804621, 'reg_alpha': 0.20150763740528066, 'reg_lambda': 1.9118574653399139}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,830] Trial 54 finished with value: 0.7410714285714287 and parameters: {'n_estimators': 61, 'learning_rate': 0.010463740935497182, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9893746992419414, 'colsample_bytree': 0.6447944292589197, 'gamma': 4.618909332063029, 'reg_alpha': 0.46149073037399185, 'reg_lambda': 0.9302374493337822}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,875] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.06695774290139056, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9322302247686207, 'colsample_bytree': 0.7352738944622542, 'gamma': 4.959857871345527, 'reg_alpha': 0.3495273776003257, 'reg_lambda': 2.99593143107878}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,914] Trial 56 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 43, 'learning_rate': 0.03965908758045292, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8124593186220027, 'colsample_bytree': 0.7554066332365345, 'gamma': 4.493960416297072, 'reg_alpha': 0.3995026079223003, 'reg_lambda': 0.7074835070025788}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,982] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 28, 'learning_rate': 0.03211337483685453, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9682113597631732, 'colsample_bytree': 0.6893658073550116, 'gamma': 4.001455590515839, 'reg_alpha': 0.2603865511410952, 'reg_lambda': 1.2218576364546267}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,022] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.08077301003774034, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9887925382434914, 'colsample_bytree': 0.7173192482096242, 'gamma': 0.9425577751359162, 'reg_alpha': 0.3231522279943737, 'reg_lambda': 2.0920093469021186}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,101] Trial 59 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 238, 'learning_rate': 0.027349142039929372, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8989353275039131, 'colsample_bytree': 0.6806857377156473, 'gamma': 4.780378882898824, 'reg_alpha': 0.22389838410963103, 'reg_lambda': 1.0720086556190909}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,148] Trial 60 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 75, 'learning_rate': 0.058425600864975634, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8838061809486869, 'colsample_bytree': 0.6005990634817698, 'gamma': 4.267071968494497, 'reg_alpha': 0.5762324858900646, 'reg_lambda': 0.814092320941539}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,222] Trial 61 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 232, 'learning_rate': 0.026961016765933477, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8470344674700766, 'colsample_bytree': 0.7687951301281954, 'gamma': 4.703551306317541, 'reg_alpha': 0.21829961609526022, 'reg_lambda': 1.0529449284687047}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,292] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.04653583551070935, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9027192734398014, 'colsample_bytree': 0.6821492232975275, 'gamma': 4.816224511622494, 'reg_alpha': 0.284044702919378, 'reg_lambda': 1.1688613762370546}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,376] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 250, 'learning_rate': 0.017999608793380747, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9408982438396555, 'colsample_bytree': 0.6724221808537351, 'gamma': 4.9984748149644656, 'reg_alpha': 0.41419954793006897, 'reg_lambda': 1.0641154294840365}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,505] Trial 64 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 225, 'learning_rate': 0.035235294651106426, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8658766078818304, 'colsample_bytree': 0.6960053906458932, 'gamma': 4.462156765832958, 'reg_alpha': 0.3631051054596361, 'reg_lambda': 0.7867685413866145}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,575] Trial 65 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 173, 'learning_rate': 0.02168612826349841, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9248522448220005, 'colsample_bytree': 0.6539528456677591, 'gamma': 2.480185501521644, 'reg_alpha': 0.1597298201558247, 'reg_lambda': 0.9235602841416605}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,613] Trial 66 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 32, 'learning_rate': 0.03193332301773506, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6083001698201276, 'colsample_bytree': 0.7117830926269896, 'gamma': 4.282159275866178, 'reg_alpha': 0.0920420941855638, 'reg_lambda': 2.481041880875682}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,653] Trial 67 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 41, 'learning_rate': 0.03833965371722372, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9573075713545238, 'colsample_bytree': 0.721213653959291, 'gamma': 3.7895114160237426, 'reg_alpha': 0.3141087796783275, 'reg_lambda': 0.8645853639887071}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,700] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.025944625415446274, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8822014203448918, 'colsample_bytree': 0.6281578676215577, 'gamma': 4.586582811448443, 'reg_alpha': 0.8873033746624615, 'reg_lambda': 1.3469049575472867}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,774] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.04365365326747433, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.9893041762614743, 'colsample_bytree': 0.7448961154371655, 'gamma': 4.080868014453425, 'reg_alpha': 0.22289995346535268, 'reg_lambda': 1.5428537882875095}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,816] Trial 70 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 56, 'learning_rate': 0.061478544999948814, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.946062664054349, 'colsample_bytree': 0.7574318214620076, 'gamma': 4.794149510085698, 'reg_alpha': 0.01083554377910892, 'reg_lambda': 2.6481061768777776}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,918] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 186, 'learning_rate': 0.04767301700506397, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9027548694921922, 'colsample_bytree': 0.6841820798891735, 'gamma': 4.863898534698859, 'reg_alpha': 0.2881115690882974, 'reg_lambda': 1.1003292039041308}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,992] Trial 72 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 207, 'learning_rate': 0.051342674743005204, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9101738138192933, 'colsample_bytree': 0.6736062915915761, 'gamma': 4.647046666314604, 'reg_alpha': 0.27366650710025153, 'reg_lambda': 1.2044343550563792}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,059] Trial 73 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 196, 'learning_rate': 0.02841486318997547, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9289333691334923, 'colsample_bytree': 0.661648694774478, 'gamma': 4.5561158070233025, 'reg_alpha': 0.3817339882315621, 'reg_lambda': 1.1753275904932992}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,133] Trial 74 finished with value: 0.699404761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.03296949589539383, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8906323531144047, 'colsample_bytree': 0.7024089436346204, 'gamma': 4.908468409433956, 'reg_alpha': 0.30744567253813904, 'reg_lambda': 1.0188439947385004}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,197] Trial 75 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 174, 'learning_rate': 0.0446979079149005, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9657130261492696, 'colsample_bytree': 0.7786400284112343, 'gamma': 4.36102242683971, 'reg_alpha': 0.35773926843935683, 'reg_lambda': 0.6418794779978554}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,269] Trial 76 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.022706993396978556, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8235771858581358, 'colsample_bytree': 0.6908320502553624, 'gamma': 4.706731343697521, 'reg_alpha': 0.4172978553255298, 'reg_lambda': 0.7642296545214653}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,327] Trial 77 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 140, 'learning_rate': 0.040115414944033236, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8654366172042404, 'colsample_bytree': 0.7341143155644237, 'gamma': 4.847876922904224, 'reg_alpha': 0.46344335166536704, 'reg_lambda': 0.9970886342639017}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,414] Trial 78 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 104, 'learning_rate': 0.03548753003995098, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.979503720012642, 'colsample_bytree': 0.650212721174921, 'gamma': 4.450508166845792, 'reg_alpha': 0.19114418943705566, 'reg_lambda': 0.8610113038215562}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,460] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.09489681288365753, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.851184300110488, 'colsample_bytree': 0.6401988825824785, 'gamma': 3.2018023220485006, 'reg_alpha': 0.24421599827450194, 'reg_lambda': 1.2719448666716682}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,519] Trial 80 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 126, 'learning_rate': 0.019121426958192664, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9999221069963449, 'colsample_bytree': 0.7122585291213839, 'gamma': 1.8818694869896055, 'reg_alpha': 0.32663463131754433, 'reg_lambda': 0.9444582389401102}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,589] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 190, 'learning_rate': 0.04698289801202705, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9052453262418795, 'colsample_bytree': 0.6720448373432302, 'gamma': 4.8542869115365, 'reg_alpha': 0.3034015513574442, 'reg_lambda': 1.109526659153859}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,626] Trial 82 finished with value: 0.6875 and parameters: {'n_estimators': 25, 'learning_rate': 0.05189227725079761, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8732920420700606, 'colsample_bytree': 0.684670930668462, 'gamma': 2.923930342134929, 'reg_alpha': 0.3507028726887793, 'reg_lambda': 1.0983351330149382}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,704] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 181, 'learning_rate': 0.06842120603147643, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8918689280449439, 'colsample_bytree': 0.6802539944943375, 'gamma': 4.703071659368224, 'reg_alpha': 0.27384870783009946, 'reg_lambda': 0.6995409552261462}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,800] Trial 84 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 151, 'learning_rate': 0.04774140379755388, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9177364542647732, 'colsample_bytree': 0.6614805622080562, 'gamma': 4.872745451709653, 'reg_alpha': 0.28168928610846594, 'reg_lambda': 0.8939888657770033}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:07,009] Trial 85 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 164, 'learning_rate': 0.04155358345008468, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9602463843594096, 'colsample_bytree': 0.7233279207343724, 'gamma': 4.9952965438635095, 'reg_alpha': 0.23028198109557763, 'reg_lambda': 1.0231546017761899}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:07,108] Trial 86 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 112, 'learning_rate': 0.037595264754317494, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9044056664517917, 'colsample_bytree': 0.7024358629527728, 'gamma': 4.334397854799976, 'reg_alpha': 0.38667082113415424, 'reg_lambda': 1.125867401057577}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:07,165] Trial 87 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 110, 'learning_rate': 0.028410421392724674, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9390095929413604, 'colsample_bytree': 0.6985375218299384, 'gamma': 4.549751023443538, 'reg_alpha': 0.386288173412501, 'reg_lambda': 1.3522287135598123}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:07,461] Trial 88 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 125, 'learning_rate': 0.027715186948745644, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9497125686348123, 'colsample_bytree': 0.6999376734758755, 'gamma': 4.229895525987901, 'reg_alpha': 0.43693031830292733, 'reg_lambda': 1.3813547349767579}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:07,928] Trial 89 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.02413046728812799, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9408034159438202, 'colsample_bytree': 0.9974768615609915, 'gamma': 4.158612437067958, 'reg_alpha': 0.5120366102007566, 'reg_lambda': 1.3915960011897188}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:07,981] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 111, 'learning_rate': 0.028004752470804018, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.9518878666080598, 'colsample_bytree': 0.7076623472010752, 'gamma': 4.533367886728081, 'reg_alpha': 0.44220266439754125, 'reg_lambda': 1.4547502785001905}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,032] Trial 91 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 110, 'learning_rate': 0.031177493824230768, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9708744864805177, 'colsample_bytree': 0.6943290153907608, 'gamma': 4.292805935235567, 'reg_alpha': 0.3846829922971658, 'reg_lambda': 1.5466900857350705}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,132] Trial 92 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 97, 'learning_rate': 0.03052537066468116, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.973330891335906, 'colsample_bytree': 0.691116222235323, 'gamma': 4.255532142641002, 'reg_alpha': 0.4790863221553298, 'reg_lambda': 1.5065518592168385}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,188] Trial 93 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 101, 'learning_rate': 0.03025726920997674, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9713765762461278, 'colsample_bytree': 0.6917265211496402, 'gamma': 4.2244928632062795, 'reg_alpha': 0.48256969830120644, 'reg_lambda': 1.601444880770784}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,243] Trial 94 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 121, 'learning_rate': 0.016286175400890432, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9834041400269578, 'colsample_bytree': 0.7297552036922146, 'gamma': 3.534610108017161, 'reg_alpha': 0.4190600336224067, 'reg_lambda': 1.7085086335759128}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,296] Trial 95 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 91, 'learning_rate': 0.03401853721790899, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9907506745940948, 'colsample_bytree': 0.7436953095713051, 'gamma': 3.929521349170244, 'reg_alpha': 0.5300398387816243, 'reg_lambda': 1.5287102346322765}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,350] Trial 96 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 134, 'learning_rate': 0.03098208487382125, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9734779225304522, 'colsample_bytree': 0.6335364713160228, 'gamma': 3.8179993248494553, 'reg_alpha': 0.464404824243504, 'reg_lambda': 1.6099378880331183}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,409] Trial 97 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 110, 'learning_rate': 0.024914688923512913, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9606457490272526, 'colsample_bytree': 0.6638922723670049, 'gamma': 4.089106147013056, 'reg_alpha': 0.40023641689663425, 'reg_lambda': 1.4825812995077696}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,464] Trial 98 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 111, 'learning_rate': 0.02487598207259737, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9617337977847761, 'colsample_bytree': 0.6173281555664604, 'gamma': 4.061298765264605, 'reg_alpha': 0.43308776266195326, 'reg_lambda': 1.4547333636932078}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,559] Trial 99 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 144, 'learning_rate': 0.022409810891933824, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9840236476682884, 'colsample_bytree': 0.6564660650908315, 'gamma': 4.378369200480356, 'reg_alpha': 0.3939857795708265, 'reg_lambda': 1.3710918175380533}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,613] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.03716723528004005, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.9943636931974698, 'colsample_bytree': 0.6636166571447687, 'gamma': 4.508009817063624, 'reg_alpha': 0.3703824589311925, 'reg_lambda': 1.6770637550452467}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,669] Trial 101 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 127, 'learning_rate': 0.02633977193997959, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9704683080708293, 'colsample_bytree': 0.6943610598167822, 'gamma': 4.618303112642552, 'reg_alpha': 0.3423877933518061, 'reg_lambda': 1.5061632494862056}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,730] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.026187932862683224, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9547594935118406, 'colsample_bytree': 0.691191945558213, 'gamma': 4.655904192218366, 'reg_alpha': 0.4097053515420614, 'reg_lambda': 1.5659887353728479}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,783] Trial 103 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 121, 'learning_rate': 0.029401462380202584, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9689361748221225, 'colsample_bytree': 0.7001427544944059, 'gamma': 4.244700438102981, 'reg_alpha': 0.3437439693034298, 'reg_lambda': 1.8284867592522926}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,838] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 117, 'learning_rate': 0.0332414061344165, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9773638782855085, 'colsample_bytree': 0.6465364533443715, 'gamma': 4.10972251123047, 'reg_alpha': 0.5001964698459004, 'reg_lambda': 1.7495144092529702}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,896] Trial 105 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 126, 'learning_rate': 0.02028382019533408, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9441972713106839, 'colsample_bytree': 0.6697472506298745, 'gamma': 4.401416018228885, 'reg_alpha': 0.4416460917979027, 'reg_lambda': 1.494922093459086}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,981] Trial 106 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 100, 'learning_rate': 0.013061741417972735, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9360960427704406, 'colsample_bytree': 0.674022808686918, 'gamma': 3.6806465600490688, 'reg_alpha': 0.45183660521854424, 'reg_lambda': 1.4984601194417237}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,031] Trial 107 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 95, 'learning_rate': 0.020194636997346672, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9454800912965908, 'colsample_bytree': 0.6662954287642163, 'gamma': 4.0089240615508155, 'reg_alpha': 0.5639362876180916, 'reg_lambda': 1.2878623017268245}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,084] Trial 108 finished with value: 0.5 and parameters: {'n_estimators': 115, 'learning_rate': 0.023292136664579677, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9945444362225518, 'colsample_bytree': 0.7088946738213949, 'gamma': 4.34951525661698, 'reg_alpha': 0.47024930220914984, 'reg_lambda': 1.4080058711237804}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,126] Trial 109 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 51, 'learning_rate': 0.01700336995890355, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9224640841605086, 'colsample_bytree': 0.6367551147008507, 'gamma': 4.45887157872677, 'reg_alpha': 0.5986782149111138, 'reg_lambda': 1.3236679641356426}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,180] Trial 110 finished with value: 0.7410714285714287 and parameters: {'n_estimators': 106, 'learning_rate': 0.02103978068557252, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9824523375025436, 'colsample_bytree': 0.7191002004954402, 'gamma': 4.569234575897685, 'reg_alpha': 0.4375064282984065, 'reg_lambda': 1.234609943428645}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,241] Trial 111 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 126, 'learning_rate': 0.02654279332138381, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9680295312922651, 'colsample_bytree': 0.6966123662521868, 'gamma': 4.631092665673167, 'reg_alpha': 0.3808998297297429, 'reg_lambda': 1.647578450615884}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,332] Trial 112 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 129, 'learning_rate': 0.031564176183168854, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9550105844885682, 'colsample_bytree': 0.6770774533911459, 'gamma': 4.751004964176129, 'reg_alpha': 0.3960999086216709, 'reg_lambda': 1.4974218164453545}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,398] Trial 113 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 146, 'learning_rate': 0.0322690702679572, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9576739131490749, 'colsample_bytree': 0.6762944279611671, 'gamma': 4.6971056877816535, 'reg_alpha': 0.4005188181438479, 'reg_lambda': 1.483054383697401}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,453] Trial 114 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 122, 'learning_rate': 0.029305652845820606, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9432404218278414, 'colsample_bytree': 0.6501928968479467, 'gamma': 4.749534721547838, 'reg_alpha': 0.3656225451779099, 'reg_lambda': 1.5863342999538115}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,511] Trial 115 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 158, 'learning_rate': 0.041080230037727705, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9318674838030236, 'colsample_bytree': 0.6837015510578821, 'gamma': 4.44524924034048, 'reg_alpha': 0.41835602543231376, 'reg_lambda': 1.3452322909324996}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,568] Trial 116 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 134, 'learning_rate': 0.036111470516615354, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9513570997290148, 'colsample_bytree': 0.6680984645094585, 'gamma': 4.245519868227115, 'reg_alpha': 0.49975595666251504, 'reg_lambda': 1.9051687557121664}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,628] Trial 117 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 137, 'learning_rate': 0.03643936555506444, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9793928482957894, 'colsample_bytree': 0.6718701584611436, 'gamma': 4.277893416622535, 'reg_alpha': 0.5238543883554461, 'reg_lambda': 0.7400960337591745}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,834] Trial 118 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 131, 'learning_rate': 0.03377244644171824, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9510425967299105, 'colsample_bytree': 0.6890117493196162, 'gamma': 4.9147636424137975, 'reg_alpha': 0.49409907746401976, 'reg_lambda': 2.0501917272891887}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,874] Trial 119 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 59, 'learning_rate': 0.042023886553439645, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9961453251169626, 'colsample_bytree': 0.7068178266243673, 'gamma': 4.399254800619161, 'reg_alpha': 0.5478202680900047, 'reg_lambda': 1.9831861479852866}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,917] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.038997966374344314, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9845411876063184, 'colsample_bytree': 0.6585405933237786, 'gamma': 4.540385857984573, 'reg_alpha': 0.6895237722909082, 'reg_lambda': 1.7568158815546029}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,953] Trial 121 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 40, 'learning_rate': 0.03126195114429931, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9629641331144465, 'colsample_bytree': 0.665505470220876, 'gamma': 4.158034735937196, 'reg_alpha': 0.3881067922726967, 'reg_lambda': 1.4149391962975784}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,008] Trial 122 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 114, 'learning_rate': 0.027857124056505252, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.948938609154196, 'colsample_bytree': 0.644399381407471, 'gamma': 4.758411255238077, 'reg_alpha': 0.4432528308835835, 'reg_lambda': 1.8750771439479106}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,050] Trial 123 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 47, 'learning_rate': 0.028475166999110797, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9476792249215666, 'colsample_bytree': 0.6429175803440275, 'gamma': 4.753079221091101, 'reg_alpha': 0.45326575371325206, 'reg_lambda': 1.9615220448212531}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,135] Trial 124 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 117, 'learning_rate': 0.035124370046073314, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9336006613563465, 'colsample_bytree': 0.6527132006001445, 'gamma': 4.9179503269048634, 'reg_alpha': 0.43201493453959017, 'reg_lambda': 1.7319442984738656}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,198] Trial 125 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 143, 'learning_rate': 0.03461504590825612, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9384995150822413, 'colsample_bytree': 0.6229902226987559, 'gamma': 4.998791045321132, 'reg_alpha': 0.43052999393921193, 'reg_lambda': 1.7188151494971842}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,256] Trial 126 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 134, 'learning_rate': 0.037773403075546705, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9282952456946313, 'colsample_bytree': 0.6526621637879058, 'gamma': 4.851677994284927, 'reg_alpha': 0.3614311555117569, 'reg_lambda': 1.878896027651272}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,316] Trial 127 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 137, 'learning_rate': 0.0384864457101446, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9287582104070661, 'colsample_bytree': 0.6510877682968359, 'gamma': 4.906207633560029, 'reg_alpha': 0.3414386021806615, 'reg_lambda': 1.908775743822573}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,374] Trial 128 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 129, 'learning_rate': 0.0443225173894378, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9190293895833855, 'colsample_bytree': 0.6558959437848938, 'gamma': 4.794363487646042, 'reg_alpha': 0.32264828684677427, 'reg_lambda': 1.886986216213015}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,433] Trial 129 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 133, 'learning_rate': 0.03477463995868126, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9349976307131591, 'colsample_bytree': 0.6411505934438471, 'gamma': 4.671999085512001, 'reg_alpha': 0.3571075929804244, 'reg_lambda': 1.8135284701365455}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,530] Trial 130 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 156, 'learning_rate': 0.05510506582001172, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.953262617237676, 'colsample_bytree': 0.6352447054934878, 'gamma': 4.866831464158407, 'reg_alpha': 0.4421554036239591, 'reg_lambda': 2.0230710579735427}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,582] Trial 131 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 123, 'learning_rate': 0.03636871050266672, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9258696438455511, 'colsample_bytree': 0.6764398283608518, 'gamma': 4.5715385294789215, 'reg_alpha': 0.3820486992275412, 'reg_lambda': 1.7719674840886546}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,643] Trial 132 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 118, 'learning_rate': 0.03977418328490425, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9288752917977686, 'colsample_bytree': 0.6712355131371951, 'gamma': 4.7370842223759, 'reg_alpha': 0.41271901012344137, 'reg_lambda': 1.8497803866592277}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,698] Trial 133 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 123, 'learning_rate': 0.0369846445241983, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9419919502920014, 'colsample_bytree': 0.6772899863988688, 'gamma': 4.5754331245108455, 'reg_alpha': 0.37781323962181196, 'reg_lambda': 1.972251954369623}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,763] Trial 134 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 147, 'learning_rate': 0.04347501601041869, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9108448288556967, 'colsample_bytree': 0.6514941522816202, 'gamma': 4.846068674911442, 'reg_alpha': 0.31202286466282, 'reg_lambda': 2.1861303034195876}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,820] Trial 135 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 115, 'learning_rate': 0.03330879370114014, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9264806860777618, 'colsample_bytree': 0.6101506816864001, 'gamma': 4.4942687701355055, 'reg_alpha': 0.3559755803941126, 'reg_lambda': 2.1533784129895652}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,914] Trial 136 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 135, 'learning_rate': 0.035974614214369906, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9504097454841726, 'colsample_bytree': 0.6297565704461633, 'gamma': 4.917786782968132, 'reg_alpha': 0.42609568769156486, 'reg_lambda': 1.8689792488594041}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,976] Trial 137 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 140, 'learning_rate': 0.04584936851132889, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9505140536600152, 'colsample_bytree': 0.6277600347619405, 'gamma': 4.9336855653851455, 'reg_alpha': 0.47800868765073923, 'reg_lambda': 1.7702110649328608}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,036] Trial 138 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 140, 'learning_rate': 0.04992708961708967, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9478797690265486, 'colsample_bytree': 0.6229964112320139, 'gamma': 4.94035096021204, 'reg_alpha': 0.47543523617879957, 'reg_lambda': 1.7681155124124692}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,098] Trial 139 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 136, 'learning_rate': 0.05062384640140984, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9454519775258426, 'colsample_bytree': 0.6017707292201547, 'gamma': 4.944926699898674, 'reg_alpha': 0.5172096082288503, 'reg_lambda': 1.7895699528026754}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,159] Trial 140 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 142, 'learning_rate': 0.05809091995457887, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9356483976867913, 'colsample_bytree': 0.6166030620915205, 'gamma': 4.986022899804526, 'reg_alpha': 0.48658993555582697, 'reg_lambda': 1.8826914000103956}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,220] Trial 141 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 132, 'learning_rate': 0.04555803753869264, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9524280304350464, 'colsample_bytree': 0.6244589474361383, 'gamma': 4.801405207011394, 'reg_alpha': 0.4650103065456317, 'reg_lambda': 1.8424488851920167}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,305] Trial 142 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 150, 'learning_rate': 0.04180145570696584, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9191102970211681, 'colsample_bytree': 0.6287198631813885, 'gamma': 4.890949401255568, 'reg_alpha': 0.43743274454557113, 'reg_lambda': 1.6810764742620155}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,366] Trial 143 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.05213749137007144, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7813629265958437, 'colsample_bytree': 0.644384425840476, 'gamma': 4.640155673186413, 'reg_alpha': 0.5038530555419816, 'reg_lambda': 1.7618056490617422}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,431] Trial 144 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 140, 'learning_rate': 0.03701074098134913, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9563426358784421, 'colsample_bytree': 0.6366191432780417, 'gamma': 4.735979390055649, 'reg_alpha': 0.4202460397628453, 'reg_lambda': 1.6418490862000903}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,490] Trial 145 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 135, 'learning_rate': 0.048570477059049856, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9441525623923198, 'colsample_bytree': 0.6185578285062184, 'gamma': 4.837530380397867, 'reg_alpha': 0.4519033740691463, 'reg_lambda': 1.9373094455010957}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,546] Trial 146 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 136, 'learning_rate': 0.04885407421643657, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9445026571934603, 'colsample_bytree': 0.6089416927651545, 'gamma': 4.565335832487122, 'reg_alpha': 0.47842568420949594, 'reg_lambda': 1.922857689825985}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,603] Trial 147 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 135, 'learning_rate': 0.04885064870731935, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9386384164935183, 'colsample_bytree': 0.6194771671550725, 'gamma': 4.571298574840478, 'reg_alpha': 0.48007656958564404, 'reg_lambda': 1.9387977282290005}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,697] Trial 148 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 135, 'learning_rate': 0.048676688405461674, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9391907771937249, 'colsample_bytree': 0.6048494567693171, 'gamma': 4.566442926438112, 'reg_alpha': 0.4758641895541993, 'reg_lambda': 1.9443483352158102}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,756] Trial 149 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 129, 'learning_rate': 0.060659359938411574, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9116954370046804, 'colsample_bytree': 0.6190770285917363, 'gamma': 4.419249353041469, 'reg_alpha': 0.5402052916175712, 'reg_lambda': 2.108748190659111}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,815] Trial 150 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 147, 'learning_rate': 0.0605541184957519, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9113887342918232, 'colsample_bytree': 0.6188152814459431, 'gamma': 4.458065967973322, 'reg_alpha': 0.5364230778324022, 'reg_lambda': 2.0417242917810965}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,871] Trial 151 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 129, 'learning_rate': 0.06136466666445519, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9260584768972422, 'colsample_bytree': 0.611393205726191, 'gamma': 4.6103716360890195, 'reg_alpha': 0.5029712191068404, 'reg_lambda': 2.1097220048483765}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,928] Trial 152 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 131, 'learning_rate': 0.06825851056080334, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9236525561825032, 'colsample_bytree': 0.6101550285757682, 'gamma': 4.385497563912828, 'reg_alpha': 0.5667961279189395, 'reg_lambda': 1.9956568113324369}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,984] Trial 153 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 128, 'learning_rate': 0.07022044235773801, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9221816269192475, 'colsample_bytree': 0.6098257750215499, 'gamma': 4.619739924041796, 'reg_alpha': 0.565363932648374, 'reg_lambda': 2.1124042004640087}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,076] Trial 154 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 140, 'learning_rate': 0.07814350512648241, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9243218545983359, 'colsample_bytree': 0.6081056732832889, 'gamma': 4.382766808673943, 'reg_alpha': 0.584379555513582, 'reg_lambda': 2.1329176825346066}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,140] Trial 155 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 123, 'learning_rate': 0.06842821713060583, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9149508645703771, 'colsample_bytree': 0.6130309434797256, 'gamma': 4.604259055503981, 'reg_alpha': 0.5578545834506947, 'reg_lambda': 2.3067297467521515}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,194] Trial 156 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 129, 'learning_rate': 0.0738442505049826, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9329297410539499, 'colsample_bytree': 0.6209996541764858, 'gamma': 4.55905749414108, 'reg_alpha': 0.6199660439348733, 'reg_lambda': 2.11176845885816}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,249] Trial 157 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 124, 'learning_rate': 0.06683306955842827, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9238741888997325, 'colsample_bytree': 0.6125520419096009, 'gamma': 4.463286403637994, 'reg_alpha': 0.5956058723345226, 'reg_lambda': 1.997211445983222}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,299] Trial 158 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.06399426159553039, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9079506229320563, 'colsample_bytree': 0.6304880416538622, 'gamma': 4.889563983557395, 'reg_alpha': 0.5299911637293075, 'reg_lambda': 2.258315038805135}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,359] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 140, 'learning_rate': 0.08894528425318576, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8970370994403634, 'colsample_bytree': 0.6045517703139105, 'gamma': 4.641250504970402, 'reg_alpha': 0.5520672461814022, 'reg_lambda': 2.057447133773499}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,451] Trial 160 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 153, 'learning_rate': 0.056544112451956584, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9324604272908416, 'colsample_bytree': 0.6001750538145093, 'gamma': 4.342822224549482, 'reg_alpha': 0.48322578922330917, 'reg_lambda': 2.08847275916077}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,512] Trial 161 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 155, 'learning_rate': 0.057828861151315615, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9358351461414435, 'colsample_bytree': 0.6214782735049018, 'gamma': 4.3754429404455175, 'reg_alpha': 0.49081937502460743, 'reg_lambda': 2.232415198110118}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,575] Trial 162 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 162, 'learning_rate': 0.055053345346535346, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9347809288692224, 'colsample_bytree': 0.6208553005785173, 'gamma': 4.340286774535912, 'reg_alpha': 0.4865928794752848, 'reg_lambda': 2.0884080432680836}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,637] Trial 163 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 154, 'learning_rate': 0.06103561972620841, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9165155785600188, 'colsample_bytree': 0.6007806970863329, 'gamma': 0.4977216011863774, 'reg_alpha': 0.5121944710948715, 'reg_lambda': 2.2270966363557902}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,757] Trial 164 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 169, 'learning_rate': 0.056708390270664426, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.927127135750646, 'colsample_bytree': 0.6097014621071414, 'gamma': 4.477927474507536, 'reg_alpha': 0.46231961341566297, 'reg_lambda': 2.0100119961871843}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,820] Trial 165 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 147, 'learning_rate': 0.07240968069853203, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9230695161705147, 'colsample_bytree': 0.6164471072869633, 'gamma': 4.660217741635951, 'reg_alpha': 0.5422645029728412, 'reg_lambda': 2.1718977392202286}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,904] Trial 166 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 133, 'learning_rate': 0.05864668756408768, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9423311577860565, 'colsample_bytree': 0.6287922318481308, 'gamma': 4.370645446740414, 'reg_alpha': 0.4964181801961326, 'reg_lambda': 2.4451125380330905}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,961] Trial 167 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.08203219574939033, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7091572757531617, 'colsample_bytree': 0.6252800879695078, 'gamma': 4.838351068490436, 'reg_alpha': 0.4746511907486241, 'reg_lambda': 2.274377090261566}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,026] Trial 168 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 161, 'learning_rate': 0.06333183045990408, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9332492270832036, 'colsample_bytree': 0.6000982797542215, 'gamma': 4.533884463956572, 'reg_alpha': 0.5798243514455296, 'reg_lambda': 2.095496160414769}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,091] Trial 169 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 163, 'learning_rate': 0.05194661091350279, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9306014686725588, 'colsample_bytree': 0.6095490985721834, 'gamma': 4.908173767399876, 'reg_alpha': 0.5958245661308549, 'reg_lambda': 2.3863660950421175}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,155] Trial 170 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 158, 'learning_rate': 0.06381576668834225, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9172568885837507, 'colsample_bytree': 0.6011982546577218, 'gamma': 4.996036690430132, 'reg_alpha': 0.6249706247657609, 'reg_lambda': 2.1151088473803568}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,220] Trial 171 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 142, 'learning_rate': 0.05345854763154625, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9397080894408704, 'colsample_bytree': 0.6158174670750347, 'gamma': 4.533418155675981, 'reg_alpha': 0.5767698714620609, 'reg_lambda': 2.2091421286350243}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,313] Trial 172 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 137, 'learning_rate': 0.06720583146069292, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9332581459629528, 'colsample_bytree': 0.6335580726330364, 'gamma': 4.665248643589951, 'reg_alpha': 0.5656212077702891, 'reg_lambda': 1.952280026070106}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,373] Trial 173 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 138, 'learning_rate': 0.06953404963979865, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9322655834847131, 'colsample_bytree': 0.6333868651727718, 'gamma': 4.668811949414281, 'reg_alpha': 0.5149975438648319, 'reg_lambda': 2.0787758067079323}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,437] Trial 174 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 154, 'learning_rate': 0.06896996403735121, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.930017148014447, 'colsample_bytree': 0.6348143816929622, 'gamma': 4.687637817403822, 'reg_alpha': 0.5648745148932073, 'reg_lambda': 2.0670174282201192}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,493] Trial 175 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 130, 'learning_rate': 0.06512450944476023, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9089724715010947, 'colsample_bytree': 0.6310864390520582, 'gamma': 4.822611128669214, 'reg_alpha': 0.6488541648267179, 'reg_lambda': 2.128903550340422}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,643] Trial 176 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 144, 'learning_rate': 0.0739778756963646, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9319430193492252, 'colsample_bytree': 0.6365647706723914, 'gamma': 4.3740798645826215, 'reg_alpha': 0.5109369518904703, 'reg_lambda': 2.0063200468075233}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,698] Trial 177 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 127, 'learning_rate': 0.062044153619234904, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9220030698395841, 'colsample_bytree': 0.6268220924796135, 'gamma': 4.7083986602913726, 'reg_alpha': 0.5364791497409203, 'reg_lambda': 1.8231582740578909}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,794] Trial 178 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 160, 'learning_rate': 0.08409866627455312, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9147362207107618, 'colsample_bytree': 0.8898555712473701, 'gamma': 2.198855763296079, 'reg_alpha': 0.5670846634375604, 'reg_lambda': 2.075823271610488}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,855] Trial 179 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 120, 'learning_rate': 0.07660980699579995, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9383647866281625, 'colsample_bytree': 0.6186577331632631, 'gamma': 4.48989918710327, 'reg_alpha': 0.6075999370408681, 'reg_lambda': 2.1980775305862217}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,912] Trial 180 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 138, 'learning_rate': 0.059855192054670145, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9244324541801535, 'colsample_bytree': 0.6265377807260043, 'gamma': 4.812152557667359, 'reg_alpha': 0.6587257808795269, 'reg_lambda': 1.9632155781462763}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,976] Trial 181 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 170, 'learning_rate': 0.06994000903535899, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9462073903697632, 'colsample_bytree': 0.6001326773700126, 'gamma': 4.592407348574025, 'reg_alpha': 0.5264725408740132, 'reg_lambda': 1.7832735163070343}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,039] Trial 182 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 138, 'learning_rate': 0.05591729392803508, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.94581906605717, 'colsample_bytree': 0.6105048172300471, 'gamma': 4.667384003404804, 'reg_alpha': 0.45231261899264136, 'reg_lambda': 1.9361366563345226}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,094] Trial 183 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 133, 'learning_rate': 0.06480295455887404, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9328327287988764, 'colsample_bytree': 0.610313516953222, 'gamma': 4.467463376932618, 'reg_alpha': 0.5131655084934871, 'reg_lambda': 1.8616908026192922}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,211] Trial 184 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.06425352233333986, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.931425017423547, 'colsample_bytree': 0.636486457556929, 'gamma': 4.423362585296555, 'reg_alpha': 0.548484428762322, 'reg_lambda': 1.8685232112006538}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,271] Trial 185 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 145, 'learning_rate': 0.07141264821711123, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9011171915254309, 'colsample_bytree': 0.6225632634329039, 'gamma': 1.502168069470186, 'reg_alpha': 0.5785985979707077, 'reg_lambda': 2.0260901796463995}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,330] Trial 186 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 124, 'learning_rate': 0.0578398912289425, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9217273097498394, 'colsample_bytree': 0.6130576481585199, 'gamma': 4.29766396866796, 'reg_alpha': 0.5161149632777462, 'reg_lambda': 1.7258009798226364}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,392] Trial 187 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 151, 'learning_rate': 0.06615749658747441, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9355284915508119, 'colsample_bytree': 0.6322203325987757, 'gamma': 4.771675214328605, 'reg_alpha': 0.49849957375908976, 'reg_lambda': 1.810054510617651}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,451] Trial 188 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 117, 'learning_rate': 0.07632976911550327, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9136076834312338, 'colsample_bytree': 0.6426152956517118, 'gamma': 4.994159563487025, 'reg_alpha': 0.5291005557951978, 'reg_lambda': 2.1491137773253466}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,510] Trial 189 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 132, 'learning_rate': 0.06115974908572819, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9573841990263461, 'colsample_bytree': 0.6073967109293412, 'gamma': 4.190896997440042, 'reg_alpha': 0.45362780421664406, 'reg_lambda': 2.086197586317578}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,604] Trial 190 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 143, 'learning_rate': 0.05332836798784297, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9404579125301245, 'colsample_bytree': 0.6201414516203217, 'gamma': 4.908094079265837, 'reg_alpha': 0.5574669472330948, 'reg_lambda': 1.8571584601815527}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,661] Trial 191 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 136, 'learning_rate': 0.05020186173441841, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9472716073533278, 'colsample_bytree': 0.6072407128162047, 'gamma': 4.538376286645192, 'reg_alpha': 0.48375015294319734, 'reg_lambda': 1.9255046055541487}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,726] Trial 192 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 126, 'learning_rate': 0.04697751514516361, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9282854753832237, 'colsample_bytree': 0.6005769755988692, 'gamma': 4.435766141792136, 'reg_alpha': 0.467373859658707, 'reg_lambda': 1.9734444588647073}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,782] Trial 193 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 126, 'learning_rate': 0.04684124337356667, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9285853400197028, 'colsample_bytree': 0.6005176764617836, 'gamma': 4.423155762433724, 'reg_alpha': 0.4225301738151509, 'reg_lambda': 2.034788628463237}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,842] Trial 194 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 129, 'learning_rate': 0.01378994461282583, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9352179712334392, 'colsample_bytree': 0.6150562705166661, 'gamma': 4.656501867895399, 'reg_alpha': 0.5079087097674652, 'reg_lambda': 1.9740237271316041}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,903] Trial 195 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.01215150945065524, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9222696250666478, 'colsample_bytree': 0.616314636406879, 'gamma': 4.342792730301208, 'reg_alpha': 0.510940528474397, 'reg_lambda': 1.9911809620155614}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,995] Trial 196 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 120, 'learning_rate': 0.014837394191386296, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9348979388180669, 'colsample_bytree': 0.6272500074562137, 'gamma': 4.663787699065927, 'reg_alpha': 0.5456290908607222, 'reg_lambda': 1.7495464153001519}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:15,052] Trial 197 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 115, 'learning_rate': 0.013288074257154345, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9289640178074497, 'colsample_bytree': 0.6117962744985579, 'gamma': 4.49236691924859, 'reg_alpha': 0.4964033531550728, 'reg_lambda': 2.2507552449166086}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:15,105] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.06440519365027342, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9064088831231578, 'colsample_bytree': 0.6000664684286912, 'gamma': 4.618730375455607, 'reg_alpha': 0.8034876466992671, 'reg_lambda': 2.109387487548945}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:15,160] Trial 199 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 130, 'learning_rate': 0.07001784606871055, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9162916254707144, 'colsample_bytree': 0.6487167106669973, 'gamma': 4.423837905651277, 'reg_alpha': 0.5832253610876752, 'reg_lambda': 1.8800462752631384}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:15,163] A new study created in memory with name: no-name-2ea3a29d-cab2-4e7d-b749-8e7fe31c981f
[I 2025-11-03 19:17:15,226] Trial 0 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 182, 'learning_rate': 0.10255075435423489, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.875856955605519, 'colsample_bytree': 0.883677244227816, 'gamma': 2.304466353930874, 'reg_alpha': 0.2834239211209647, 'reg_lambda': 1.2416546370428763}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:17:15,261] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.02048693138088726, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.808648956320585, 'colsample_bytree': 0.977502998002957, 'gamma': 1.1443083124753688, 'reg_alpha': 0.420794337487745, 'reg_lambda': 2.690677059391365}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:17:15,343] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.12092760988743798, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7951715464779784, 'colsample_bytree': 0.6857893805607771, 'gamma': 0.8889261297519674, 'reg_alpha': 0.924908118946073, 'reg_lambda': 2.9084158415280004}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:17:15,384] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.07995812422205181, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.6570123534493456, 'colsample_bytree': 0.7228792144109188, 'gamma': 2.572474755664631, 'reg_alpha': 0.8365520434905174, 'reg_lambda': 1.490506671899268}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:17:15,436] Trial 4 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 101, 'learning_rate': 0.023774247101653777, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7872560748010293, 'colsample_bytree': 0.7339958045707671, 'gamma': 0.4103380212366997, 'reg_alpha': 0.863198351776406, 'reg_lambda': 1.3388808305515978}. Best is trial 4 with value: 0.6666666666666666.
[I 2025-11-03 19:17:15,473] Trial 5 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 71, 'learning_rate': 0.05654091518868982, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8505752064546858, 'colsample_bytree': 0.7830371910667002, 'gamma': 1.2220924431477564, 'reg_alpha': 0.0634070997216375, 'reg_lambda': 2.7979449667575693}. Best is trial 4 with value: 0.6666666666666666.
[I 2025-11-03 19:17:15,521] Trial 6 finished with value: 0.6041666666666667 and parameters: {'n_estimators': 126, 'learning_rate': 0.060033322184327303, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7610377335874953, 'colsample_bytree': 0.8787714969852012, 'gamma': 3.2326096974353207, 'reg_alpha': 0.38521699682259003, 'reg_lambda': 0.7861006362867757}. Best is trial 4 with value: 0.6666666666666666.
[I 2025-11-03 19:17:15,589] Trial 7 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 196, 'learning_rate': 0.05681340820412537, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8399257664369577, 'colsample_bytree': 0.8829207995517538, 'gamma': 0.5520352544442214, 'reg_alpha': 0.5613248260004354, 'reg_lambda': 2.1564114402486316}. Best is trial 4 with value: 0.6666666666666666.
[I 2025-11-03 19:17:15,650] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 72, 'learning_rate': 0.06213187129570642, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.7324443233895577, 'colsample_bytree': 0.7359646433773782, 'gamma': 1.4402842630960473, 'reg_alpha': 0.12194386957131542, 'reg_lambda': 1.3377254066216624}. Best is trial 4 with value: 0.6666666666666666.
[I 2025-11-03 19:17:15,717] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.03787440404708841, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7286251596340519, 'colsample_bytree': 0.6171420807932707, 'gamma': 4.7842713085925395, 'reg_alpha': 0.9448014981688363, 'reg_lambda': 2.142960654760553}. Best is trial 4 with value: 0.6666666666666666.
[I 2025-11-03 19:17:15,801] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.29448389631172245, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9802090160963325, 'colsample_bytree': 0.6041066792691343, 'gamma': 0.08411561181285654, 'reg_alpha': 0.6885762195003147, 'reg_lambda': 0.609585801330019}. Best is trial 10 with value: 0.7202380952380952.
[I 2025-11-03 19:17:15,892] Trial 11 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.2848428631253475, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9820656786638814, 'colsample_bytree': 0.6121043542390596, 'gamma': 0.12261501182614679, 'reg_alpha': 0.6835207175600634, 'reg_lambda': 0.548784846354007}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:15,972] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 245, 'learning_rate': 0.25711521737100707, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9817300223979518, 'colsample_bytree': 0.6121318195079214, 'gamma': 0.20068885375250944, 'reg_alpha': 0.6591946384491846, 'reg_lambda': 0.5799781687643317}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,056] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.27790623290317124, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9859217124166312, 'colsample_bytree': 0.6500437813342771, 'gamma': 0.1427041575412793, 'reg_alpha': 0.67751453194644, 'reg_lambda': 0.9088366174899702}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,110] Trial 14 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 26, 'learning_rate': 0.16282075657442618, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.924829074478664, 'colsample_bytree': 0.6021585749139022, 'gamma': 1.9711459936880786, 'reg_alpha': 0.742770087486655, 'reg_lambda': 0.5137248235917081}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,193] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.010289639411697953, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.9324297201882206, 'colsample_bytree': 0.6791156951254653, 'gamma': 4.046878530265665, 'reg_alpha': 0.5583292006802247, 'reg_lambda': 0.975576538589843}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,287] Trial 16 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 220, 'learning_rate': 0.1798623935178345, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9144735204790346, 'colsample_bytree': 0.6609718668998575, 'gamma': 0.0037262796873638315, 'reg_alpha': 0.7565607408424658, 'reg_lambda': 1.8152726759442506}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,364] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.194337826009827, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9939526104213001, 'colsample_bytree': 0.779082411162399, 'gamma': 1.7288390828234388, 'reg_alpha': 0.6213868727944132, 'reg_lambda': 1.033204440304499}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,425] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 149, 'learning_rate': 0.1404556523596736, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.6248498472225665, 'colsample_bytree': 0.8219640923781046, 'gamma': 3.0190131409030263, 'reg_alpha': 0.45181030039727055, 'reg_lambda': 0.7063665354632221}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,489] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.29010226987739046, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9429814069187743, 'colsample_bytree': 0.9950383823452034, 'gamma': 0.7356269072972879, 'reg_alpha': 0.27893172565920443, 'reg_lambda': 1.6930206471997502}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,599] Trial 20 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 204, 'learning_rate': 0.1997865586867405, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8778277325106972, 'colsample_bytree': 0.6438003411763582, 'gamma': 3.890400682942017, 'reg_alpha': 0.8296271644196147, 'reg_lambda': 1.067420191071057}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,687] Trial 21 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 249, 'learning_rate': 0.298334510652914, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9615071528985185, 'colsample_bytree': 0.6431964274888399, 'gamma': 0.06797653220207403, 'reg_alpha': 0.716708673570485, 'reg_lambda': 0.8469246728390991}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,766] Trial 22 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 237, 'learning_rate': 0.2231664572939415, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9600540045104029, 'colsample_bytree': 0.6998278738365225, 'gamma': 0.7755106272286334, 'reg_alpha': 0.747083087396486, 'reg_lambda': 0.7358075147347483}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,856] Trial 23 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.1051285387455746, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8877223745596523, 'colsample_bytree': 0.6407815244254083, 'gamma': 0.052812314251480974, 'reg_alpha': 0.5262612068776586, 'reg_lambda': 0.5112804909991255}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,932] Trial 24 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 227, 'learning_rate': 0.28822760855706825, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9584367351010259, 'colsample_bytree': 0.6014993428650016, 'gamma': 0.5726444888848988, 'reg_alpha': 0.9974531979766983, 'reg_lambda': 0.8039620370708248}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,004] Trial 25 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.14480598130823702, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9988929271246769, 'colsample_bytree': 0.703897098280018, 'gamma': 1.4581180364520838, 'reg_alpha': 0.6069939472381304, 'reg_lambda': 1.1414724059589183}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,100] Trial 26 finished with value: 0.636904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.21960559614376116, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9058894368483343, 'colsample_bytree': 0.6330162479001737, 'gamma': 0.9298943728663495, 'reg_alpha': 0.7136457781831094, 'reg_lambda': 0.6874633269046821}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,181] Trial 27 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 233, 'learning_rate': 0.08302290833261063, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9662412354093247, 'colsample_bytree': 0.6606017859147826, 'gamma': 0.4274861593494145, 'reg_alpha': 0.8170677052134288, 'reg_lambda': 0.9056685824099442}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,265] Trial 28 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 216, 'learning_rate': 0.04008547166370456, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9481853162254754, 'colsample_bytree': 0.8269278567993279, 'gamma': 1.8344416964120631, 'reg_alpha': 0.4871202172971563, 'reg_lambda': 1.474922263602692}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,336] Trial 29 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 192, 'learning_rate': 0.22699899461154424, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.861705028001301, 'colsample_bytree': 0.7579055406317114, 'gamma': 2.273265624884564, 'reg_alpha': 0.29902730577641956, 'reg_lambda': 1.1849536057453702}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,404] Trial 30 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.12664119322911208, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9007289802024736, 'colsample_bytree': 0.9341718459046735, 'gamma': 1.1413011599459397, 'reg_alpha': 0.6724860861457326, 'reg_lambda': 0.6387948846128552}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,487] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.2296946269898838, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.953268079406392, 'colsample_bytree': 0.6893940089467853, 'gamma': 0.3629244871600381, 'reg_alpha': 0.7750028547534096, 'reg_lambda': 0.8159148382429603}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,604] Trial 32 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 236, 'learning_rate': 0.16636348340760998, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.967754600851746, 'colsample_bytree': 0.6729054735784337, 'gamma': 0.3867682043604902, 'reg_alpha': 0.759293764855767, 'reg_lambda': 0.8469776557528474}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,699] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.29085573819028265, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9314313795674459, 'colsample_bytree': 0.6281581625749217, 'gamma': 0.005547706623082918, 'reg_alpha': 0.9091942213430235, 'reg_lambda': 2.5325889905856256}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,772] Trial 34 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 207, 'learning_rate': 0.23627444225802216, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9808951682124541, 'colsample_bytree': 0.6972229260527308, 'gamma': 0.8728570430543677, 'reg_alpha': 0.6131521109288225, 'reg_lambda': 0.5991030739237586}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,851] Trial 35 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 232, 'learning_rate': 0.18423855371008482, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9972553662253947, 'colsample_bytree': 0.6265395433517043, 'gamma': 0.3306229667281195, 'reg_alpha': 0.7979472017715217, 'reg_lambda': 0.9718883846460652}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,928] Trial 36 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 233, 'learning_rate': 0.09595530657747468, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.815252281396939, 'colsample_bytree': 0.7178762643614633, 'gamma': 1.1683196668188782, 'reg_alpha': 0.8682587648153496, 'reg_lambda': 1.260343658169207}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:18,085] Trial 37 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 150, 'learning_rate': 0.017725604289872833, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.947253508945681, 'colsample_bytree': 0.6629957943783018, 'gamma': 0.6463383214824334, 'reg_alpha': 0.6890937439379671, 'reg_lambda': 0.7729888474363472}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:18,175] Trial 38 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 94, 'learning_rate': 0.24075982134750598, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9034168426205031, 'colsample_bytree': 0.6837228097115742, 'gamma': 0.3889744507482461, 'reg_alpha': 0.3769352323009635, 'reg_lambda': 1.636843748540817}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:18,209] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 21, 'learning_rate': 0.1092326406773596, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8248590033397442, 'colsample_bytree': 0.7510026053694101, 'gamma': 0.9647351425252111, 'reg_alpha': 0.7842715923141544, 'reg_lambda': 1.8509099191925702}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:18,285] Trial 40 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 204, 'learning_rate': 0.1495080109943556, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.971495456201111, 'colsample_bytree': 0.6005748941628054, 'gamma': 0.22762132829876036, 'reg_alpha': 0.5851831199924122, 'reg_lambda': 1.3743442225132925}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:18,368] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.219902416161336, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9545127093294801, 'colsample_bytree': 0.7148570834785744, 'gamma': 0.6955406202423794, 'reg_alpha': 0.878768790301603, 'reg_lambda': 0.7063055635043527}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,451] Trial 42 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 241, 'learning_rate': 0.25325067323433037, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9277479149656314, 'colsample_bytree': 0.7176145831523972, 'gamma': 0.6753889832950368, 'reg_alpha': 0.885203234815934, 'reg_lambda': 0.6348553526980132}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,524] Trial 43 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 217, 'learning_rate': 0.20588403810227832, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6739072367223095, 'colsample_bytree': 0.6466938595586593, 'gamma': 1.3869969605114165, 'reg_alpha': 0.9565742443002845, 'reg_lambda': 0.8593324902457028}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,641] Trial 44 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 241, 'learning_rate': 0.2967400479331568, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9464775781719957, 'colsample_bytree': 0.6173475982236628, 'gamma': 0.4970246814031605, 'reg_alpha': 0.8627250070524215, 'reg_lambda': 1.0765016755181862}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,720] Trial 45 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 228, 'learning_rate': 0.24999051548353776, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7826159405797151, 'colsample_bytree': 0.687201504596622, 'gamma': 0.2474936618891066, 'reg_alpha': 0.6428813259035885, 'reg_lambda': 0.5211667958490571}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,799] Trial 46 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 247, 'learning_rate': 0.17571481655074186, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.981130646849273, 'colsample_bytree': 0.7415935373200906, 'gamma': 1.061410760439009, 'reg_alpha': 0.7244261661626592, 'reg_lambda': 0.7212119279918447}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,835] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.12638918316542874, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8565706817546282, 'colsample_bytree': 0.6604135596932434, 'gamma': 0.040232140683661266, 'reg_alpha': 0.7967706097786144, 'reg_lambda': 2.056539565518578}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,940] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 196, 'learning_rate': 0.04032925312115768, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8836053270306334, 'colsample_bytree': 0.7663716226717463, 'gamma': 0.2447304137307638, 'reg_alpha': 0.9585424369319882, 'reg_lambda': 0.9486146043119152}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,020] Trial 49 finished with value: 0.5982142857142858 and parameters: {'n_estimators': 215, 'learning_rate': 0.20115542473907755, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9184616887993331, 'colsample_bytree': 0.6197299668524779, 'gamma': 2.714536951039545, 'reg_alpha': 0.6991793337047181, 'reg_lambda': 0.6318625111564579}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,106] Trial 50 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.26370880076100617, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7076919040825115, 'colsample_bytree': 0.8116473357349004, 'gamma': 0.5838369473892445, 'reg_alpha': 0.8436350269609922, 'reg_lambda': 0.5104315618726225}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,190] Trial 51 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 240, 'learning_rate': 0.225080672765272, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9615310364678553, 'colsample_bytree': 0.7048247300647736, 'gamma': 0.7824626805425137, 'reg_alpha': 0.7468632686268186, 'reg_lambda': 0.7744415553250938}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,270] Trial 52 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 239, 'learning_rate': 0.16720211912182262, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9803619016580449, 'colsample_bytree': 0.8630885195706486, 'gamma': 4.970824662296927, 'reg_alpha': 0.7819849842097568, 'reg_lambda': 0.7975908130985302}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,347] Trial 53 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.29913143308714707, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9563368207921911, 'colsample_bytree': 0.7284752916573298, 'gamma': 0.8439623026396564, 'reg_alpha': 0.9068248396910397, 'reg_lambda': 0.8955709489956492}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,433] Trial 54 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.2163010852617425, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9379950480317666, 'colsample_bytree': 0.6470936127796048, 'gamma': 1.398542942272896, 'reg_alpha': 0.6562865375720028, 'reg_lambda': 2.5619719603615145}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,547] Trial 55 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 242, 'learning_rate': 0.25771137642604447, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9708201429097001, 'colsample_bytree': 0.7072143433261739, 'gamma': 0.1855996593984056, 'reg_alpha': 0.5538185481874898, 'reg_lambda': 1.0262291515600377}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,637] Trial 56 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 224, 'learning_rate': 0.04812408260246614, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9886662299461292, 'colsample_bytree': 0.6762336301693032, 'gamma': 0.5521157143763509, 'reg_alpha': 0.7263504619832384, 'reg_lambda': 0.6657370996922789}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,709] Trial 57 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.025779241505201958, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9578885193634665, 'colsample_bytree': 0.7909843624181847, 'gamma': 3.642622341549073, 'reg_alpha': 0.753777469380704, 'reg_lambda': 0.7834135490803519}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,788] Trial 58 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 210, 'learning_rate': 0.19505524403839103, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9294900121193636, 'colsample_bytree': 0.6333376044677267, 'gamma': 0.7887246979328773, 'reg_alpha': 0.8293613115864852, 'reg_lambda': 1.1605277955348825}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,870] Trial 59 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 231, 'learning_rate': 0.15079148219599722, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9161079430388682, 'colsample_bytree': 0.6117146577142824, 'gamma': 0.4071233737714604, 'reg_alpha': 0.5041373730769824, 'reg_lambda': 0.565674913544818}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,984] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 240, 'learning_rate': 0.26195776422508316, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.998932383946021, 'colsample_bytree': 0.6557559842258005, 'gamma': 1.5969615271185018, 'reg_alpha': 0.6313652681725217, 'reg_lambda': 0.7426517782909382}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,068] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.22743042624398702, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9589832472397545, 'colsample_bytree': 0.7024393219572684, 'gamma': 0.7114268564354888, 'reg_alpha': 0.7456462614491439, 'reg_lambda': 0.6975187148562936}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,159] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 243, 'learning_rate': 0.21981550791126853, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9738987679906813, 'colsample_bytree': 0.6943971766003576, 'gamma': 0.16966828699817652, 'reg_alpha': 0.044965507862351484, 'reg_lambda': 0.8622378615197687}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,368] Trial 63 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 249, 'learning_rate': 0.2343283143763854, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9479165055188429, 'colsample_bytree': 0.6738001854924236, 'gamma': 1.0208377446787196, 'reg_alpha': 0.6914207453793908, 'reg_lambda': 0.700071687358378}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,446] Trial 64 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 224, 'learning_rate': 0.07139941590618351, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8941516709252988, 'colsample_bytree': 0.7361417708651732, 'gamma': 2.164634984038392, 'reg_alpha': 0.7645100669422912, 'reg_lambda': 0.585943939836548}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,564] Trial 65 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 235, 'learning_rate': 0.1866754065079939, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9611115367692267, 'colsample_bytree': 0.7150299015429837, 'gamma': 4.4140098026609875, 'reg_alpha': 0.12426013480748832, 'reg_lambda': 1.0197801796351058}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,769] Trial 66 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 139, 'learning_rate': 0.27616388761375227, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9417482329500577, 'colsample_bytree': 0.6363903906461202, 'gamma': 1.2353807169863626, 'reg_alpha': 0.5835496489177021, 'reg_lambda': 0.8213311505190696}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,853] Trial 67 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 218, 'learning_rate': 0.1633222621017096, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9130185922003675, 'colsample_bytree': 0.6682099959391136, 'gamma': 0.695964290551689, 'reg_alpha': 0.8198227582935537, 'reg_lambda': 2.9993947493846993}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,939] Trial 68 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.20632597897110674, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9892413785021977, 'colsample_bytree': 0.6907852888051936, 'gamma': 0.0992950345388789, 'reg_alpha': 0.7234485333212796, 'reg_lambda': 1.105821491498206}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:21,021] Trial 69 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 212, 'learning_rate': 0.23337560267563087, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9762111269145092, 'colsample_bytree': 0.6145849566030852, 'gamma': 0.32830620811765737, 'reg_alpha': 0.6619071586911655, 'reg_lambda': 0.912686884169729}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:21,185] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.01043368178070462, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.870932416664143, 'colsample_bytree': 0.9364849506752949, 'gamma': 0.5030112240071942, 'reg_alpha': 0.92471324847629, 'reg_lambda': 0.6565653456240886}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:21,287] Trial 71 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 243, 'learning_rate': 0.21536577387171452, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9675235439051232, 'colsample_bytree': 0.703374641793155, 'gamma': 0.015550784124627709, 'reg_alpha': 0.007900811140852858, 'reg_lambda': 0.8385400005057804}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:21,373] Trial 72 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 245, 'learning_rate': 0.2734110670015868, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9560688909667396, 'colsample_bytree': 0.6955818736599295, 'gamma': 0.20014474613483452, 'reg_alpha': 0.998360290215355, 'reg_lambda': 0.5708848074550278}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,461] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.2694199706193206, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9547988669326641, 'colsample_bytree': 0.7710548147409703, 'gamma': 0.2685770593375576, 'reg_alpha': 0.9849153863540919, 'reg_lambda': 0.5707235833765331}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,548] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.2729140121234592, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.952796305491399, 'colsample_bytree': 0.7669446179834482, 'gamma': 0.3143272896011664, 'reg_alpha': 0.9745210730260262, 'reg_lambda': 0.5011478126167046}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,671] Trial 75 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 249, 'learning_rate': 0.271829420276756, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9356842768624453, 'colsample_bytree': 0.7547049176961783, 'gamma': 0.3563325624358394, 'reg_alpha': 0.9945913050937633, 'reg_lambda': 0.5043116506568773}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,755] Trial 76 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 231, 'learning_rate': 0.24866302355786477, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9535393707980149, 'colsample_bytree': 0.7722497054125017, 'gamma': 0.2732728429972098, 'reg_alpha': 0.9767709286482754, 'reg_lambda': 0.5869251398276695}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,834] Trial 77 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 231, 'learning_rate': 0.18403566251585443, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9200006195831717, 'colsample_bytree': 0.7779443125466783, 'gamma': 0.49593044246314283, 'reg_alpha': 0.9847483178268328, 'reg_lambda': 0.5708821558182854}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,913] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 221, 'learning_rate': 0.24655496322594186, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9505518940354855, 'colsample_bytree': 0.7655447025738891, 'gamma': 0.27406566779217967, 'reg_alpha': 0.952394564233513, 'reg_lambda': 0.5770884745119997}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,991] Trial 79 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 201, 'learning_rate': 0.2764752908083887, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8432583803180108, 'colsample_bytree': 0.7935256656728632, 'gamma': 0.6146658443714207, 'reg_alpha': 0.9308968457901027, 'reg_lambda': 0.6909344659600782}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,100] Trial 80 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 92, 'learning_rate': 0.13695975978222896, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9286771852994705, 'colsample_bytree': 0.8070548915453042, 'gamma': 0.16854772912421973, 'reg_alpha': 0.8881166225591285, 'reg_lambda': 0.5919213416344419}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,184] Trial 81 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.2998313929774938, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9531778901546326, 'colsample_bytree': 0.8323165021878833, 'gamma': 0.43231208168166363, 'reg_alpha': 0.9742544271412266, 'reg_lambda': 0.7107953874829198}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,271] Trial 82 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 235, 'learning_rate': 0.24833558549438184, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9379378396091592, 'colsample_bytree': 0.8606316255435577, 'gamma': 0.38958179048716635, 'reg_alpha': 0.975639066067506, 'reg_lambda': 0.7305079647856686}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,361] Trial 83 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 244, 'learning_rate': 0.2697001581691153, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9540180170554623, 'colsample_bytree': 0.8234246870435328, 'gamma': 0.6824535458715077, 'reg_alpha': 0.9075575754239914, 'reg_lambda': 0.6619603346568992}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,427] Trial 84 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 161, 'learning_rate': 0.29900610403612676, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9880444605611619, 'colsample_bytree': 0.8502935354586667, 'gamma': 0.48713464435999654, 'reg_alpha': 0.9714860224797295, 'reg_lambda': 0.5137250024652192}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,563] Trial 85 finished with value: 0.6875 and parameters: {'n_estimators': 229, 'learning_rate': 0.19797952538548935, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9694399137078041, 'colsample_bytree': 0.8400748889344805, 'gamma': 0.9123720078192189, 'reg_alpha': 0.9377986902885519, 'reg_lambda': 0.6396900246478382}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,645] Trial 86 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 245, 'learning_rate': 0.23823403074145266, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8999449729257083, 'colsample_bytree': 0.7449155801694681, 'gamma': 0.2860171203831156, 'reg_alpha': 0.8564399073570401, 'reg_lambda': 0.5579676110175228}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,727] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 237, 'learning_rate': 0.27068969801799514, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9420454380732806, 'colsample_bytree': 0.727473805478261, 'gamma': 0.12504824601380057, 'reg_alpha': 0.8834764440380923, 'reg_lambda': 0.7222570504398739}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,911] Trial 88 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.21432118075385567, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7558340791643614, 'colsample_bytree': 0.77446475119728, 'gamma': 0.5975391872669029, 'reg_alpha': 0.9997652459218633, 'reg_lambda': 0.9528327994781973}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,994] Trial 89 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 250, 'learning_rate': 0.1787106869732904, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9113540685564456, 'colsample_bytree': 0.784791506197079, 'gamma': 0.7505007111000859, 'reg_alpha': 0.924474412869182, 'reg_lambda': 0.6279890320247701}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,103] Trial 90 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 237, 'learning_rate': 0.2502758979589094, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9809995734902127, 'colsample_bytree': 0.8031141347387436, 'gamma': 3.136352912866273, 'reg_alpha': 0.9639687334284766, 'reg_lambda': 0.7666660629468616}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,200] Trial 91 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 245, 'learning_rate': 0.2949286497444892, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9546048973178067, 'colsample_bytree': 0.8357342107418538, 'gamma': 0.010508283393588974, 'reg_alpha': 0.8953482206571642, 'reg_lambda': 0.6916586811743121}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,283] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 231, 'learning_rate': 0.23781776709089616, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9656970486675451, 'colsample_bytree': 0.758712470420307, 'gamma': 0.14958445488904426, 'reg_alpha': 0.9410283476295827, 'reg_lambda': 0.5624000856203032}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,366] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 221, 'learning_rate': 0.27567192389523276, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9241593775230922, 'colsample_bytree': 0.745426760492075, 'gamma': 0.28880525871812945, 'reg_alpha': 0.8673066025627388, 'reg_lambda': 0.8243370309222573}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,452] Trial 94 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 250, 'learning_rate': 0.22730596779719883, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9906545063326875, 'colsample_bytree': 0.7126990884180014, 'gamma': 0.3941554668684132, 'reg_alpha': 0.8406967130583782, 'reg_lambda': 0.6362345080402015}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,572] Trial 95 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 239, 'learning_rate': 0.2551953785262265, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9490318844279404, 'colsample_bytree': 0.6833158684575896, 'gamma': 0.465696701178173, 'reg_alpha': 0.9823800972106009, 'reg_lambda': 0.8940520482783926}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,662] Trial 96 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.1954522891862691, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9339339663952475, 'colsample_bytree': 0.7251967119061886, 'gamma': 0.1254164878019941, 'reg_alpha': 0.8004898200297749, 'reg_lambda': 0.7351167319232692}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,737] Trial 97 finished with value: 0.693452380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.2831578525943777, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9636926932163833, 'colsample_bytree': 0.8127251574644774, 'gamma': 2.62437837926332, 'reg_alpha': 0.9166807980832333, 'reg_lambda': 0.5062034573618489}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,823] Trial 98 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 235, 'learning_rate': 0.1556238306656255, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9801472892431065, 'colsample_bytree': 0.7357208034211137, 'gamma': 0.2391697892104669, 'reg_alpha': 0.9606341684227913, 'reg_lambda': 1.943373152075104}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,900] Trial 99 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 213, 'learning_rate': 0.20867510686951463, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9984438415675658, 'colsample_bytree': 0.6526968853694516, 'gamma': 0.8635355171198125, 'reg_alpha': 0.77225335665607, 'reg_lambda': 1.284153439754244}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,044] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.2985159623725825, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9563623570464148, 'colsample_bytree': 0.8895535530993018, 'gamma': 0.5924896055888303, 'reg_alpha': 0.9445165638338653, 'reg_lambda': 2.217169367173739}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,099] Trial 101 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 56, 'learning_rate': 0.2506527579603706, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9411146803470856, 'colsample_bytree': 0.8790457704625279, 'gamma': 0.39755062805080454, 'reg_alpha': 0.9758985002437432, 'reg_lambda': 0.7627672774882005}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,183] Trial 102 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 234, 'learning_rate': 0.2572641068730779, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9744378364957639, 'colsample_bytree': 0.8694134821479604, 'gamma': 0.34068125441524677, 'reg_alpha': 0.9763078776345573, 'reg_lambda': 0.6044214326595014}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,269] Trial 103 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 224, 'learning_rate': 0.2349625786729627, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6248120132810807, 'colsample_bytree': 0.8899334282529259, 'gamma': 0.07540517062138805, 'reg_alpha': 0.8872639689622288, 'reg_lambda': 0.6969151403031167}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,362] Trial 104 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 225, 'learning_rate': 0.22434125815202322, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6403205124691203, 'colsample_bytree': 0.764317708557696, 'gamma': 0.06212249849060267, 'reg_alpha': 0.7072630246652617, 'reg_lambda': 0.681593210726006}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,485] Trial 105 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 246, 'learning_rate': 0.17057026846141926, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7286946513411736, 'colsample_bytree': 0.916294802042935, 'gamma': 0.2274725774797397, 'reg_alpha': 0.8819121604314291, 'reg_lambda': 0.5550848491716661}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,575] Trial 106 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 239, 'learning_rate': 0.2771044274018708, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6121108174086105, 'colsample_bytree': 0.8943883450233874, 'gamma': 0.4897173474932877, 'reg_alpha': 0.9996008222600089, 'reg_lambda': 0.8001785482281629}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,674] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 219, 'learning_rate': 0.21403445103956703, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.696381512168214, 'colsample_bytree': 0.9694636767701517, 'gamma': 0.002287451764141968, 'reg_alpha': 0.8163978965693233, 'reg_lambda': 1.5674512423872258}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,761] Trial 108 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 231, 'learning_rate': 0.23495129702803016, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6655914310570288, 'colsample_bytree': 0.6241814419607219, 'gamma': 0.13264799776900804, 'reg_alpha': 0.8562981169477336, 'reg_lambda': 0.9925475381293816}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,840] Trial 109 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.1893118570102978, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8013173607345583, 'colsample_bytree': 0.6661283108426816, 'gamma': 3.4964183312890116, 'reg_alpha': 0.9077758838409761, 'reg_lambda': 0.6259341988688729}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,964] Trial 110 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 226, 'learning_rate': 0.26429789213785876, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7385551269344567, 'colsample_bytree': 0.7919287098399546, 'gamma': 0.21422092453627667, 'reg_alpha': 0.9454886186028968, 'reg_lambda': 0.8865327529860283}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,043] Trial 111 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 240, 'learning_rate': 0.2418513161207985, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9390487855293532, 'colsample_bytree': 0.8674064861516201, 'gamma': 0.3869359759535881, 'reg_alpha': 0.9577060893774448, 'reg_lambda': 0.7351768268859973}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,123] Trial 112 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.28440351205899084, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9634375746694653, 'colsample_bytree': 0.9161610388065113, 'gamma': 0.6829923911103297, 'reg_alpha': 0.9764050002855413, 'reg_lambda': 0.6946733654777023}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,205] Trial 113 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 249, 'learning_rate': 0.2766643735359512, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9599816950663552, 'colsample_bytree': 0.900803025162955, 'gamma': 0.699600891415393, 'reg_alpha': 0.7423522882650336, 'reg_lambda': 0.6798416926096429}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,308] Trial 114 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.028584413777635077, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9610882037202777, 'colsample_bytree': 0.9032347583552731, 'gamma': 0.7240787602476741, 'reg_alpha': 0.9245096782436808, 'reg_lambda': 0.5437753677670427}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,427] Trial 115 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 242, 'learning_rate': 0.265716550668089, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9704713708438679, 'colsample_bytree': 0.9329544730770468, 'gamma': 0.6417586912289381, 'reg_alpha': 0.7402629129111183, 'reg_lambda': 0.6654983356322349}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,505] Trial 116 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 235, 'learning_rate': 0.284973662022356, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9496887357573925, 'colsample_bytree': 0.9271046816659724, 'gamma': 0.5623380438897847, 'reg_alpha': 0.7998791280029224, 'reg_lambda': 0.5917136892166411}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,586] Trial 117 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 236, 'learning_rate': 0.20509037393162627, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9248313499037876, 'colsample_bytree': 0.9484106158049799, 'gamma': 0.9874998578749987, 'reg_alpha': 0.7913396473251118, 'reg_lambda': 0.6067353723565637}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,667] Trial 118 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 231, 'learning_rate': 0.22981800474979333, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9499365769401811, 'colsample_bytree': 0.9231471339825278, 'gamma': 1.1106348512382047, 'reg_alpha': 0.8963290152708072, 'reg_lambda': 0.5520757214035023}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,743] Trial 119 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.2991406600372505, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7787177431028773, 'colsample_bytree': 0.9516178872197257, 'gamma': 0.537888448413657, 'reg_alpha': 0.8320377851719712, 'reg_lambda': 0.5949119340974564}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,850] Trial 120 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 242, 'learning_rate': 0.2536958104894033, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9846984946743071, 'colsample_bytree': 0.911046116308914, 'gamma': 0.8088757685698429, 'reg_alpha': 0.8742487105677721, 'reg_lambda': 0.5004481332091175}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,996] Trial 121 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.2807412885158333, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9450075494532234, 'colsample_bytree': 0.9077780674691127, 'gamma': 0.45956578235069234, 'reg_alpha': 0.7669189149328836, 'reg_lambda': 0.6981332783962103}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,085] Trial 122 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 246, 'learning_rate': 0.2828568975661295, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9747240980658982, 'colsample_bytree': 0.8975200162726429, 'gamma': 0.6799099344238682, 'reg_alpha': 0.42065027214513334, 'reg_lambda': 0.7999667270840192}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,169] Trial 123 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 244, 'learning_rate': 0.2226268702277353, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.973678406081151, 'colsample_bytree': 0.8860471161394669, 'gamma': 1.2198909363611947, 'reg_alpha': 0.40864850126988295, 'reg_lambda': 0.807019664668069}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,252] Trial 124 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.2827067969980332, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9521050802808124, 'colsample_bytree': 0.9196030628811381, 'gamma': 0.30853355764931184, 'reg_alpha': 0.36217814127577697, 'reg_lambda': 0.7756038824439343}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,503] Trial 125 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.24238679899811028, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9658339349044115, 'colsample_bytree': 0.7718137285842109, 'gamma': 0.5571136716572638, 'reg_alpha': 0.4542587376424805, 'reg_lambda': 0.6345081116279765}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,591] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.08770387294833717, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9772859304423666, 'colsample_bytree': 0.9526703671731074, 'gamma': 0.9144358090020364, 'reg_alpha': 0.3327454470178564, 'reg_lambda': 0.8541803489664757}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,664] Trial 127 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.2588788620548384, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8289445754135851, 'colsample_bytree': 0.6985486745811709, 'gamma': 0.30426454434779915, 'reg_alpha': 0.23821359879167403, 'reg_lambda': 0.7244076061389055}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,739] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.2059359830932202, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9897040822843759, 'colsample_bytree': 0.9311575599392822, 'gamma': 0.6510103648458516, 'reg_alpha': 0.46382634002284673, 'reg_lambda': 0.5990095288989314}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,829] Trial 129 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 246, 'learning_rate': 0.23453327788607667, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9287430035741312, 'colsample_bytree': 0.7514637007300439, 'gamma': 0.1815843644827712, 'reg_alpha': 0.430014546287733, 'reg_lambda': 0.6750197647456964}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,918] Trial 130 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 107, 'learning_rate': 0.29882212086540055, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9551542226786345, 'colsample_bytree': 0.7836920851704087, 'gamma': 0.8076939583214845, 'reg_alpha': 0.9996352419998555, 'reg_lambda': 0.9257619467444299}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,003] Trial 131 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.26906101169656943, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9609576940925282, 'colsample_bytree': 0.9060184545514459, 'gamma': 0.6580695450304475, 'reg_alpha': 0.7412648921313264, 'reg_lambda': 0.6798696677329067}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,085] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.2831862246104989, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9445409497773304, 'colsample_bytree': 0.9002344116910019, 'gamma': 0.4982538975096663, 'reg_alpha': 0.8142466787400433, 'reg_lambda': 0.5352523918681122}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,191] Trial 133 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 240, 'learning_rate': 0.2567641548542272, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9351386219292392, 'colsample_bytree': 0.9259595546727953, 'gamma': 0.5038036564506022, 'reg_alpha': 0.9425600744097702, 'reg_lambda': 0.5391858988133376}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,357] Trial 134 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 233, 'learning_rate': 0.2826629515582264, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9463375621580749, 'colsample_bytree': 0.8982390445788333, 'gamma': 0.4023519580403671, 'reg_alpha': 0.8040790010331951, 'reg_lambda': 0.5976422404604828}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,475] Trial 135 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 250, 'learning_rate': 0.22289807556284633, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9829041317791873, 'colsample_bytree': 0.8785621667297717, 'gamma': 0.2984324819872772, 'reg_alpha': 0.8460969374080575, 'reg_lambda': 0.5072098776487219}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,555] Trial 136 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 241, 'learning_rate': 0.24345698083786785, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.968516471454089, 'colsample_bytree': 0.941097357644639, 'gamma': 0.10417480928006584, 'reg_alpha': 0.9749899904651712, 'reg_lambda': 0.7393551384953907}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,632] Trial 137 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.26515914952024316, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9445199593844553, 'colsample_bytree': 0.9132309848201771, 'gamma': 2.050255570202151, 'reg_alpha': 0.8212910574141302, 'reg_lambda': 0.5513418471766034}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,714] Trial 138 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.2966390088780097, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9740862711451741, 'colsample_bytree': 0.9644061794856909, 'gamma': 0.5637012329223108, 'reg_alpha': 0.9200734186641417, 'reg_lambda': 0.6368998227873173}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,792] Trial 139 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.24532451665734298, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9522314105367334, 'colsample_bytree': 0.7179257235115719, 'gamma': 0.4121465656473773, 'reg_alpha': 0.7779172423025821, 'reg_lambda': 0.8177379511862762}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,865] Trial 140 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 223, 'learning_rate': 0.2156497920154108, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9364391032524644, 'colsample_bytree': 0.8477736867756486, 'gamma': 0.2490555412035053, 'reg_alpha': 0.9552604741051663, 'reg_lambda': 0.7674630953576268}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,124] Trial 141 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 236, 'learning_rate': 0.28388571200646995, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9754398932893262, 'colsample_bytree': 0.9797840123268411, 'gamma': 0.507196143937902, 'reg_alpha': 0.918495957368057, 'reg_lambda': 0.6399851080115658}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,207] Trial 142 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 244, 'learning_rate': 0.2796650392759957, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9636286062352689, 'colsample_bytree': 0.99710930297632, 'gamma': 0.7498124135309049, 'reg_alpha': 0.9024204475977791, 'reg_lambda': 0.5826512632225709}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,289] Trial 143 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 245, 'learning_rate': 0.2615701745143012, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9920252192967848, 'colsample_bytree': 0.9934145271699787, 'gamma': 0.8344964964502666, 'reg_alpha': 0.9036195497579285, 'reg_lambda': 0.5992664095883133}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,380] Trial 144 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.07081309974197635, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9658883632574004, 'colsample_bytree': 0.9873625681816157, 'gamma': 0.7210339969375692, 'reg_alpha': 0.9313675864598498, 'reg_lambda': 0.6474877250221305}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,435] Trial 145 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 128, 'learning_rate': 0.2990341372294276, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9778538270028931, 'colsample_bytree': 0.9957667016873687, 'gamma': 1.0540396841446928, 'reg_alpha': 0.9742645082473614, 'reg_lambda': 0.7122181492689409}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,577] Trial 146 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 245, 'learning_rate': 0.013467165739902701, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9589021284190867, 'colsample_bytree': 0.9862679317067379, 'gamma': 0.9493164187807651, 'reg_alpha': 0.9575933731711125, 'reg_lambda': 2.3581322524104484}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,662] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 238, 'learning_rate': 0.2397268230253279, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9697312730115424, 'colsample_bytree': 0.9602747517681824, 'gamma': 0.11788301288009648, 'reg_alpha': 0.8714674655020131, 'reg_lambda': 2.7360664277253077}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,740] Trial 148 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 231, 'learning_rate': 0.2714270543644335, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.98509938585326, 'colsample_bytree': 0.9789044895318051, 'gamma': 0.5949230516666251, 'reg_alpha': 0.517649961870797, 'reg_lambda': 1.3992307907258472}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,822] Trial 149 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 247, 'learning_rate': 0.19454990813790063, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9541004424170378, 'colsample_bytree': 0.9774051682400607, 'gamma': 0.36154637471479045, 'reg_alpha': 0.9914222058603842, 'reg_lambda': 0.5974290555844025}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,035] Trial 150 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.22875668309023364, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6947937695678668, 'colsample_bytree': 0.6946486883443416, 'gamma': 0.2244233077679575, 'reg_alpha': 0.9376641165707907, 'reg_lambda': 0.6690039774217409}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,152] Trial 151 finished with value: 0.6160714285714285 and parameters: {'n_estimators': 240, 'learning_rate': 0.2797647057819467, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9633731887843631, 'colsample_bytree': 0.6818866601312916, 'gamma': 0.47632715030724665, 'reg_alpha': 0.8975236148587107, 'reg_lambda': 0.5011152645057468}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,234] Trial 152 finished with value: 0.738095238095238 and parameters: {'n_estimators': 242, 'learning_rate': 0.2811971732858897, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9514822431050863, 'colsample_bytree': 0.7067225509114057, 'gamma': 0.45740783613566943, 'reg_alpha': 0.8483842584883688, 'reg_lambda': 0.5507089130870267}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,309] Trial 153 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 235, 'learning_rate': 0.25800524586195644, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.955645779394378, 'colsample_bytree': 0.711168371309621, 'gamma': 0.7257288649190665, 'reg_alpha': 0.9188438562962009, 'reg_lambda': 0.567150285530278}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,388] Trial 154 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 244, 'learning_rate': 0.24947748479099932, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.975114750660319, 'colsample_bytree': 0.6898620673358641, 'gamma': 0.4280035918452787, 'reg_alpha': 0.8639472494842503, 'reg_lambda': 0.7163398749899763}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,479] Trial 155 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.05193912339300826, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9339999673768041, 'colsample_bytree': 0.7069295633544916, 'gamma': 0.5806466825993433, 'reg_alpha': 0.8465030646752583, 'reg_lambda': 0.6357988580191093}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,593] Trial 156 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.27714926318607114, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.995114099001595, 'colsample_bytree': 0.7588005014525295, 'gamma': 0.33319975518163786, 'reg_alpha': 0.977086959444476, 'reg_lambda': 0.7753620232294499}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,677] Trial 157 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 241, 'learning_rate': 0.11435279724856563, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9660890279495368, 'colsample_bytree': 0.7965959789099489, 'gamma': 0.2099052234026948, 'reg_alpha': 0.8832705642287598, 'reg_lambda': 0.568576669298264}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,755] Trial 158 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 175, 'learning_rate': 0.22651979119275337, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9218036412161694, 'colsample_bytree': 0.7371276468866453, 'gamma': 0.0066305655399584995, 'reg_alpha': 0.9627017942054644, 'reg_lambda': 0.6283719735981531}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,835] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 243, 'learning_rate': 0.267415859538393, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9477458050225969, 'colsample_bytree': 0.718537825024463, 'gamma': 0.7754564995433078, 'reg_alpha': 0.9106778606035658, 'reg_lambda': 0.7028302164677482}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,923] Trial 160 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 243, 'learning_rate': 0.25826334307909715, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9426337869012653, 'colsample_bytree': 0.7217978943862103, 'gamma': 0.8837041480874183, 'reg_alpha': 0.9098164831867847, 'reg_lambda': 0.8721456822724023}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,039] Trial 161 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 235, 'learning_rate': 0.297974410262924, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9493835209957581, 'colsample_bytree': 0.7024450223078981, 'gamma': 4.367995523014447, 'reg_alpha': 0.9311017863389289, 'reg_lambda': 0.6945583390859371}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,121] Trial 162 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 246, 'learning_rate': 0.2742344527160771, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9598059438694162, 'colsample_bytree': 0.6729021552525669, 'gamma': 0.7695390486229412, 'reg_alpha': 0.8931167956506544, 'reg_lambda': 0.7590399006957407}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,201] Trial 163 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 237, 'learning_rate': 0.24462008192017842, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6018526941200334, 'colsample_bytree': 0.7259216035519751, 'gamma': 0.635385769706373, 'reg_alpha': 0.9522828290469363, 'reg_lambda': 0.5608976860839845}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,280] Trial 164 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.2822656917478035, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9507542006717715, 'colsample_bytree': 0.815019629751085, 'gamma': 2.446182192099009, 'reg_alpha': 0.9859724911427918, 'reg_lambda': 0.6521357221722547}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,362] Trial 165 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 241, 'learning_rate': 0.23654774673915727, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9812331698467673, 'colsample_bytree': 0.7159518735462129, 'gamma': 0.45512869175635395, 'reg_alpha': 0.8352647088045122, 'reg_lambda': 0.8118829108086364}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,475] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 231, 'learning_rate': 0.2645898884256307, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9703890631971857, 'colsample_bytree': 0.7305569783236261, 'gamma': 0.30322596111754596, 'reg_alpha': 0.8651145217121847, 'reg_lambda': 0.6074967371807969}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,563] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.21172468720315232, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9305572792910242, 'colsample_bytree': 0.769697933192359, 'gamma': 0.1328680755688735, 'reg_alpha': 0.9988570641390838, 'reg_lambda': 0.6789722287356117}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,614] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 76, 'learning_rate': 0.29743502283272627, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9599996818704862, 'colsample_bytree': 0.6873751321159302, 'gamma': 0.5540806498148197, 'reg_alpha': 0.9441928462182995, 'reg_lambda': 0.7175825191288768}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,680] Trial 169 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 160, 'learning_rate': 0.2526677308846632, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6455740654052327, 'colsample_bytree': 0.8330485333823423, 'gamma': 2.828109684503004, 'reg_alpha': 0.9239936788033473, 'reg_lambda': 0.5629351815903999}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,763] Trial 170 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 225, 'learning_rate': 0.2687030250916093, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.940808567456656, 'colsample_bytree': 0.9999932549067024, 'gamma': 0.6810842820059887, 'reg_alpha': 0.9711777344255853, 'reg_lambda': 0.5280754927179883}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,944] Trial 171 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 238, 'learning_rate': 0.27475356239117293, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9450035336618751, 'colsample_bytree': 0.8874779867104456, 'gamma': 0.506417781419468, 'reg_alpha': 0.8168787496114672, 'reg_lambda': 0.5323534756868749}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,024] Trial 172 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 238, 'learning_rate': 0.28228537456525926, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9468679798576117, 'colsample_bytree': 0.8888783162921241, 'gamma': 0.39566956128585473, 'reg_alpha': 0.7884901762070721, 'reg_lambda': 0.500251432808603}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,101] Trial 173 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 245, 'learning_rate': 0.23446022810835843, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9550396246170748, 'colsample_bytree': 0.8799242356391266, 'gamma': 0.7714645488291842, 'reg_alpha': 0.8075975409446755, 'reg_lambda': 0.602199039335113}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,184] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.25887585356332327, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9654721385092618, 'colsample_bytree': 0.8714291716995679, 'gamma': 0.5254377419583913, 'reg_alpha': 0.483440201569243, 'reg_lambda': 0.6419264660512571}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,272] Trial 175 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.25721632973129804, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9666715447660704, 'colsample_bytree': 0.8749703455168731, 'gamma': 0.2761758022161973, 'reg_alpha': 0.4265921307819141, 'reg_lambda': 0.6552156442774443}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,479] Trial 176 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 241, 'learning_rate': 0.22191182019280237, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9758639809366254, 'colsample_bytree': 0.8587201486410357, 'gamma': 0.46567689515589794, 'reg_alpha': 0.5537323562915536, 'reg_lambda': 0.7547294283974657}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,561] Trial 177 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 233, 'learning_rate': 0.247540405126074, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9645733338084319, 'colsample_bytree': 0.893937259379395, 'gamma': 0.18532835689692037, 'reg_alpha': 0.4794139181319645, 'reg_lambda': 0.5568113143160001}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,647] Trial 178 finished with value: 0.5 and parameters: {'n_estimators': 246, 'learning_rate': 0.2637900342386812, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.9844661392413874, 'colsample_bytree': 0.8565603926045328, 'gamma': 0.337032169572199, 'reg_alpha': 0.3896975464595665, 'reg_lambda': 0.6981241082395409}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,734] Trial 179 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 228, 'learning_rate': 0.2360748592817927, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9390612877006904, 'colsample_bytree': 0.8727922921817411, 'gamma': 0.08201408465200993, 'reg_alpha': 0.8856670404638323, 'reg_lambda': 0.6312525003028687}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,903] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.29788493442745145, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.95769227094708, 'colsample_bytree': 0.8854494588088281, 'gamma': 0.6300005576247631, 'reg_alpha': 0.4751818386383855, 'reg_lambda': 0.7155052361051603}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,022] Trial 181 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.28181563835758683, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9592372516761118, 'colsample_bytree': 0.7794924519937725, 'gamma': 0.6268699746939326, 'reg_alpha': 0.5056778342530285, 'reg_lambda': 0.7251766973402066}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,104] Trial 182 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.2978739790366759, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9549292153874781, 'colsample_bytree': 0.7810914158430797, 'gamma': 0.5250903088197604, 'reg_alpha': 0.5206935921659612, 'reg_lambda': 0.8291825181257438}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,216] Trial 183 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.2956031761254465, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9527116433354618, 'colsample_bytree': 0.7778659619401996, 'gamma': 0.6111347746132072, 'reg_alpha': 0.4993906106965186, 'reg_lambda': 1.752594229462575}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,337] Trial 184 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 239, 'learning_rate': 0.29849511020212444, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9578882977854664, 'colsample_bytree': 0.7801685111041068, 'gamma': 0.8355308845221752, 'reg_alpha': 0.4983630300038384, 'reg_lambda': 1.7785596196432043}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,414] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.2805369297633168, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9453157646373884, 'colsample_bytree': 0.7908032743142556, 'gamma': 0.5864085666652376, 'reg_alpha': 0.5217782100128352, 'reg_lambda': 1.630298480339157}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,547] Trial 186 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 232, 'learning_rate': 0.267637492760822, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9448359561315061, 'colsample_bytree': 0.7861423223373689, 'gamma': 0.5741795957495142, 'reg_alpha': 0.552945155747425, 'reg_lambda': 0.8581354348719159}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,629] Trial 187 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 238, 'learning_rate': 0.27091334618090507, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9312110904204436, 'colsample_bytree': 0.7773219733803052, 'gamma': 0.6176521586473657, 'reg_alpha': 0.527109479742267, 'reg_lambda': 1.8558762633741215}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,707] Trial 188 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 220, 'learning_rate': 0.29951028639609345, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9730694607453874, 'colsample_bytree': 0.8018497609249902, 'gamma': 0.4961159504343651, 'reg_alpha': 0.48178543443982513, 'reg_lambda': 1.6671380330490446}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,793] Trial 189 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 230, 'learning_rate': 0.25134281934938474, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9529521700202079, 'colsample_bytree': 0.7638951660244249, 'gamma': 0.6556205088167127, 'reg_alpha': 0.530602953676423, 'reg_lambda': 1.5885525269296712}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,883] Trial 190 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.27736380283583606, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9407633403228706, 'colsample_bytree': 0.7879201627371193, 'gamma': 0.5329945807764579, 'reg_alpha': 0.5796267090154038, 'reg_lambda': 1.4492981218485677}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,002] Trial 191 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.2804381520352819, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9600781320025661, 'colsample_bytree': 0.7771680841358923, 'gamma': 0.7120323220543309, 'reg_alpha': 0.43870972614370546, 'reg_lambda': 0.7924386008037084}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,160] Trial 192 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.033605577408779126, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9687205677212372, 'colsample_bytree': 0.7987484732431553, 'gamma': 0.9095977933668619, 'reg_alpha': 0.4634422765362844, 'reg_lambda': 2.029166447448879}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,252] Trial 193 finished with value: 0.738095238095238 and parameters: {'n_estimators': 237, 'learning_rate': 0.25989845846925524, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9489479919962194, 'colsample_bytree': 0.767111784246054, 'gamma': 0.7829610099718871, 'reg_alpha': 0.5137919640454938, 'reg_lambda': 1.8897318896125492}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,329] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.25572938569317405, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9497260486997432, 'colsample_bytree': 0.7708745934405531, 'gamma': 1.0073580750979056, 'reg_alpha': 0.5015181240737979, 'reg_lambda': 1.7285216218981414}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,409] Trial 195 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 234, 'learning_rate': 0.2572532047991981, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9481440599027776, 'colsample_bytree': 0.7640417202026774, 'gamma': 1.0090308208896004, 'reg_alpha': 0.5101483705831964, 'reg_lambda': 1.741626394801225}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,531] Trial 196 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 227, 'learning_rate': 0.298958380788302, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9368024866826069, 'colsample_bytree': 0.7518862812801316, 'gamma': 0.7996308188606012, 'reg_alpha': 0.4916742744412005, 'reg_lambda': 1.8334418080897557}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,618] Trial 197 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 239, 'learning_rate': 0.24918793321788005, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9558772743755143, 'colsample_bytree': 0.7703480897922775, 'gamma': 0.874521845255965, 'reg_alpha': 0.5329216684207871, 'reg_lambda': 1.8583979576770062}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,701] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 232, 'learning_rate': 0.26590791866750113, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9448717936183423, 'colsample_bytree': 0.7904828523688335, 'gamma': 0.601861286901844, 'reg_alpha': 0.47230854313964454, 'reg_lambda': 1.9110654965834155}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,783] Trial 199 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 237, 'learning_rate': 0.2781821058353239, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9243233695806538, 'colsample_bytree': 0.7823721147944807, 'gamma': 0.6960476822357702, 'reg_alpha': 0.6050279118776344, 'reg_lambda': 1.7814368130220415}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,787] A new study created in memory with name: no-name-b833808d-781f-462f-acfb-e04e757de524
[I 2025-11-03 19:17:33,819] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.044786849981739464, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.7460086716051348, 'colsample_bytree': 0.9141002047251273, 'gamma': 3.272024259049655, 'reg_alpha': 0.4167557042247487, 'reg_lambda': 2.483955571593981}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:17:33,922] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.15064206456209656, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7524797770420872, 'colsample_bytree': 0.9051266049799, 'gamma': 1.5461629013134615, 'reg_alpha': 0.9407993339683827, 'reg_lambda': 1.8186964118918323}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:17:33,970] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.09720104610328596, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.78459070158757, 'colsample_bytree': 0.8105233747177509, 'gamma': 0.2984404143876296, 'reg_alpha': 0.946838531388004, 'reg_lambda': 2.9898308365842494}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:17:34,130] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 91, 'learning_rate': 0.028538838654126774, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.8375923800902415, 'colsample_bytree': 0.708682631570033, 'gamma': 3.2829886104644324, 'reg_alpha': 0.13666744087291094, 'reg_lambda': 1.6467797154327999}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:17:34,204] Trial 4 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 223, 'learning_rate': 0.21073669341080778, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9406682829720175, 'colsample_bytree': 0.9660162809986546, 'gamma': 3.4804581932531398, 'reg_alpha': 0.5225082029680684, 'reg_lambda': 2.169501986565435}. Best is trial 4 with value: 0.6577380952380952.
[I 2025-11-03 19:17:34,269] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.042333763522383404, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8253236767472931, 'colsample_bytree': 0.842579552298301, 'gamma': 4.071777703724894, 'reg_alpha': 0.21463694651619158, 'reg_lambda': 2.9037399786782583}. Best is trial 4 with value: 0.6577380952380952.
[I 2025-11-03 19:17:34,374] Trial 6 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 198, 'learning_rate': 0.011331066117535817, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6887733094611499, 'colsample_bytree': 0.6298118368659341, 'gamma': 1.6185242773729425, 'reg_alpha': 0.7576393131272107, 'reg_lambda': 1.0620774067103127}. Best is trial 6 with value: 0.6607142857142857.
[I 2025-11-03 19:17:34,440] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 188, 'learning_rate': 0.07203293865567231, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.6153082096036794, 'colsample_bytree': 0.961699487354952, 'gamma': 4.450890330411844, 'reg_alpha': 0.9037483031959119, 'reg_lambda': 2.083541463163781}. Best is trial 6 with value: 0.6607142857142857.
[I 2025-11-03 19:17:34,476] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.04339445718356944, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.6986158229683475, 'colsample_bytree': 0.7862707936197089, 'gamma': 3.1518109423638716, 'reg_alpha': 0.77272751408733, 'reg_lambda': 2.1842126837332048}. Best is trial 6 with value: 0.6607142857142857.
[I 2025-11-03 19:17:34,512] Trial 9 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.11498287647256603, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9561673786942779, 'colsample_bytree': 0.9276768903913756, 'gamma': 1.2566508340089277, 'reg_alpha': 0.4554838159379273, 'reg_lambda': 2.400781060986818}. Best is trial 9 with value: 0.7083333333333334.
[I 2025-11-03 19:17:34,590] Trial 10 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.2704384362897453, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9720486188743274, 'colsample_bytree': 0.9992586045829612, 'gamma': 0.010458127011051754, 'reg_alpha': 0.4299000775484504, 'reg_lambda': 0.6774745932493715}. Best is trial 9 with value: 0.7083333333333334.
[I 2025-11-03 19:17:34,678] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 27, 'learning_rate': 0.011341647007964048, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8975888223682322, 'colsample_bytree': 0.6025702090398666, 'gamma': 1.7968290389232435, 'reg_alpha': 0.6348832333778383, 'reg_lambda': 1.0893179288074206}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:17:34,725] Trial 12 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 31, 'learning_rate': 0.011333617460736956, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8987527265331772, 'colsample_bytree': 0.6141161318148046, 'gamma': 1.643826588507804, 'reg_alpha': 0.5600106481757654, 'reg_lambda': 1.3306228065497239}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:34,780] Trial 13 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 81, 'learning_rate': 0.01030973361766538, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8871438157749774, 'colsample_bytree': 0.6033054655066608, 'gamma': 2.0649998310661184, 'reg_alpha': 0.6313059312335693, 'reg_lambda': 1.3120097941928501}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:34,814] Trial 14 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 21, 'learning_rate': 0.018599757956504315, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8889344775616612, 'colsample_bytree': 0.6760590092383514, 'gamma': 0.8660571769594718, 'reg_alpha': 0.29178775151747727, 'reg_lambda': 0.5218904972321556}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:34,884] Trial 15 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.017439650368607566, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8954355564699903, 'colsample_bytree': 0.7200440875273735, 'gamma': 2.2857555133839265, 'reg_alpha': 0.6293849365342883, 'reg_lambda': 1.087985210426309}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:34,979] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 121, 'learning_rate': 0.018318130309079025, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8571584155337314, 'colsample_bytree': 0.6698702417699409, 'gamma': 2.5396505850567745, 'reg_alpha': 0.6269593160008805, 'reg_lambda': 1.4410899031551383}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,025] Trial 17 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.02778452135885399, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9910678476758331, 'colsample_bytree': 0.7535733399181275, 'gamma': 0.8082638560059436, 'reg_alpha': 0.011509306419044407, 'reg_lambda': 0.827883501899635}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,063] Trial 18 finished with value: 0.699404761904762 and parameters: {'n_estimators': 26, 'learning_rate': 0.014254577783205496, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9239354790790872, 'colsample_bytree': 0.6004529290653421, 'gamma': 2.0506134936407565, 'reg_alpha': 0.7638350663023499, 'reg_lambda': 1.0792598547620065}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,134] Trial 19 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 147, 'learning_rate': 0.0270536259819873, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7995349312888997, 'colsample_bytree': 0.6489550083526194, 'gamma': 2.618408140125549, 'reg_alpha': 0.3295229062515798, 'reg_lambda': 1.4417165616411498}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,192] Trial 20 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 63, 'learning_rate': 0.013558033197501061, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9218520314843276, 'colsample_bytree': 0.6995561991751958, 'gamma': 0.8794129237857808, 'reg_alpha': 0.5531489110616656, 'reg_lambda': 1.8075770525272434}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,274] Trial 21 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 38, 'learning_rate': 0.1128461174745543, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9576682842311657, 'colsample_bytree': 0.8427832154904269, 'gamma': 1.4886293586918402, 'reg_alpha': 0.4341138486016742, 'reg_lambda': 2.726936975958667}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,318] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 37, 'learning_rate': 0.07972377319257573, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.865416017215652, 'colsample_bytree': 0.8982949843899922, 'gamma': 1.2613720475170112, 'reg_alpha': 0.7050477596677515, 'reg_lambda': 2.519167008202926}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,372] Trial 23 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 75, 'learning_rate': 0.06114439207913009, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8666607437826009, 'colsample_bytree': 0.8495034287783534, 'gamma': 1.858596731644458, 'reg_alpha': 0.8347728257155911, 'reg_lambda': 0.883758776841064}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,432] Trial 24 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 111, 'learning_rate': 0.07786675527949823, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9137748945877938, 'colsample_bytree': 0.7498873372048364, 'gamma': 1.1486133663705034, 'reg_alpha': 0.69605253505975, 'reg_lambda': 1.277975858487804}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,593] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.024147327443416924, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8425614863249771, 'colsample_bytree': 0.6361724263409376, 'gamma': 0.551723598783884, 'reg_alpha': 0.579178619457208, 'reg_lambda': 1.5461041280306376}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,650] Trial 26 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 20, 'learning_rate': 0.03292468449315715, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.811904918108402, 'colsample_bytree': 0.8878773626054012, 'gamma': 2.8148292285571257, 'reg_alpha': 0.6775856993831175, 'reg_lambda': 1.9082411326221174}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,707] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 42, 'learning_rate': 0.014021843070161662, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8754403479579111, 'colsample_bytree': 0.6696454098616712, 'gamma': 1.7708266572431848, 'reg_alpha': 0.8659329627140673, 'reg_lambda': 1.289287287849442}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,765] Trial 28 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 99, 'learning_rate': 0.05564213921189896, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7800578332223839, 'colsample_bytree': 0.8725248380486963, 'gamma': 1.2444076951885343, 'reg_alpha': 0.7234741481268788, 'reg_lambda': 2.526247499094343}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,817] Trial 29 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 71, 'learning_rate': 0.03675752736187032, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9981986014791608, 'colsample_bytree': 0.7987614373952102, 'gamma': 2.235572654341968, 'reg_alpha': 0.49888136679386397, 'reg_lambda': 0.9032569096690741}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,861] Trial 30 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 55, 'learning_rate': 0.021701868731736153, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8991715319722027, 'colsample_bytree': 0.6294185846579137, 'gamma': 1.1170653765204483, 'reg_alpha': 0.3604718648058828, 'reg_lambda': 2.4826556927871146}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,939] Trial 31 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 40, 'learning_rate': 0.010089034990124377, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8459488645083975, 'colsample_bytree': 0.6288754844634878, 'gamma': 0.3620326665273462, 'reg_alpha': 0.5700249750402085, 'reg_lambda': 1.6248956906813483}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,995] Trial 32 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 59, 'learning_rate': 0.021168436780831763, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8609151590930363, 'colsample_bytree': 0.6455623162693783, 'gamma': 0.5294336856831946, 'reg_alpha': 0.5998882510429189, 'reg_lambda': 1.5187929985514135}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:36,049] Trial 33 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.01272351347401585, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8591475681424292, 'colsample_bytree': 0.6110292923338814, 'gamma': 0.559652591592854, 'reg_alpha': 0.4913500615942785, 'reg_lambda': 1.9458383920848377}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,106] Trial 34 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 61, 'learning_rate': 0.013572730242227653, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7535506194106212, 'colsample_bytree': 0.6033804848227143, 'gamma': 0.17867345587165295, 'reg_alpha': 0.48329418065665597, 'reg_lambda': 1.9293949771984746}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,163] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 81, 'learning_rate': 0.015963469665401034, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9307594463700389, 'colsample_bytree': 0.6544884958585622, 'gamma': 0.5310798479653298, 'reg_alpha': 0.3788979468391065, 'reg_lambda': 1.6849926976094258}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,292] Trial 36 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 84, 'learning_rate': 0.012022005285505843, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8242709744497064, 'colsample_bytree': 0.693714484830281, 'gamma': 0.6521723095005556, 'reg_alpha': 0.9827679414697469, 'reg_lambda': 1.19132306758499}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,349] Trial 37 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 99, 'learning_rate': 0.021580568724808784, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9440785032864079, 'colsample_bytree': 0.7301984262067351, 'gamma': 1.5792146240559513, 'reg_alpha': 0.5287348520578885, 'reg_lambda': 1.4336871241190317}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,401] Trial 38 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 60, 'learning_rate': 0.012548686400809647, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.770379830863397, 'colsample_bytree': 0.6221869966579605, 'gamma': 0.31134258067632825, 'reg_alpha': 0.24655602151010297, 'reg_lambda': 2.058846468685023}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,444] Trial 39 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 33, 'learning_rate': 0.015832694550143845, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9043723066138939, 'colsample_bytree': 0.652715814837741, 'gamma': 3.719737137413052, 'reg_alpha': 0.6133107254123774, 'reg_lambda': 1.5430225318786477}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,533] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.011388388721159914, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.7064875665079261, 'colsample_bytree': 0.6825520497863781, 'gamma': 1.0172966037300089, 'reg_alpha': 0.815241596899994, 'reg_lambda': 1.7677968068820025}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,615] Trial 41 finished with value: 0.5744047619047619 and parameters: {'n_estimators': 31, 'learning_rate': 0.1755614592251452, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8662616868106129, 'colsample_bytree': 0.6198267580813821, 'gamma': 4.992115836161787, 'reg_alpha': 0.7146988401698751, 'reg_lambda': 2.3259099114186643}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,659] Trial 42 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 49, 'learning_rate': 0.07845734015194308, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8315389960870264, 'colsample_bytree': 0.9458501193332185, 'gamma': 1.4248714066417465, 'reg_alpha': 0.6668069019073048, 'reg_lambda': 2.8236715019763956}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,698] Trial 43 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.010182011260708697, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8775210493233482, 'colsample_bytree': 0.6470713308834596, 'gamma': 1.7421199191477175, 'reg_alpha': 0.5890073312102977, 'reg_lambda': 2.250705164653085}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,753] Trial 44 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 67, 'learning_rate': 0.021151512005988266, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8019869722442055, 'colsample_bytree': 0.6176867862598336, 'gamma': 1.4322966365709207, 'reg_alpha': 0.47517612362294864, 'reg_lambda': 0.9957893793264725}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,831] Trial 45 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 170, 'learning_rate': 0.04746525028912127, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8534501941391129, 'colsample_bytree': 0.8172819429772014, 'gamma': 0.6921481697544228, 'reg_alpha': 0.5494430378994879, 'reg_lambda': 2.6279008846459826}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:37,023] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 49, 'learning_rate': 0.015241265210570133, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.886187220441443, 'colsample_bytree': 0.9166921615675615, 'gamma': 1.963266698399916, 'reg_alpha': 0.6490153134179183, 'reg_lambda': 2.024253308489028}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:37,103] Trial 47 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 209, 'learning_rate': 0.0938293500138056, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8188712521131395, 'colsample_bytree': 0.6622556304385722, 'gamma': 0.9034526439011312, 'reg_alpha': 0.7568436534814034, 'reg_lambda': 2.9733695431611125}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:37,142] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.1489270320948608, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9094056230082608, 'colsample_bytree': 0.9956404496477431, 'gamma': 0.0652254441915322, 'reg_alpha': 0.5060325644779405, 'reg_lambda': 1.1853704727536436}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:37,209] Trial 49 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 92, 'learning_rate': 0.017324419919700806, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9721129977880163, 'colsample_bytree': 0.60144491419805, 'gamma': 1.3024131737501188, 'reg_alpha': 0.39723551779198335, 'reg_lambda': 0.766266796083182}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:37,265] Trial 50 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.018230185256730886, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9496999605924121, 'colsample_bytree': 0.6015180505909549, 'gamma': 0.4276143872912087, 'reg_alpha': 0.39256226986228315, 'reg_lambda': 0.6610589708277355}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:37,372] Trial 51 finished with value: 0.755952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.011384454036797238, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9868132572111706, 'colsample_bytree': 0.6392158018757574, 'gamma': 1.3371624150282257, 'reg_alpha': 0.4581365757451759, 'reg_lambda': 0.8201562028493702}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,447] Trial 52 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 109, 'learning_rate': 0.012007547235239282, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9745956563442503, 'colsample_bytree': 0.6368629524234748, 'gamma': 2.203827211794654, 'reg_alpha': 0.4313878982588558, 'reg_lambda': 0.7670534463375126}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,509] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 112, 'learning_rate': 0.012033937392542321, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9769994769228334, 'colsample_bytree': 0.688209418398724, 'gamma': 2.3222874374066205, 'reg_alpha': 0.2988428293965507, 'reg_lambda': 0.7449131687910957}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,578] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 106, 'learning_rate': 0.016749242889168004, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9746283987767216, 'colsample_bytree': 0.6411398797140346, 'gamma': 1.3319243963018792, 'reg_alpha': 0.42283172530956153, 'reg_lambda': 0.5270791889534728}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,652] Trial 55 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 136, 'learning_rate': 0.020053165767126332, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9618652942481952, 'colsample_bytree': 0.6144968473243737, 'gamma': 1.342803914580419, 'reg_alpha': 0.15563264283426753, 'reg_lambda': 0.531756148324427}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,751] Trial 56 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 93, 'learning_rate': 0.024853097303895757, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6050419772212378, 'colsample_bytree': 0.6423655115477426, 'gamma': 0.9883120023708389, 'reg_alpha': 0.44921143940112995, 'reg_lambda': 0.6010136757871841}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,805] Trial 57 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 81, 'learning_rate': 0.01741476580204904, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.982544607251425, 'colsample_bytree': 0.6673188335789784, 'gamma': 1.6683764159021106, 'reg_alpha': 0.3367206982030814, 'reg_lambda': 0.6709838596216181}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,868] Trial 58 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 73, 'learning_rate': 0.01616714142570765, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9389887998596746, 'colsample_bytree': 0.7124697262747015, 'gamma': 0.7258360358109248, 'reg_alpha': 0.4051363863060276, 'reg_lambda': 0.9919409083857476}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,937] Trial 59 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 105, 'learning_rate': 0.03399468608631366, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9603097976210909, 'colsample_bytree': 0.6190845417334527, 'gamma': 1.0103459799187182, 'reg_alpha': 0.25294238485710147, 'reg_lambda': 0.5184613630346984}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,006] Trial 60 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 119, 'learning_rate': 0.033544222148651666, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.959323442264983, 'colsample_bytree': 0.6113581961925577, 'gamma': 1.104707568681937, 'reg_alpha': 0.13684294750160758, 'reg_lambda': 0.8211418395483681}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,107] Trial 61 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 126, 'learning_rate': 0.031470763028932335, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9552831304079158, 'colsample_bytree': 0.6150427352300095, 'gamma': 1.0887157035097057, 'reg_alpha': 0.03431458524853609, 'reg_lambda': 0.8096942218409074}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,182] Trial 62 finished with value: 0.738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.031965316729710126, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9611418192113198, 'colsample_bytree': 0.6120471356635508, 'gamma': 1.0867487837225756, 'reg_alpha': 0.008844755991920084, 'reg_lambda': 0.8174349677220369}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,258] Trial 63 finished with value: 0.744047619047619 and parameters: {'n_estimators': 126, 'learning_rate': 0.032641579909322094, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9613734055157506, 'colsample_bytree': 0.6127007949847455, 'gamma': 0.9758661573369736, 'reg_alpha': 0.02499967581981999, 'reg_lambda': 0.8305717162241835}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,336] Trial 64 finished with value: 0.755952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.040647169236221185, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9965030316240757, 'colsample_bytree': 0.6279734613231744, 'gamma': 0.8501101137559046, 'reg_alpha': 0.08960238555464914, 'reg_lambda': 0.9558834123363406}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,410] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.04180592657720073, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9893267110454437, 'colsample_bytree': 0.626631904972808, 'gamma': 0.8988393991182427, 'reg_alpha': 0.054408778633027524, 'reg_lambda': 0.925520236935989}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,521] Trial 66 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 133, 'learning_rate': 0.037424370815481, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9931290849080366, 'colsample_bytree': 0.6612563892231369, 'gamma': 0.7894341556303529, 'reg_alpha': 0.08884477471539831, 'reg_lambda': 0.6001302789141433}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,682] Trial 67 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 152, 'learning_rate': 0.0490832054403012, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9999854630840141, 'colsample_bytree': 0.6302426832487514, 'gamma': 0.21695858166474646, 'reg_alpha': 0.14545552207660917, 'reg_lambda': 1.1413153551086817}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,765] Trial 68 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 133, 'learning_rate': 0.03054060892908842, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9261214216113087, 'colsample_bytree': 0.6149986840265143, 'gamma': 1.1328182199454528, 'reg_alpha': 0.18466386841476776, 'reg_lambda': 0.983429291302925}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,832] Trial 69 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 119, 'learning_rate': 0.03609725759743084, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9378008719060271, 'colsample_bytree': 0.6328990802005946, 'gamma': 0.6187556475685458, 'reg_alpha': 0.09324305636624036, 'reg_lambda': 0.8307428229674005}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,904] Trial 70 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 164, 'learning_rate': 0.05946421168181286, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9582595167287143, 'colsample_bytree': 0.6550252137594722, 'gamma': 0.4553646840861305, 'reg_alpha': 0.045519314570166544, 'reg_lambda': 0.6198080571348993}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,022] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 117, 'learning_rate': 0.027542752767478976, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9700145768764975, 'colsample_bytree': 0.6034483244155181, 'gamma': 1.228111042291836, 'reg_alpha': 0.2308735395101234, 'reg_lambda': 0.7330088835387928}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,104] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 179, 'learning_rate': 0.04174802543948073, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9478820630553023, 'colsample_bytree': 0.6070635906038588, 'gamma': 1.0146398191787684, 'reg_alpha': 0.09364320344478266, 'reg_lambda': 0.8656181143662903}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,181] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.034372362238013696, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.966937120232748, 'colsample_bytree': 0.6194716095314212, 'gamma': 1.4746729414307334, 'reg_alpha': 0.12038328329475978, 'reg_lambda': 0.7309484315703506}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,256] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 103, 'learning_rate': 0.02434968757456472, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9830040319192644, 'colsample_bytree': 0.6004635217958643, 'gamma': 0.8149173397342522, 'reg_alpha': 0.1888762984044148, 'reg_lambda': 0.9289121289713654}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,326] Trial 75 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 128, 'learning_rate': 0.024459635651122014, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9814236517520321, 'colsample_bytree': 0.6744461392857498, 'gamma': 0.7948941630901587, 'reg_alpha': 0.19664026578546967, 'reg_lambda': 1.0243752610875934}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,420] Trial 76 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 104, 'learning_rate': 0.029771827054487107, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9179640239708693, 'colsample_bytree': 0.6255616963608615, 'gamma': 0.915702717591562, 'reg_alpha': 0.045364831646829216, 'reg_lambda': 0.9424709854025975}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,500] Trial 77 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 146, 'learning_rate': 0.0391629537431515, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9860592382165416, 'colsample_bytree': 0.6430458161846091, 'gamma': 0.5679783554554662, 'reg_alpha': 0.2680462113376503, 'reg_lambda': 1.0564091471735604}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,567] Trial 78 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 117, 'learning_rate': 0.05031497658687681, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9526504757212902, 'colsample_bytree': 0.6350949861981073, 'gamma': 1.1244357842417925, 'reg_alpha': 0.1834371976908114, 'reg_lambda': 1.896791030991917}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,625] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.026173678607282355, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9346070968947362, 'colsample_bytree': 0.6125832642719709, 'gamma': 0.21844957808575927, 'reg_alpha': 0.1212120777583185, 'reg_lambda': 0.8447606092507214}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,722] Trial 80 finished with value: 0.625 and parameters: {'n_estimators': 156, 'learning_rate': 0.03331960635777145, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7140349741427438, 'colsample_bytree': 0.6565424467786539, 'gamma': 2.9811441569694024, 'reg_alpha': 0.0691818277407104, 'reg_lambda': 0.9321886265597626}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,790] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.023388512468946118, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9667498992810278, 'colsample_bytree': 0.6101902272068817, 'gamma': 1.5653529142488563, 'reg_alpha': 0.024394157953398443, 'reg_lambda': 0.7807244731834178}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,858] Trial 82 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 103, 'learning_rate': 0.02297802134337193, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.638506288864806, 'colsample_bytree': 0.6228535558446142, 'gamma': 1.6129846694907566, 'reg_alpha': 0.0062425338112076754, 'reg_lambda': 0.6931510009647561}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,919] Trial 83 finished with value: 0.75 and parameters: {'n_estimators': 86, 'learning_rate': 0.028953252955123365, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9876934783632506, 'colsample_bytree': 0.6113174551457017, 'gamma': 0.701830959297199, 'reg_alpha': 0.02449807571975318, 'reg_lambda': 0.8179623453013707}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,014] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 87, 'learning_rate': 0.02935463056272263, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9921530631335469, 'colsample_bytree': 0.7692115261363486, 'gamma': 0.7386479145190854, 'reg_alpha': 0.06413888537432824, 'reg_lambda': 0.7945338103204188}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,081] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 99, 'learning_rate': 0.04491413207907071, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9999093281946952, 'colsample_bytree': 0.6111091331852571, 'gamma': 1.0159618543819031, 'reg_alpha': 0.028512201732983633, 'reg_lambda': 1.1128543054425333}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,140] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.026260318722185712, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9654320347478995, 'colsample_bytree': 0.6476961557912874, 'gamma': 1.2080593807452678, 'reg_alpha': 0.16058807339111342, 'reg_lambda': 0.5649180088472618}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,258] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.02637559999120344, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9833301220587146, 'colsample_bytree': 0.6494156993064756, 'gamma': 1.1966421196209382, 'reg_alpha': 0.12700386042123057, 'reg_lambda': 0.5041452773927342}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,357] Trial 88 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 70, 'learning_rate': 0.01928334420809838, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9535603739673575, 'colsample_bytree': 0.6340234243898997, 'gamma': 1.5637542765149617, 'reg_alpha': 0.16142520478329545, 'reg_lambda': 0.5830643606106196}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,428] Trial 89 finished with value: 0.738095238095238 and parameters: {'n_estimators': 97, 'learning_rate': 0.023726294945452482, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9696531442610494, 'colsample_bytree': 0.7021016877349504, 'gamma': 1.3887081390891869, 'reg_alpha': 0.2168875960341206, 'reg_lambda': 0.6879348895667766}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,490] Trial 90 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.03902958644082747, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9410980681685172, 'colsample_bytree': 0.6779513032644804, 'gamma': 0.3922114942668963, 'reg_alpha': 0.09588309537945401, 'reg_lambda': 0.6319326391899789}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,561] Trial 91 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.03124599712736127, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9642280015871106, 'colsample_bytree': 0.600384759232764, 'gamma': 1.8832942956740775, 'reg_alpha': 0.029381297533513026, 'reg_lambda': 0.8843384287848468}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,663] Trial 92 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 76, 'learning_rate': 0.02755285514333381, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9812905152747269, 'colsample_bytree': 0.6247809792608562, 'gamma': 0.8481628185425323, 'reg_alpha': 0.07509048302319549, 'reg_lambda': 0.7123434402012137}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:40,723] Trial 93 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 65, 'learning_rate': 0.029282355704805335, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9808021834849456, 'colsample_bytree': 0.6258615000188921, 'gamma': 0.8762280385925216, 'reg_alpha': 0.07409640746536852, 'reg_lambda': 0.5739091584606649}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:40,790] Trial 94 finished with value: 0.75 and parameters: {'n_estimators': 78, 'learning_rate': 0.035097646881557795, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9904391803737307, 'colsample_bytree': 0.6416954258627701, 'gamma': 0.6588588473093476, 'reg_alpha': 0.1074600677197329, 'reg_lambda': 0.723846416715143}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:40,851] Trial 95 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 76, 'learning_rate': 0.0354553641094905, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9880988587748807, 'colsample_bytree': 0.6412286604967278, 'gamma': 0.6895422868500485, 'reg_alpha': 0.1698052633943355, 'reg_lambda': 0.711310373491029}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,164] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 77, 'learning_rate': 0.04502529618757387, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9773203520106073, 'colsample_bytree': 0.6489118609075023, 'gamma': 0.4771796023509596, 'reg_alpha': 0.10596908458861404, 'reg_lambda': 0.6490455157389731}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,216] Trial 97 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 56, 'learning_rate': 0.06997210247615311, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9925266039400236, 'colsample_bytree': 0.6695022939941114, 'gamma': 0.7889628732425754, 'reg_alpha': 0.13806691517641673, 'reg_lambda': 0.5542872488771835}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,274] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.06586628393571785, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9930167424977261, 'colsample_bytree': 0.6606014123650642, 'gamma': 0.6072160217956127, 'reg_alpha': 0.13826086052953285, 'reg_lambda': 0.5554177542610819}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,327] Trial 99 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.06401649495193498, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.949070287396537, 'colsample_bytree': 0.6810027121613109, 'gamma': 0.062333035951410376, 'reg_alpha': 0.13366009435414006, 'reg_lambda': 0.5431150510101568}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,537] Trial 100 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 69, 'learning_rate': 0.08873791876034313, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9290062836530698, 'colsample_bytree': 0.6641648920465165, 'gamma': 1.0520365447786157, 'reg_alpha': 0.14959659303709977, 'reg_lambda': 0.5580299916474285}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,594] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 64, 'learning_rate': 0.06450151974649634, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9931175623190537, 'colsample_bytree': 0.6894784408538345, 'gamma': 0.6125916043850663, 'reg_alpha': 0.2570941050193273, 'reg_lambda': 0.6096675042761829}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,662] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.07416377519988392, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9976520253650336, 'colsample_bytree': 0.6696129791047833, 'gamma': 0.33452568621661904, 'reg_alpha': 0.07353764899793587, 'reg_lambda': 0.5098197445867351}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,720] Trial 103 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 81, 'learning_rate': 0.054914380703479024, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9728734967380305, 'colsample_bytree': 0.6565012310032841, 'gamma': 1.2251099250718085, 'reg_alpha': 0.11344451637484454, 'reg_lambda': 0.6638329697709852}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,822] Trial 104 finished with value: 0.761904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.07004326778378611, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9906677124382253, 'colsample_bytree': 0.6367534341569278, 'gamma': 0.9336189736597383, 'reg_alpha': 0.1394408124529558, 'reg_lambda': 0.7165609716821542}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,883] Trial 105 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 96, 'learning_rate': 0.06913880503147107, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9532192002524046, 'colsample_bytree': 0.6207007067075373, 'gamma': 0.9138588344646206, 'reg_alpha': 0.2053192413072206, 'reg_lambda': 0.7883342179522876}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,929] Trial 106 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 44, 'learning_rate': 0.08762694737639629, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9592541275706744, 'colsample_bytree': 0.7300622441877064, 'gamma': 3.4287641997577083, 'reg_alpha': 0.13926000219750304, 'reg_lambda': 0.6474781550718656}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,099] Trial 107 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 92, 'learning_rate': 0.05811726805260957, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9774228723836181, 'colsample_bytree': 0.6306754405598728, 'gamma': 0.7988470540348204, 'reg_alpha': 0.231422461183737, 'reg_lambda': 0.8701387857926615}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,188] Trial 108 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 71, 'learning_rate': 0.10191867187104542, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.999890280669538, 'colsample_bytree': 0.6354445353235278, 'gamma': 1.1024482291469093, 'reg_alpha': 0.17471900835689136, 'reg_lambda': 0.5777903959917692}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,244] Trial 109 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 89, 'learning_rate': 0.05076716977989522, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9450405056977121, 'colsample_bytree': 0.6494974719232887, 'gamma': 1.3193564508999631, 'reg_alpha': 0.30747671164882845, 'reg_lambda': 0.5001072421049801}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,288] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.07157630193062642, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9680526444077454, 'colsample_bytree': 0.6219260562326266, 'gamma': 0.9468113705375405, 'reg_alpha': 0.049268301305473966, 'reg_lambda': 0.7565725381525471}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,338] Trial 111 finished with value: 0.761904761904762 and parameters: {'n_estimators': 81, 'learning_rate': 0.27154435479333167, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9902514596797107, 'colsample_bytree': 0.643304804461039, 'gamma': 0.6467350753154985, 'reg_alpha': 0.10817241434231113, 'reg_lambda': 0.7382542650593857}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,444] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.24886694473116291, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9909029818398669, 'colsample_bytree': 0.6582409591030397, 'gamma': 0.5209157115981788, 'reg_alpha': 0.08177203287729795, 'reg_lambda': 0.6872754205427272}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,502] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 73, 'learning_rate': 0.1437765030487767, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9826452149395344, 'colsample_bytree': 0.6369245175201111, 'gamma': 0.7380407240261667, 'reg_alpha': 0.12878146051537676, 'reg_lambda': 0.8139748368009383}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,564] Trial 114 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 110, 'learning_rate': 0.21155911512382625, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9744864876597502, 'colsample_bytree': 0.6275840672567394, 'gamma': 1.1677824555968181, 'reg_alpha': 0.15844984494865522, 'reg_lambda': 0.6205913253893003}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,614] Trial 115 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 66, 'learning_rate': 0.11709844901228905, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9886762083596831, 'colsample_bytree': 0.6668372195181281, 'gamma': 0.8311355208220977, 'reg_alpha': 0.04167585637916706, 'reg_lambda': 0.9691215949600476}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,746] Trial 116 finished with value: 0.744047619047619 and parameters: {'n_estimators': 139, 'learning_rate': 0.03952125305135898, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9604515834268172, 'colsample_bytree': 0.6186288431264111, 'gamma': 1.031335094022085, 'reg_alpha': 0.002820289019528327, 'reg_lambda': 0.7231940909945609}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,804] Trial 117 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 94, 'learning_rate': 0.028187024635696924, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9789176486897233, 'colsample_bytree': 0.6468159562602777, 'gamma': 4.288205776405961, 'reg_alpha': 0.06795595294898145, 'reg_lambda': 0.8828757889549739}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,866] Trial 118 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.05265886387010523, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9998034711131002, 'colsample_bytree': 0.6092676942372983, 'gamma': 0.6210844405714748, 'reg_alpha': 0.10221897433271591, 'reg_lambda': 0.5587715219319995}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,920] Trial 119 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 54, 'learning_rate': 0.025881343550896885, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.966053211644166, 'colsample_bytree': 0.6380642909062975, 'gamma': 1.2789541844381438, 'reg_alpha': 0.14365400344197132, 'reg_lambda': 0.7707980591604635}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,027] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 62, 'learning_rate': 0.06629203323804284, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9868880268582817, 'colsample_bytree': 0.6283208941341211, 'gamma': 0.26578879617642825, 'reg_alpha': 0.20567505487040644, 'reg_lambda': 1.0371193227144473}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,083] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 56, 'learning_rate': 0.03220327240138125, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9664883319283772, 'colsample_bytree': 0.6398484416735036, 'gamma': 1.4042819683502903, 'reg_alpha': 0.15003813220961637, 'reg_lambda': 0.7851638845371461}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,138] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 55, 'learning_rate': 0.031044885481624193, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.973531418930764, 'colsample_bytree': 0.6402816387855973, 'gamma': 1.4325286698168336, 'reg_alpha': 0.13718115125708416, 'reg_lambda': 0.7885219527917671}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,197] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.03279521501259568, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9572737131245093, 'colsample_bytree': 0.8246345945669529, 'gamma': 1.4551468097287197, 'reg_alpha': 0.22186716633426057, 'reg_lambda': 0.7589189693378656}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,294] Trial 124 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.031508457903502436, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9699216639869991, 'colsample_bytree': 0.6402417182617385, 'gamma': 1.29576207678771, 'reg_alpha': 0.14306984160264058, 'reg_lambda': 0.8995525487724659}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,339] Trial 125 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 39, 'learning_rate': 0.03794938063785298, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9724913412504924, 'colsample_bytree': 0.6741292988028899, 'gamma': 1.3595497310691893, 'reg_alpha': 0.2728528727854331, 'reg_lambda': 0.9079609283730229}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,485] Trial 126 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 50, 'learning_rate': 0.0430228528758396, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9429918592047005, 'colsample_bytree': 0.6382897772256981, 'gamma': 1.8014917916737492, 'reg_alpha': 0.14640535026523388, 'reg_lambda': 0.6824125947442051}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,534] Trial 127 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 46, 'learning_rate': 0.29349195764346275, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9660585479835821, 'colsample_bytree': 0.6606750538997468, 'gamma': 1.2755694371669648, 'reg_alpha': 0.18501855424130895, 'reg_lambda': 1.2377390281122618}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,618] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.04688889620963069, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.9791506283443294, 'colsample_bytree': 0.653325471807874, 'gamma': 1.6811637725399735, 'reg_alpha': 0.1262134974476682, 'reg_lambda': 0.870469535532475}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,664] Trial 129 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.1280073008141613, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9936847108218672, 'colsample_bytree': 0.6426763979153003, 'gamma': 1.4490151861146394, 'reg_alpha': 0.1739288248389146, 'reg_lambda': 1.3603422739597133}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,712] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 37, 'learning_rate': 0.03393094525926774, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9734894016331886, 'colsample_bytree': 0.6328593404519582, 'gamma': 0.9842108023065936, 'reg_alpha': 0.08657945099027248, 'reg_lambda': 0.7331350095544219}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,766] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 52, 'learning_rate': 0.03154263503495031, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9523426820146815, 'colsample_bytree': 0.6201159698121447, 'gamma': 1.0888528646319693, 'reg_alpha': 0.10768744272243168, 'reg_lambda': 0.7967675219695108}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,859] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.03101979347219826, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9336626289244887, 'colsample_bytree': 0.870119134079195, 'gamma': 1.150567961656242, 'reg_alpha': 0.14410875506793164, 'reg_lambda': 0.9696993679107011}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,910] Trial 133 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 53, 'learning_rate': 0.08062827333278313, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9842557488808528, 'colsample_bytree': 0.6200450168700984, 'gamma': 1.5151744328882375, 'reg_alpha': 0.10139584795644324, 'reg_lambda': 0.7726820845099899}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,960] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.02767140590476853, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9489453911540086, 'colsample_bytree': 0.6398226494243549, 'gamma': 0.8646096127161984, 'reg_alpha': 0.11359241003201913, 'reg_lambda': 0.8428711356388585}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,017] Trial 135 finished with value: 0.744047619047619 and parameters: {'n_estimators': 68, 'learning_rate': 0.03620684966641385, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9656492181480548, 'colsample_bytree': 0.6245879419685607, 'gamma': 1.32086276564862, 'reg_alpha': 0.13380901967160178, 'reg_lambda': 0.6296638319670661}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,088] Trial 136 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 26, 'learning_rate': 0.02525090861618093, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9929684422945361, 'colsample_bytree': 0.6531045009145645, 'gamma': 1.051299193808433, 'reg_alpha': 0.16571932350478233, 'reg_lambda': 0.6908586843608913}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,151] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 62, 'learning_rate': 0.022139795471461596, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9801085967753181, 'colsample_bytree': 0.6304829969978555, 'gamma': 0.9397806714522114, 'reg_alpha': 0.24452419755781196, 'reg_lambda': 0.8108629783996049}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,206] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 59, 'learning_rate': 0.02119165034536548, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9808974606216116, 'colsample_bytree': 0.6641572313879295, 'gamma': 0.9108230938964851, 'reg_alpha': 0.24115108974972752, 'reg_lambda': 0.7825957925188565}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,257] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 42, 'learning_rate': 0.027012249135010276, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9722645055812976, 'colsample_bytree': 0.6307966954400968, 'gamma': 0.7588853077652937, 'reg_alpha': 0.19908437842644422, 'reg_lambda': 0.9102440168286484}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,342] Trial 140 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 41, 'learning_rate': 0.021908452928007197, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7347546154558486, 'colsample_bytree': 0.646490366640224, 'gamma': 0.7308745980623212, 'reg_alpha': 0.20090129972755355, 'reg_lambda': 0.9024474153592172}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,397] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 49, 'learning_rate': 0.02952286087076101, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9736227820169753, 'colsample_bytree': 0.6305365707125307, 'gamma': 0.8039851898713659, 'reg_alpha': 0.1879137447252732, 'reg_lambda': 0.9588180437926185}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,456] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 50, 'learning_rate': 0.026852177585164116, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9713235149556849, 'colsample_bytree': 0.6335226520635039, 'gamma': 0.4369536031333723, 'reg_alpha': 0.1783493472055551, 'reg_lambda': 1.02538516677276}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,516] Trial 143 finished with value: 0.761904761904762 and parameters: {'n_estimators': 48, 'learning_rate': 0.02945672935944999, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9860217137865254, 'colsample_bytree': 0.633629413770306, 'gamma': 0.42203762373010656, 'reg_alpha': 0.1509541586861053, 'reg_lambda': 1.0068482905876248}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,602] Trial 144 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 35, 'learning_rate': 0.17560350433168584, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9877431264096461, 'colsample_bytree': 0.6406113140712149, 'gamma': 0.4359605725227894, 'reg_alpha': 0.11626008358216777, 'reg_lambda': 1.046831766723478}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,659] Trial 145 finished with value: 0.755952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.030761079726103802, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9996245424100022, 'colsample_bytree': 0.6576583043658919, 'gamma': 0.5757084067581657, 'reg_alpha': 0.15621075967892253, 'reg_lambda': 1.1012212062617703}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,715] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 49, 'learning_rate': 0.026310051419462757, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9997909640987189, 'colsample_bytree': 0.6586276904386393, 'gamma': 0.541664701151284, 'reg_alpha': 0.15760276357163908, 'reg_lambda': 1.1628753625013557}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,776] Trial 147 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 50, 'learning_rate': 0.029513239105994304, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9930245995265197, 'colsample_bytree': 0.6841828843582818, 'gamma': 0.39091154436699527, 'reg_alpha': 0.08521776808436651, 'reg_lambda': 1.0774406256350324}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,928] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 45, 'learning_rate': 0.02813262325776352, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9880018457853055, 'colsample_bytree': 0.6722962267910434, 'gamma': 0.3143490600679072, 'reg_alpha': 0.17929723439043188, 'reg_lambda': 0.9971442126183032}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,987] Trial 149 finished with value: 0.761904761904762 and parameters: {'n_estimators': 65, 'learning_rate': 0.025463324341229533, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9805734272624521, 'colsample_bytree': 0.6513917733470422, 'gamma': 0.11887082270711724, 'reg_alpha': 0.059090799880602465, 'reg_lambda': 1.0931955852731319}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,049] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.02046429159645959, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9842510793342385, 'colsample_bytree': 0.6510078970562272, 'gamma': 0.11676582951884407, 'reg_alpha': 0.051598276050652855, 'reg_lambda': 1.1178770185937235}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,101] Trial 151 finished with value: 0.738095238095238 and parameters: {'n_estimators': 58, 'learning_rate': 0.024928437749574, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9673557130760929, 'colsample_bytree': 0.6341497735954207, 'gamma': 0.17008877566753527, 'reg_alpha': 0.11638471386687968, 'reg_lambda': 0.965024427766991}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,187] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.03046500526245048, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9953698541640175, 'colsample_bytree': 0.6569961041442004, 'gamma': 0.5069995716401396, 'reg_alpha': 0.06644065594085735, 'reg_lambda': 1.1989316186836132}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,241] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 64, 'learning_rate': 0.028826972215010665, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9999337328589969, 'colsample_bytree': 0.6657238522898771, 'gamma': 0.6203953368531105, 'reg_alpha': 0.10012406107621008, 'reg_lambda': 1.0178697548309366}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,289] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.023543766867312493, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9781147880049403, 'colsample_bytree': 0.6471119585022227, 'gamma': 0.29437902445731856, 'reg_alpha': 0.15897534805019012, 'reg_lambda': 1.1109837639370592}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,350] Trial 155 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.032262040892987925, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9873035550844985, 'colsample_bytree': 0.6238174021725307, 'gamma': 0.013264672421546608, 'reg_alpha': 0.14786475894522108, 'reg_lambda': 0.9619864342898264}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,437] Trial 156 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 71, 'learning_rate': 0.05887009744008502, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6709926963835018, 'colsample_bytree': 0.635830765115396, 'gamma': 0.38322271439241584, 'reg_alpha': 0.08036312108945752, 'reg_lambda': 1.0781531331833865}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,517] Trial 157 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.02580794404641947, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.9541865617633168, 'colsample_bytree': 0.6966333883504054, 'gamma': 0.5665632837542356, 'reg_alpha': 0.12122169739052326, 'reg_lambda': 0.9255370019093022}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,569] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 46, 'learning_rate': 0.015094761999961457, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9704636096884818, 'colsample_bytree': 0.6453882789904308, 'gamma': 0.8196757666547961, 'reg_alpha': 0.180870045269724, 'reg_lambda': 1.0320417406493811}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,634] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 59, 'learning_rate': 0.040633211160270515, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9779805837808884, 'colsample_bytree': 0.6535233440468127, 'gamma': 0.6487777075388051, 'reg_alpha': 0.06291149696303164, 'reg_lambda': 0.8559838263847347}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,724] Trial 160 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 73, 'learning_rate': 0.03567541374203066, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9614216948317373, 'colsample_bytree': 0.6168604719887025, 'gamma': 0.42282286261974267, 'reg_alpha': 0.10538518495632015, 'reg_lambda': 1.223820675508697}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,783] Trial 161 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.03059076481655542, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9733981241207867, 'colsample_bytree': 0.641349082735376, 'gamma': 0.7013727843051641, 'reg_alpha': 0.14455041915421474, 'reg_lambda': 0.8551524157129969}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:45,892] Trial 162 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 172, 'learning_rate': 0.03185309349818424, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9905851592297311, 'colsample_bytree': 0.6278800824614394, 'gamma': 0.7134627161004408, 'reg_alpha': 0.13985157281703287, 'reg_lambda': 0.8704577489872632}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:45,952] Trial 163 finished with value: 0.755952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.029412980382559215, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9840607230449124, 'colsample_bytree': 0.6420445694268859, 'gamma': 0.20649404254750214, 'reg_alpha': 0.17630631913211375, 'reg_lambda': 0.9511854023211181}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,098] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 51, 'learning_rate': 0.026996904378092882, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9843920575092928, 'colsample_bytree': 0.7748281171760795, 'gamma': 0.17353379411939507, 'reg_alpha': 0.19940621150131227, 'reg_lambda': 0.9607981793940642}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,150] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 36, 'learning_rate': 0.029178441772417782, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9930264094690932, 'colsample_bytree': 0.6648772552603646, 'gamma': 0.24280814117568317, 'reg_alpha': 0.22324987383636868, 'reg_lambda': 1.007512150262113}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,208] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.027732544082780766, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9780397386631117, 'colsample_bytree': 0.6466039749743901, 'gamma': 0.10549779519669866, 'reg_alpha': 0.17746220909521782, 'reg_lambda': 0.9139830064851506}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,266] Trial 167 finished with value: 0.738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.02381916237659015, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9994227478894961, 'colsample_bytree': 0.6340612569509888, 'gamma': 0.4963896135781386, 'reg_alpha': 0.08837729000277394, 'reg_lambda': 1.0733576618440606}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,443] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.03683914554050879, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9730214108023306, 'colsample_bytree': 0.6242118905870271, 'gamma': 0.6183809195557659, 'reg_alpha': 0.12451300137384683, 'reg_lambda': 1.1625261156743174}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,538] Trial 169 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 200, 'learning_rate': 0.03422301855716074, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9852448215293279, 'colsample_bytree': 0.6533459334124146, 'gamma': 0.8613179711113924, 'reg_alpha': 0.16336493237438846, 'reg_lambda': 0.8419678430579465}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,596] Trial 170 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 60, 'learning_rate': 0.06311883752787882, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9808400903066419, 'colsample_bytree': 0.6725025056925511, 'gamma': 0.311824561835538, 'reg_alpha': 0.1333785597210677, 'reg_lambda': 0.717057189698942}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,656] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.029743119038471325, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9642100262210602, 'colsample_bytree': 0.6413196953583942, 'gamma': 0.7819438207269906, 'reg_alpha': 0.15968102165401432, 'reg_lambda': 0.7425518190849618}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,742] Trial 172 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 54, 'learning_rate': 0.08225754855040764, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.958632427539272, 'colsample_bytree': 0.6413417991632581, 'gamma': 3.8216218530437582, 'reg_alpha': 0.16230349371499944, 'reg_lambda': 0.7404674880785826}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,793] Trial 173 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.07521537053400425, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9695604973383548, 'colsample_bytree': 0.6311636910728828, 'gamma': 2.6589703604830977, 'reg_alpha': 0.8986224051647811, 'reg_lambda': 0.9383184982813244}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,848] Trial 174 finished with value: 0.761904761904762 and parameters: {'n_estimators': 46, 'learning_rate': 0.029925484859868196, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9918480855014996, 'colsample_bytree': 0.6589686642753603, 'gamma': 0.7850221593486486, 'reg_alpha': 0.20788424517415513, 'reg_lambda': 0.8657555755719257}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,900] Trial 175 finished with value: 0.738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.03045285662344193, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9754742992286255, 'colsample_bytree': 0.617488543771915, 'gamma': 0.7833627842465681, 'reg_alpha': 0.18695536304903304, 'reg_lambda': 0.8760774366914856}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,987] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 48, 'learning_rate': 0.025044528768463952, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9633146361606223, 'colsample_bytree': 0.646869626814845, 'gamma': 0.7265970679818701, 'reg_alpha': 0.2098327476740457, 'reg_lambda': 0.8307481067166494}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,047] Trial 177 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 52, 'learning_rate': 0.029116018169475864, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.986021061794717, 'colsample_bytree': 0.6364766018789892, 'gamma': 0.9677058065384755, 'reg_alpha': 0.10300935392572302, 'reg_lambda': 1.0079030524798231}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,098] Trial 178 finished with value: 0.738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.02683687637246287, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9924857071863545, 'colsample_bytree': 0.6282602409598582, 'gamma': 0.9513130557863168, 'reg_alpha': 0.10109485782346866, 'reg_lambda': 0.9904895816687778}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,150] Trial 179 finished with value: 0.738095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.03319612224405646, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9465889112984769, 'colsample_bytree': 0.7472929009770931, 'gamma': 0.8743496058670636, 'reg_alpha': 0.07542183457678468, 'reg_lambda': 0.8938429881704605}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,229] Trial 180 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 42, 'learning_rate': 0.0109115724125912, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9749127321659836, 'colsample_bytree': 0.6067077176886266, 'gamma': 1.0882123930465186, 'reg_alpha': 0.11205947692025962, 'reg_lambda': 1.0529408762241426}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,283] Trial 181 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 52, 'learning_rate': 0.029700592374597625, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9836418452555995, 'colsample_bytree': 0.6396206705706313, 'gamma': 0.47343718369950927, 'reg_alpha': 0.1690501017197043, 'reg_lambda': 0.9461267142937985}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,345] Trial 182 finished with value: 0.755952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.028116077258495367, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9872019246208897, 'colsample_bytree': 0.6358734597428554, 'gamma': 0.48954561754490755, 'reg_alpha': 0.15024152675918218, 'reg_lambda': 1.0207603989561758}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,397] Trial 183 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 51, 'learning_rate': 0.030072350536547526, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9815066608038704, 'colsample_bytree': 0.6216887405110485, 'gamma': 0.7916481964942387, 'reg_alpha': 0.12814821362330647, 'reg_lambda': 1.134361116910138}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,487] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 62, 'learning_rate': 0.025308360261703543, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9659948966486035, 'colsample_bytree': 0.6200158171800777, 'gamma': 0.8021109611555466, 'reg_alpha': 0.08715363097086527, 'reg_lambda': 0.8227201010576829}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,548] Trial 185 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 53, 'learning_rate': 0.0298172961983166, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9542218161840084, 'colsample_bytree': 0.6254905476287863, 'gamma': 0.9755155240315552, 'reg_alpha': 0.1263530946110067, 'reg_lambda': 0.752734937395876}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,696] Trial 186 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 53, 'learning_rate': 0.029632093669779192, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9571695418874671, 'colsample_bytree': 0.6118383829067565, 'gamma': 0.7057140909441285, 'reg_alpha': 0.12411286632688741, 'reg_lambda': 0.7653917074867793}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,759] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 57, 'learning_rate': 0.02752452741669213, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9499388764728396, 'colsample_bytree': 0.6346500728336116, 'gamma': 0.9822466783931225, 'reg_alpha': 0.529570079818469, 'reg_lambda': 0.6863454215281162}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,847] Trial 188 finished with value: 0.6041666666666667 and parameters: {'n_estimators': 44, 'learning_rate': 0.03420013800636453, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.969536649371271, 'colsample_bytree': 0.6245230218515064, 'gamma': 1.1660060011005144, 'reg_alpha': 0.1386215858826061, 'reg_lambda': 0.7448578167725015}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,897] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.10377062332487849, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9788540612163986, 'colsample_bytree': 0.6390451781198196, 'gamma': 1.0296597879260039, 'reg_alpha': 0.34946994647120866, 'reg_lambda': 0.8547581679434925}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,957] Trial 190 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 52, 'learning_rate': 0.02307391535007907, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9627165358985146, 'colsample_bytree': 0.6182993046114157, 'gamma': 1.244559244377835, 'reg_alpha': 0.20043912624617372, 'reg_lambda': 0.6494335871481782}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,018] Trial 191 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 61, 'learning_rate': 0.03270039514489748, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9829776198075634, 'colsample_bytree': 0.6262124909921923, 'gamma': 0.8559198280121421, 'reg_alpha': 0.10638952413646227, 'reg_lambda': 0.9275088935169689}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,108] Trial 192 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 57, 'learning_rate': 0.03103978208100653, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9823307814022453, 'colsample_bytree': 0.6282697844926729, 'gamma': 0.9079971800698073, 'reg_alpha': 0.11295091245770902, 'reg_lambda': 0.9199396640795852}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,167] Trial 193 finished with value: 0.761904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.030970761861996283, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9741450695257942, 'colsample_bytree': 0.6268890358519388, 'gamma': 0.8968089089607785, 'reg_alpha': 0.1158524326915468, 'reg_lambda': 0.9034771740700805}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,227] Trial 194 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 61, 'learning_rate': 0.03272749499175986, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.981443934041048, 'colsample_bytree': 0.6073191354135065, 'gamma': 0.9409939683880214, 'reg_alpha': 0.11153238399119833, 'reg_lambda': 0.9133992512527446}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,279] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 57, 'learning_rate': 0.03269891698143617, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9825803556044198, 'colsample_bytree': 0.611730928791207, 'gamma': 0.9616091223106888, 'reg_alpha': 0.05721074251094756, 'reg_lambda': 0.7892448793870956}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,366] Trial 196 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 53, 'learning_rate': 0.026278603387674272, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9856995529875138, 'colsample_bytree': 0.6168763930444495, 'gamma': 0.6941551969532176, 'reg_alpha': 0.09506340632278759, 'reg_lambda': 0.9081734425126349}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,424] Trial 197 finished with value: 0.744047619047619 and parameters: {'n_estimators': 64, 'learning_rate': 0.025513547083438542, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9667284848287878, 'colsample_bytree': 0.6163068347130387, 'gamma': 0.6628117763462933, 'reg_alpha': 0.1010683605634847, 'reg_lambda': 1.0080825326556357}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,484] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.027097096359064664, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9557765539631242, 'colsample_bytree': 0.6004221265896922, 'gamma': 0.9186962408603601, 'reg_alpha': 0.07338084776405286, 'reg_lambda': 0.924409430651225}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,547] Trial 199 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.0355887573744524, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9842718143563348, 'colsample_bytree': 0.6045655896511716, 'gamma': 0.6813950992086464, 'reg_alpha': 0.11197088294200461, 'reg_lambda': 0.7233825296333981}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,550] A new study created in memory with name: no-name-6b345c2b-6276-4a8e-b6fc-8843b999e4e1
[I 2025-11-03 19:17:48,664] Trial 0 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 85, 'learning_rate': 0.05194092261012648, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9297791616868021, 'colsample_bytree': 0.8446943618639741, 'gamma': 0.48024168396380684, 'reg_alpha': 0.5358278538150543, 'reg_lambda': 1.992070355255965}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:48,731] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 188, 'learning_rate': 0.07660671189856498, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6545244073384902, 'colsample_bytree': 0.8171217181938701, 'gamma': 2.0261196433622275, 'reg_alpha': 0.17008622545989704, 'reg_lambda': 1.6438520278110613}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:48,780] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.05361537508031201, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6789474845278446, 'colsample_bytree': 0.8974708314113282, 'gamma': 3.9167066381495608, 'reg_alpha': 0.39808135966862734, 'reg_lambda': 2.532170199447067}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:48,899] Trial 3 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 207, 'learning_rate': 0.151028969983782, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9133537160048413, 'colsample_bytree': 0.889027619684639, 'gamma': 2.4369045951807147, 'reg_alpha': 0.17125874959538612, 'reg_lambda': 0.6246370022081966}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,040] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.21122384337707029, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.6175701905880498, 'colsample_bytree': 0.605381876775165, 'gamma': 4.219833596870527, 'reg_alpha': 0.3008993987442906, 'reg_lambda': 1.50289047481518}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,108] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.012101885502004169, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.834492304279433, 'colsample_bytree': 0.8168998346199676, 'gamma': 0.22873111210991115, 'reg_alpha': 0.3375140791432615, 'reg_lambda': 1.0207362452494886}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,171] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.12151284153682766, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.8892370773750827, 'colsample_bytree': 0.6609206641220747, 'gamma': 4.874986079755391, 'reg_alpha': 0.08508565261338763, 'reg_lambda': 0.7053399350727334}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,231] Trial 7 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 154, 'learning_rate': 0.029292896503484232, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9165349721484335, 'colsample_bytree': 0.965069512760849, 'gamma': 3.693902835417245, 'reg_alpha': 0.40467268738200934, 'reg_lambda': 1.4484106049978458}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,346] Trial 8 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 222, 'learning_rate': 0.03677994572576918, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8955045043280412, 'colsample_bytree': 0.8755354658142047, 'gamma': 1.7309633458161073, 'reg_alpha': 0.08503574010768, 'reg_lambda': 1.8647564507326613}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,415] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.05307474383098879, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.6268943886478343, 'colsample_bytree': 0.6557785114393374, 'gamma': 3.6309963983445934, 'reg_alpha': 0.6758149737818538, 'reg_lambda': 0.8891716723842598}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,458] Trial 10 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.016076065717735368, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9988680659039828, 'colsample_bytree': 0.7379242241013819, 'gamma': 0.17040614732134407, 'reg_alpha': 0.9865405979027984, 'reg_lambda': 2.853620508080843}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,509] Trial 11 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 50, 'learning_rate': 0.010771314539119496, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9974791034695533, 'colsample_bytree': 0.7284086135612102, 'gamma': 0.11116663705155144, 'reg_alpha': 0.9392467215748632, 'reg_lambda': 2.960197615731299}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,581] Trial 12 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 24, 'learning_rate': 0.010025046471528496, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9992462114383118, 'colsample_bytree': 0.7282815925751959, 'gamma': 1.0602861101671284, 'reg_alpha': 0.9859914886815402, 'reg_lambda': 2.943213472976162}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,624] Trial 13 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 32, 'learning_rate': 0.0177595358227962, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9915415579509406, 'colsample_bytree': 0.7542354411050832, 'gamma': 1.1804778600470534, 'reg_alpha': 0.9717239868356614, 'reg_lambda': 2.9114806698652504}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,664] Trial 14 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 21, 'learning_rate': 0.01905098085028855, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7389741839695494, 'colsample_bytree': 0.7422531040047996, 'gamma': 1.275280970646021, 'reg_alpha': 0.7863195066337507, 'reg_lambda': 2.377747365047926}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,721] Trial 15 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 71, 'learning_rate': 0.01839199941521285, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.821839588952374, 'colsample_bytree': 0.6961679241669787, 'gamma': 1.0171599050423326, 'reg_alpha': 0.7924858716591057, 'reg_lambda': 2.5141369483510476}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,815] Trial 16 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 118, 'learning_rate': 0.010288941842714535, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.957914029045892, 'colsample_bytree': 0.772707975744213, 'gamma': 0.6871348667727412, 'reg_alpha': 0.8476001501559655, 'reg_lambda': 2.225726901528095}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,869] Trial 17 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 60, 'learning_rate': 0.02691437316056333, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7602899731580842, 'colsample_bytree': 0.6953216493714579, 'gamma': 3.1580748302507287, 'reg_alpha': 0.6443153291430488, 'reg_lambda': 2.75680173974998}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,931] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.015791071420454956, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8574551180414365, 'colsample_bytree': 0.6037635521937011, 'gamma': 1.5717975166117306, 'reg_alpha': 0.9049694165925906, 'reg_lambda': 2.6644010896923547}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,979] Trial 19 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 42, 'learning_rate': 0.024429183455223692, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9526549972742006, 'colsample_bytree': 0.7884218944226842, 'gamma': 0.7785375613611767, 'reg_alpha': 0.999032262354646, 'reg_lambda': 2.153173451100205}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:50,077] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 108, 'learning_rate': 0.013269081402333321, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7767192695104617, 'colsample_bytree': 0.9931280933644318, 'gamma': 0.024839944639134137, 'reg_alpha': 0.6889253913358995, 'reg_lambda': 2.9934074431277273}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:50,125] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 50, 'learning_rate': 0.010958770158095892, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9931309023498399, 'colsample_bytree': 0.7246977796801329, 'gamma': 0.008553936683634161, 'reg_alpha': 0.8965768983435631, 'reg_lambda': 2.765244477065551}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,159] Trial 22 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 24, 'learning_rate': 0.013778831796289389, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9689086714667536, 'colsample_bytree': 0.7080612348545218, 'gamma': 0.5570526980187938, 'reg_alpha': 0.8639799286708395, 'reg_lambda': 2.722890146399574}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,217] Trial 23 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 72, 'learning_rate': 0.022483095560580913, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9974335683888292, 'colsample_bytree': 0.6638798800919913, 'gamma': 0.06030163415076421, 'reg_alpha': 0.7537868126005637, 'reg_lambda': 2.3722304817307727}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,375] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.035784140079765256, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.948963309224006, 'colsample_bytree': 0.7639903558973982, 'gamma': 0.9752129648550312, 'reg_alpha': 0.5514988791590336, 'reg_lambda': 2.723580134142172}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,421] Trial 25 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 54, 'learning_rate': 0.03637316300940242, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9436319573493335, 'colsample_bytree': 0.7740900499053566, 'gamma': 2.3237310967237823, 'reg_alpha': 0.5371875573639532, 'reg_lambda': 2.593002205555042}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,478] Trial 26 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 86, 'learning_rate': 0.08232695435788462, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8847049894363453, 'colsample_bytree': 0.8445798956431665, 'gamma': 1.4977255799357034, 'reg_alpha': 0.5965724014899723, 'reg_lambda': 2.1905873871913935}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,524] Trial 27 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 42, 'learning_rate': 0.031131878506060463, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9635008847883939, 'colsample_bytree': 0.8009107393845513, 'gamma': 2.867220107062077, 'reg_alpha': 0.8643336831607924, 'reg_lambda': 2.437914676076438}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,641] Trial 28 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 149, 'learning_rate': 0.041797257176828875, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.860295351184468, 'colsample_bytree': 0.7579452160614586, 'gamma': 0.36554992402316033, 'reg_alpha': 0.734864058457102, 'reg_lambda': 2.803260835575421}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,708] Trial 29 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 80, 'learning_rate': 0.022232700488917616, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9283646349816628, 'colsample_bytree': 0.8470771294725742, 'gamma': 0.5916565801281704, 'reg_alpha': 0.5868455021883221, 'reg_lambda': 1.970609499451883}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,754] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 64, 'learning_rate': 0.07299740986229038, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9679310752940061, 'colsample_bytree': 0.6373385305639752, 'gamma': 0.9327495894701455, 'reg_alpha': 0.4840494534510858, 'reg_lambda': 2.7795832950744916}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,815] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 86, 'learning_rate': 0.021527990274923227, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9305861124985646, 'colsample_bytree': 0.8587320744688074, 'gamma': 0.4834642826956805, 'reg_alpha': 0.5512487997422522, 'reg_lambda': 1.9317984546957616}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,941] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 92, 'learning_rate': 0.014643143555510609, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9313319056800058, 'colsample_bytree': 0.713423360191082, 'gamma': 0.39215285506193487, 'reg_alpha': 0.48893556155961626, 'reg_lambda': 2.2829881711143347}. Best is trial 32 with value: 0.7202380952380952.
[I 2025-11-03 19:17:51,005] Trial 33 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 87, 'learning_rate': 0.013374139019295052, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9337770971977567, 'colsample_bytree': 0.8410863846026597, 'gamma': 1.9427549900786434, 'reg_alpha': 0.46135525861414006, 'reg_lambda': 2.0106684083514987}. Best is trial 32 with value: 0.7202380952380952.
[I 2025-11-03 19:17:51,077] Trial 34 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 94, 'learning_rate': 0.04503858344396728, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9120798925335736, 'colsample_bytree': 0.9389879929983681, 'gamma': 0.4874675205527632, 'reg_alpha': 0.23615968599109932, 'reg_lambda': 1.6081906195064846}. Best is trial 32 with value: 0.7202380952380952.
[I 2025-11-03 19:17:51,137] Trial 35 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 103, 'learning_rate': 0.020895138262481103, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8636650557909546, 'colsample_bytree': 0.920452287392134, 'gamma': 0.3943686420309629, 'reg_alpha': 0.5377762624656656, 'reg_lambda': 1.752295499964926}. Best is trial 32 with value: 0.7202380952380952.
[I 2025-11-03 19:17:51,244] Trial 36 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.0159235781502329, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9021093399685732, 'colsample_bytree': 0.8196888498154031, 'gamma': 0.813876343522735, 'reg_alpha': 0.41229698738981896, 'reg_lambda': 2.2835719847240648}. Best is trial 36 with value: 0.7261904761904762.
[I 2025-11-03 19:17:51,316] Trial 37 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 117, 'learning_rate': 0.2779903244099856, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7057130682709611, 'colsample_bytree': 0.8176810549240181, 'gamma': 1.3255904822672078, 'reg_alpha': 0.4165179328384155, 'reg_lambda': 2.3059551183800098}. Best is trial 36 with value: 0.7261904761904762.
[I 2025-11-03 19:17:51,387] Trial 38 finished with value: 0.6041666666666667 and parameters: {'n_estimators': 137, 'learning_rate': 0.06541732677285818, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.824500377462071, 'colsample_bytree': 0.7163567406062213, 'gamma': 0.834639549219872, 'reg_alpha': 0.32317921277854744, 'reg_lambda': 1.3167078081740402}. Best is trial 36 with value: 0.7261904761904762.
[I 2025-11-03 19:17:51,461] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 173, 'learning_rate': 0.12101122651805572, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9768927904061824, 'colsample_bytree': 0.6871617091164295, 'gamma': 2.0647752587215145, 'reg_alpha': 0.013779948542803011, 'reg_lambda': 2.55216118453964}. Best is trial 36 with value: 0.7261904761904762.
[I 2025-11-03 19:17:51,549] Trial 40 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.014746390742407942, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8942970794427408, 'colsample_bytree': 0.8039500340977267, 'gamma': 1.801621195834671, 'reg_alpha': 0.2510830484492991, 'reg_lambda': 2.115731533780118}. Best is trial 36 with value: 0.7261904761904762.
[I 2025-11-03 19:17:51,683] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 41, 'learning_rate': 0.015431351014716843, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9073526577959774, 'colsample_bytree': 0.8154659685424064, 'gamma': 1.7963944535028928, 'reg_alpha': 0.23053496836313375, 'reg_lambda': 2.099861104349251}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:51,730] Trial 42 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 38, 'learning_rate': 0.014974565425429758, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8950547923670809, 'colsample_bytree': 0.8213895429434446, 'gamma': 2.502513527884741, 'reg_alpha': 0.26047772554383675, 'reg_lambda': 2.07824425750029}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:51,793] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.012357626591898136, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8788701925795674, 'colsample_bytree': 0.8043402619751554, 'gamma': 1.879376489151158, 'reg_alpha': 0.1940539957732884, 'reg_lambda': 1.8160012224022686}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,179] Trial 44 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 249, 'learning_rate': 0.012784765659924284, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8731213863865711, 'colsample_bytree': 0.8680358147618971, 'gamma': 1.7241327644153301, 'reg_alpha': 0.15495357360747822, 'reg_lambda': 1.7598084450933398}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,243] Trial 45 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 73, 'learning_rate': 0.016253599936518197, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8409138764044279, 'colsample_bytree': 0.7939312200184047, 'gamma': 2.2127903368659254, 'reg_alpha': 0.3726445026134786, 'reg_lambda': 1.851949941452213}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,302] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.011630756056858729, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.9102861701524579, 'colsample_bytree': 0.8832453129208084, 'gamma': 2.591730993295336, 'reg_alpha': 0.23142761463923592, 'reg_lambda': 2.067445314216329}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,353] Trial 47 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 60, 'learning_rate': 0.017668219738030403, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8027916403015429, 'colsample_bytree': 0.8071669802931658, 'gamma': 1.9230352863672748, 'reg_alpha': 0.1776347513763194, 'reg_lambda': 2.2529030884209633}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,443] Trial 48 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 112, 'learning_rate': 0.014864386501019549, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9046870409327747, 'colsample_bytree': 0.8321208274872356, 'gamma': 2.8348296665086536, 'reg_alpha': 0.28619149198494054, 'reg_lambda': 1.3775276436186572}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,506] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.025999840154633205, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.8765850609685527, 'colsample_bytree': 0.7845103942872255, 'gamma': 4.95521692527857, 'reg_alpha': 0.12206580292875327, 'reg_lambda': 1.6678223023342744}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,558] Trial 50 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 65, 'learning_rate': 0.01977107746467941, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.842348064885779, 'colsample_bytree': 0.9010326794099847, 'gamma': 1.4376897178094277, 'reg_alpha': 0.3636486360224741, 'reg_lambda': 1.1902330681724052}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,610] Trial 51 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 53, 'learning_rate': 0.011513970127163249, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9263484129258299, 'colsample_bytree': 0.7426510450893185, 'gamma': 0.24306278581134239, 'reg_alpha': 0.20033803139308115, 'reg_lambda': 2.09530447070301}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,686] Trial 52 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 32, 'learning_rate': 0.010011038120908207, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.895278393685924, 'colsample_bytree': 0.8287046919712132, 'gamma': 1.7323536342901886, 'reg_alpha': 0.4267956062381603, 'reg_lambda': 0.5022421001101707}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,736] Trial 53 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 35, 'learning_rate': 0.011779147785165315, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.97935286220478, 'colsample_bytree': 0.6722206758962939, 'gamma': 1.679331779121695, 'reg_alpha': 0.055919337089729626, 'reg_lambda': 1.8719476688368397}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,789] Trial 54 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 52, 'learning_rate': 0.0163421923369795, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9147003430654269, 'colsample_bytree': 0.8072819108806989, 'gamma': 1.1142695282278972, 'reg_alpha': 0.2945235199605475, 'reg_lambda': 2.468075111263151}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,843] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 78, 'learning_rate': 0.01369738729775672, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9407690225532547, 'colsample_bytree': 0.7841077854680253, 'gamma': 4.391419667370862, 'reg_alpha': 0.13348316886587613, 'reg_lambda': 2.2871730013782727}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,943] Trial 56 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 94, 'learning_rate': 0.011429496798580106, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8841123897399045, 'colsample_bytree': 0.7273318160113093, 'gamma': 1.2491343599881446, 'reg_alpha': 0.351426908993459, 'reg_lambda': 2.371153636234121}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,981] Trial 57 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.018461989005083862, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6041061177054643, 'colsample_bytree': 0.630500660614781, 'gamma': 0.742240520944384, 'reg_alpha': 0.457246408215855, 'reg_lambda': 1.5368529404481435}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,031] Trial 58 finished with value: 0.6041666666666667 and parameters: {'n_estimators': 47, 'learning_rate': 0.014447713966722687, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8499204874015888, 'colsample_bytree': 0.7768178613332195, 'gamma': 0.2149326363501217, 'reg_alpha': 0.2180287998588246, 'reg_lambda': 2.628547437849786}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,082] Trial 59 finished with value: 0.6875 and parameters: {'n_estimators': 59, 'learning_rate': 0.02950363523398348, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9848927299760968, 'colsample_bytree': 0.7505002974333175, 'gamma': 2.157186858604984, 'reg_alpha': 0.09987242545307456, 'reg_lambda': 2.1678699855120587}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,173] Trial 60 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 69, 'learning_rate': 0.016506815618356464, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.871763089352972, 'colsample_bytree': 0.8532389922201573, 'gamma': 3.3041906696772356, 'reg_alpha': 0.2702115917876565, 'reg_lambda': 1.8228295390399845}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,327] Trial 61 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 46, 'learning_rate': 0.012945878651956686, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9499531138536677, 'colsample_bytree': 0.7706883065968227, 'gamma': 0.9533354527419148, 'reg_alpha': 0.6502809877677561, 'reg_lambda': 2.699689761399236}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,376] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 29, 'learning_rate': 0.012459497104352919, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9546611838871601, 'colsample_bytree': 0.7656024853677463, 'gamma': 0.28416253765742266, 'reg_alpha': 0.6604293037644743, 'reg_lambda': 2.8692127267448324}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,426] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 42, 'learning_rate': 0.010174809420308049, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9200138193833672, 'colsample_bytree': 0.718591209075658, 'gamma': 0.6235033804608727, 'reg_alpha': 0.6229600216953163, 'reg_lambda': 2.4966977251690268}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,530] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.01271541769251926, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9009210287656945, 'colsample_bytree': 0.8041484429004779, 'gamma': 1.4095434139412333, 'reg_alpha': 0.3214073578600013, 'reg_lambda': 2.361170235836015}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,597] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.018378253543330576, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8967148609856272, 'colsample_bytree': 0.797008762580741, 'gamma': 1.3731243856555302, 'reg_alpha': 0.32365712138053065, 'reg_lambda': 2.361921862106103}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,659] Trial 66 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.012911203861834822, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9041757687673448, 'colsample_bytree': 0.8123952512899874, 'gamma': 1.9135899097377078, 'reg_alpha': 0.37871888439528706, 'reg_lambda': 2.006645121272511}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,729] Trial 67 finished with value: 0.699404761904762 and parameters: {'n_estimators': 94, 'learning_rate': 0.015123868709892335, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9392971301683483, 'colsample_bytree': 0.8344640491684068, 'gamma': 1.8239969974243735, 'reg_alpha': 0.5009716347458502, 'reg_lambda': 2.0052342327991903}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,836] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 137, 'learning_rate': 0.024085023034823905, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9219916919462701, 'colsample_bytree': 0.8175863443621126, 'gamma': 1.1424289327527954, 'reg_alpha': 0.38766621639591176, 'reg_lambda': 1.9331822896750244}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,952] Trial 69 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.017195423468210146, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8058055590451587, 'colsample_bytree': 0.8679008229314529, 'gamma': 2.2954421932744826, 'reg_alpha': 0.4988979933971973, 'reg_lambda': 2.1456154669316843}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,009] Trial 70 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 68, 'learning_rate': 0.019589415566679758, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8847507396179678, 'colsample_bytree': 0.8110359181069094, 'gamma': 2.008635898066409, 'reg_alpha': 0.4450591901570458, 'reg_lambda': 2.226790952901663}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,072] Trial 71 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 77, 'learning_rate': 0.013114228782962, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9073797586498222, 'colsample_bytree': 0.7934742841651942, 'gamma': 1.5644742593578342, 'reg_alpha': 0.3968527347744556, 'reg_lambda': 2.3043701521467352}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,173] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.012348968518064456, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9516282248617889, 'colsample_bytree': 0.8244420129866274, 'gamma': 0.8406129079636337, 'reg_alpha': 0.3294907579310598, 'reg_lambda': 2.044303723706109}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,238] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.014009261720619936, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9010639946716476, 'colsample_bytree': 0.7749630003218532, 'gamma': 1.6324669357100248, 'reg_alpha': 0.2530603314387242, 'reg_lambda': 2.1370423472870246}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,290] Trial 74 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 63, 'learning_rate': 0.011148913151203237, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8596539002521885, 'colsample_bytree': 0.8354114228539465, 'gamma': 1.4416670942147867, 'reg_alpha': 0.19304172850688714, 'reg_lambda': 2.4288875162900436}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,364] Trial 75 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 120, 'learning_rate': 0.01532905795208694, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6622317435079659, 'colsample_bytree': 0.8096020711925723, 'gamma': 0.9850982231026353, 'reg_alpha': 0.31679236124813737, 'reg_lambda': 1.66208894073334}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,447] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.012541871310067818, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9355274207549699, 'colsample_bytree': 0.7627728350265368, 'gamma': 1.875667030641237, 'reg_alpha': 0.28700750051853113, 'reg_lambda': 1.9162412567168743}. Best is trial 76 with value: 0.7380952380952381.
[I 2025-11-03 19:17:54,497] Trial 77 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.01068309124566524, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9647707493457226, 'colsample_bytree': 0.7382483729750173, 'gamma': 1.8642646187598715, 'reg_alpha': 0.16878559962655004, 'reg_lambda': 1.9444926900846666}. Best is trial 76 with value: 0.7380952380952381.
[I 2025-11-03 19:17:54,642] Trial 78 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 27, 'learning_rate': 0.010703770473298091, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9661742398392877, 'colsample_bytree': 0.7386372914293434, 'gamma': 1.8139768223229973, 'reg_alpha': 0.14398683753216351, 'reg_lambda': 1.905011423753834}. Best is trial 78 with value: 0.7559523809523809.
[I 2025-11-03 19:17:54,688] Trial 79 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 26, 'learning_rate': 0.010875306812931307, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.968659117619181, 'colsample_bytree': 0.7029603190440566, 'gamma': 2.4536386035694377, 'reg_alpha': 0.15729325475919675, 'reg_lambda': 1.925443043151282}. Best is trial 78 with value: 0.7559523809523809.
[I 2025-11-03 19:17:54,772] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.010630085305443375, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9673976358309643, 'colsample_bytree': 0.7029848667204005, 'gamma': 2.4101227459167145, 'reg_alpha': 0.14213907040066587, 'reg_lambda': 1.922701572855861}. Best is trial 78 with value: 0.7559523809523809.
[I 2025-11-03 19:17:54,813] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 27, 'learning_rate': 0.010589123632445017, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9694463243058123, 'colsample_bytree': 0.6948948857888024, 'gamma': 2.7342431076719964, 'reg_alpha': 0.1382061602651771, 'reg_lambda': 1.9273042843977917}. Best is trial 78 with value: 0.7559523809523809.
[I 2025-11-03 19:17:54,861] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 25, 'learning_rate': 0.010764591756702925, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9741779989349203, 'colsample_bytree': 0.7352302581699977, 'gamma': 2.71233192490276, 'reg_alpha': 0.05606126180675618, 'reg_lambda': 1.803256290917391}. Best is trial 78 with value: 0.7559523809523809.
[I 2025-11-03 19:17:54,907] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 26, 'learning_rate': 0.01008716801088573, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9740641847896568, 'colsample_bytree': 0.6868832548748002, 'gamma': 2.7137086357942586, 'reg_alpha': 0.07621845689699969, 'reg_lambda': 1.8326174340218049}. Best is trial 83 with value: 0.7619047619047619.
[I 2025-11-03 19:17:54,986] Trial 84 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 25, 'learning_rate': 0.01083602927652934, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9842309418067865, 'colsample_bytree': 0.6888435927819879, 'gamma': 2.7543431479549905, 'reg_alpha': 0.04891862617633355, 'reg_lambda': 1.805663146425612}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,027] Trial 85 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 27, 'learning_rate': 0.01023617119445318, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9870802989769251, 'colsample_bytree': 0.6894008548897654, 'gamma': 3.084865646388507, 'reg_alpha': 0.025874179609123055, 'reg_lambda': 1.7148550425257152}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,076] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 39, 'learning_rate': 0.010099183480293155, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9875062701000532, 'colsample_bytree': 0.685053013626912, 'gamma': 3.0599426811046593, 'reg_alpha': 0.0022209141399223767, 'reg_lambda': 1.7204985531920096}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,121] Trial 87 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 29, 'learning_rate': 0.011662942901638492, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9882660749786396, 'colsample_bytree': 0.6759049664947475, 'gamma': 3.145591298032099, 'reg_alpha': 0.004619797487090315, 'reg_lambda': 1.5871554520396491}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,192] Trial 88 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.010258107084283437, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9971690767167227, 'colsample_bytree': 0.6532374962951508, 'gamma': 3.0453321494787597, 'reg_alpha': 0.04579790010440986, 'reg_lambda': 1.6957648292732013}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,241] Trial 89 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 20, 'learning_rate': 0.010183946305940876, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9975414518583393, 'colsample_bytree': 0.6468895159653957, 'gamma': 3.0224003831395057, 'reg_alpha': 0.04219827103678797, 'reg_lambda': 1.7263725978143916}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,286] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 35, 'learning_rate': 0.010060397562849295, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9870515142593835, 'colsample_bytree': 0.6183642259061273, 'gamma': 3.279434426990594, 'reg_alpha': 0.09047485780843201, 'reg_lambda': 1.7323746039253218}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,324] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 27, 'learning_rate': 0.011963666374271525, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9822213236331967, 'colsample_bytree': 0.6813462478653223, 'gamma': 3.456466606948459, 'reg_alpha': 0.028998466463915143, 'reg_lambda': 1.472111022757676}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,404] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.01193930236086499, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9614178360147186, 'colsample_bytree': 0.6534300398288501, 'gamma': 2.839593116597647, 'reg_alpha': 0.06500247696897843, 'reg_lambda': 1.6921923537558539}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,457] Trial 93 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 46, 'learning_rate': 0.013918280094346782, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9998052104432882, 'colsample_bytree': 0.6899369409679447, 'gamma': 2.9988455801528198, 'reg_alpha': 0.12082627612263222, 'reg_lambda': 1.7954512589965839}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,509] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 46, 'learning_rate': 0.013924251747494175, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.974957509462693, 'colsample_bytree': 0.6927865116375131, 'gamma': 2.9622253661096387, 'reg_alpha': 0.11844206663691831, 'reg_lambda': 1.8702490456001655}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,557] Trial 95 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 30, 'learning_rate': 0.011107588706889073, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9991142597776609, 'colsample_bytree': 0.6685302134519016, 'gamma': 2.6698076262107775, 'reg_alpha': 0.08008976130026518, 'reg_lambda': 1.5767602264701879}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,626] Trial 96 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.011096704421655725, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9926450680792773, 'colsample_bytree': 0.6640900179554378, 'gamma': 2.6985491795871974, 'reg_alpha': 0.07352618441596384, 'reg_lambda': 1.5784270546286172}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,842] Trial 97 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 31, 'learning_rate': 0.011080072594781352, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9997962320291212, 'colsample_bytree': 0.6866300443598322, 'gamma': 3.5564113288690646, 'reg_alpha': 0.030713796080744007, 'reg_lambda': 1.777869826988007}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,886] Trial 98 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 24, 'learning_rate': 0.09651218686256618, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9797156458346968, 'colsample_bytree': 0.6690030559406905, 'gamma': 3.847669489786594, 'reg_alpha': 0.09242425515775476, 'reg_lambda': 1.4141234030197516}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,930] Trial 99 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.010027987360004929, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9585980968378797, 'colsample_bytree': 0.6417963303923567, 'gamma': 2.6729129535855036, 'reg_alpha': 0.11095970189134967, 'reg_lambda': 1.639204230313937}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,009] Trial 100 finished with value: 0.6607142857142856 and parameters: {'n_estimators': 30, 'learning_rate': 0.2021781237731738, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9905957416883224, 'colsample_bytree': 0.6526314029333686, 'gamma': 3.057070876557229, 'reg_alpha': 0.0085525845171603, 'reg_lambda': 1.5146165926373554}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,061] Trial 101 finished with value: 0.738095238095238 and parameters: {'n_estimators': 43, 'learning_rate': 0.011737525114731768, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9745617176772576, 'colsample_bytree': 0.6964417192380876, 'gamma': 2.588736032627704, 'reg_alpha': 0.07453777152876882, 'reg_lambda': 1.6997257146232416}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,112] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.013769071784757829, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9741988097105005, 'colsample_bytree': 0.7086824403243159, 'gamma': 2.942904374602462, 'reg_alpha': 0.07680050334632589, 'reg_lambda': 1.7260236026528435}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,161] Trial 103 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 34, 'learning_rate': 0.01212223756432721, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9732529132467492, 'colsample_bytree': 0.7108469265672318, 'gamma': 2.575559752443284, 'reg_alpha': 0.07500698143673408, 'reg_lambda': 1.714833406617343}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,238] Trial 104 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 25, 'learning_rate': 0.01141220612035442, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9440165438930742, 'colsample_bytree': 0.7005168599400566, 'gamma': 3.1742928842096485, 'reg_alpha': 0.05017983708406265, 'reg_lambda': 1.8766184425249468}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,288] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.013190658051114693, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9865923221056213, 'colsample_bytree': 0.7206581493431115, 'gamma': 2.910815941644165, 'reg_alpha': 0.030724528070311424, 'reg_lambda': 1.3107794711841536}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,377] Trial 106 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 210, 'learning_rate': 0.013202990387425784, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9825288613830437, 'colsample_bytree': 0.7211105401810666, 'gamma': 2.863462740054707, 'reg_alpha': 0.034918614792096056, 'reg_lambda': 1.2678130119897275}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,430] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 51, 'learning_rate': 0.010778204260995457, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9593949204037868, 'colsample_bytree': 0.6795876399501058, 'gamma': 3.250968955594873, 'reg_alpha': 0.021978675789054415, 'reg_lambda': 0.9072848053032154}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,520] Trial 108 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.01341200826147614, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9908728863552904, 'colsample_bytree': 0.6606922390566325, 'gamma': 2.792522192847896, 'reg_alpha': 0.0012692464604534674, 'reg_lambda': 1.6352276505679502}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,565] Trial 109 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 37, 'learning_rate': 0.012483749875002293, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7365719244160602, 'colsample_bytree': 0.7311704363638561, 'gamma': 3.4202934094750694, 'reg_alpha': 0.13828285364752738, 'reg_lambda': 1.5569306295943601}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,609] Trial 110 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 30, 'learning_rate': 0.04952239567111954, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9360583066943118, 'colsample_bytree': 0.6268611961803636, 'gamma': 2.3447372337925554, 'reg_alpha': 0.10100590084543666, 'reg_lambda': 1.8669659957105973}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,661] Trial 111 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 44, 'learning_rate': 0.011557293840287012, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9703291226306715, 'colsample_bytree': 0.7486369214390896, 'gamma': 2.933869025950866, 'reg_alpha': 0.07371661812405464, 'reg_lambda': 1.1305669732239758}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,741] Trial 112 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 23, 'learning_rate': 0.010084855353016646, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9847699946907434, 'colsample_bytree': 0.7073215332981692, 'gamma': 2.59460714297018, 'reg_alpha': 0.04723447740593871, 'reg_lambda': 1.758594326472412}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,786] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 23, 'learning_rate': 0.010565264135093363, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9848102674283015, 'colsample_bytree': 0.7090315877125116, 'gamma': 2.501760886248509, 'reg_alpha': 0.09191480355433433, 'reg_lambda': 1.7579101154238268}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,829] Trial 114 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 20, 'learning_rate': 0.010266369402705412, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9557933441691033, 'colsample_bytree': 0.6843782053249609, 'gamma': 2.7212688680943127, 'reg_alpha': 0.02900414612397512, 'reg_lambda': 1.468455313449982}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,938] Trial 115 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.014310510393533815, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9807013447329129, 'colsample_bytree': 0.7229102422201278, 'gamma': 3.127491303820905, 'reg_alpha': 0.0587102983291119, 'reg_lambda': 1.8211398870332758}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,019] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 49, 'learning_rate': 0.012541629110463377, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9481250148097311, 'colsample_bytree': 0.6721192495998094, 'gamma': 2.228717692336912, 'reg_alpha': 0.0010658253711834614, 'reg_lambda': 1.6211334095051642}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,068] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 29, 'learning_rate': 0.01106554505771114, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9638410834623228, 'colsample_bytree': 0.7586033781984781, 'gamma': 2.937960759447541, 'reg_alpha': 0.045330388877231204, 'reg_lambda': 1.9688004133340096}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,115] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 33, 'learning_rate': 0.010057619264899554, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9932315485294464, 'colsample_bytree': 0.7098938896447512, 'gamma': 2.5818180120325986, 'reg_alpha': 0.15148031801018702, 'reg_lambda': 1.899683079238614}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,198] Trial 119 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.012475864461096527, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9878989041064536, 'colsample_bytree': 0.6685764851297084, 'gamma': 2.780711584361114, 'reg_alpha': 0.1269123271482845, 'reg_lambda': 1.3405073544740709}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,278] Trial 120 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 27, 'learning_rate': 0.03362433888725457, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9771200124979895, 'colsample_bytree': 0.6974128758363846, 'gamma': 2.121472287920362, 'reg_alpha': 0.10538587749888041, 'reg_lambda': 2.0316156988763114}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,324] Trial 121 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.010041782267088895, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9923338354990909, 'colsample_bytree': 0.7107512847498346, 'gamma': 2.5886645203093437, 'reg_alpha': 0.04373653337183872, 'reg_lambda': 1.896510937060459}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,372] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 32, 'learning_rate': 0.01096995584356532, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9675496385564926, 'colsample_bytree': 0.7058794024739758, 'gamma': 2.6529969629170616, 'reg_alpha': 0.17161918016320798, 'reg_lambda': 1.8339811262265198}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,421] Trial 123 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.012027396760436107, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.995130027373142, 'colsample_bytree': 0.7179519002103715, 'gamma': 2.376999851429094, 'reg_alpha': 0.14048153673016223, 'reg_lambda': 1.6767308950761644}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,567] Trial 124 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 25, 'learning_rate': 0.010767117368769256, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9837133893338073, 'colsample_bytree': 0.7437137237094197, 'gamma': 3.365478668939434, 'reg_alpha': 0.021925247204846263, 'reg_lambda': 1.7574157248644047}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,611] Trial 125 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 22, 'learning_rate': 0.01147667036926803, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9576067461171589, 'colsample_bytree': 0.7299789185533605, 'gamma': 2.5139717283050733, 'reg_alpha': 0.08287580484549496, 'reg_lambda': 1.9593494946709882}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,671] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 38, 'learning_rate': 0.01340650792144809, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9724748357816279, 'colsample_bytree': 0.678526598337678, 'gamma': 2.9101120894498784, 'reg_alpha': 0.15330378520616733, 'reg_lambda': 1.800560384106339}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,725] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.010525554584121683, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9980742194951783, 'colsample_bytree': 0.6937329217951642, 'gamma': 3.0766807936973986, 'reg_alpha': 0.053489873317449685, 'reg_lambda': 1.8996261738982378}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,809] Trial 128 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 48, 'learning_rate': 0.01003054745305981, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9467675917204049, 'colsample_bytree': 0.6574509140193058, 'gamma': 3.213036076197736, 'reg_alpha': 0.1836413290991297, 'reg_lambda': 1.9970634991815281}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,870] Trial 129 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 33, 'learning_rate': 0.012941636904225425, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9999888912156122, 'colsample_bytree': 0.7158339483760131, 'gamma': 2.7787549199099177, 'reg_alpha': 0.21861008415892988, 'reg_lambda': 1.6026860982971356}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,915] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.01673929372423613, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9799104548223693, 'colsample_bytree': 0.6898133735210544, 'gamma': 2.7818146484696067, 'reg_alpha': 0.2089945369986216, 'reg_lambda': 1.5512783882119}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,961] Trial 131 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.01286889485929384, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9913755894927376, 'colsample_bytree': 0.704718757348278, 'gamma': 3.0542533905772733, 'reg_alpha': 0.10566496139509587, 'reg_lambda': 1.7174476388145892}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,048] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 42, 'learning_rate': 0.014740799572072463, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9651145817132367, 'colsample_bytree': 0.7126279039087066, 'gamma': 2.8715068511297375, 'reg_alpha': 0.0708583723003048, 'reg_lambda': 1.6524433840615598}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,093] Trial 133 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 20, 'learning_rate': 0.011551833168880407, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.99966248375264, 'colsample_bytree': 0.7233258673764756, 'gamma': 2.755295862369933, 'reg_alpha': 0.01641973178391022, 'reg_lambda': 1.837725836388666}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,127] Trial 134 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 21, 'learning_rate': 0.011766943753558133, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9855006681154664, 'colsample_bytree': 0.7234857809671228, 'gamma': 2.730182783959101, 'reg_alpha': 0.02000850307172383, 'reg_lambda': 1.608047726773238}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,199] Trial 135 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.011767031029637227, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9769453547541216, 'colsample_bytree': 0.7436978292755669, 'gamma': 2.7465696763949907, 'reg_alpha': 0.00040388505039864325, 'reg_lambda': 1.6087070373540246}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,322] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.011645860959782256, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9762244440693422, 'colsample_bytree': 0.7335946541839398, 'gamma': 2.7477647160160052, 'reg_alpha': 0.015945801747602892, 'reg_lambda': 1.4890413789154116}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,360] Trial 137 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.011840175957712919, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.9720923771980904, 'colsample_bytree': 0.7338643557442731, 'gamma': 2.7310863743031812, 'reg_alpha': 0.012674958019944435, 'reg_lambda': 1.5060924535944935}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,404] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.011462952260161375, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9841860927595207, 'colsample_bytree': 0.7408628403303256, 'gamma': 2.4639654997474714, 'reg_alpha': 0.04466480817045317, 'reg_lambda': 1.4429126156348526}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,449] Trial 139 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.015528515650774368, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9775144460413452, 'colsample_bytree': 0.7262751308329428, 'gamma': 3.0237840661681425, 'reg_alpha': 0.0018792500039471263, 'reg_lambda': 1.607876707321137}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,524] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 25, 'learning_rate': 0.012281794914682256, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9589975465511895, 'colsample_bytree': 0.6852546691021372, 'gamma': 2.8216917368847603, 'reg_alpha': 0.021465833846549136, 'reg_lambda': 1.7701876680721196}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,571] Trial 141 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.014060576392697033, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9633029820829202, 'colsample_bytree': 0.687752722284907, 'gamma': 2.817758615130141, 'reg_alpha': 0.024195989075207376, 'reg_lambda': 1.760470054527677}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,613] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.011985891137259296, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9529640189448577, 'colsample_bytree': 0.7175615827946332, 'gamma': 2.6591674335791162, 'reg_alpha': 0.061016309688007156, 'reg_lambda': 1.8278523990376743}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,650] Trial 143 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.010888962424603394, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9996025911737646, 'colsample_bytree': 0.6944748261688026, 'gamma': 3.1290622073713754, 'reg_alpha': 0.02071689847747252, 'reg_lambda': 1.6949693254974432}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,725] Trial 144 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 26, 'learning_rate': 0.010886171195133089, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9996878704490041, 'colsample_bytree': 0.6782353257647039, 'gamma': 3.161599053264146, 'reg_alpha': 0.04087988674493042, 'reg_lambda': 1.6862347328720546}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,773] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.010825420681803765, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9885440772677756, 'colsample_bytree': 0.7004070258524334, 'gamma': 2.988943698315743, 'reg_alpha': 0.018624791394834507, 'reg_lambda': 1.7623055125923661}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,814] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 28, 'learning_rate': 0.01065105651585714, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9857986674038479, 'colsample_bytree': 0.7029346705280319, 'gamma': 2.9637113304620253, 'reg_alpha': 0.022549766747178734, 'reg_lambda': 1.7631139318156912}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,872] Trial 147 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 36, 'learning_rate': 0.010796665885848624, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9879872422639332, 'colsample_bytree': 0.6981814883153284, 'gamma': 3.545355122115292, 'reg_alpha': 0.0593501756124929, 'reg_lambda': 1.7791158097236763}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,940] Trial 148 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.010605379470521191, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.9673766669839562, 'colsample_bytree': 0.7010282655392872, 'gamma': 3.3116080387904026, 'reg_alpha': 0.030753058776038143, 'reg_lambda': 1.7393426383785493}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,988] Trial 149 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 29, 'learning_rate': 0.010012002468438256, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9858106374526213, 'colsample_bytree': 0.6832630387882077, 'gamma': 2.971784946547123, 'reg_alpha': 0.0918982305988742, 'reg_lambda': 1.8503364311566544}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,113] Trial 150 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 37, 'learning_rate': 0.011133890326536902, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6348470506353137, 'colsample_bytree': 0.6978104480833561, 'gamma': 3.0883249999300917, 'reg_alpha': 0.04499050082754276, 'reg_lambda': 1.7094955125000921}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,156] Trial 151 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 24, 'learning_rate': 0.012168657183549416, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9756238156244463, 'colsample_bytree': 0.6914058119811217, 'gamma': 2.8812618169153095, 'reg_alpha': 0.019927682130808175, 'reg_lambda': 1.671621737869716}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,252] Trial 152 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.01227410993249916, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9900910800916978, 'colsample_bytree': 0.6894030952427785, 'gamma': 2.9475664885688584, 'reg_alpha': 0.02030099319887353, 'reg_lambda': 1.6608983040557574}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,297] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 31, 'learning_rate': 0.012257033841979358, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9895381194180866, 'colsample_bytree': 0.6882916506022262, 'gamma': 2.9756534393478242, 'reg_alpha': 0.01704521362284651, 'reg_lambda': 1.666552792932191}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,341] Trial 154 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 31, 'learning_rate': 0.013786070360852203, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.785206751847102, 'colsample_bytree': 0.676515773407877, 'gamma': 2.938305693256677, 'reg_alpha': 0.0636499556556887, 'reg_lambda': 1.6603139780899883}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,485] Trial 155 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 35, 'learning_rate': 0.012827304049066972, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9911174311219779, 'colsample_bytree': 0.6854514339490672, 'gamma': 3.245788904830328, 'reg_alpha': 0.01929686100125439, 'reg_lambda': 1.7745361737723697}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,583] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.012167963161334765, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9814974469671495, 'colsample_bytree': 0.706563604910981, 'gamma': 3.019773284542838, 'reg_alpha': 0.03719887764120222, 'reg_lambda': 1.7891689385735572}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,625] Trial 157 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 29, 'learning_rate': 0.012280505669315244, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.959381348494434, 'colsample_bytree': 0.6616164706305285, 'gamma': 2.8949783582769895, 'reg_alpha': 0.0020614833566612173, 'reg_lambda': 1.641273150257143}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,669] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 23, 'learning_rate': 0.014464834707788051, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9892352634355676, 'colsample_bytree': 0.6869841948294173, 'gamma': 2.873648045818108, 'reg_alpha': 0.07623654437678963, 'reg_lambda': 1.834048689678143}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,716] Trial 159 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.06390377483544206, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9736148966305894, 'colsample_bytree': 0.6731433435897725, 'gamma': 3.004258305044497, 'reg_alpha': 0.04770146387511648, 'reg_lambda': 1.7160928298434133}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,788] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 30, 'learning_rate': 0.011507838019658233, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9818115654167311, 'colsample_bytree': 0.7023852111191172, 'gamma': 3.1954423820994284, 'reg_alpha': 0.021806813081697008, 'reg_lambda': 1.7437555934441076}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,833] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 25, 'learning_rate': 0.010681646804422816, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9913672333903893, 'colsample_bytree': 0.6919917067122534, 'gamma': 3.1338724440016636, 'reg_alpha': 0.018187236204065736, 'reg_lambda': 1.688388848725167}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,929] Trial 162 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.010524915361639568, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9907621103608656, 'colsample_bytree': 0.689594952061848, 'gamma': 3.1018246822272326, 'reg_alpha': 0.05760099354283327, 'reg_lambda': 1.5534035354338478}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,975] Trial 163 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 28, 'learning_rate': 0.010093346807045793, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9713984425405261, 'colsample_bytree': 0.9877148848423569, 'gamma': 2.6178557753486955, 'reg_alpha': 0.0006978684391620409, 'reg_lambda': 1.659441056918773}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,073] Trial 164 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 25, 'learning_rate': 0.011270190022659315, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9811956814070603, 'colsample_bytree': 0.6668691409673444, 'gamma': 3.383264414161773, 'reg_alpha': 0.033608626008181514, 'reg_lambda': 1.8310903655486905}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,125] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 24, 'learning_rate': 0.013305496317945208, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9928250556241986, 'colsample_bytree': 0.6473032415691629, 'gamma': 2.8422953206756483, 'reg_alpha': 0.08678842086610461, 'reg_lambda': 1.6812820147393288}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,175] Trial 166 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.012311411506145068, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9650565529323388, 'colsample_bytree': 0.7121482314282396, 'gamma': 2.9741696762072407, 'reg_alpha': 0.023257599342071958, 'reg_lambda': 1.7680068624382719}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,224] Trial 167 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.011401493765092354, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9868119043535629, 'colsample_bytree': 0.6797001413165877, 'gamma': 3.2535230396360313, 'reg_alpha': 0.05679098801415351, 'reg_lambda': 1.6066003579626995}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,298] Trial 168 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 20, 'learning_rate': 0.010115268395852018, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9757470264475868, 'colsample_bytree': 0.72491458930931, 'gamma': 2.5028525763244933, 'reg_alpha': 0.04626496641348697, 'reg_lambda': 1.734068513422066}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,339] Trial 169 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.15741407574613578, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.953717781105833, 'colsample_bytree': 0.7252368042404375, 'gamma': 2.50426880086737, 'reg_alpha': 0.018955316665803083, 'reg_lambda': 1.8584800770208845}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,386] Trial 170 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.010034976141195027, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9756383788719362, 'colsample_bytree': 0.705755651658235, 'gamma': 4.758142201687175, 'reg_alpha': 0.07237872940704702, 'reg_lambda': 1.7908783211810384}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,430] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 23, 'learning_rate': 0.010007200847815399, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9824020539432348, 'colsample_bytree': 0.6903893045084623, 'gamma': 2.8483972193039606, 'reg_alpha': 0.0407684582224962, 'reg_lambda': 1.7150488480983064}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,541] Trial 172 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 23, 'learning_rate': 0.04110372415939736, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.980610256503804, 'colsample_bytree': 0.6925465564688911, 'gamma': 2.8257231788230155, 'reg_alpha': 0.03441065869258093, 'reg_lambda': 1.7167526373345114}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,591] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 36, 'learning_rate': 0.011126730764028626, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9695367018856191, 'colsample_bytree': 0.6999728661650862, 'gamma': 2.5694187285512005, 'reg_alpha': 0.002798207209031345, 'reg_lambda': 1.7483467370822547}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,635] Trial 174 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 28, 'learning_rate': 0.012227753924943994, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9637936065679905, 'colsample_bytree': 0.7159861936222999, 'gamma': 2.705760942034573, 'reg_alpha': 0.045729273549027165, 'reg_lambda': 1.6456974929788102}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,722] Trial 175 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 186, 'learning_rate': 0.010722491391159761, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.707994918597151, 'colsample_bytree': 0.6825965371190352, 'gamma': 2.259884947520609, 'reg_alpha': 0.0665471330028499, 'reg_lambda': 1.806956438766909}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,806] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 24, 'learning_rate': 0.010016577276619244, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9870141986290369, 'colsample_bytree': 0.6915978428139627, 'gamma': 2.418865746493134, 'reg_alpha': 0.10324307250957081, 'reg_lambda': 1.5564204037795613}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,854] Trial 177 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.010535547675890123, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.986616138607168, 'colsample_bytree': 0.7248423755216231, 'gamma': 2.4336313955742543, 'reg_alpha': 0.11456941297002868, 'reg_lambda': 1.5352767742670217}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,988] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.010055660230910712, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9902388249272587, 'colsample_bytree': 0.7049394495518996, 'gamma': 2.6421164510067334, 'reg_alpha': 0.09705294893432295, 'reg_lambda': 1.5868627151379242}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,029] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 30, 'learning_rate': 0.011201336537861883, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9824117518917509, 'colsample_bytree': 0.678843050378454, 'gamma': 2.315336408630332, 'reg_alpha': 0.08442747540529214, 'reg_lambda': 1.9037322435027422}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,122] Trial 180 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 38, 'learning_rate': 0.011395101928846841, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9999566438933593, 'colsample_bytree': 0.6970115582542415, 'gamma': 3.124102713036684, 'reg_alpha': 0.04185861169658037, 'reg_lambda': 1.7390894991337316}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,165] Trial 181 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 24, 'learning_rate': 0.012159929117966178, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9758923776072854, 'colsample_bytree': 0.6901842945331297, 'gamma': 2.9025084263383487, 'reg_alpha': 0.028374756288205467, 'reg_lambda': 1.6628677533352567}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,209] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 25, 'learning_rate': 0.010012275644883174, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9709161681804594, 'colsample_bytree': 0.691679995275565, 'gamma': 2.782612579012406, 'reg_alpha': 0.00019722693235279132, 'reg_lambda': 1.697784045844484}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,252] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.0106445333409309, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9610698434221208, 'colsample_bytree': 0.671360648269992, 'gamma': 2.7785974787986656, 'reg_alpha': 0.059275890790083566, 'reg_lambda': 1.8571307848645646}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,324] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 27, 'learning_rate': 0.010145707836545757, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9920207066147216, 'colsample_bytree': 0.7100596630234672, 'gamma': 2.977924112337054, 'reg_alpha': 0.0088239498678751, 'reg_lambda': 1.8019795776064802}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,371] Trial 185 finished with value: 0.738095238095238 and parameters: {'n_estimators': 30, 'learning_rate': 0.010046029594056488, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.970641576042557, 'colsample_bytree': 0.6854194376465069, 'gamma': 2.535603037439444, 'reg_alpha': 0.038692632460593276, 'reg_lambda': 1.7232469048317223}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,420] Trial 186 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 35, 'learning_rate': 0.01137790823067165, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.982390029659644, 'colsample_bytree': 0.7173273931469978, 'gamma': 2.6602157555285117, 'reg_alpha': 0.06924457281526541, 'reg_lambda': 1.5551003548060953}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,466] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 24, 'learning_rate': 0.01084278618520569, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9920706194847844, 'colsample_bytree': 0.7021512133571627, 'gamma': 2.8458253464244123, 'reg_alpha': 0.0025005045933819067, 'reg_lambda': 1.6320596255209872}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,642] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 25, 'learning_rate': 0.01079773607037272, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9773517681573882, 'colsample_bytree': 0.7014952089506523, 'gamma': 2.381913083553073, 'reg_alpha': 0.0015113543652507566, 'reg_lambda': 1.6088922878957486}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,691] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 24, 'learning_rate': 0.010793216689010184, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9560483087837249, 'colsample_bytree': 0.7126599281160649, 'gamma': 2.7798236295719714, 'reg_alpha': 0.04819450843715029, 'reg_lambda': 1.7763065147359927}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,735] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 20, 'learning_rate': 0.010024433902778112, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9674583963387309, 'colsample_bytree': 0.6965470664245474, 'gamma': 2.8681203154362964, 'reg_alpha': 0.10668746428394212, 'reg_lambda': 1.8466844475060165}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,783] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 31, 'learning_rate': 0.011661730267827743, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9930067278229383, 'colsample_bytree': 0.6931145540018234, 'gamma': 3.0465038082223352, 'reg_alpha': 0.022512863503549724, 'reg_lambda': 1.6912543793200454}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,867] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 28, 'learning_rate': 0.011547975720747243, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9937860044917972, 'colsample_bytree': 0.7049171537149996, 'gamma': 3.1054620697111823, 'reg_alpha': 0.03475603905456075, 'reg_lambda': 1.716714105221865}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,921] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 32, 'learning_rate': 0.011387877032904857, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9935372803023398, 'colsample_bytree': 0.7239559402834518, 'gamma': 3.091433537507866, 'reg_alpha': 0.0363404191884342, 'reg_lambda': 1.708852159042102}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,967] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 28, 'learning_rate': 0.011434601209284474, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9932648548032341, 'colsample_bytree': 0.7224951022901137, 'gamma': 3.1746611838822925, 'reg_alpha': 0.03534850494708158, 'reg_lambda': 1.623613525152667}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:02,008] Trial 195 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.011457512952021503, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9956943248743569, 'colsample_bytree': 0.7288436972662488, 'gamma': 3.342052206631354, 'reg_alpha': 0.03376385964219156, 'reg_lambda': 1.507471475188707}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:02,114] Trial 196 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 33, 'learning_rate': 0.01148279051045298, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9946571017901201, 'colsample_bytree': 0.7223553687299831, 'gamma': 3.040730048460908, 'reg_alpha': 0.81892776894655, 'reg_lambda': 1.6259081292622897}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:02,153] Trial 197 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.01086559513769211, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9839326914603519, 'colsample_bytree': 0.7386658533617027, 'gamma': 3.1909740216528433, 'reg_alpha': 0.05890541706570748, 'reg_lambda': 1.624108574232998}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:02,202] Trial 198 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 29, 'learning_rate': 0.013193246763247712, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9932991404721766, 'colsample_bytree': 0.7182673941279527, 'gamma': 3.4607319222032027, 'reg_alpha': 0.040212699953269745, 'reg_lambda': 1.5756719464951696}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:02,250] Trial 199 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 25, 'learning_rate': 0.011606113302952088, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9994141607343835, 'colsample_bytree': 0.7532469581196132, 'gamma': 3.115372209399918, 'reg_alpha': 0.021409702697071376, 'reg_lambda': 1.6958484224761834}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:02,253] A new study created in memory with name: no-name-8998f4de-b66a-43b5-bb23-c53ac45676b6
[I 2025-11-03 19:18:02,345] Trial 0 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 58, 'learning_rate': 0.013151385543321204, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7641773131203858, 'colsample_bytree': 0.7769075256711263, 'gamma': 0.30565395416077, 'reg_alpha': 0.08599722919429742, 'reg_lambda': 2.123405060255484}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:02,424] Trial 1 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.01717241066057658, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8499896891998134, 'colsample_bytree': 0.8521473202305919, 'gamma': 3.485664497445253, 'reg_alpha': 0.36596759293156567, 'reg_lambda': 1.34136855128884}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:02,531] Trial 2 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 246, 'learning_rate': 0.022079866086145362, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8159600865576553, 'colsample_bytree': 0.7882985743678951, 'gamma': 0.6299194709806138, 'reg_alpha': 0.45210464212337587, 'reg_lambda': 1.3019432206084742}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:02,581] Trial 3 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 105, 'learning_rate': 0.019539355146482213, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7824046873266086, 'colsample_bytree': 0.8256361908520655, 'gamma': 4.678724465644758, 'reg_alpha': 0.26103140471902886, 'reg_lambda': 1.7902746151638969}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:02,837] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.06435544267557335, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.9434135701235317, 'colsample_bytree': 0.6693135686385461, 'gamma': 3.502127583836088, 'reg_alpha': 0.6133855473300951, 'reg_lambda': 0.5057433371677867}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:02,896] Trial 5 finished with value: 0.6250000000000001 and parameters: {'n_estimators': 119, 'learning_rate': 0.23967428561054052, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.693983610588111, 'colsample_bytree': 0.6381385274026844, 'gamma': 0.07774995603142709, 'reg_alpha': 0.20517526872216396, 'reg_lambda': 0.7737950533104703}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:02,951] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.030982154788008726, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.6387394434856706, 'colsample_bytree': 0.9446521578915976, 'gamma': 2.3097125679583677, 'reg_alpha': 0.4323987717641845, 'reg_lambda': 2.3807686048946928}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,027] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 246, 'learning_rate': 0.043417875514901456, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.6694779282579917, 'colsample_bytree': 0.7052285854417173, 'gamma': 2.6940669101077646, 'reg_alpha': 0.9907875414383124, 'reg_lambda': 2.2428358276253455}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,078] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.16696831281031008, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.6382496025186515, 'colsample_bytree': 0.8333489639926176, 'gamma': 4.466068788538642, 'reg_alpha': 0.05502810203801445, 'reg_lambda': 0.6040065206581497}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,131] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.12268995962678124, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8472888247589927, 'colsample_bytree': 0.9195967660213253, 'gamma': 0.2587997566128142, 'reg_alpha': 0.13407641109417778, 'reg_lambda': 1.0514681018274528}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,166] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.01232100748947837, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9911238664645742, 'colsample_bytree': 0.7393592063661478, 'gamma': 1.3064593040595724, 'reg_alpha': 0.6889805252330699, 'reg_lambda': 2.9952960967738314}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,256] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 174, 'learning_rate': 0.010261228466687169, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7650716822834586, 'colsample_bytree': 0.7464811005470967, 'gamma': 1.1481881347026848, 'reg_alpha': 0.854945256375416, 'reg_lambda': 1.6799136346165766}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,350] Trial 12 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 78, 'learning_rate': 0.025809818440629163, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8627460784233136, 'colsample_bytree': 0.7797336600333007, 'gamma': 0.9588915145244139, 'reg_alpha': 0.5620565574459213, 'reg_lambda': 2.0874451945819965}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,423] Trial 13 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 164, 'learning_rate': 0.05659486456847914, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7422343422120175, 'colsample_bytree': 0.8937139936451866, 'gamma': 2.11380384480186, 'reg_alpha': 0.3513628268084709, 'reg_lambda': 2.7323833155299977}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,532] Trial 14 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 189, 'learning_rate': 0.01518454062597354, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7182559652818445, 'colsample_bytree': 0.9948023853734161, 'gamma': 0.6049927441869412, 'reg_alpha': 0.06239517209701417, 'reg_lambda': 1.4427304414403876}. Best is trial 14 with value: 0.7083333333333334.
[I 2025-11-03 19:18:03,618] Trial 15 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 196, 'learning_rate': 0.013882745975532176, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7087961295101114, 'colsample_bytree': 0.9777490505542569, 'gamma': 1.6669428805223117, 'reg_alpha': 0.008838672901937385, 'reg_lambda': 1.889280976265808}. Best is trial 14 with value: 0.7083333333333334.
[I 2025-11-03 19:18:03,713] Trial 16 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 83, 'learning_rate': 0.03597848606880821, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6084277993838875, 'colsample_bytree': 0.8789165669733146, 'gamma': 0.5687255224529552, 'reg_alpha': 0.1444506173942045, 'reg_lambda': 1.5147097765779365}. Best is trial 14 with value: 0.7083333333333334.
[I 2025-11-03 19:18:03,785] Trial 17 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.09559552955306833, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7306899203920196, 'colsample_bytree': 0.9848824820510079, 'gamma': 1.679530501802991, 'reg_alpha': 0.271355348479174, 'reg_lambda': 2.5350159930423986}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:03,857] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.08996341850842333, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7141946539477954, 'colsample_bytree': 0.9911278062960792, 'gamma': 1.6586442645044608, 'reg_alpha': 0.2710515444378343, 'reg_lambda': 2.671894391114085}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:03,932] Trial 19 finished with value: 0.5714285714285714 and parameters: {'n_estimators': 150, 'learning_rate': 0.09149769662416653, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6667230867311427, 'colsample_bytree': 0.9500554353771323, 'gamma': 2.9738180574655098, 'reg_alpha': 0.27011824710712995, 'reg_lambda': 2.587757248896266}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,032] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.08487014684766372, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9161501676597406, 'colsample_bytree': 0.9522263074951675, 'gamma': 1.9104662120204872, 'reg_alpha': 0.3287952110796498, 'reg_lambda': 2.999235177848338}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,295] Trial 21 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 193, 'learning_rate': 0.13396222169628016, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7250103956873617, 'colsample_bytree': 0.988663638600688, 'gamma': 1.497495019701304, 'reg_alpha': 0.21199549147417224, 'reg_lambda': 2.6018352891515018}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,382] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.09174936571323376, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8082901863156029, 'colsample_bytree': 0.986858155476981, 'gamma': 0.8341519426911439, 'reg_alpha': 0.005210542213625713, 'reg_lambda': 2.4342863848705156}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,454] Trial 23 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 158, 'learning_rate': 0.0844669410785884, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8008934393743476, 'colsample_bytree': 0.9150710305102994, 'gamma': 1.8066432971233075, 'reg_alpha': 0.532811776286456, 'reg_lambda': 2.4763730924466745}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,552] Trial 24 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 103, 'learning_rate': 0.19407861645174906, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8179925003385804, 'colsample_bytree': 0.9637730799534084, 'gamma': 1.0385576171157878, 'reg_alpha': 0.15788332930588028, 'reg_lambda': 2.8257545084776297}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,636] Trial 25 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 211, 'learning_rate': 0.11070744189257664, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7514576865247454, 'colsample_bytree': 0.9218285172545381, 'gamma': 2.5788293300771206, 'reg_alpha': 0.7209900342491777, 'reg_lambda': 2.292591759119172}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,703] Trial 26 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 142, 'learning_rate': 0.06542049123894109, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8898207313176048, 'colsample_bytree': 0.8721753667833626, 'gamma': 1.4495479671078553, 'reg_alpha': 0.43054835398150115, 'reg_lambda': 1.9949081599248348}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,782] Trial 27 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 174, 'learning_rate': 0.29864096154159314, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7848108772426503, 'colsample_bytree': 0.9984583264120317, 'gamma': 0.8847432486864991, 'reg_alpha': 0.22970724270768794, 'reg_lambda': 2.7881700528586992}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,921] Trial 28 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 114, 'learning_rate': 0.045698627556651966, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6951152631414418, 'colsample_bytree': 0.9028645280371506, 'gamma': 3.014142614234474, 'reg_alpha': 0.010060699965334301, 'reg_lambda': 2.4676038224641226}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,998] Trial 29 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 172, 'learning_rate': 0.14661344320438569, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.75834480894213, 'colsample_bytree': 0.9338651577892683, 'gamma': 2.101371605876453, 'reg_alpha': 0.312174872159626, 'reg_lambda': 2.201781057204415}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,059] Trial 30 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 88, 'learning_rate': 0.09972610485896141, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6799963183979053, 'colsample_bytree': 0.6034142575175196, 'gamma': 1.7361027357481371, 'reg_alpha': 0.11195387267634976, 'reg_lambda': 2.638944134250327}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,153] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 190, 'learning_rate': 0.07497572328671667, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7305151338641335, 'colsample_bytree': 0.9736661482468926, 'gamma': 0.595540120363065, 'reg_alpha': 0.0835237838744893, 'reg_lambda': 1.5460872790513491}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,275] Trial 32 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 149, 'learning_rate': 0.07458932555084696, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.728879819886926, 'colsample_bytree': 0.9665426588215784, 'gamma': 0.00583488582013425, 'reg_alpha': 0.07964129495850028, 'reg_lambda': 1.6410234812351612}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,364] Trial 33 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 205, 'learning_rate': 0.07191574942263389, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8262459429693285, 'colsample_bytree': 0.9731992703403605, 'gamma': 0.6517263027227127, 'reg_alpha': 0.18518888369795866, 'reg_lambda': 1.2307602775060318}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,465] Trial 34 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 223, 'learning_rate': 0.04711160894898005, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7805641064849518, 'colsample_bytree': 0.993869691715193, 'gamma': 0.4319409013948315, 'reg_alpha': 0.39417828686193734, 'reg_lambda': 2.0192038570655395}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,546] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 189, 'learning_rate': 0.11382352374161614, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7343330448781709, 'colsample_bytree': 0.9348592610075985, 'gamma': 1.2397441533737752, 'reg_alpha': 0.28828645319568363, 'reg_lambda': 1.102971025795129}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,793] Trial 36 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 228, 'learning_rate': 0.05891073578242987, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6519190371642161, 'colsample_bytree': 0.8506432803742512, 'gamma': 0.8063743904474889, 'reg_alpha': 0.0036439598894622074, 'reg_lambda': 1.8864826177420406}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,870] Trial 37 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 131, 'learning_rate': 0.15852787772006338, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6994235266049054, 'colsample_bytree': 0.8038312017736232, 'gamma': 0.2846499493160085, 'reg_alpha': 0.4894856476059557, 'reg_lambda': 2.374182653925887}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,938] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.19698276377865723, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.7981074750682673, 'colsample_bytree': 0.9646366368457485, 'gamma': 3.980307464511269, 'reg_alpha': 0.26043276895370665, 'reg_lambda': 2.495384592725705}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:06,017] Trial 39 finished with value: 0.625 and parameters: {'n_estimators': 182, 'learning_rate': 0.07718607496038411, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7693617213964158, 'colsample_bytree': 0.8908114910101081, 'gamma': 2.3136873048141227, 'reg_alpha': 0.09781019346907083, 'reg_lambda': 2.784511804534484}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:06,116] Trial 40 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 144, 'learning_rate': 0.10154488717267564, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8338453465807301, 'colsample_bytree': 0.9450108460748529, 'gamma': 1.4443860349004565, 'reg_alpha': 0.17830380370961152, 'reg_lambda': 0.8810393440398103}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:06,230] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 204, 'learning_rate': 0.017351782005580303, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7143663673770654, 'colsample_bytree': 0.9839375448304606, 'gamma': 0.6008550421928568, 'reg_alpha': 0.05895398322046472, 'reg_lambda': 1.4747388831623893}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:06,333] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 185, 'learning_rate': 0.032769888902590104, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.686632042487645, 'colsample_bytree': 0.9994839300354396, 'gamma': 0.2958488763399548, 'reg_alpha': 0.04783481914254423, 'reg_lambda': 1.4241052323334968}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:06,428] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 161, 'learning_rate': 0.04858050468267443, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7150503845836017, 'colsample_bytree': 0.9749980801523207, 'gamma': 0.7696519805919154, 'reg_alpha': 0.11831047464321695, 'reg_lambda': 1.281654236124839}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:06,550] Trial 44 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 162, 'learning_rate': 0.03988163371707579, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7475717722599327, 'colsample_bytree': 0.9684665666047005, 'gamma': 0.8902541843026721, 'reg_alpha': 0.12833974585484959, 'reg_lambda': 1.2372135582132944}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:06,612] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.061766489061219114, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.660968774646823, 'colsample_bytree': 0.9283491122822994, 'gamma': 1.133359031722492, 'reg_alpha': 0.3641041691270855, 'reg_lambda': 1.750391107773392}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:06,690] Trial 46 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 170, 'learning_rate': 0.026819607710985155, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6165568620663743, 'colsample_bytree': 0.9555869186921953, 'gamma': 2.0281719883030673, 'reg_alpha': 0.20969039995648964, 'reg_lambda': 1.6295921099680788}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:06,808] Trial 47 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 136, 'learning_rate': 0.12709826093648596, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7997767620229795, 'colsample_bytree': 0.9790838699853229, 'gamma': 4.998910985100895, 'reg_alpha': 0.10879261000419123, 'reg_lambda': 1.0443482398089552}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:06,935] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 153, 'learning_rate': 0.09695121862812982, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7772996154161795, 'colsample_bytree': 0.6679375786259139, 'gamma': 1.6234374883546645, 'reg_alpha': 0.1613977070265989, 'reg_lambda': 1.3103560222948976}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,006] Trial 49 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 176, 'learning_rate': 0.052943343157921444, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6380991366156015, 'colsample_bytree': 0.7626418375240137, 'gamma': 1.3210870306837665, 'reg_alpha': 0.23878892286479325, 'reg_lambda': 2.869826908636609}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,091] Trial 50 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 165, 'learning_rate': 0.05062195220746111, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8680691905726738, 'colsample_bytree': 0.9094490449285833, 'gamma': 0.12043929999250358, 'reg_alpha': 0.03483246556938294, 'reg_lambda': 2.141526698925642}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,293] Trial 51 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 183, 'learning_rate': 0.014845063425799322, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7069352798144108, 'colsample_bytree': 0.9861500339685527, 'gamma': 0.7269389640135785, 'reg_alpha': 0.0942650929192183, 'reg_lambda': 1.5340582968538743}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,429] Trial 52 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 198, 'learning_rate': 0.02102002487838616, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7199894930238186, 'colsample_bytree': 0.9373307438741687, 'gamma': 0.4789579741787358, 'reg_alpha': 0.05625003210064595, 'reg_lambda': 1.400650185378304}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,550] Trial 53 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.010052348415456457, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7360597319897895, 'colsample_bytree': 0.9502023029322209, 'gamma': 0.9181528294891332, 'reg_alpha': 0.1421796260935102, 'reg_lambda': 1.1401034799292409}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,624] Trial 54 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 154, 'learning_rate': 0.0720016401308559, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6770796109129321, 'colsample_bytree': 0.9983906221881971, 'gamma': 1.0906162673045325, 'reg_alpha': 0.001051574623515245, 'reg_lambda': 2.6913478411219742}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,812] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.08395474212428695, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7531136678567394, 'colsample_bytree': 0.9757994715715719, 'gamma': 0.501616338478163, 'reg_alpha': 0.07976338806775232, 'reg_lambda': 0.8846185873650769}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,913] Trial 56 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.10824270017000874, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7092820815377966, 'colsample_bytree': 0.9582784817940202, 'gamma': 0.15753996810907434, 'reg_alpha': 0.6389363241659182, 'reg_lambda': 2.913480844417269}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,009] Trial 57 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 238, 'learning_rate': 0.1381540733928374, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9976999823832257, 'colsample_bytree': 0.7176518339810124, 'gamma': 0.20719212138823806, 'reg_alpha': 0.7280526617495755, 'reg_lambda': 2.925454054005594}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,131] Trial 58 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 201, 'learning_rate': 0.11358249996240018, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6987931993671137, 'colsample_bytree': 0.9575756711543659, 'gamma': 2.847027869636343, 'reg_alpha': 0.6018372722269478, 'reg_lambda': 2.5415567493456694}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,203] Trial 59 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 166, 'learning_rate': 0.08851744730984856, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9748081032670947, 'colsample_bytree': 0.9212738758705703, 'gamma': 2.27164354653009, 'reg_alpha': 0.6733564653086764, 'reg_lambda': 2.6971591108662802}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,275] Trial 60 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 102, 'learning_rate': 0.06544661652780467, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6506037645840698, 'colsample_bytree': 0.9818667170788756, 'gamma': 0.44270442895281636, 'reg_alpha': 0.8311142958764451, 'reg_lambda': 2.9247436703306504}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,408] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.10520169351078867, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7146651188932309, 'colsample_bytree': 0.9589706303872512, 'gamma': 0.7590947511789996, 'reg_alpha': 0.40982757742245357, 'reg_lambda': 2.374564137149672}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,500] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.10698097573106562, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7438194319819896, 'colsample_bytree': 0.9443799544760109, 'gamma': 0.7501079619573213, 'reg_alpha': 0.4660892237637282, 'reg_lambda': 2.4300407041140506}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,596] Trial 63 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 178, 'learning_rate': 0.19025090887434123, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7389898092787947, 'colsample_bytree': 0.9502284170110957, 'gamma': 0.010191117710133923, 'reg_alpha': 0.4791616482138167, 'reg_lambda': 2.3715912083133053}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,739] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 213, 'learning_rate': 0.11163564692575889, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7093231447630809, 'colsample_bytree': 0.9398689047904247, 'gamma': 0.7519323036993619, 'reg_alpha': 0.43041637741343475, 'reg_lambda': 2.273788779281946}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,814] Trial 65 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.12254542266772064, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.688683126300725, 'colsample_bytree': 0.899235577762748, 'gamma': 1.2298166911679478, 'reg_alpha': 0.5283559004751842, 'reg_lambda': 2.6289553997575847}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,023] Trial 66 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 187, 'learning_rate': 0.07959617861292474, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7254536852391105, 'colsample_bytree': 0.9630832850306147, 'gamma': 1.5528945928515698, 'reg_alpha': 0.5928260601402038, 'reg_lambda': 2.7407862301259898}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,134] Trial 67 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 147, 'learning_rate': 0.15792272840523064, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7640500055602589, 'colsample_bytree': 0.9738799520835575, 'gamma': 3.413035625523474, 'reg_alpha': 0.3915177970902245, 'reg_lambda': 1.8540430703275472}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,219] Trial 68 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 178, 'learning_rate': 0.10049213246086208, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7450163635296578, 'colsample_bytree': 0.928573417088771, 'gamma': 1.8640555231635085, 'reg_alpha': 0.30241329783590326, 'reg_lambda': 2.5274408647910103}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,295] Trial 69 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 124, 'learning_rate': 0.06847435673984063, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6715495759271954, 'colsample_bytree': 0.886644906451603, 'gamma': 0.35188188602229814, 'reg_alpha': 0.41017488398407437, 'reg_lambda': 2.388171689224292}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,399] Trial 70 finished with value: 0.625 and parameters: {'n_estimators': 156, 'learning_rate': 0.041069250023160205, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7200578286517489, 'colsample_bytree': 0.9073965624555833, 'gamma': 0.992631208403234, 'reg_alpha': 0.3314091335647128, 'reg_lambda': 2.873706169807146}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,486] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.1044328192152621, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7070098792479704, 'colsample_bytree': 0.9415827751135981, 'gamma': 0.7466562500693147, 'reg_alpha': 0.44682751172750523, 'reg_lambda': 2.2582628895592585}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,569] Trial 72 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 212, 'learning_rate': 0.12289920599585878, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7013340075701793, 'colsample_bytree': 0.8667061249531568, 'gamma': 1.3407359502288216, 'reg_alpha': 0.5216524571837873, 'reg_lambda': 2.3190039218557925}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,705] Trial 73 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 207, 'learning_rate': 0.09304782695949261, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7135069716321295, 'colsample_bytree': 0.9591640434865867, 'gamma': 0.6169992804208702, 'reg_alpha': 0.46161762770741765, 'reg_lambda': 2.183674554254415}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,812] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.1445560084319403, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6868629319569305, 'colsample_bytree': 0.9417032559535548, 'gamma': 0.2221597803628395, 'reg_alpha': 0.5556441718682374, 'reg_lambda': 2.5752129275513878}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,918] Trial 75 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 220, 'learning_rate': 0.15245732616483681, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7299314551487484, 'colsample_bytree': 0.9881812285402032, 'gamma': 0.3546228726580297, 'reg_alpha': 0.6522988621840353, 'reg_lambda': 2.5500244293820535}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:10,058] Trial 76 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 242, 'learning_rate': 0.17329684646227392, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6859897224789502, 'colsample_bytree': 0.9733027067329801, 'gamma': 0.12696052017731607, 'reg_alpha': 0.6369642903414988, 'reg_lambda': 2.675851750184315}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:10,152] Trial 77 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.13869816251890155, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6603568084044166, 'colsample_bytree': 0.8205061437104031, 'gamma': 0.20572206748963107, 'reg_alpha': 0.3454704093573536, 'reg_lambda': 2.45717880558926}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:10,246] Trial 78 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 229, 'learning_rate': 0.1368070085237152, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6423355686937148, 'colsample_bytree': 0.8322120892127044, 'gamma': 0.19459426689719725, 'reg_alpha': 0.5808937503090135, 'reg_lambda': 2.4135941434317827}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:10,376] Trial 79 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 196, 'learning_rate': 0.17476504810199794, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6243156004619818, 'colsample_bytree': 0.9175068588153883, 'gamma': 0.3101048339936205, 'reg_alpha': 0.3517218318172888, 'reg_lambda': 2.6057782885138754}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:10,457] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.20547449210648527, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6623807506011652, 'colsample_bytree': 0.8157713403623387, 'gamma': 0.012225417015358842, 'reg_alpha': 0.5679563602394696, 'reg_lambda': 2.7755265175725823}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:10,539] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.22452517050721638, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6583015553719276, 'colsample_bytree': 0.8123265308680874, 'gamma': 0.01864096777701696, 'reg_alpha': 0.5569014236014689, 'reg_lambda': 2.7337827463086977}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:10,844] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 114, 'learning_rate': 0.24194217598543563, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6676514618071422, 'colsample_bytree': 0.7734320336871677, 'gamma': 0.18509594040112998, 'reg_alpha': 0.5066050080375858, 'reg_lambda': 2.789360785494409}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:10,928] Trial 83 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 169, 'learning_rate': 0.27957984575292, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6765394470174338, 'colsample_bytree': 0.8548451901084493, 'gamma': 0.4432011233600408, 'reg_alpha': 0.5465820707882797, 'reg_lambda': 2.0574384476970384}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,008] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.14095238955026362, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6940802197303613, 'colsample_bytree': 0.7877615714397359, 'gamma': 0.12045933862182912, 'reg_alpha': 0.27795383821228165, 'reg_lambda': 2.462587004508992}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,116] Trial 85 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 160, 'learning_rate': 0.14037660047547618, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6923359693038915, 'colsample_bytree': 0.9472593257639335, 'gamma': 0.6656758285459481, 'reg_alpha': 0.26160840236618244, 'reg_lambda': 2.4565656119498174}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,160] Trial 86 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 21, 'learning_rate': 0.12633513749663666, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6833466894232059, 'colsample_bytree': 0.7927576251525886, 'gamma': 0.8280123082463039, 'reg_alpha': 0.38190132450266484, 'reg_lambda': 2.329247635067688}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,242] Trial 87 finished with value: 0.738095238095238 and parameters: {'n_estimators': 135, 'learning_rate': 0.10633720393922798, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6295827165686901, 'colsample_bytree': 0.751819823353876, 'gamma': 0.513670121876808, 'reg_alpha': 0.3294996568625816, 'reg_lambda': 2.589255053995053}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,342] Trial 88 finished with value: 0.636904761904762 and parameters: {'n_estimators': 133, 'learning_rate': 0.10716360201776866, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6015462740170103, 'colsample_bytree': 0.7454033309384842, 'gamma': 1.016622749833533, 'reg_alpha': 0.29122382553753556, 'reg_lambda': 2.456377129531208}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,421] Trial 89 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 138, 'learning_rate': 0.11766163896973116, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6329530218832514, 'colsample_bytree': 0.7202210165627634, 'gamma': 0.5431261632613787, 'reg_alpha': 0.22399633223358797, 'reg_lambda': 2.6514344368582146}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,479] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.08672813648824446, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.7553227416660415, 'colsample_bytree': 0.763790475300859, 'gamma': 2.400398850266538, 'reg_alpha': 0.33495588045052904, 'reg_lambda': 2.2139653409501276}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,569] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 149, 'learning_rate': 0.16241396979076106, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6962391878313745, 'colsample_bytree': 0.7917004461535739, 'gamma': 0.2707135272340637, 'reg_alpha': 0.2465834545938417, 'reg_lambda': 2.5755231834189787}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,680] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 151, 'learning_rate': 0.16618651531119696, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7178358233639884, 'colsample_bytree': 0.7551566777745373, 'gamma': 0.38746154695264756, 'reg_alpha': 0.24496273300932567, 'reg_lambda': 2.4992108240164583}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,765] Trial 93 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 180, 'learning_rate': 0.13062466503249182, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7018823078518597, 'colsample_bytree': 0.7769203941048747, 'gamma': 0.5292738234820831, 'reg_alpha': 0.27994585123088733, 'reg_lambda': 0.6681349377530015}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,858] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.09676227095427581, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6451195905340121, 'colsample_bytree': 0.8043698392675648, 'gamma': 0.13766118624573953, 'reg_alpha': 0.18678709843569796, 'reg_lambda': 2.851054717433543}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,960] Trial 95 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 127, 'learning_rate': 0.08025219038639526, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6200432699814363, 'colsample_bytree': 0.843905909205333, 'gamma': 0.6854572627174926, 'reg_alpha': 0.41182506332546986, 'reg_lambda': 2.9418333355084543}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,042] Trial 96 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 142, 'learning_rate': 0.10913899574840337, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7445184135204491, 'colsample_bytree': 0.7866232661551265, 'gamma': 0.3068478724804695, 'reg_alpha': 0.365881451300514, 'reg_lambda': 2.3338438864747038}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,122] Trial 97 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 167, 'learning_rate': 0.1172197735770448, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7236914035355937, 'colsample_bytree': 0.7329407474011135, 'gamma': 0.9291228808709494, 'reg_alpha': 0.3197761601914434, 'reg_lambda': 2.577749674376779}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,310] Trial 98 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 173, 'learning_rate': 0.056313612823928355, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6935139475880711, 'colsample_bytree': 0.6775623806410291, 'gamma': 1.7194180418090872, 'reg_alpha': 0.34211826139139456, 'reg_lambda': 2.4164046278688627}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,380] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 161, 'learning_rate': 0.18023523304150887, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.6557887883798439, 'colsample_bytree': 0.6941292712534167, 'gamma': 2.644806481652709, 'reg_alpha': 0.3102415084742569, 'reg_lambda': 1.952763177730993}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,457] Trial 100 finished with value: 0.5654761904761905 and parameters: {'n_estimators': 184, 'learning_rate': 0.15397308598907397, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.632467808626628, 'colsample_bytree': 0.8214337257744798, 'gamma': 1.13714357426958, 'reg_alpha': 0.26747416119163375, 'reg_lambda': 2.138751800472463}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,575] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 157, 'learning_rate': 0.14780290203965923, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6721070131742752, 'colsample_bytree': 0.9289311956779458, 'gamma': 0.22598082280774212, 'reg_alpha': 0.7167337595921116, 'reg_lambda': 2.5660291799263812}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,656] Trial 102 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 135, 'learning_rate': 0.13161116123957411, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.675730453145241, 'colsample_bytree': 0.9914474296785807, 'gamma': 0.09311421383462196, 'reg_alpha': 0.7655713175649855, 'reg_lambda': 2.4810660649489016}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,742] Trial 103 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 157, 'learning_rate': 0.09495241986438899, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7369404326850736, 'colsample_bytree': 0.9686297614005761, 'gamma': 0.42385282328179086, 'reg_alpha': 0.7491760619714533, 'reg_lambda': 2.6333687502207583}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,847] Trial 104 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.1483435401392188, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7111565884597811, 'colsample_bytree': 0.7943116451926917, 'gamma': 0.24575353912135278, 'reg_alpha': 0.8310807662986475, 'reg_lambda': 2.518193889071975}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,937] Trial 105 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 190, 'learning_rate': 0.16608568120449077, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6690090260998238, 'colsample_bytree': 0.9582708581892881, 'gamma': 0.5457186743953464, 'reg_alpha': 0.7040606991548246, 'reg_lambda': 2.702815204255724}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,021] Trial 106 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.10480261263119593, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6998155118045546, 'colsample_bytree': 0.9282372855401447, 'gamma': 0.7807505495312782, 'reg_alpha': 0.238240539225404, 'reg_lambda': 2.5965961312471575}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,120] Trial 107 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 153, 'learning_rate': 0.11778913196693114, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7697728544558746, 'colsample_bytree': 0.7656215574162522, 'gamma': 1.9999949958378744, 'reg_alpha': 0.19313668720992683, 'reg_lambda': 2.3605490808153275}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,204] Trial 108 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 118, 'learning_rate': 0.04857328530835418, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7898200335940109, 'colsample_bytree': 0.9828884311753406, 'gamma': 0.37444640337731233, 'reg_alpha': 0.47056245983784806, 'reg_lambda': 2.4285319226010014}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,279] Trial 109 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 139, 'learning_rate': 0.03587710530764701, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6497535136045083, 'colsample_bytree': 0.7336806285911667, 'gamma': 0.6174301403539793, 'reg_alpha': 0.41110360728757245, 'reg_lambda': 2.5198913679838193}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,430] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.21409064628802216, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.6819253648830587, 'colsample_bytree': 0.7549254023697208, 'gamma': 0.09374221172508553, 'reg_alpha': 0.3762906541219323, 'reg_lambda': 2.7685046786908654}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,511] Trial 111 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 144, 'learning_rate': 0.18587734182868765, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7043929074012798, 'colsample_bytree': 0.9664081205784133, 'gamma': 0.46329128736281655, 'reg_alpha': 0.4457899784160105, 'reg_lambda': 2.5736191208527446}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,597] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.14006068260869373, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6940616721037379, 'colsample_bytree': 0.9466032109797816, 'gamma': 0.29052710866428644, 'reg_alpha': 0.6225112820272358, 'reg_lambda': 2.6585196804879154}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,814] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.12613712338015096, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7289770224356379, 'colsample_bytree': 0.9993765537078821, 'gamma': 0.2277320476916373, 'reg_alpha': 0.6646905174915537, 'reg_lambda': 2.568170832683533}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,917] Trial 114 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.14133423507971696, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7157729051191332, 'colsample_bytree': 0.9292801621509469, 'gamma': 0.18985356226874872, 'reg_alpha': 0.29531948324610674, 'reg_lambda': 2.807809125351923}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,001] Trial 115 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 193, 'learning_rate': 0.16192305485860237, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6895488088672908, 'colsample_bytree': 0.9560673874161915, 'gamma': 0.6876664845432373, 'reg_alpha': 0.4958592278389097, 'reg_lambda': 2.279705169173312}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,107] Trial 116 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 156, 'learning_rate': 0.08975458893100527, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6647238048642929, 'colsample_bytree': 0.9804080233012995, 'gamma': 0.8344922434853635, 'reg_alpha': 0.25545392901063213, 'reg_lambda': 2.721916896401446}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,176] Trial 117 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 131, 'learning_rate': 0.14941343014424305, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6770103289403744, 'colsample_bytree': 0.9893536158099561, 'gamma': 3.126045752181639, 'reg_alpha': 0.9475805899580363, 'reg_lambda': 2.9797690748048997}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,276] Trial 118 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 250, 'learning_rate': 0.11036863833343759, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7099855523749231, 'colsample_bytree': 0.939575367641177, 'gamma': 2.2144921866342897, 'reg_alpha': 0.21695908483008478, 'reg_lambda': 2.471577286349826}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,396] Trial 119 finished with value: 0.738095238095238 and parameters: {'n_estimators': 161, 'learning_rate': 0.10051440187483086, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6107790858210556, 'colsample_bytree': 0.7810887648973199, 'gamma': 0.09222174582679282, 'reg_alpha': 0.36230575696386474, 'reg_lambda': 2.623920952396086}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,485] Trial 120 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 161, 'learning_rate': 0.09508845097557647, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6315350635003507, 'colsample_bytree': 0.7800420709419245, 'gamma': 0.07804363601898656, 'reg_alpha': 0.3509024952180526, 'reg_lambda': 2.396044307018086}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,578] Trial 121 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 171, 'learning_rate': 0.10262041569411447, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6102951751476616, 'colsample_bytree': 0.8047367457299734, 'gamma': 0.2386405260760403, 'reg_alpha': 0.2803030960430465, 'reg_lambda': 2.6361559483029713}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,697] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.08312089077751793, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6000261953947102, 'colsample_bytree': 0.7859054891529005, 'gamma': 0.3581569402395204, 'reg_alpha': 0.2805096662308364, 'reg_lambda': 2.5438455522173125}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,777] Trial 123 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 187, 'learning_rate': 0.10333956879066503, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6123240266043015, 'colsample_bytree': 0.8052244853081081, 'gamma': 3.998867155359911, 'reg_alpha': 0.1649265069935369, 'reg_lambda': 2.643645755827045}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,859] Trial 124 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.11656630247054123, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6247690265707037, 'colsample_bytree': 0.824931284976513, 'gamma': 0.5364063581003251, 'reg_alpha': 0.311750142524069, 'reg_lambda': 2.6854831371300687}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,982] Trial 125 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 151, 'learning_rate': 0.09947167882470406, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6079654897508808, 'colsample_bytree': 0.7960322747604824, 'gamma': 0.00625639294962943, 'reg_alpha': 0.40078192848968386, 'reg_lambda': 2.6250013535218915}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,084] Trial 126 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.07687350784578123, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6168168938360716, 'colsample_bytree': 0.8400488452646788, 'gamma': 0.1598381466675093, 'reg_alpha': 0.4293563808808082, 'reg_lambda': 2.8244573012937755}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,180] Trial 127 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 198, 'learning_rate': 0.06898924182961826, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6079809908854469, 'colsample_bytree': 0.8076091682533946, 'gamma': 0.2522815298571893, 'reg_alpha': 0.36461024186737695, 'reg_lambda': 0.9634982452470651}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,393] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.08797399569235884, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.6391177139328581, 'colsample_bytree': 0.605792414693537, 'gamma': 1.4074957507558428, 'reg_alpha': 0.32834258195282295, 'reg_lambda': 2.501732965325787}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,469] Trial 129 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 167, 'learning_rate': 0.060749027619935995, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7222489061177826, 'colsample_bytree': 0.7758049869505341, 'gamma': 0.42257351553224703, 'reg_alpha': 0.30526979489159267, 'reg_lambda': 2.4498520458184503}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,555] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 175, 'learning_rate': 0.12288122045451522, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6241886348381788, 'colsample_bytree': 0.7699037202395538, 'gamma': 0.3230223733609491, 'reg_alpha': 0.7720182848705651, 'reg_lambda': 2.7524615098894043}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,670] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.12279343836989795, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.627736890335103, 'colsample_bytree': 0.7672312951051823, 'gamma': 0.30065882613164596, 'reg_alpha': 0.8152512836046563, 'reg_lambda': 2.722907097797873}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,727] Trial 132 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 66, 'learning_rate': 0.13226337541854746, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6442027680103884, 'colsample_bytree': 0.7549030426652351, 'gamma': 0.13691625978814195, 'reg_alpha': 0.7751181542711412, 'reg_lambda': 2.908165215254119}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,808] Trial 133 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 157, 'learning_rate': 0.10778446635378107, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6110042291662429, 'colsample_bytree': 0.7880591753060775, 'gamma': 0.47294448593311283, 'reg_alpha': 0.732447458102907, 'reg_lambda': 2.8742593234021454}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,928] Trial 134 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 141, 'learning_rate': 0.1138423919810494, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6208598940260971, 'colsample_bytree': 0.7709182503304932, 'gamma': 0.002796962121877994, 'reg_alpha': 0.791740037246398, 'reg_lambda': 2.6076886545649383}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,009] Trial 135 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 182, 'learning_rate': 0.09860930679031535, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7352276574881452, 'colsample_bytree': 0.7984979947485068, 'gamma': 1.2071248460773056, 'reg_alpha': 0.8698361430834191, 'reg_lambda': 2.753120234770514}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,157] Trial 136 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 125, 'learning_rate': 0.1325690676557828, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6559067084014283, 'colsample_bytree': 0.8148615104259642, 'gamma': 0.5897023502637428, 'reg_alpha': 0.28435898313572483, 'reg_lambda': 2.6750249287957466}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,284] Trial 137 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 190, 'learning_rate': 0.12247611025978448, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6982005445002537, 'colsample_bytree': 0.7811821279141332, 'gamma': 0.3439122341265549, 'reg_alpha': 0.6879545859831805, 'reg_lambda': 2.5374419968641457}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,369] Trial 138 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.04229774265912547, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9090050373357361, 'colsample_bytree': 0.7474182827649246, 'gamma': 0.9620092053533671, 'reg_alpha': 0.2529195992856585, 'reg_lambda': 1.607187104879726}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,454] Trial 139 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 177, 'learning_rate': 0.09143474261447751, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6378584524578282, 'colsample_bytree': 0.7436004239871931, 'gamma': 0.21179660473448797, 'reg_alpha': 0.20627683393621893, 'reg_lambda': 2.3659942068541646}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,560] Trial 140 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 154, 'learning_rate': 0.10392499109404665, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7161228190008109, 'colsample_bytree': 0.9730595742884297, 'gamma': 0.6850721532909085, 'reg_alpha': 0.34685109816662807, 'reg_lambda': 2.831526418421864}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,639] Trial 141 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.10446624554090898, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7167982010070679, 'colsample_bytree': 0.9749257318773059, 'gamma': 0.7709970512801168, 'reg_alpha': 0.3497590099347956, 'reg_lambda': 2.8114162759692323}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,836] Trial 142 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 158, 'learning_rate': 0.11308470016793024, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7090224484151392, 'colsample_bytree': 0.962435757483788, 'gamma': 0.6672238325160572, 'reg_alpha': 0.3811616142067944, 'reg_lambda': 2.8692637360294015}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,941] Trial 143 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.12042924532518112, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7043408047633215, 'colsample_bytree': 0.9534774586887689, 'gamma': 0.5202806709483047, 'reg_alpha': 0.38595219819934634, 'reg_lambda': 2.986983495879783}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,020] Trial 144 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 149, 'learning_rate': 0.11208530233364522, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7271873730089676, 'colsample_bytree': 0.9656128078119075, 'gamma': 0.6808294513885813, 'reg_alpha': 0.32704235441179064, 'reg_lambda': 2.8907391156297275}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,116] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.08408190381366636, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6841828402308285, 'colsample_bytree': 0.9925849783458847, 'gamma': 0.4034084474282554, 'reg_alpha': 0.2685228358155636, 'reg_lambda': 2.823958004148875}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,199] Trial 146 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 135, 'learning_rate': 0.04512901182552291, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7076799914697408, 'colsample_bytree': 0.9765278752149545, 'gamma': 0.2807630397197327, 'reg_alpha': 0.36549033547055554, 'reg_lambda': 2.768928050559394}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,342] Trial 147 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.15378123792530177, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6945549704733358, 'colsample_bytree': 0.9691162927568949, 'gamma': 0.10974156936438756, 'reg_alpha': 0.3031461409463937, 'reg_lambda': 2.710661402819621}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,424] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 144, 'learning_rate': 0.09924564516494104, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.71458708730016, 'colsample_bytree': 0.9848587870359864, 'gamma': 0.875319260616727, 'reg_alpha': 0.340162015513797, 'reg_lambda': 2.9283124976756767}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,516] Trial 149 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 168, 'learning_rate': 0.051830458095519234, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6723920679849642, 'colsample_bytree': 0.960145268301575, 'gamma': 0.6092674658596408, 'reg_alpha': 0.3856268486938977, 'reg_lambda': 2.6028562314340586}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,628] Trial 150 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 138, 'learning_rate': 0.13730462563189827, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6611779508891628, 'colsample_bytree': 0.7578413218729777, 'gamma': 1.028619296588381, 'reg_alpha': 0.23011743498655005, 'reg_lambda': 2.85995135233908}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,724] Trial 151 finished with value: 0.738095238095238 and parameters: {'n_estimators': 203, 'learning_rate': 0.10685045155073786, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7463345934182823, 'colsample_bytree': 0.950153415003749, 'gamma': 0.4214830623829176, 'reg_alpha': 0.4426849791202842, 'reg_lambda': 2.6591092406714565}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,825] Trial 152 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 195, 'learning_rate': 0.09060185290261427, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7321623141017712, 'colsample_bytree': 0.9500179281104626, 'gamma': 0.4329836095669771, 'reg_alpha': 0.4364874501826433, 'reg_lambda': 2.671524790825265}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,954] Trial 153 finished with value: 0.738095238095238 and parameters: {'n_estimators': 202, 'learning_rate': 0.12869597656706386, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7234593297047808, 'colsample_bytree': 0.9631308950841547, 'gamma': 0.1985162539412504, 'reg_alpha': 0.42085823078148205, 'reg_lambda': 2.5575063955404933}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,049] Trial 154 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 203, 'learning_rate': 0.12336837660707, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7235929820111848, 'colsample_bytree': 0.9728574617939258, 'gamma': 0.2070469199241007, 'reg_alpha': 0.31773199764134064, 'reg_lambda': 1.3714710563072983}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,144] Trial 155 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 210, 'learning_rate': 0.14227725555696707, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7499311917667165, 'colsample_bytree': 0.9800173278843728, 'gamma': 0.30503654708919603, 'reg_alpha': 0.3572838462092445, 'reg_lambda': 2.7471693451121326}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,276] Trial 156 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 211, 'learning_rate': 0.14356206922010478, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7636553902147482, 'colsample_bytree': 0.7919987592813448, 'gamma': 0.11704478495318782, 'reg_alpha': 0.3686452802618991, 'reg_lambda': 2.761937559845761}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,367] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 208, 'learning_rate': 0.1303242525235096, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7504526770747234, 'colsample_bytree': 0.9840511991582038, 'gamma': 0.31823158611757846, 'reg_alpha': 0.4201974989422892, 'reg_lambda': 2.5611591401659837}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,462] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.15414904050594658, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6022664661879227, 'colsample_bytree': 0.9609701694345113, 'gamma': 0.253032812171638, 'reg_alpha': 0.39636070304567883, 'reg_lambda': 2.6430693328609145}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,653] Trial 159 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 204, 'learning_rate': 0.17474599208697505, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.741414938070612, 'colsample_bytree': 0.8010285746278398, 'gamma': 0.4817411369513374, 'reg_alpha': 0.3483039305065294, 'reg_lambda': 2.723809140482779}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,749] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 201, 'learning_rate': 0.1653482987539562, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6169947387621747, 'colsample_bytree': 0.7852553255865233, 'gamma': 0.38055974363021783, 'reg_alpha': 0.46280517371522756, 'reg_lambda': 2.8272378291540985}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,841] Trial 161 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 213, 'learning_rate': 0.14381674720993018, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6210290734453426, 'colsample_bytree': 0.781305458859395, 'gamma': 0.3570372138696726, 'reg_alpha': 0.46585257152581144, 'reg_lambda': 2.841778423231596}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,965] Trial 162 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 198, 'learning_rate': 0.19191414462785775, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6159664809889052, 'colsample_bytree': 0.784027399831107, 'gamma': 0.36629774713221896, 'reg_alpha': 0.4655672346177838, 'reg_lambda': 2.828300478324874}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,064] Trial 163 finished with value: 0.744047619047619 and parameters: {'n_estimators': 215, 'learning_rate': 0.14893055779953152, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6313255529046771, 'colsample_bytree': 0.7753557741956701, 'gamma': 0.17280209615566383, 'reg_alpha': 0.5069384908397081, 'reg_lambda': 2.883397747041034}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,231] Trial 164 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.15926678307511208, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6275548945139255, 'colsample_bytree': 0.7695420854134354, 'gamma': 0.08344181280013702, 'reg_alpha': 0.4918634901850203, 'reg_lambda': 2.939970954395345}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,375] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.16514913884760415, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6178401533793245, 'colsample_bytree': 0.7903798761974379, 'gamma': 0.18362784606987004, 'reg_alpha': 0.5128931622899373, 'reg_lambda': 2.8942299425276388}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,470] Trial 166 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 207, 'learning_rate': 0.17386026031755647, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.632005362936171, 'colsample_bytree': 0.7735594783947256, 'gamma': 0.18868387223296873, 'reg_alpha': 0.521032945893735, 'reg_lambda': 2.9709689247875213}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,563] Trial 167 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 216, 'learning_rate': 0.17282783249988892, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6480168673521699, 'colsample_bytree': 0.7601901989897212, 'gamma': 0.16307228133247062, 'reg_alpha': 0.5140817232760677, 'reg_lambda': 2.8955346469345606}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,689] Trial 168 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 201, 'learning_rate': 0.16939419245885, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6099419200744485, 'colsample_bytree': 0.792639083049637, 'gamma': 0.06497760392128417, 'reg_alpha': 0.44403078740169644, 'reg_lambda': 2.9842928608481643}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,767] Trial 169 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.19736189810534874, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.6334396797600025, 'colsample_bytree': 0.7684581564600814, 'gamma': 0.18883347841659912, 'reg_alpha': 0.5260737666501739, 'reg_lambda': 2.961348946317294}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,863] Trial 170 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.18377649711991517, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6202148333312018, 'colsample_bytree': 0.8105175444350986, 'gamma': 0.2550562873410187, 'reg_alpha': 0.5444144452809294, 'reg_lambda': 2.8923287723861506}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,988] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.16025316420364877, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6282911546162685, 'colsample_bytree': 0.7732912187211854, 'gamma': 0.28512966506175014, 'reg_alpha': 0.49244630087748, 'reg_lambda': 2.7889051602231247}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:20,091] Trial 172 finished with value: 0.744047619047619 and parameters: {'n_estimators': 202, 'learning_rate': 0.16126375821335176, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6389400841811027, 'colsample_bytree': 0.7785851763883703, 'gamma': 0.000894986921710833, 'reg_alpha': 0.49517860077817244, 'reg_lambda': 2.790740790867922}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:20,193] Trial 173 finished with value: 0.755952380952381 and parameters: {'n_estimators': 206, 'learning_rate': 0.16864401276629928, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6364575467087101, 'colsample_bytree': 0.7772606363570124, 'gamma': 0.040298610779020916, 'reg_alpha': 0.4937958655094001, 'reg_lambda': 2.787360016914993}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:20,466] Trial 174 finished with value: 0.738095238095238 and parameters: {'n_estimators': 205, 'learning_rate': 0.16111626130349224, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6398866542136327, 'colsample_bytree': 0.777305163461454, 'gamma': 0.0014431763468387357, 'reg_alpha': 0.48490091914199196, 'reg_lambda': 2.7806860873320938}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:20,571] Trial 175 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 204, 'learning_rate': 0.20561973952190374, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.637029308165951, 'colsample_bytree': 0.7732119689494782, 'gamma': 0.01552723971158354, 'reg_alpha': 0.48467031901978147, 'reg_lambda': 2.8043037677682534}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:20,663] Trial 176 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 206, 'learning_rate': 0.16423080287705064, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6445591873003985, 'colsample_bytree': 0.7755490491779194, 'gamma': 0.13865180633600857, 'reg_alpha': 0.49571506943322974, 'reg_lambda': 2.930310424519521}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:20,790] Trial 177 finished with value: 0.738095238095238 and parameters: {'n_estimators': 199, 'learning_rate': 0.23080332456209895, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6279184386058201, 'colsample_bytree': 0.7866771213259073, 'gamma': 0.027013812814892863, 'reg_alpha': 0.5118048649501795, 'reg_lambda': 2.785170702541729}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:20,890] Trial 178 finished with value: 0.738095238095238 and parameters: {'n_estimators': 195, 'learning_rate': 0.218555931220591, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.628645472864567, 'colsample_bytree': 0.752803949884018, 'gamma': 0.005846686968750056, 'reg_alpha': 0.5149430401267919, 'reg_lambda': 2.775080384834096}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:20,981] Trial 179 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 198, 'learning_rate': 0.2448988327831634, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6286940756476215, 'colsample_bytree': 0.7527395044708188, 'gamma': 0.005331851554512416, 'reg_alpha': 0.5131384978824002, 'reg_lambda': 2.7852696092396374}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,113] Trial 180 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 193, 'learning_rate': 0.22339889974085717, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6275684315547343, 'colsample_bytree': 0.7369212609274542, 'gamma': 0.11024646561955313, 'reg_alpha': 0.5327369767493697, 'reg_lambda': 2.764683571101374}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,215] Trial 181 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 207, 'learning_rate': 0.27261222311061745, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6389332316148754, 'colsample_bytree': 0.7631520915267181, 'gamma': 0.012880007878326244, 'reg_alpha': 0.5723398847268132, 'reg_lambda': 2.8353724450629203}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,307] Trial 182 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.18837600110232175, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6500457324175157, 'colsample_bytree': 0.7835289032506191, 'gamma': 0.12623337126420198, 'reg_alpha': 0.5029431688928093, 'reg_lambda': 2.8751950192419438}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,455] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.24843768021082205, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.621998604332232, 'colsample_bytree': 0.7753479366396996, 'gamma': 0.07741451671588079, 'reg_alpha': 0.4831453580541993, 'reg_lambda': 2.716472408472676}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,562] Trial 184 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.25560747309316645, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6253503634541955, 'colsample_bytree': 0.7270019639856445, 'gamma': 0.00998596990188191, 'reg_alpha': 0.45310988475155645, 'reg_lambda': 2.7317918211954675}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,654] Trial 185 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 196, 'learning_rate': 0.22289007336982067, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6339235247942848, 'colsample_bytree': 0.7479373932463195, 'gamma': 0.17209559180194392, 'reg_alpha': 0.5444109676618486, 'reg_lambda': 2.7920574392360953}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,785] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.20274635906468044, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6191597649079932, 'colsample_bytree': 0.7757624438958886, 'gamma': 0.10738956623969798, 'reg_alpha': 0.48524791316071375, 'reg_lambda': 2.9972715663746623}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,901] Trial 187 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 224, 'learning_rate': 0.21368706381732963, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6156930419451487, 'colsample_bytree': 0.7721034821831115, 'gamma': 0.11519203617651012, 'reg_alpha': 0.47362864098294544, 'reg_lambda': 2.988477093567296}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,102] Trial 188 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 220, 'learning_rate': 0.17937546426884995, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.619059286238298, 'colsample_bytree': 0.7634934733316241, 'gamma': 0.0013279115735396751, 'reg_alpha': 0.4828846301316543, 'reg_lambda': 2.717011737415245}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,233] Trial 189 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 210, 'learning_rate': 0.2677663459368644, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6425962893328625, 'colsample_bytree': 0.7755472022972114, 'gamma': 0.3713369449742587, 'reg_alpha': 0.5209292998869763, 'reg_lambda': 2.899991322445299}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,321] Trial 190 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.20121727882941895, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6035775136268408, 'colsample_bytree': 0.7802437107859937, 'gamma': 0.20204495993913152, 'reg_alpha': 0.5045762245507359, 'reg_lambda': 2.6737284376210733}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,584] Trial 191 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.24369946841104692, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.631984906044739, 'colsample_bytree': 0.7641609762279857, 'gamma': 0.09416058863928932, 'reg_alpha': 0.4795724215567196, 'reg_lambda': 2.948505794518539}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,703] Trial 192 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 214, 'learning_rate': 0.22333725589576855, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6237128015201814, 'colsample_bytree': 0.7887809199223362, 'gamma': 0.23247900706250874, 'reg_alpha': 0.5921251698056126, 'reg_lambda': 0.5385594245697705}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,795] Trial 193 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 193, 'learning_rate': 0.16083497700366364, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6159091304057983, 'colsample_bytree': 0.7962090101664125, 'gamma': 0.3221591605549205, 'reg_alpha': 0.4463797114911441, 'reg_lambda': 2.995434133886971}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,887] Trial 194 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 202, 'learning_rate': 0.2953690830658881, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6380437503583993, 'colsample_bytree': 0.7553213228761301, 'gamma': 0.10756541336760835, 'reg_alpha': 0.4990393767067147, 'reg_lambda': 2.862091106703185}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:23,019] Trial 195 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 198, 'learning_rate': 0.2338777811949469, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6264534286550978, 'colsample_bytree': 0.7796745520999684, 'gamma': 0.18382944936247844, 'reg_alpha': 0.5293618227547194, 'reg_lambda': 2.7936235960392355}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:23,121] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 209, 'learning_rate': 0.1763838684434034, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6498520112144015, 'colsample_bytree': 0.7730991314266208, 'gamma': 0.004319390457033698, 'reg_alpha': 0.4543564352032622, 'reg_lambda': 1.2287517064975675}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:23,216] Trial 197 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 208, 'learning_rate': 0.17650953839803113, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6485682875365641, 'colsample_bytree': 0.7690918501562449, 'gamma': 0.01933405462538022, 'reg_alpha': 0.46521281303205353, 'reg_lambda': 2.689746790915405}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:23,347] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 219, 'learning_rate': 0.20551891699981792, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6576866442268343, 'colsample_bytree': 0.776131776849842, 'gamma': 0.40816006858534676, 'reg_alpha': 0.4536997801046219, 'reg_lambda': 1.224625889730309}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:23,435] Trial 199 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 209, 'learning_rate': 0.19474199740168013, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6122592439113511, 'colsample_bytree': 0.7877783545024538, 'gamma': 0.28533920425863457, 'reg_alpha': 0.4814626754666451, 'reg_lambda': 1.2839232342612326}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:23,439] A new study created in memory with name: no-name-6de9c5c8-ae99-4a88-81b2-857326e39662
[I 2025-11-03 19:18:23,518] Trial 0 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 182, 'learning_rate': 0.06985034387345748, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9243145437889524, 'colsample_bytree': 0.7336002904467056, 'gamma': 0.16864182879231526, 'reg_alpha': 0.7798642675239736, 'reg_lambda': 1.583336745999395}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:23,603] Trial 1 finished with value: 0.6875 and parameters: {'n_estimators': 130, 'learning_rate': 0.09966383968824997, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.998193710791731, 'colsample_bytree': 0.8827226569626112, 'gamma': 4.944229880914926, 'reg_alpha': 0.17985313353717358, 'reg_lambda': 1.8851164972501817}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:23,623] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 24, 'learning_rate': 0.014202855968450926, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9181023988066189, 'colsample_bytree': 0.9014084589414769, 'gamma': 0.5958480452091086, 'reg_alpha': 0.4974765049062765, 'reg_lambda': 2.753312809815488}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:23,813] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.2419071039452181, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9639514040411687, 'colsample_bytree': 0.9307263078708982, 'gamma': 4.572915629381088, 'reg_alpha': 0.18728736801316037, 'reg_lambda': 0.7630723210054178}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:23,966] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.011437052454870264, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.8982202193853972, 'colsample_bytree': 0.6905428977890122, 'gamma': 0.37142471151881573, 'reg_alpha': 0.008374348667304021, 'reg_lambda': 2.0722124345675734}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,035] Trial 5 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.02993581582393122, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6858113850342528, 'colsample_bytree': 0.9430615850936699, 'gamma': 2.1907547495125907, 'reg_alpha': 0.6344659175107671, 'reg_lambda': 1.2838387327141043}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,103] Trial 6 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 135, 'learning_rate': 0.0526036640821846, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9425746088384611, 'colsample_bytree': 0.9428013741670893, 'gamma': 3.200531722211697, 'reg_alpha': 0.22510596351887946, 'reg_lambda': 1.988622891942379}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,221] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 183, 'learning_rate': 0.22371811617056264, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.740331624508809, 'colsample_bytree': 0.9417568983113441, 'gamma': 4.151101982962153, 'reg_alpha': 0.7099020341216694, 'reg_lambda': 2.6179047630086565}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,289] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.1325199453751371, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.6976325918960354, 'colsample_bytree': 0.6683530351958274, 'gamma': 3.8702360296801865, 'reg_alpha': 0.25803432413428595, 'reg_lambda': 1.7503865965753627}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,356] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.09829220091776013, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.6923100408422587, 'colsample_bytree': 0.7312774052979378, 'gamma': 1.8376143041944522, 'reg_alpha': 0.006533433294134916, 'reg_lambda': 2.99214908319206}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,481] Trial 10 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 244, 'learning_rate': 0.03676700836208158, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8288584068507134, 'colsample_bytree': 0.7861220871434572, 'gamma': 1.4614678214092847, 'reg_alpha': 0.9903370067104716, 'reg_lambda': 1.2192098465017478}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,536] Trial 11 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 87, 'learning_rate': 0.05174854238364541, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8508128814182667, 'colsample_bytree': 0.8264843997363616, 'gamma': 3.1974063824086465, 'reg_alpha': 0.9251387151972903, 'reg_lambda': 2.40879620686942}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,589] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 66, 'learning_rate': 0.025731824326965903, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8419429262216047, 'colsample_bytree': 0.6002857055363819, 'gamma': 3.530915666678368, 'reg_alpha': 0.9868290168218286, 'reg_lambda': 2.2835799948287585}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,701] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.02182861024686207, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7727331334185601, 'colsample_bytree': 0.608513212560919, 'gamma': 2.9317290990680998, 'reg_alpha': 0.8294561992504039, 'reg_lambda': 1.2361453614545348}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,739] Trial 14 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 27, 'learning_rate': 0.021592506188080555, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6112098004550425, 'colsample_bytree': 0.6019966001972044, 'gamma': 1.0759615879706654, 'reg_alpha': 0.7794922186561707, 'reg_lambda': 1.2574047460622495}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,827] Trial 15 finished with value: 0.699404761904762 and parameters: {'n_estimators': 207, 'learning_rate': 0.017453369818078063, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7635879672991943, 'colsample_bytree': 0.752653017695066, 'gamma': 2.6683060821402753, 'reg_alpha': 0.5310760741655572, 'reg_lambda': 0.6999057212217382}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,920] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.07380247526242527, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.7831935274927876, 'colsample_bytree': 0.6693921873344804, 'gamma': 2.586634466030454, 'reg_alpha': 0.8272417150506441, 'reg_lambda': 1.5425068328135247}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,971] Trial 17 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 68, 'learning_rate': 0.049461602357057266, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8662991997115153, 'colsample_bytree': 0.6398076643761446, 'gamma': 0.03792753059204185, 'reg_alpha': 0.524999074277203, 'reg_lambda': 0.9568691830740286}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,194] Trial 18 finished with value: 0.6875 and parameters: {'n_estimators': 158, 'learning_rate': 0.15154461382713755, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6002199614657652, 'colsample_bytree': 0.8360885294418806, 'gamma': 1.1217477376307285, 'reg_alpha': 0.8423397554772788, 'reg_lambda': 1.5548609461057705}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,324] Trial 19 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 207, 'learning_rate': 0.0363129207926053, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7971964821326181, 'colsample_bytree': 0.7152105030497042, 'gamma': 2.062433768965558, 'reg_alpha': 0.6699884111772905, 'reg_lambda': 0.9846302026529118}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,376] Trial 20 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 59, 'learning_rate': 0.07452613526056903, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7433204059860382, 'colsample_bytree': 0.9968787796117037, 'gamma': 3.008215308375565, 'reg_alpha': 0.5811748700079368, 'reg_lambda': 1.6154689596833016}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,426] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 47, 'learning_rate': 0.02277015755694241, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8805231567068582, 'colsample_bytree': 0.6011723879869382, 'gamma': 3.6157253867166994, 'reg_alpha': 0.923514857472321, 'reg_lambda': 2.244086504269597}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,516] Trial 22 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.02881027577943314, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8262011363859922, 'colsample_bytree': 0.6397864746234279, 'gamma': 3.7716200106783173, 'reg_alpha': 0.9794349488485249, 'reg_lambda': 2.291569041843661}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,562] Trial 23 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 41, 'learning_rate': 0.036617559934763004, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9161279488950798, 'colsample_bytree': 0.6419645226713121, 'gamma': 4.093536048756287, 'reg_alpha': 0.752562505054845, 'reg_lambda': 1.346539349710701}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,626] Trial 24 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 111, 'learning_rate': 0.018435887916315508, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7933142697782052, 'colsample_bytree': 0.7736066371067669, 'gamma': 2.8526359392310465, 'reg_alpha': 0.8688021921622349, 'reg_lambda': 1.7810047859145224}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,662] Trial 25 finished with value: 0.5892857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.011190242895417979, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8365021294879814, 'colsample_bytree': 0.6455361286517408, 'gamma': 2.411559366833909, 'reg_alpha': 0.40457367105929365, 'reg_lambda': 0.5081480776082952}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,715] Trial 26 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 42, 'learning_rate': 0.02977705308803198, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7269460432638537, 'colsample_bytree': 0.7063770398534567, 'gamma': 4.508390475058039, 'reg_alpha': 0.8940721233255196, 'reg_lambda': 1.0584680032025262}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:25,768] Trial 27 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 84, 'learning_rate': 0.0774612637375945, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7284614512149044, 'colsample_bytree': 0.7186435422593642, 'gamma': 4.610081229307891, 'reg_alpha': 0.7717547785911186, 'reg_lambda': 1.0682177837181468}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:25,818] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.0421382224925813, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.6292814711534448, 'colsample_bytree': 0.7523151312529939, 'gamma': 1.7743449050871234, 'reg_alpha': 0.8716180219235012, 'reg_lambda': 1.4474329083813684}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:25,931] Trial 29 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 120, 'learning_rate': 0.015959557457108278, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6515367540881494, 'colsample_bytree': 0.6864690871437854, 'gamma': 4.8638366514038065, 'reg_alpha': 0.4109508168667631, 'reg_lambda': 1.0945657192556641}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,005] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 160, 'learning_rate': 0.06536689584862229, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9997891352715295, 'colsample_bytree': 0.8122287735457997, 'gamma': 1.0074906960009928, 'reg_alpha': 0.6960506954646091, 'reg_lambda': 0.8433855401972912}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,049] Trial 31 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 37, 'learning_rate': 0.028640044428939544, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8132770520266771, 'colsample_bytree': 0.6310773678169311, 'gamma': 4.279914847367395, 'reg_alpha': 0.9290868317322407, 'reg_lambda': 2.0570969175147216}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,200] Trial 32 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 60, 'learning_rate': 0.031227175249835943, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.962071948752754, 'colsample_bytree': 0.6954610751652732, 'gamma': 3.5943764304784414, 'reg_alpha': 0.8164574604755672, 'reg_lambda': 1.835987037015691}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,246] Trial 33 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 28, 'learning_rate': 0.013844689109241947, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7301384443151593, 'colsample_bytree': 0.6697376583816613, 'gamma': 4.492552006042266, 'reg_alpha': 0.9015580423186778, 'reg_lambda': 1.151475657433548}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,309] Trial 34 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 78, 'learning_rate': 0.02247131515208828, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7683524657445114, 'colsample_bytree': 0.6276770344477427, 'gamma': 3.8461562270266936, 'reg_alpha': 0.9817400530471103, 'reg_lambda': 1.400160345804459}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,381] Trial 35 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.04305554444605561, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7088849929152226, 'colsample_bytree': 0.7349698922243233, 'gamma': 4.998758600557643, 'reg_alpha': 0.6153492830393277, 'reg_lambda': 1.6538783536645374}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,432] Trial 36 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 53, 'learning_rate': 0.06161609292782948, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8992501609170552, 'colsample_bytree': 0.6980030504364986, 'gamma': 3.275231465010345, 'reg_alpha': 0.7343548817691611, 'reg_lambda': 2.5927690811461543}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,517] Trial 37 finished with value: 0.699404761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.01918777263464001, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9668133046741229, 'colsample_bytree': 0.8770050429646202, 'gamma': 3.867925384734785, 'reg_alpha': 0.7990453109243415, 'reg_lambda': 1.9039387988705674}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,622] Trial 38 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 102, 'learning_rate': 0.013899449916745717, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7596423804644663, 'colsample_bytree': 0.6569929255762568, 'gamma': 0.6723663203802572, 'reg_alpha': 0.9475057872029959, 'reg_lambda': 0.7034870148323829}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,666] Trial 39 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.09793483253833128, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8206239210769067, 'colsample_bytree': 0.6235633032181317, 'gamma': 4.377401126061081, 'reg_alpha': 0.881926146871836, 'reg_lambda': 1.426563874661129}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:26,737] Trial 40 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 134, 'learning_rate': 0.10524540855408, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.6797765470560022, 'colsample_bytree': 0.6191481854010416, 'gamma': 4.675957903096751, 'reg_alpha': 0.6691914933056456, 'reg_lambda': 1.3803760089659363}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:26,773] Trial 41 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.09516078793579995, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8165396323737779, 'colsample_bytree': 0.6785379313422151, 'gamma': 4.4003725155126645, 'reg_alpha': 0.8720937714980161, 'reg_lambda': 1.4997740035767226}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:26,821] Trial 42 finished with value: 0.755952380952381 and parameters: {'n_estimators': 23, 'learning_rate': 0.09994974287963163, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8153266177963139, 'colsample_bytree': 0.6855942756068194, 'gamma': 4.246353171257309, 'reg_alpha': 0.09627156857142483, 'reg_lambda': 1.2159750935063711}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:26,874] Trial 43 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 73, 'learning_rate': 0.15513632178895206, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8590084334059064, 'colsample_bytree': 0.6834817788635204, 'gamma': 4.328493264037938, 'reg_alpha': 0.3160671690582858, 'reg_lambda': 1.5037941002248603}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:26,958] Trial 44 finished with value: 0.699404761904762 and parameters: {'n_estimators': 46, 'learning_rate': 0.10172954170387849, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8804729351521526, 'colsample_bytree': 0.7122502702133485, 'gamma': 4.744588714567956, 'reg_alpha': 0.08959269652199259, 'reg_lambda': 1.6255185089945983}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,169] Trial 45 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 190, 'learning_rate': 0.1356996758251817, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8084214863721634, 'colsample_bytree': 0.7533213896087134, 'gamma': 4.103886127522569, 'reg_alpha': 0.06865560968819578, 'reg_lambda': 0.8582636619033195}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,364] Trial 46 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 241, 'learning_rate': 0.08901580043075105, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9269495639586006, 'colsample_bytree': 0.7339597831410195, 'gamma': 4.468956002559449, 'reg_alpha': 0.177291029579631, 'reg_lambda': 1.6828859976005506}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,438] Trial 47 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 21, 'learning_rate': 0.20835725482324394, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8283383404770253, 'colsample_bytree': 0.6592805389523291, 'gamma': 3.9695671292822983, 'reg_alpha': 0.8776477118269049, 'reg_lambda': 1.2412672548286567}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,480] Trial 48 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.19543479729355887, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8195101409924969, 'colsample_bytree': 0.6596495925388227, 'gamma': 4.287637337612321, 'reg_alpha': 0.8753670590408045, 'reg_lambda': 1.1728228250812103}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,520] Trial 49 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 21, 'learning_rate': 0.29979863735965395, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8267984305419338, 'colsample_bytree': 0.6589523983972644, 'gamma': 4.117473866481425, 'reg_alpha': 0.44113437740608225, 'reg_lambda': 1.2867445807173523}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,598] Trial 50 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 29, 'learning_rate': 0.1951813000782708, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8157308226072483, 'colsample_bytree': 0.6770031692001022, 'gamma': 4.309732537990157, 'reg_alpha': 0.33721041689891285, 'reg_lambda': 1.4690599293397113}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,643] Trial 51 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 36, 'learning_rate': 0.1858387153110144, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7851847744247622, 'colsample_bytree': 0.6550740939810193, 'gamma': 4.825861085215263, 'reg_alpha': 0.8680810003707888, 'reg_lambda': 1.16419504200584}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,678] Trial 52 finished with value: 0.755952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.11611106488129064, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8423998611725293, 'colsample_bytree': 0.7049551639078472, 'gamma': 3.404742896824707, 'reg_alpha': 0.8902286568360976, 'reg_lambda': 1.0065594766796062}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,748] Trial 53 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.11173971804139894, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8453349968033788, 'colsample_bytree': 0.6211138203038864, 'gamma': 3.984461640048369, 'reg_alpha': 0.9551591192836711, 'reg_lambda': 0.957437557758501}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,788] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.12556816918183442, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8743139202465878, 'colsample_bytree': 0.673873234585287, 'gamma': 3.4414242642848265, 'reg_alpha': 0.8546978790055312, 'reg_lambda': 1.3143947525825919}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,831] Trial 55 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 30, 'learning_rate': 0.25112595731487747, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8545405185126907, 'colsample_bytree': 0.6894447726800266, 'gamma': 3.7136242896584872, 'reg_alpha': 0.7277824513497588, 'reg_lambda': 1.2224376900054559}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,901] Trial 56 finished with value: 0.699404761904762 and parameters: {'n_estimators': 27, 'learning_rate': 0.18153958538924977, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.803839350999535, 'colsample_bytree': 0.6525578672261949, 'gamma': 3.4517174398482893, 'reg_alpha': 0.7795048224701617, 'reg_lambda': 1.156340680990284}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,952] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.08979582491637204, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.8956370990940816, 'colsample_bytree': 0.6133578517802682, 'gamma': 4.303573539311299, 'reg_alpha': 0.9019671824782188, 'reg_lambda': 0.8144438796332338}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,001] Trial 58 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 54, 'learning_rate': 0.16372297363500574, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8231787023033706, 'colsample_bytree': 0.6346319789348668, 'gamma': 3.9903513259806225, 'reg_alpha': 0.8235320110796298, 'reg_lambda': 1.0086004208315646}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,066] Trial 59 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 40, 'learning_rate': 0.2128198381170232, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7865840386549452, 'colsample_bytree': 0.6622859146651439, 'gamma': 3.227374159040104, 'reg_alpha': 0.5780844926233432, 'reg_lambda': 0.921269931932565}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,114] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 31, 'learning_rate': 0.11936772279300518, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8327381181524213, 'colsample_bytree': 0.7193274957984774, 'gamma': 4.421959143087914, 'reg_alpha': 0.9531392356041783, 'reg_lambda': 1.3872470056049768}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,163] Trial 61 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.08434421283989314, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8059845338038816, 'colsample_bytree': 0.7706266672397419, 'gamma': 4.594298119884982, 'reg_alpha': 0.8900051264591106, 'reg_lambda': 1.0663571452903498}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,233] Trial 62 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 21, 'learning_rate': 0.26069370631526034, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7508097170672756, 'colsample_bytree': 0.7052369473156067, 'gamma': 3.982887870028501, 'reg_alpha': 0.9979587444037699, 'reg_lambda': 1.2667803743838957}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,279] Trial 63 finished with value: 0.6875 and parameters: {'n_estimators': 39, 'learning_rate': 0.13852366238227004, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8444352828052586, 'colsample_bytree': 0.7064339442720681, 'gamma': 4.272878962081346, 'reg_alpha': 0.8025869753719396, 'reg_lambda': 0.608481473632329}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,322] Trial 64 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 27, 'learning_rate': 0.06152517043317374, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7756681410596937, 'colsample_bytree': 0.6756741627623345, 'gamma': 4.7307457790932865, 'reg_alpha': 0.9092038059415575, 'reg_lambda': 1.0595361519989797}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,399] Trial 65 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 43, 'learning_rate': 0.1691590745789364, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7977322438315889, 'colsample_bytree': 0.7452844575878182, 'gamma': 4.546899332785375, 'reg_alpha': 0.8336312612238858, 'reg_lambda': 1.5579718507486442}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,548] Trial 66 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 33, 'learning_rate': 0.1169298130843725, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8662716793294596, 'colsample_bytree': 0.6461463636856434, 'gamma': 3.684302369029649, 'reg_alpha': 0.8700754470704206, 'reg_lambda': 1.1727658806204673}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,602] Trial 67 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 49, 'learning_rate': 0.21999662685311758, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.839491302849046, 'colsample_bytree': 0.7261931380044483, 'gamma': 4.1810363877079215, 'reg_alpha': 0.9316236141572223, 'reg_lambda': 0.8895617688993855}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,677] Trial 68 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 24, 'learning_rate': 0.0952605289686051, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8191639696849133, 'colsample_bytree': 0.6917217108405109, 'gamma': 4.451879756441982, 'reg_alpha': 0.7589904264930691, 'reg_lambda': 1.3337868637507}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,717] Trial 69 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 20, 'learning_rate': 0.07987534420285239, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8207634837705635, 'colsample_bytree': 0.6928731041232267, 'gamma': 3.990923964713259, 'reg_alpha': 0.7503069167076591, 'reg_lambda': 1.7284659211654874}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,762] Trial 70 finished with value: 0.699404761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.0692977747345725, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8532719697073401, 'colsample_bytree': 0.6678821737718486, 'gamma': 4.820321312274545, 'reg_alpha': 0.7006998797203347, 'reg_lambda': 1.4515932061324426}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,839] Trial 71 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 20, 'learning_rate': 0.08128111690672421, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8163382950947482, 'colsample_bytree': 0.6939641559259637, 'gamma': 3.9969853425585957, 'reg_alpha': 0.7439024673430348, 'reg_lambda': 1.7419971935902447}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,883] Trial 72 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 29, 'learning_rate': 0.09466994429739954, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.794843800767685, 'colsample_bytree': 0.6302034858918582, 'gamma': 4.169204830888898, 'reg_alpha': 0.7872427423047335, 'reg_lambda': 1.3224870484740907}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,994] Trial 73 finished with value: 0.761904761904762 and parameters: {'n_estimators': 25, 'learning_rate': 0.10733235531646874, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8311436753693112, 'colsample_bytree': 0.6832000488068122, 'gamma': 3.7800912978625285, 'reg_alpha': 0.8460143052026396, 'reg_lambda': 1.8860752735109827}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,074] Trial 74 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 38, 'learning_rate': 0.1083362556080091, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8371458496231448, 'colsample_bytree': 0.6800603757870326, 'gamma': 3.7978067780690967, 'reg_alpha': 0.8464244615545409, 'reg_lambda': 1.961864025310446}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,116] Trial 75 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 25, 'learning_rate': 0.14315237633781427, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8621457848491808, 'colsample_bytree': 0.608648399352765, 'gamma': 4.937456504968178, 'reg_alpha': 0.9577371214398229, 'reg_lambda': 1.565256339592686}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,166] Trial 76 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 55, 'learning_rate': 0.0990850715481116, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8912014639892163, 'colsample_bytree': 0.6459020521419374, 'gamma': 3.5412798878974083, 'reg_alpha': 0.8786827508714089, 'reg_lambda': 2.1564388823609706}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,247] Trial 77 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 36, 'learning_rate': 0.1313907824571352, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7801019844509288, 'colsample_bytree': 0.6687659168325099, 'gamma': 4.390134723119216, 'reg_alpha': 0.8393423493670973, 'reg_lambda': 1.2284693308173473}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,300] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 70, 'learning_rate': 0.0721030116640764, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.831522032459275, 'colsample_bytree': 0.6829565881915715, 'gamma': 3.383318849689685, 'reg_alpha': 0.9190444815311123, 'reg_lambda': 1.8282152286772098}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,345] Trial 79 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 26, 'learning_rate': 0.05736707145584466, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8099977150364117, 'colsample_bytree': 0.6210038615404155, 'gamma': 3.056662983416622, 'reg_alpha': 0.4699086796534595, 'reg_lambda': 1.3969064369397304}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,423] Trial 80 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 49, 'learning_rate': 0.11868160583421718, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8488725535891243, 'colsample_bytree': 0.8450111411895638, 'gamma': 3.8570567614097127, 'reg_alpha': 0.8060776939222676, 'reg_lambda': 1.1211604404710387}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,536] Trial 81 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.08198351568672453, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.818130992858869, 'colsample_bytree': 0.7017336848924346, 'gamma': 4.168092148046504, 'reg_alpha': 0.6820714812652816, 'reg_lambda': 1.493093461492608}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,581] Trial 82 finished with value: 0.755952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.09236003982416847, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7952566309635933, 'colsample_bytree': 0.964924957923773, 'gamma': 4.0195958557232565, 'reg_alpha': 0.7716164942375654, 'reg_lambda': 1.7086584468623762}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,673] Trial 83 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 33, 'learning_rate': 0.09260221105774957, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.790220921143154, 'colsample_bytree': 0.6507280845151047, 'gamma': 4.6159284605110615, 'reg_alpha': 0.6431280169578435, 'reg_lambda': 2.008006250923554}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,718] Trial 84 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 42, 'learning_rate': 0.10594450201611574, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8270415729292294, 'colsample_bytree': 0.9217007102589008, 'gamma': 3.694879258696647, 'reg_alpha': 0.7730216255868498, 'reg_lambda': 1.8992119898189754}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,765] Trial 85 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 27, 'learning_rate': 0.1253979077410316, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7720656748070611, 'colsample_bytree': 0.9867823348202037, 'gamma': 4.433744806008096, 'reg_alpha': 0.8515806259675779, 'reg_lambda': 1.6647620152126072}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,876] Trial 86 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 33, 'learning_rate': 0.15494186883568345, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8036646655311519, 'colsample_bytree': 0.9753285050861803, 'gamma': 4.231752982011685, 'reg_alpha': 0.8868403470438194, 'reg_lambda': 1.3498089899266617}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,945] Trial 87 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 156, 'learning_rate': 0.0989409415043561, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7584005321249514, 'colsample_bytree': 0.847794182976614, 'gamma': 4.061609204670366, 'reg_alpha': 0.8157389377780712, 'reg_lambda': 1.6127058835451191}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,984] Trial 88 finished with value: 0.693452380952381 and parameters: {'n_estimators': 25, 'learning_rate': 0.2049226727178574, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8372691594379622, 'colsample_bytree': 0.8837334229877559, 'gamma': 3.8387898773343885, 'reg_alpha': 0.16966824388751778, 'reg_lambda': 1.0224904076224204}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,111] Trial 89 finished with value: 0.699404761904762 and parameters: {'n_estimators': 43, 'learning_rate': 0.1692937684678273, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.874201616616542, 'colsample_bytree': 0.9525005654682376, 'gamma': 2.762342893580829, 'reg_alpha': 0.9680530301319815, 'reg_lambda': 1.4284007981466342}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,149] Trial 90 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 20, 'learning_rate': 0.2366998747818518, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8140318067348603, 'colsample_bytree': 0.6606802785407943, 'gamma': 3.5954953478050036, 'reg_alpha': 0.9275841059113232, 'reg_lambda': 1.5137385442978288}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,201] Trial 91 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 20, 'learning_rate': 0.27399729534645983, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7952662965908521, 'colsample_bytree': 0.663224434603981, 'gamma': 3.6305496141648965, 'reg_alpha': 0.908046603037082, 'reg_lambda': 1.5250601918183575}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,299] Trial 92 finished with value: 0.6875 and parameters: {'n_estimators': 31, 'learning_rate': 0.29576093549844384, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8123552009555794, 'colsample_bytree': 0.801001981687538, 'gamma': 2.4130206935602523, 'reg_alpha': 0.9288837482754951, 'reg_lambda': 1.2669311490310804}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,346] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 24, 'learning_rate': 0.24077775974034402, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8269856486435628, 'colsample_bytree': 0.641251572845215, 'gamma': 3.3403593579366344, 'reg_alpha': 0.25491650680681266, 'reg_lambda': 1.8079837597933197}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,393] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.08618892861017287, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8471302374889775, 'colsample_bytree': 0.6891646457218257, 'gamma': 3.078900096179951, 'reg_alpha': 0.8654229194641502, 'reg_lambda': 1.347053842905925}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,543] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.14440026949243598, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8005102030063309, 'colsample_bytree': 0.6593342443643696, 'gamma': 4.380492120080582, 'reg_alpha': 0.9438526339864535, 'reg_lambda': 1.198058730727124}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,588] Trial 96 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.18955971108498432, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8191263025927495, 'colsample_bytree': 0.6348184741847196, 'gamma': 3.913065629040599, 'reg_alpha': 0.8886283556985253, 'reg_lambda': 1.6939558679604183}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,630] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.11178402111500514, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7862356448261062, 'colsample_bytree': 0.7143060117735304, 'gamma': 3.4989410850693297, 'reg_alpha': 0.047166778453167635, 'reg_lambda': 1.450635659825114}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,717] Trial 98 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 39, 'learning_rate': 0.2275126908201185, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8568676311904265, 'colsample_bytree': 0.6771773491039812, 'gamma': 4.5235255936631, 'reg_alpha': 0.7646414761543538, 'reg_lambda': 1.5903872304132949}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,780] Trial 99 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 92, 'learning_rate': 0.12618846863971742, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.832307179060959, 'colsample_bytree': 0.6991518989183234, 'gamma': 4.688329090283902, 'reg_alpha': 0.13632872904801752, 'reg_lambda': 1.2969608818430838}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,832] Trial 100 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 59, 'learning_rate': 0.234573158812827, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8119375631112865, 'colsample_bytree': 0.6520249826287737, 'gamma': 3.7409865809374336, 'reg_alpha': 0.3475922999047102, 'reg_lambda': 1.1190348535101164}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,969] Trial 101 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.06715601646694108, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8169545042658259, 'colsample_bytree': 0.6829489297288494, 'gamma': 3.9633839515592966, 'reg_alpha': 0.7195752945670101, 'reg_lambda': 1.8716834388933974}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,011] Trial 102 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 25, 'learning_rate': 0.05170724047467604, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8423977242193593, 'colsample_bytree': 0.7244725139434258, 'gamma': 4.084311814117877, 'reg_alpha': 0.7880450393718033, 'reg_lambda': 1.9302295969128511}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,055] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 31, 'learning_rate': 0.07790323000061401, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8026559724038813, 'colsample_bytree': 0.6667458405187948, 'gamma': 4.232370427987017, 'reg_alpha': 0.818298120966027, 'reg_lambda': 1.752229543022547}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,147] Trial 104 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 36, 'learning_rate': 0.07029574030749611, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8204884408767296, 'colsample_bytree': 0.6859250630811522, 'gamma': 3.9150667168266766, 'reg_alpha': 0.8345058832146142, 'reg_lambda': 1.517304841825456}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,201] Trial 105 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.06491493386850572, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7766152121471335, 'colsample_bytree': 0.6739851188664282, 'gamma': 4.356766627258574, 'reg_alpha': 0.8549469187493604, 'reg_lambda': 1.8684213344801206}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,244] Trial 106 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 24, 'learning_rate': 0.08859867086796344, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8083968592480204, 'colsample_bytree': 0.7097466064703789, 'gamma': 4.0785376011079535, 'reg_alpha': 0.7271316922231067, 'reg_lambda': 2.1895016501777764}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,320] Trial 107 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.09812794717539182, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.8297031551149165, 'colsample_bytree': 0.7375287577449094, 'gamma': 3.7651252406901388, 'reg_alpha': 0.9833300553424371, 'reg_lambda': 1.997713804469808}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,361] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 23, 'learning_rate': 0.20160967531622875, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8740441653604851, 'colsample_bytree': 0.6614516322510724, 'gamma': 4.220696593324255, 'reg_alpha': 0.7228618358356609, 'reg_lambda': 1.6290006882841084}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,517] Trial 109 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 122, 'learning_rate': 0.0748799004356307, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8381488276170355, 'colsample_bytree': 0.696669584903183, 'gamma': 3.5967924136489047, 'reg_alpha': 0.5689150566139771, 'reg_lambda': 1.210488171643677}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,596] Trial 110 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.057201287129837665, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7656005631074467, 'colsample_bytree': 0.6856511073722336, 'gamma': 4.500639227152245, 'reg_alpha': 0.9051773255275957, 'reg_lambda': 1.3647603038214198}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,641] Trial 111 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 22, 'learning_rate': 0.08343846928964145, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8159735741546952, 'colsample_bytree': 0.6961021475915319, 'gamma': 4.077571573416212, 'reg_alpha': 0.7488735374736727, 'reg_lambda': 1.7856127322773194}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,682] Trial 112 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 20, 'learning_rate': 0.09459055919962289, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7938174575215572, 'colsample_bytree': 0.6772013156020525, 'gamma': 3.991383738766494, 'reg_alpha': 0.6494449797628103, 'reg_lambda': 1.7170321629542422}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,754] Trial 113 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 28, 'learning_rate': 0.11019062831177413, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.847830626541148, 'colsample_bytree': 0.767450635283186, 'gamma': 3.957621822044396, 'reg_alpha': 0.8010630672586502, 'reg_lambda': 2.036376351242687}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,799] Trial 114 finished with value: 0.699404761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.06610570553439539, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.822848314029935, 'colsample_bytree': 0.6929039055193007, 'gamma': 4.280526756466684, 'reg_alpha': 0.6185228594377321, 'reg_lambda': 2.1146178720229143}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,847] Trial 115 finished with value: 0.6875 and parameters: {'n_estimators': 36, 'learning_rate': 0.0458551175694032, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8059920649695202, 'colsample_bytree': 0.62367169016568, 'gamma': 1.8606020210866356, 'reg_alpha': 0.7421551243546947, 'reg_lambda': 1.8592431629729453}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,915] Trial 116 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.10448768630505204, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7823272602988649, 'colsample_bytree': 0.7204905695222288, 'gamma': 3.78172292341574, 'reg_alpha': 0.8769841082745273, 'reg_lambda': 2.945644850932635}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,963] Trial 117 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 34, 'learning_rate': 0.08988897775909563, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8168278590601812, 'colsample_bytree': 0.6376535038703814, 'gamma': 4.427435358259059, 'reg_alpha': 0.6942314303729156, 'reg_lambda': 1.7755767233454696}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,007] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.175431518799865, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8596685962172672, 'colsample_bytree': 0.6710800863292967, 'gamma': 4.166071039079843, 'reg_alpha': 0.7693485330088135, 'reg_lambda': 1.4866297803616304}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,081] Trial 119 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 27, 'learning_rate': 0.010300591109500844, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.827955934297728, 'colsample_bytree': 0.6490396222924499, 'gamma': 4.579812787564713, 'reg_alpha': 0.829625617298386, 'reg_lambda': 0.9701229250859471}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,127] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 42, 'learning_rate': 0.07921061146221463, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7978306472783501, 'colsample_bytree': 0.7049067010849523, 'gamma': 3.8832068403572553, 'reg_alpha': 0.7130388116790611, 'reg_lambda': 1.9485566658032507}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,167] Trial 121 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 20, 'learning_rate': 0.09515751799407565, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7884369355366123, 'colsample_bytree': 0.6808771679185407, 'gamma': 4.014343665396376, 'reg_alpha': 0.6559106264262773, 'reg_lambda': 1.6914348861137485}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,234] Trial 122 finished with value: 0.755952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.10029024028861241, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7893013978918458, 'colsample_bytree': 0.6567264782427485, 'gamma': 4.307739333157448, 'reg_alpha': 0.6621387113103181, 'reg_lambda': 1.6730990711684817}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,272] Trial 123 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 25, 'learning_rate': 0.11998082474908095, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7896564412096874, 'colsample_bytree': 0.656250119587875, 'gamma': 4.296175527531127, 'reg_alpha': 0.6788082257300745, 'reg_lambda': 1.6724014475180222}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,369] Trial 124 finished with value: 0.699404761904762 and parameters: {'n_estimators': 30, 'learning_rate': 0.11185797607907721, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8023770914060081, 'colsample_bytree': 0.614667700204818, 'gamma': 4.737153910636449, 'reg_alpha': 0.6182832721251235, 'reg_lambda': 1.547716326499003}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,458] Trial 125 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 34, 'learning_rate': 0.1038814112696856, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.754009472628136, 'colsample_bytree': 0.6662102003574726, 'gamma': 4.111761305792847, 'reg_alpha': 0.9265152135956546, 'reg_lambda': 1.4175012131114388}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,502] Trial 126 finished with value: 0.693452380952381 and parameters: {'n_estimators': 25, 'learning_rate': 0.13090224423147112, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.834108458093448, 'colsample_bytree': 0.683591180389811, 'gamma': 4.418893709149598, 'reg_alpha': 0.6506356067429184, 'reg_lambda': 1.5916337240918907}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,546] Trial 127 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 30, 'learning_rate': 0.09369745324566471, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7448632466185641, 'colsample_bytree': 0.6294473946922834, 'gamma': 3.653708656224567, 'reg_alpha': 0.8628279588104634, 'reg_lambda': 1.2478932551093247}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,622] Trial 128 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 23, 'learning_rate': 0.10190796110663243, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7798151505715981, 'colsample_bytree': 0.6435848849132669, 'gamma': 4.334533065334618, 'reg_alpha': 0.5499489396156894, 'reg_lambda': 1.109552536450591}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,733] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.11560411439764337, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.769179916210564, 'colsample_bytree': 0.6570304827333815, 'gamma': 3.1579381311158166, 'reg_alpha': 0.5996978833837635, 'reg_lambda': 1.3166847716596715}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,782] Trial 130 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 39, 'learning_rate': 0.08565998253411566, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8093853587905967, 'colsample_bytree': 0.6753732653728594, 'gamma': 4.622101443411625, 'reg_alpha': 0.6634940809036769, 'reg_lambda': 1.6593889264583053}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,856] Trial 131 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.07355849383901536, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8216473851188081, 'colsample_bytree': 0.6871707406854061, 'gamma': 4.0341504182959085, 'reg_alpha': 0.706984445483335, 'reg_lambda': 1.722987647793614}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,926] Trial 132 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 142, 'learning_rate': 0.26003158562296796, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8240719559813142, 'colsample_bytree': 0.6825528843434492, 'gamma': 4.0347723824888995, 'reg_alpha': 0.6950456794615488, 'reg_lambda': 1.7040925045814537}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,974] Trial 133 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.07431432531978868, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.84104138024988, 'colsample_bytree': 0.6673222253027022, 'gamma': 4.208275032296919, 'reg_alpha': 0.8939679988489443, 'reg_lambda': 1.8375347940496067}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,052] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 28, 'learning_rate': 0.07335219625623386, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.851268845041387, 'colsample_bytree': 0.7039434603834268, 'gamma': 4.169114567746807, 'reg_alpha': 0.8841588995821397, 'reg_lambda': 1.8125807510350846}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,099] Trial 135 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 33, 'learning_rate': 0.059697406618164625, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8417232079804434, 'colsample_bytree': 0.6899859876681448, 'gamma': 3.9326875556431173, 'reg_alpha': 0.850132443886225, 'reg_lambda': 1.8683760872033273}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,143] Trial 136 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 25, 'learning_rate': 0.07073273352702389, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8346828762041989, 'colsample_bytree': 0.6692535757831587, 'gamma': 3.823156602787294, 'reg_alpha': 0.9122955781986106, 'reg_lambda': 1.0294297348020047}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,226] Trial 137 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 26, 'learning_rate': 0.07546208304504598, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.864926650847957, 'colsample_bytree': 0.6716779057476306, 'gamma': 3.399670741958486, 'reg_alpha': 0.9025993377564793, 'reg_lambda': 0.9992430348741512}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,273] Trial 138 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 36, 'learning_rate': 0.06635394664575359, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8353452817908074, 'colsample_bytree': 0.6635272694809993, 'gamma': 3.8162381080361802, 'reg_alpha': 0.9528860534652791, 'reg_lambda': 0.7907476509670593}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,444] Trial 139 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 193, 'learning_rate': 0.054522525817554596, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8227466803130059, 'colsample_bytree': 0.6818409189060106, 'gamma': 3.588142392754884, 'reg_alpha': 0.9399288455711655, 'reg_lambda': 1.173914017374038}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,572] Trial 140 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 230, 'learning_rate': 0.061154068981906735, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8451430755779044, 'colsample_bytree': 0.6474160805544367, 'gamma': 3.5148943350824413, 'reg_alpha': 0.8992515984801183, 'reg_lambda': 0.8992840469988161}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,614] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 24, 'learning_rate': 0.06882356256197755, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8136543059418603, 'colsample_bytree': 0.6908299857480668, 'gamma': 3.7329265113852115, 'reg_alpha': 0.9190536838326202, 'reg_lambda': 1.0328158574510693}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,657] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 25, 'learning_rate': 0.0723667081491046, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.812599210921963, 'colsample_bytree': 0.69150671549046, 'gamma': 3.770622246541511, 'reg_alpha': 0.9160883651621461, 'reg_lambda': 0.9389451514266174}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,726] Trial 143 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 29, 'learning_rate': 0.06807473539191551, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8142082431313293, 'colsample_bytree': 0.71342114741626, 'gamma': 3.69402632245979, 'reg_alpha': 0.9266079920903882, 'reg_lambda': 0.9377141451979942}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,779] Trial 144 finished with value: 0.761904761904762 and parameters: {'n_estimators': 25, 'learning_rate': 0.07130325011654393, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8295263049284414, 'colsample_bytree': 0.6902166891223408, 'gamma': 3.78362387905013, 'reg_alpha': 0.9690286678001132, 'reg_lambda': 1.0526160002322051}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,823] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 25, 'learning_rate': 0.07664259815677579, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8289195720616396, 'colsample_bytree': 0.6698082660726392, 'gamma': 3.8665481462179225, 'reg_alpha': 0.9665904221178139, 'reg_lambda': 0.7221717057575934}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,910] Trial 146 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 33, 'learning_rate': 0.06417352954592406, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.807889704841845, 'colsample_bytree': 0.6921254410742672, 'gamma': 3.7624560371097977, 'reg_alpha': 0.9807406078078726, 'reg_lambda': 1.0644533611079812}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,968] Trial 147 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 103, 'learning_rate': 0.07277298580096798, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8334563033184884, 'colsample_bytree': 0.6999991833768667, 'gamma': 3.8351229348614195, 'reg_alpha': 0.9104015989117993, 'reg_lambda': 1.1497774763146391}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,013] Trial 148 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 44, 'learning_rate': 0.06915198425024582, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8197207101829703, 'colsample_bytree': 0.6780192696308284, 'gamma': 4.131179452676682, 'reg_alpha': 0.9408224009860836, 'reg_lambda': 1.0110941703911354}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,054] Trial 149 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 25, 'learning_rate': 0.0828764599258805, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8012610293125872, 'colsample_bytree': 0.6649870022467957, 'gamma': 3.9345431235560495, 'reg_alpha': 0.9972167113004061, 'reg_lambda': 0.8641428115153839}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,109] Trial 150 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 39, 'learning_rate': 0.04805295454048735, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8520687553978405, 'colsample_bytree': 0.6900039719688942, 'gamma': 3.6887615102054863, 'reg_alpha': 0.9160148533378365, 'reg_lambda': 1.1067029130246069}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,157] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 29, 'learning_rate': 0.07926044155861862, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.812011097107635, 'colsample_bytree': 0.6851523287165764, 'gamma': 4.179651061751152, 'reg_alpha': 0.8771211738376965, 'reg_lambda': 1.0567332417838569}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,291] Trial 152 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.21285461291264318, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8252961804416202, 'colsample_bytree': 0.6746500067082907, 'gamma': 4.037253574657803, 'reg_alpha': 0.48989930635141465, 'reg_lambda': 1.2502618011652191}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,396] Trial 153 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.21029267539105348, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8252321677719722, 'colsample_bytree': 0.6004547882853498, 'gamma': 4.068810460133928, 'reg_alpha': 0.9682309063612032, 'reg_lambda': 1.2993167559825871}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,439] Trial 154 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 24, 'learning_rate': 0.21449853589973641, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8261560797487004, 'colsample_bytree': 0.6165567519247489, 'gamma': 3.892056436688508, 'reg_alpha': 0.43343707578695867, 'reg_lambda': 1.3035534990824185}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,482] Trial 155 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.19312230182305912, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8405397205473423, 'colsample_bytree': 0.6380985956762705, 'gamma': 1.306542328147539, 'reg_alpha': 0.505496408586298, 'reg_lambda': 1.2259609705252381}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,627] Trial 156 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.2485548091392228, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8325737587672438, 'colsample_bytree': 0.652591598675562, 'gamma': 0.28819725330712975, 'reg_alpha': 0.958854074213315, 'reg_lambda': 1.3826998953167795}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,671] Trial 157 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 34, 'learning_rate': 0.2805318056568382, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8207473577545762, 'colsample_bytree': 0.6069271207257788, 'gamma': 3.5413028249069414, 'reg_alpha': 0.4685427160761885, 'reg_lambda': 1.1744085266897293}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,714] Trial 158 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 28, 'learning_rate': 0.22683705166349444, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.813733211812108, 'colsample_bytree': 0.6038386126934393, 'gamma': 4.035527916515895, 'reg_alpha': 0.9741804626113295, 'reg_lambda': 1.2647975102114615}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,807] Trial 159 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 23, 'learning_rate': 0.20352525250963244, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8387164386771562, 'colsample_bytree': 0.6715225466999848, 'gamma': 3.7506220469630276, 'reg_alpha': 0.9338891629792351, 'reg_lambda': 1.4159073197208316}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,848] Trial 160 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.0573463757968214, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8283262297266775, 'colsample_bytree': 0.6271648654904958, 'gamma': 4.4937114518315795, 'reg_alpha': 0.8629635664143912, 'reg_lambda': 1.9213197081327962}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,885] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 21, 'learning_rate': 0.05679959412812033, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8259924544306553, 'colsample_bytree': 0.6617999654446971, 'gamma': 4.50280822692711, 'reg_alpha': 0.8638374086192575, 'reg_lambda': 1.9081370039780188}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,959] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.06299253085734309, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8181556143334661, 'colsample_bytree': 0.6258815022553967, 'gamma': 4.256572045754507, 'reg_alpha': 0.9169260258223687, 'reg_lambda': 1.9577240452973064}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,006] Trial 163 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.05293792496693056, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8306519667432157, 'colsample_bytree': 0.6327123868571678, 'gamma': 4.4116555109818, 'reg_alpha': 0.8845574295553171, 'reg_lambda': 1.0362181561601391}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,046] Trial 164 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 32, 'learning_rate': 0.07026284829887584, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8083104264878193, 'colsample_bytree': 0.6109888580101815, 'gamma': 4.102861767379226, 'reg_alpha': 0.8390259867344979, 'reg_lambda': 1.3533434064911753}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,125] Trial 165 finished with value: 0.761904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.20994712147719705, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8559041248564697, 'colsample_bytree': 0.6003552743886007, 'gamma': 3.9457010356953006, 'reg_alpha': 0.9006381187510366, 'reg_lambda': 2.4039588543054076}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,170] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 26, 'learning_rate': 0.2161872530555205, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8566342203967904, 'colsample_bytree': 0.6010929510008549, 'gamma': 3.9778069482269696, 'reg_alpha': 0.9485771922129512, 'reg_lambda': 2.5209203434399523}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,207] Trial 167 finished with value: 0.699404761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.18729646692234003, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8474772603892375, 'colsample_bytree': 0.6905793968051526, 'gamma': 3.847396420843883, 'reg_alpha': 0.898445158924873, 'reg_lambda': 2.7406722559454924}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,319] Trial 168 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 25, 'learning_rate': 0.17413251511945538, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.839427683458543, 'colsample_bytree': 0.7006123413437416, 'gamma': 3.631478568306452, 'reg_alpha': 0.9992043267411969, 'reg_lambda': 1.1267897249003511}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,364] Trial 169 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.2480186112106633, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8209693729003427, 'colsample_bytree': 0.6000182157981867, 'gamma': 4.192709810567937, 'reg_alpha': 0.9675114123855071, 'reg_lambda': 2.366761018845551}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,401] Trial 170 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.22105350167724294, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8015375428647217, 'colsample_bytree': 0.6746057822956633, 'gamma': 3.7583908874719456, 'reg_alpha': 0.9202038558093937, 'reg_lambda': 1.2886158303674144}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,476] Trial 171 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 24, 'learning_rate': 0.059288997011970074, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8322315148457999, 'colsample_bytree': 0.6121268946966908, 'gamma': 4.383566321368273, 'reg_alpha': 0.8628583053482999, 'reg_lambda': 0.9561233758859857}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,522] Trial 172 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.20796958465917056, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8254441661602717, 'colsample_bytree': 0.6183403297093191, 'gamma': 4.071292956616728, 'reg_alpha': 0.8913371293926537, 'reg_lambda': 1.461236645837961}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,567] Trial 173 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 28, 'learning_rate': 0.20385520331839474, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8103542690345702, 'colsample_bytree': 0.6169867949230594, 'gamma': 2.201332245938964, 'reg_alpha': 0.8882572932841352, 'reg_lambda': 1.4502383587331797}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,638] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.16198059424543101, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8442542093002259, 'colsample_bytree': 0.6212066580410304, 'gamma': 3.9296504016880993, 'reg_alpha': 0.9410944430045515, 'reg_lambda': 1.502556410361053}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,790] Trial 175 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 172, 'learning_rate': 0.23799911034629614, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8184047761161248, 'colsample_bytree': 0.6413729247716886, 'gamma': 4.059268774898534, 'reg_alpha': 0.8977580682278409, 'reg_lambda': 1.3405100147029299}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,829] Trial 176 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 37, 'learning_rate': 0.18292730277796784, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8686460628679883, 'colsample_bytree': 0.6660315054535481, 'gamma': 4.231482972065882, 'reg_alpha': 0.49358089040701064, 'reg_lambda': 1.221822330095585}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,907] Trial 177 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 25, 'learning_rate': 0.2059191829350208, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8242201740304137, 'colsample_bytree': 0.6073290516716889, 'gamma': 4.100212997132705, 'reg_alpha': 0.8218011963267671, 'reg_lambda': 1.457499693726778}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,956] Trial 178 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 31, 'learning_rate': 0.23514420662871335, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8358317238530679, 'colsample_bytree': 0.6767853982392429, 'gamma': 3.828167992032887, 'reg_alpha': 0.8447615112967375, 'reg_lambda': 1.0830651621050935}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,995] Trial 179 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 24, 'learning_rate': 0.07518833084256314, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8572754570049945, 'colsample_bytree': 0.6519093476436539, 'gamma': 3.983424595037927, 'reg_alpha': 0.8819963441773158, 'reg_lambda': 1.3839997386483416}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,070] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.2685571015150227, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8127018505738499, 'colsample_bytree': 0.7088406163975396, 'gamma': 3.9097474030251584, 'reg_alpha': 0.9175412250240311, 'reg_lambda': 1.5466434157221962}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,205] Trial 181 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.06800670105003444, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8277662216857862, 'colsample_bytree': 0.6156919844942429, 'gamma': 4.338520782551189, 'reg_alpha': 0.8688519021259946, 'reg_lambda': 1.2545978485916256}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,250] Trial 182 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.06662965518780042, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8260156833621675, 'colsample_bytree': 0.618480418203262, 'gamma': 4.310421937658716, 'reg_alpha': 0.9046040736960513, 'reg_lambda': 1.281187917290478}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,331] Trial 183 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.06641065670451075, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.825083801808343, 'colsample_bytree': 0.6250367419140836, 'gamma': 4.301198427052977, 'reg_alpha': 0.9380496840964362, 'reg_lambda': 1.2689719745217989}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,377] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 29, 'learning_rate': 0.06337833542975552, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8067373795206588, 'colsample_bytree': 0.6419870988102361, 'gamma': 4.352021102683259, 'reg_alpha': 0.9287631606674537, 'reg_lambda': 1.2676133534673188}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,424] Trial 185 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 33, 'learning_rate': 0.06442705497466547, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8200014686218431, 'colsample_bytree': 0.6231494317035988, 'gamma': 4.3160555408425365, 'reg_alpha': 0.8651315202214527, 'reg_lambda': 1.326985080736271}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,492] Trial 186 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 27, 'learning_rate': 0.06962103914032093, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7998139857657818, 'colsample_bytree': 0.6129160394827049, 'gamma': 4.55402067777175, 'reg_alpha': 0.881235481447521, 'reg_lambda': 1.2174544143293664}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,544] Trial 187 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 38, 'learning_rate': 0.08339989108534142, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8236075302555221, 'colsample_bytree': 0.6322760271313257, 'gamma': 4.229041700324956, 'reg_alpha': 0.9098221287251247, 'reg_lambda': 1.2656310048873165}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,583] Trial 188 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 30, 'learning_rate': 0.0670665693300912, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8337668600117423, 'colsample_bytree': 0.6232183689290088, 'gamma': 4.16565261241054, 'reg_alpha': 0.8406097702623836, 'reg_lambda': 1.3867252709204403}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,658] Trial 189 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.06119590870413442, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.835227268396358, 'colsample_bytree': 0.6194074752547917, 'gamma': 4.435052789313475, 'reg_alpha': 0.8051099852620479, 'reg_lambda': 1.3698230024306741}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,704] Trial 190 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.06767908050206162, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8466845785098736, 'colsample_bytree': 0.6339977401867635, 'gamma': 4.1745231190623215, 'reg_alpha': 0.8451643050208927, 'reg_lambda': 1.1864370339524681}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,750] Trial 191 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 24, 'learning_rate': 0.07751869422314978, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8159562077922529, 'colsample_bytree': 0.6209746208133762, 'gamma': 4.284049282059001, 'reg_alpha': 0.823003001306441, 'reg_lambda': 1.4295972043959633}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,828] Trial 192 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 20, 'learning_rate': 0.07251778216589827, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8275396042472287, 'colsample_bytree': 0.6098128781600791, 'gamma': 4.1215415811395415, 'reg_alpha': 0.8724544732214735, 'reg_lambda': 1.296457762052125}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,867] Trial 193 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 25, 'learning_rate': 0.08672551076248834, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8383102226818243, 'colsample_bytree': 0.62734149527601, 'gamma': 4.654588446202826, 'reg_alpha': 0.9427576590997875, 'reg_lambda': 1.3234735810660856}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,919] Trial 194 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.08919732174602016, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8396791810771687, 'colsample_bytree': 0.6277509132881545, 'gamma': 4.824117693355615, 'reg_alpha': 0.9465764403731742, 'reg_lambda': 1.3321194985589886}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:37,000] Trial 195 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 81, 'learning_rate': 0.08142214595646054, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8333806564946636, 'colsample_bytree': 0.6370032741772743, 'gamma': 4.661731894466213, 'reg_alpha': 0.9033026673460114, 'reg_lambda': 1.494425908654406}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:37,072] Trial 196 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.06671683618646046, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8220920420233064, 'colsample_bytree': 0.6156773683952856, 'gamma': 4.579232863951075, 'reg_alpha': 0.9331568808354225, 'reg_lambda': 1.3862733517379275}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:37,147] Trial 197 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 35, 'learning_rate': 0.08800671042552434, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8423765502623073, 'colsample_bytree': 0.615471557608067, 'gamma': 4.6094253362189725, 'reg_alpha': 0.8503896951553552, 'reg_lambda': 1.3944796970995545}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:37,219] Trial 198 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 28, 'learning_rate': 0.07855283699980474, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8247062893702377, 'colsample_bytree': 0.6256915276850815, 'gamma': 4.725708865416939, 'reg_alpha': 0.9530408096483453, 'reg_lambda': 1.4153038292877294}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:37,260] Trial 199 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.06280895061527876, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8331482085129186, 'colsample_bytree': 0.646638208908111, 'gamma': 4.4248843486205445, 'reg_alpha': 0.7905855873047442, 'reg_lambda': 1.313023808919865}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:37,263] A new study created in memory with name: no-name-8929a48b-8936-4cad-af2c-8483038e9103
[I 2025-11-03 19:18:37,333] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.017291685785933267, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.8812943689161744, 'colsample_bytree': 0.7072405780542007, 'gamma': 1.168515351968531, 'reg_alpha': 0.7371957876430042, 'reg_lambda': 0.8049021776691224}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:18:37,437] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 206, 'learning_rate': 0.09143206226213549, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.9331627519173551, 'colsample_bytree': 0.7807050962936697, 'gamma': 1.1824505997453612, 'reg_alpha': 0.525169403801265, 'reg_lambda': 2.54572822989782}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:18:37,498] Trial 2 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 124, 'learning_rate': 0.02506495591361398, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9488878481323586, 'colsample_bytree': 0.9297982038364225, 'gamma': 4.380707576390755, 'reg_alpha': 0.39616035632489877, 'reg_lambda': 1.700552736855128}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:37,715] Trial 3 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 139, 'learning_rate': 0.08161551208859288, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8857366172506345, 'colsample_bytree': 0.6827254349353185, 'gamma': 2.8601130435162503, 'reg_alpha': 0.15266779634643424, 'reg_lambda': 0.5654044464280732}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:37,821] Trial 4 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 147, 'learning_rate': 0.02069699682050146, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9683671398476645, 'colsample_bytree': 0.6885286200961007, 'gamma': 1.6090363724662233, 'reg_alpha': 0.19598732314502343, 'reg_lambda': 1.7975339693825254}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:37,916] Trial 5 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 237, 'learning_rate': 0.022842592489262202, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7484202931604975, 'colsample_bytree': 0.9983946986903482, 'gamma': 0.5248371539149849, 'reg_alpha': 0.9361314096954827, 'reg_lambda': 0.9409428454728894}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:37,940] Trial 6 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 26, 'learning_rate': 0.02422266536324773, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6864304004297243, 'colsample_bytree': 0.715230287792632, 'gamma': 3.8535867091973586, 'reg_alpha': 0.30996133160044426, 'reg_lambda': 1.379180683483209}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,028] Trial 7 finished with value: 0.636904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.0323902138280317, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7787362027113539, 'colsample_bytree': 0.7967296246429726, 'gamma': 0.36201820709061194, 'reg_alpha': 0.17651088303812545, 'reg_lambda': 2.450452739431519}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,109] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 118, 'learning_rate': 0.14338280104879764, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.9218641810760717, 'colsample_bytree': 0.7476029735006035, 'gamma': 4.327955964191918, 'reg_alpha': 0.3502516523134055, 'reg_lambda': 2.136685269700891}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,178] Trial 9 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.06253165863850779, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7575645847536248, 'colsample_bytree': 0.604761224652779, 'gamma': 2.616910007698421, 'reg_alpha': 0.030792385798856348, 'reg_lambda': 1.0353798608660012}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,287] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.2888410326254645, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9936297896346845, 'colsample_bytree': 0.9217513223441026, 'gamma': 3.5791194153714314, 'reg_alpha': 0.5581809061142712, 'reg_lambda': 1.6095340641102225}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,458] Trial 11 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 232, 'learning_rate': 0.011069289120819661, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6218035913491777, 'colsample_bytree': 0.9806385323790047, 'gamma': 4.931556914328384, 'reg_alpha': 0.9374066562956938, 'reg_lambda': 1.1965452307152835}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,547] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 247, 'learning_rate': 0.03896426813497635, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8300920347126959, 'colsample_bytree': 0.8904253756492863, 'gamma': 1.9687663476999995, 'reg_alpha': 0.9968736360616486, 'reg_lambda': 2.9906543793558793}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,642] Trial 13 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 100, 'learning_rate': 0.04225029848167981, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8457489677055073, 'colsample_bytree': 0.875234188985851, 'gamma': 2.1217534282716133, 'reg_alpha': 0.6958831630199047, 'reg_lambda': 2.9240683248240034}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,721] Trial 14 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 170, 'learning_rate': 0.010534084407846481, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8289574543286143, 'colsample_bytree': 0.8686757736293297, 'gamma': 3.05007189727949, 'reg_alpha': 0.7408057222443487, 'reg_lambda': 2.028463439756679}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,800] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 205, 'learning_rate': 0.04205873370110657, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.711488457882811, 'colsample_bytree': 0.9109686091160833, 'gamma': 1.7768878891593294, 'reg_alpha': 0.41472254910295225, 'reg_lambda': 2.962782030543587}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,877] Trial 16 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.036644663441554745, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8136389995026467, 'colsample_bytree': 0.8424703621339361, 'gamma': 4.930764630614422, 'reg_alpha': 0.6096997607886582, 'reg_lambda': 2.284805833145508}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,982] Trial 17 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 249, 'learning_rate': 0.01514962042359245, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8864832535462862, 'colsample_bytree': 0.9567963443501021, 'gamma': 3.7207027648726596, 'reg_alpha': 0.8359319936647549, 'reg_lambda': 1.7897550460977507}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,045] Trial 18 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 110, 'learning_rate': 0.058887118254988643, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9454055314468137, 'colsample_bytree': 0.9284754135932428, 'gamma': 3.1450455518831024, 'reg_alpha': 0.43877104568801034, 'reg_lambda': 2.599752002882712}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,172] Trial 19 finished with value: 0.6547619047619049 and parameters: {'n_estimators': 203, 'learning_rate': 0.13918535319468492, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9989078232759481, 'colsample_bytree': 0.8403291141653424, 'gamma': 2.133212203852054, 'reg_alpha': 0.29561048318204425, 'reg_lambda': 1.4729528544450428}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,238] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.02941987364620888, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.6003332536115609, 'colsample_bytree': 0.877119825185632, 'gamma': 4.212722888708425, 'reg_alpha': 0.6223220513840781, 'reg_lambda': 2.0309205358636593}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,338] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 248, 'learning_rate': 0.026805337700331288, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7201704414228393, 'colsample_bytree': 0.9924635389516459, 'gamma': 0.15329289474321284, 'reg_alpha': 0.9927887491918289, 'reg_lambda': 0.9044082819059276}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,482] Trial 22 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 222, 'learning_rate': 0.013954572930032773, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6683138703766147, 'colsample_bytree': 0.957703247978387, 'gamma': 0.8886553834897137, 'reg_alpha': 0.984966745785365, 'reg_lambda': 0.5450714007640811}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,567] Trial 23 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 161, 'learning_rate': 0.026222180911497694, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7252850805796931, 'colsample_bytree': 0.953144876595926, 'gamma': 0.0951447636097913, 'reg_alpha': 0.8375738784807292, 'reg_lambda': 1.2372450324478081}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,739] Trial 24 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.045962790008812655, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7893598858732658, 'colsample_bytree': 0.8964696700217277, 'gamma': 2.224198730191717, 'reg_alpha': 0.8548088698388866, 'reg_lambda': 1.6684482087848262}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,881] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 248, 'learning_rate': 0.01813208160209997, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8567610374304298, 'colsample_bytree': 0.8376015447531318, 'gamma': 1.4361548856553539, 'reg_alpha': 0.8995588561407932, 'reg_lambda': 2.7805796238572933}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,965] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.03111405641123185, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.6718708157639848, 'colsample_bytree': 0.9937507235032789, 'gamma': 0.827708090126108, 'reg_alpha': 0.9970812475071297, 'reg_lambda': 0.8504098144307697}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:40,020] Trial 27 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 88, 'learning_rate': 0.07124005660526697, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6449817977493864, 'colsample_bytree': 0.9421028614890076, 'gamma': 3.2556008692884726, 'reg_alpha': 0.77551386817773, 'reg_lambda': 2.311161960357257}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:40,122] Trial 28 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 151, 'learning_rate': 0.049371925622609086, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7070841023261869, 'colsample_bytree': 0.9675477265635128, 'gamma': 4.516359171736242, 'reg_alpha': 0.6439195113043865, 'reg_lambda': 1.8668740082703152}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:40,214] Trial 29 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 217, 'learning_rate': 0.017979678931308626, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8972519234486033, 'colsample_bytree': 0.9039170652565752, 'gamma': 2.5556065545746254, 'reg_alpha': 0.45260120170542645, 'reg_lambda': 0.6726969943557193}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,306] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 195, 'learning_rate': 0.013685516185568555, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9102819356325454, 'colsample_bytree': 0.8941614075071863, 'gamma': 2.65842628077255, 'reg_alpha': 0.45710647931761145, 'reg_lambda': 0.7029275862159329}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,464] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.014308279727375727, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9105217656706893, 'colsample_bytree': 0.8950160263861442, 'gamma': 2.442980854959403, 'reg_alpha': 0.46425716921659405, 'reg_lambda': 0.7029539110279004}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,562] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.01281969627529986, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9103809445763961, 'colsample_bytree': 0.856313458285676, 'gamma': 2.4735406539723885, 'reg_alpha': 0.46030313512568316, 'reg_lambda': 0.6545572882251746}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,649] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 188, 'learning_rate': 0.013091208276352044, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9135283640762875, 'colsample_bytree': 0.818495843880332, 'gamma': 2.4942339020235447, 'reg_alpha': 0.484631641886329, 'reg_lambda': 0.6453034743289499}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,771] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.016953555033026122, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9052369168238271, 'colsample_bytree': 0.7737222280236973, 'gamma': 2.436615346364731, 'reg_alpha': 0.5168794276830162, 'reg_lambda': 0.7230770297816642}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,860] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.0178843436465826, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8708710025942048, 'colsample_bytree': 0.7659888124442317, 'gamma': 2.8428224762266083, 'reg_alpha': 0.5525574281887251, 'reg_lambda': 0.69821455041485}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,943] Trial 36 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.010047352622520125, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9655148679334159, 'colsample_bytree': 0.8095698066156647, 'gamma': 2.4494974194216352, 'reg_alpha': 0.5011842834125185, 'reg_lambda': 0.5036666782907523}. Best is trial 36 with value: 0.7440476190476191.
[I 2025-11-03 19:18:41,117] Trial 37 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 159, 'learning_rate': 0.010269411720683377, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9680521579853695, 'colsample_bytree': 0.8106667025318174, 'gamma': 3.411932784448173, 'reg_alpha': 0.3577066947408192, 'reg_lambda': 0.5464138053937566}. Best is trial 36 with value: 0.7440476190476191.
[I 2025-11-03 19:18:41,423] Trial 38 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 161, 'learning_rate': 0.010053506599789019, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9683468678861691, 'colsample_bytree': 0.8196812154616261, 'gamma': 3.3220540496226296, 'reg_alpha': 0.27532334918802903, 'reg_lambda': 0.5219254881964019}. Best is trial 38 with value: 0.7470238095238095.
[I 2025-11-03 19:18:41,505] Trial 39 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.010495209357352387, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9653777467238929, 'colsample_bytree': 0.7260178059318408, 'gamma': 3.428027853483717, 'reg_alpha': 0.24552334527016778, 'reg_lambda': 0.5007518826367119}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:41,622] Trial 40 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 145, 'learning_rate': 0.010063806190077145, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9650628851245459, 'colsample_bytree': 0.7105278558245443, 'gamma': 4.002062219148066, 'reg_alpha': 0.23965903027606422, 'reg_lambda': 0.5100859843180944}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:41,706] Trial 41 finished with value: 0.738095238095238 and parameters: {'n_estimators': 170, 'learning_rate': 0.011818276308989682, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9725003665119984, 'colsample_bytree': 0.7450156363683483, 'gamma': 3.415369840786331, 'reg_alpha': 0.37644603923786074, 'reg_lambda': 0.9716628952885874}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:41,783] Trial 42 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 157, 'learning_rate': 0.011773110860232566, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9697981655314463, 'colsample_bytree': 0.7406804652915749, 'gamma': 3.4130747512284008, 'reg_alpha': 0.07573882293914508, 'reg_lambda': 1.0771868781496237}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:41,895] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 168, 'learning_rate': 0.02118451593695601, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9375233246612829, 'colsample_bytree': 0.7952466270989393, 'gamma': 3.4776661217108247, 'reg_alpha': 0.3461868509390955, 'reg_lambda': 0.8255238390930857}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:41,972] Trial 44 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.011342685174168908, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9759115515542272, 'colsample_bytree': 0.6605600878408887, 'gamma': 2.899684142772824, 'reg_alpha': 0.2406330589161298, 'reg_lambda': 0.5033471723323696}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,041] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.015764908315017267, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9552741806483372, 'colsample_bytree': 0.8075549538389781, 'gamma': 3.998415907941978, 'reg_alpha': 0.3693501386998124, 'reg_lambda': 1.0075554279754275}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,152] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.010271189867791157, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.9341341716166027, 'colsample_bytree': 0.7337473283670773, 'gamma': 3.640174760058635, 'reg_alpha': 0.27377791004204, 'reg_lambda': 0.8208973942351212}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,236] Trial 47 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.012106529129301801, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9819189350316204, 'colsample_bytree': 0.6604820008616965, 'gamma': 3.29883249489846, 'reg_alpha': 0.11316396310106211, 'reg_lambda': 1.2144826018565826}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,312] Trial 48 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 135, 'learning_rate': 0.02049006326404156, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9876936503283942, 'colsample_bytree': 0.7631594778865689, 'gamma': 2.9835548603293693, 'reg_alpha': 0.19371114081500562, 'reg_lambda': 0.9548424835641265}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,423] Trial 49 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 136, 'learning_rate': 0.020335131429056463, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.951370842977798, 'colsample_bytree': 0.7629412714434209, 'gamma': 2.976848455398814, 'reg_alpha': 0.17000498014527038, 'reg_lambda': 0.604652638110914}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,575] Trial 50 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 116, 'learning_rate': 0.010037709724188918, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9825551386691083, 'colsample_bytree': 0.7908906604421816, 'gamma': 3.8258502251147846, 'reg_alpha': 0.2235511096589685, 'reg_lambda': 1.1020496173954526}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,660] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 150, 'learning_rate': 0.01201705639697002, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9951120611988962, 'colsample_bytree': 0.8159482593306638, 'gamma': 2.7983369114217287, 'reg_alpha': 0.3301375613163165, 'reg_lambda': 0.8064177604457561}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,772] Trial 52 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 150, 'learning_rate': 0.016049510991558734, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.994586383073538, 'colsample_bytree': 0.8118843762521729, 'gamma': 3.0952646063316767, 'reg_alpha': 0.32789084813624203, 'reg_lambda': 0.7794706771496615}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,852] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.012770909165964501, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9567719864769133, 'colsample_bytree': 0.8261029744086154, 'gamma': 2.752032879753286, 'reg_alpha': 0.14057600560455064, 'reg_lambda': 0.5808886367435291}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,922] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.10065914658452282, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9274434607420113, 'colsample_bytree': 0.8270096695677248, 'gamma': 2.7461696654671615, 'reg_alpha': 0.0535447752311658, 'reg_lambda': 0.9174121148849448}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:43,044] Trial 55 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 104, 'learning_rate': 0.02254612252185215, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9510264853251809, 'colsample_bytree': 0.6886825575332134, 'gamma': 1.8626696255953663, 'reg_alpha': 0.11873625239390004, 'reg_lambda': 0.7770672613983798}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:43,121] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 139, 'learning_rate': 0.014726442436689718, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9980183198819179, 'colsample_bytree': 0.7894208840607604, 'gamma': 3.197126264275812, 'reg_alpha': 0.19711672388848633, 'reg_lambda': 1.3285157228804223}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:43,184] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 116, 'learning_rate': 0.24493116087230096, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.956463830600458, 'colsample_bytree': 0.8556858673336081, 'gamma': 2.265759642699986, 'reg_alpha': 0.28277849426313595, 'reg_lambda': 0.6005541613108405}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:43,284] Trial 58 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 94, 'learning_rate': 0.012506959435281115, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9369749768711493, 'colsample_bytree': 0.7260129963829346, 'gamma': 2.8995431943696177, 'reg_alpha': 0.13770249398546827, 'reg_lambda': 0.5909297425326252}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:43,420] Trial 59 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 77, 'learning_rate': 0.01947531078900307, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9884276740477498, 'colsample_bytree': 0.7553257319261122, 'gamma': 2.682794209891657, 'reg_alpha': 0.40450588003021737, 'reg_lambda': 0.8665255224315549}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:18:43,475] Trial 60 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 68, 'learning_rate': 0.01132832898343912, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9615780848057927, 'colsample_bytree': 0.6953299382402638, 'gamma': 2.297149330692159, 'reg_alpha': 0.01708177166901853, 'reg_lambda': 0.8849635020934156}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:18:43,561] Trial 61 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 59, 'learning_rate': 0.011357947471081284, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9613354400309466, 'colsample_bytree': 0.698977353478873, 'gamma': 1.6532466041143519, 'reg_alpha': 0.0035848447541492745, 'reg_lambda': 0.7768168256912578}. Best is trial 61 with value: 0.7678571428571428.
[I 2025-11-03 19:18:43,623] Trial 62 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 66, 'learning_rate': 0.01161571826098194, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9255601880088695, 'colsample_bytree': 0.6842588637577506, 'gamma': 1.7474905249550852, 'reg_alpha': 0.001054189278744816, 'reg_lambda': 0.8718332449036791}. Best is trial 61 with value: 0.7678571428571428.
[I 2025-11-03 19:18:43,785] Trial 63 finished with value: 0.738095238095238 and parameters: {'n_estimators': 58, 'learning_rate': 0.013433549052217207, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9437313025474118, 'colsample_bytree': 0.6946767610647179, 'gamma': 1.5277385654794973, 'reg_alpha': 0.015823010846698418, 'reg_lambda': 0.8797793636744544}. Best is trial 61 with value: 0.7678571428571428.
[I 2025-11-03 19:18:43,867] Trial 64 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 31, 'learning_rate': 0.015297600953093652, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9824320281973197, 'colsample_bytree': 0.6687002643831085, 'gamma': 1.3026394549786395, 'reg_alpha': 0.07977811219065553, 'reg_lambda': 1.1216253923441029}. Best is trial 61 with value: 0.7678571428571428.
[I 2025-11-03 19:18:43,909] Trial 65 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 32, 'learning_rate': 0.015670269697909266, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9865770168789672, 'colsample_bytree': 0.6634544636429553, 'gamma': 1.2948536335786962, 'reg_alpha': 0.06994150334765939, 'reg_lambda': 1.1386069333946205}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:43,971] Trial 66 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.019706855515615632, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.999958629052473, 'colsample_bytree': 0.6330449901925096, 'gamma': 1.7005792181565953, 'reg_alpha': 0.005201380967421825, 'reg_lambda': 1.4986652329958234}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,052] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.011313327993260933, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9218365859770777, 'colsample_bytree': 0.6368945623355837, 'gamma': 0.9717467860723448, 'reg_alpha': 0.03660834088152513, 'reg_lambda': 1.0348141667411497}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,107] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.014004689075488084, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8876600172324267, 'colsample_bytree': 0.6991009717668011, 'gamma': 2.0008671816201336, 'reg_alpha': 0.41190487541589116, 'reg_lambda': 1.1548745379828211}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,156] Trial 69 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 45, 'learning_rate': 0.017495838501217113, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9842646918493128, 'colsample_bytree': 0.7205433504528543, 'gamma': 1.296237760167984, 'reg_alpha': 0.08063567634845858, 'reg_lambda': 0.7670349576170807}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,225] Trial 70 finished with value: 0.711309523809524 and parameters: {'n_estimators': 23, 'learning_rate': 0.011553444766431052, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7568009781335157, 'colsample_bytree': 0.6810409939804956, 'gamma': 1.9377539863637183, 'reg_alpha': 0.048087349431239046, 'reg_lambda': 0.8986500446959331}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,271] Trial 71 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 32, 'learning_rate': 0.015644348218475865, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9858204725979581, 'colsample_bytree': 0.6665610858604439, 'gamma': 1.13508465862652, 'reg_alpha': 0.09049644779510818, 'reg_lambda': 1.0561795053551992}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,333] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.014747623231147504, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9807853796151635, 'colsample_bytree': 0.6456904717009804, 'gamma': 0.7109770668258293, 'reg_alpha': 0.007057310569862164, 'reg_lambda': 1.308191307443403}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,438] Trial 73 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.023877891400747798, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9594045675464998, 'colsample_bytree': 0.6151606042723912, 'gamma': 1.3982924887522736, 'reg_alpha': 0.061577445957075025, 'reg_lambda': 1.409336005507146}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,500] Trial 74 finished with value: 0.7172619047619047 and parameters: {'n_estimators': 73, 'learning_rate': 0.01869958949021017, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9446171680717932, 'colsample_bytree': 0.6745733239306639, 'gamma': 1.553268315582335, 'reg_alpha': 0.08918195649115389, 'reg_lambda': 1.1046577568196123}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,547] Trial 75 finished with value: 0.75 and parameters: {'n_estimators': 31, 'learning_rate': 0.016859566722398887, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9914485974086404, 'colsample_bytree': 0.699767329463021, 'gamma': 1.7066801134302043, 'reg_alpha': 0.034039814242544875, 'reg_lambda': 1.1584819725776465}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,717] Trial 76 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 80, 'learning_rate': 0.013312412613960899, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9744822422079764, 'colsample_bytree': 0.6469857568412749, 'gamma': 1.2225706361120152, 'reg_alpha': 0.1076512966295069, 'reg_lambda': 0.9680907998958201}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,763] Trial 77 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.028236044631593297, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9246000704621323, 'colsample_bytree': 0.7113260084752953, 'gamma': 1.0645266971873955, 'reg_alpha': 0.17125528215437028, 'reg_lambda': 0.8558251263925296}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,819] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 62, 'learning_rate': 0.02843017775437927, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9250828133679474, 'colsample_bytree': 0.7129460344665172, 'gamma': 0.6302747769731978, 'reg_alpha': 0.1645116282655137, 'reg_lambda': 0.837296735080306}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,903] Trial 79 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 37, 'learning_rate': 0.011182405237625655, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8963877747599326, 'colsample_bytree': 0.730114641998385, 'gamma': 0.4053010084803149, 'reg_alpha': 0.00020606386694405543, 'reg_lambda': 0.7479218902855058}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,953] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 49, 'learning_rate': 0.037127919534744945, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8687197543317916, 'colsample_bytree': 0.7501241139773277, 'gamma': 1.0608480136660123, 'reg_alpha': 0.3155416775859563, 'reg_lambda': 0.6659681712046447}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,997] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 21, 'learning_rate': 0.015273395386914987, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9628731319746852, 'colsample_bytree': 0.6753518590879, 'gamma': 1.383342511734069, 'reg_alpha': 0.13197992009362303, 'reg_lambda': 0.8626963186402677}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,065] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 29, 'learning_rate': 0.012367169419629828, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.942725786826913, 'colsample_bytree': 0.7082917796119087, 'gamma': 2.3364173426878723, 'reg_alpha': 0.06850604790324005, 'reg_lambda': 0.9997595406560779}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,115] Trial 83 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.01243990059895259, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9182018437369833, 'colsample_bytree': 0.702284558653395, 'gamma': 2.201752348674262, 'reg_alpha': 0.21726516496489273, 'reg_lambda': 1.0039391256524004}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,174] Trial 84 finished with value: 0.761904761904762 and parameters: {'n_estimators': 67, 'learning_rate': 0.01096851054072801, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9307097813793006, 'colsample_bytree': 0.6891467527615568, 'gamma': 2.116770801850029, 'reg_alpha': 0.25537470970147236, 'reg_lambda': 0.9246885641295198}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,389] Trial 85 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.010911420763966333, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.918146881171445, 'colsample_bytree': 0.6856684798823236, 'gamma': 2.123063897261069, 'reg_alpha': 0.24693618422268945, 'reg_lambda': 0.7365307112375006}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,450] Trial 86 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.01090392523325081, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9303634548642374, 'colsample_bytree': 0.7541269263497632, 'gamma': 2.115826946921313, 'reg_alpha': 0.2095066718315712, 'reg_lambda': 0.9339411472062611}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,503] Trial 87 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.01375210550955406, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9731668021793689, 'colsample_bytree': 0.7517051093407932, 'gamma': 2.076416476202217, 'reg_alpha': 0.22062093482303208, 'reg_lambda': 0.9497122202473601}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,590] Trial 88 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 65, 'learning_rate': 0.010863551131069174, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9010644303198067, 'colsample_bytree': 0.7796484538762416, 'gamma': 2.3248001090049457, 'reg_alpha': 0.3315763719007297, 'reg_lambda': 1.2730860563712398}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,751] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.012789500383387543, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9039893990941937, 'colsample_bytree': 0.7716291109827221, 'gamma': 2.6073608291572117, 'reg_alpha': 0.34046428490146485, 'reg_lambda': 1.24604539314617}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,806] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 59, 'learning_rate': 0.01086191144996416, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9342241459602688, 'colsample_bytree': 0.7379450325737805, 'gamma': 1.8777129955312368, 'reg_alpha': 0.38504872349122615, 'reg_lambda': 1.535545750083601}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,914] Trial 91 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 65, 'learning_rate': 0.012154346526604716, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8465487804373841, 'colsample_bytree': 0.755331736634567, 'gamma': 2.237600721006526, 'reg_alpha': 0.30848982730212965, 'reg_lambda': 1.032651277414434}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,965] Trial 92 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 51, 'learning_rate': 0.012534053571705906, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8257434213502524, 'colsample_bytree': 0.7817013949065114, 'gamma': 2.376442445039916, 'reg_alpha': 0.30598662863138765, 'reg_lambda': 1.257281547226663}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,028] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.01660622423861209, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8232106309173767, 'colsample_bytree': 0.7821155157231985, 'gamma': 2.0227867037066094, 'reg_alpha': 0.27670489920234603, 'reg_lambda': 1.2797794429419247}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,115] Trial 94 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 76, 'learning_rate': 0.014169194342342952, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8436962714232777, 'colsample_bytree': 0.757133059709318, 'gamma': 2.262172277563011, 'reg_alpha': 0.30586580114533124, 'reg_lambda': 1.385080696757723}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,180] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 76, 'learning_rate': 0.014400559503359235, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8453724578332255, 'colsample_bytree': 0.780768143411969, 'gamma': 2.4044988464379924, 'reg_alpha': 0.30383022375138113, 'reg_lambda': 1.3643958665443}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,236] Trial 96 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 65, 'learning_rate': 0.01280379347681423, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8127734572245823, 'colsample_bytree': 0.7554955675049613, 'gamma': 2.1590029385454104, 'reg_alpha': 0.4017147711221841, 'reg_lambda': 1.6333160647566607}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,320] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 91, 'learning_rate': 0.013726634785284674, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.7996956007390155, 'colsample_bytree': 0.7489752354091537, 'gamma': 2.120169990586591, 'reg_alpha': 0.39230184316653827, 'reg_lambda': 1.5878123561791957}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,379] Trial 98 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 62, 'learning_rate': 0.01648343876532204, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7751842938893645, 'colsample_bytree': 0.7571504056835942, 'gamma': 2.233556463071721, 'reg_alpha': 0.4237938784311125, 'reg_lambda': 1.8995347745933753}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,435] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.010954211769055573, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.8088902166467821, 'colsample_bytree': 0.7204801483359382, 'gamma': 2.653505829671339, 'reg_alpha': 0.3603538113783492, 'reg_lambda': 1.4296897731119391}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,546] Trial 100 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 99, 'learning_rate': 0.012426408119818707, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8507819865280234, 'colsample_bytree': 0.76946597310004, 'gamma': 1.8467840073770616, 'reg_alpha': 0.20911313184085745, 'reg_lambda': 1.7312746207416607}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,598] Trial 101 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 53, 'learning_rate': 0.013055996182792321, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8398550857109282, 'colsample_bytree': 0.8000181419714316, 'gamma': 2.1895192354624045, 'reg_alpha': 0.29780864984695743, 'reg_lambda': 1.22073077942862}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,664] Trial 102 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 72, 'learning_rate': 0.014360659567618174, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8421154679881739, 'colsample_bytree': 0.7973262097798309, 'gamma': 2.2057456458727454, 'reg_alpha': 0.2474724676458922, 'reg_lambda': 1.1465876722257613}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,764] Trial 103 finished with value: 0.744047619047619 and parameters: {'n_estimators': 66, 'learning_rate': 0.01897015744338494, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.87172052059337, 'colsample_bytree': 0.75763772406667, 'gamma': 2.571640487063968, 'reg_alpha': 0.2674285560590047, 'reg_lambda': 1.653321923998823}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,819] Trial 104 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 43, 'learning_rate': 0.01061545112457182, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8368163194651007, 'colsample_bytree': 0.7411671299077655, 'gamma': 2.220187555386719, 'reg_alpha': 0.32370071336713024, 'reg_lambda': 1.1853457297101282}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,964] Trial 105 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 54, 'learning_rate': 0.013485044167224744, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8612781679826129, 'colsample_bytree': 0.7747117017978696, 'gamma': 1.663014240319988, 'reg_alpha': 0.2911427486009559, 'reg_lambda': 1.0387216425084036}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,063] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.011979079507239839, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8796172609316291, 'colsample_bytree': 0.7867491658325327, 'gamma': 2.4935094742355055, 'reg_alpha': 0.4314560133956495, 'reg_lambda': 1.3647818446470323}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,117] Trial 107 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 78, 'learning_rate': 0.08514174884904925, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.816324524519781, 'colsample_bytree': 0.8030063681509585, 'gamma': 1.970282860578802, 'reg_alpha': 0.4087227070275094, 'reg_lambda': 1.074995982745545}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,178] Trial 108 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 71, 'learning_rate': 0.015286130974254731, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7920828879437969, 'colsample_bytree': 0.7583735419701576, 'gamma': 2.3414108533474667, 'reg_alpha': 0.47713589969806336, 'reg_lambda': 1.2258742433730703}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,262] Trial 109 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 35, 'learning_rate': 0.010021325380391466, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8345727882400391, 'colsample_bytree': 0.7318024490323328, 'gamma': 1.8110903804472418, 'reg_alpha': 0.3742831687845341, 'reg_lambda': 1.8112805572133}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,323] Trial 110 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.013194022356054741, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8931039205643541, 'colsample_bytree': 0.6567131809419704, 'gamma': 1.555344345308427, 'reg_alpha': 0.2625990690218078, 'reg_lambda': 1.0020797493544806}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,381] Trial 111 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 51, 'learning_rate': 0.012365913723224434, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8266739753905289, 'colsample_bytree': 0.7768908112630741, 'gamma': 2.37282145746907, 'reg_alpha': 0.29194592503438793, 'reg_lambda': 1.3061593052761291}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,542] Trial 112 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 43, 'learning_rate': 0.01190671829658597, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8555312318493971, 'colsample_bytree': 0.7674005234380635, 'gamma': 2.169838352018153, 'reg_alpha': 0.34564629916495426, 'reg_lambda': 1.2410928821169525}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,594] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 56, 'learning_rate': 0.01078752219289945, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8067176956874014, 'colsample_bytree': 0.7855633588309668, 'gamma': 2.0462135154346552, 'reg_alpha': 0.19322254352477577, 'reg_lambda': 1.4306450761730818}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,648] Trial 114 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 57, 'learning_rate': 0.01079026245283424, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.769794988186299, 'colsample_bytree': 0.8004640616160285, 'gamma': 2.0452809548348974, 'reg_alpha': 0.20056872710945786, 'reg_lambda': 1.602929185259814}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,747] Trial 115 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.01442408499600161, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8048965062778118, 'colsample_bytree': 0.7205583338769475, 'gamma': 1.933322162287398, 'reg_alpha': 0.22747941626514773, 'reg_lambda': 1.1831620577803055}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,807] Trial 116 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 85, 'learning_rate': 0.053358572142103655, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7936002479266031, 'colsample_bytree': 0.7923567147180778, 'gamma': 2.7134300494641224, 'reg_alpha': 0.19737470104020655, 'reg_lambda': 1.5202324580321689}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,863] Trial 117 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 62, 'learning_rate': 0.10770128445326935, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7860209445556622, 'colsample_bytree': 0.7030261807363303, 'gamma': 2.2646471703727182, 'reg_alpha': 0.25721850174345123, 'reg_lambda': 1.4545140225005808}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,964] Trial 118 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 68, 'learning_rate': 0.011111676799674116, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8141981322887093, 'colsample_bytree': 0.74318756291828, 'gamma': 2.4882842586520777, 'reg_alpha': 0.14999431379308076, 'reg_lambda': 1.1124115321071197}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,079] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 68, 'learning_rate': 0.02158597258820038, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8156295765894468, 'colsample_bytree': 0.7403148472096069, 'gamma': 2.5525053113342304, 'reg_alpha': 0.15379259030849235, 'reg_lambda': 0.945478877753513}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,134] Trial 120 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.01767228665320457, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9063848644281146, 'colsample_bytree': 0.7531776136683503, 'gamma': 2.462263674029185, 'reg_alpha': 0.3182403973556587, 'reg_lambda': 1.0884057850437137}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,216] Trial 121 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 27, 'learning_rate': 0.011618065064176487, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.81877515118628, 'colsample_bytree': 0.7629691296645178, 'gamma': 2.107514687700511, 'reg_alpha': 0.21245566652658063, 'reg_lambda': 1.334104793006699}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,277] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.010731459439291314, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.83394106342617, 'colsample_bytree': 0.7456161055031668, 'gamma': 2.0334449870250495, 'reg_alpha': 0.17676980727605862, 'reg_lambda': 1.1350487612184146}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,324] Trial 123 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 44, 'learning_rate': 0.013353700242437727, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8031121072858779, 'colsample_bytree': 0.6912716567079713, 'gamma': 1.7925079693925035, 'reg_alpha': 0.23731022650508893, 'reg_lambda': 1.025897871172641}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,426] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 65, 'learning_rate': 0.011569423877083818, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8633412576112325, 'colsample_bytree': 0.7325401697988992, 'gamma': 2.296477839516777, 'reg_alpha': 0.18359517176059537, 'reg_lambda': 0.9146767128733989}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,483] Trial 125 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.012868292126781677, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.7379866719945205, 'colsample_bytree': 0.7654759001731838, 'gamma': 1.9124969851475486, 'reg_alpha': 0.1031836479724833, 'reg_lambda': 0.9844454061607985}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,535] Trial 126 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.2160808023649683, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8802370987742308, 'colsample_bytree': 0.7866465186357079, 'gamma': 2.1572763416732603, 'reg_alpha': 0.5536848446460023, 'reg_lambda': 1.3740799337283767}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,631] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.010063814424759683, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8506406485591694, 'colsample_bytree': 0.7238137971306956, 'gamma': 2.657828129601549, 'reg_alpha': 0.13061081300687818, 'reg_lambda': 1.1965327295889194}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,686] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.015824058219678264, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9138021603564106, 'colsample_bytree': 0.7742328676812702, 'gamma': 1.4766264751371618, 'reg_alpha': 0.148120426052261, 'reg_lambda': 1.4255830023533584}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,734] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 38, 'learning_rate': 0.011226248891570458, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9295219069667844, 'colsample_bytree': 0.7030451721502996, 'gamma': 1.6425212914673442, 'reg_alpha': 0.282653970104356, 'reg_lambda': 1.5691591595265608}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,817] Trial 130 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 63, 'learning_rate': 0.014733840266495681, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9494648001668916, 'colsample_bytree': 0.7454703498078679, 'gamma': 2.48418965176318, 'reg_alpha': 0.44413976670576, 'reg_lambda': 1.0849873185519834}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,870] Trial 131 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 52, 'learning_rate': 0.012540448214182104, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8276992872387502, 'colsample_bytree': 0.7831834531118668, 'gamma': 2.3690106690768094, 'reg_alpha': 0.31135815861831884, 'reg_lambda': 1.297830291539097}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,047] Trial 132 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 54, 'learning_rate': 0.033121183776381236, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8423093331614907, 'colsample_bytree': 0.782298445525296, 'gamma': 2.3626541730323294, 'reg_alpha': 0.3351352479597263, 'reg_lambda': 1.2556276529019756}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,136] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.012252901742627966, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8098975056542934, 'colsample_bytree': 0.7586255004033943, 'gamma': 2.2292058566609954, 'reg_alpha': 0.3541448731473752, 'reg_lambda': 0.7978380400052614}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,198] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.013085185860599983, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8237017616981682, 'colsample_bytree': 0.8051659782327585, 'gamma': 2.561854990165956, 'reg_alpha': 0.3013448992939799, 'reg_lambda': 1.3052538487393868}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,262] Trial 135 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 77, 'learning_rate': 0.010804840732655648, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7840243016488843, 'colsample_bytree': 0.8280929003047169, 'gamma': 2.0208482643790733, 'reg_alpha': 0.22802170411104888, 'reg_lambda': 1.1198601428622894}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,347] Trial 136 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 43, 'learning_rate': 0.013914210685217124, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7982620964708886, 'colsample_bytree': 0.675599580963034, 'gamma': 2.802542880684295, 'reg_alpha': 0.2749242777512823, 'reg_lambda': 1.3944463139074792}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,400] Trial 137 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 34, 'learning_rate': 0.01173409128958292, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8358395898946661, 'colsample_bytree': 0.7693892398927085, 'gamma': 2.1251306126477494, 'reg_alpha': 0.3695237497783959, 'reg_lambda': 0.9230152638255715}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,448] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 48, 'learning_rate': 0.012571381947863367, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8121480464476801, 'colsample_bytree': 0.7944659984396333, 'gamma': 2.412128094351062, 'reg_alpha': 0.39535816039843485, 'reg_lambda': 1.4775376795449766}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,543] Trial 139 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.010721602773277229, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.850349300622463, 'colsample_bytree': 0.7360547360117788, 'gamma': 2.239892190281188, 'reg_alpha': 0.32465922743470493, 'reg_lambda': 2.6272306863442516}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,599] Trial 140 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 68, 'learning_rate': 0.015998494220115057, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.83041087440391, 'colsample_bytree': 0.7528499733231991, 'gamma': 1.958825560043082, 'reg_alpha': 0.3053378261104147, 'reg_lambda': 1.6674417696683017}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,656] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 67, 'learning_rate': 0.016518639114088116, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8275070142765601, 'colsample_bytree': 0.755292046296291, 'gamma': 1.9688102214121543, 'reg_alpha': 0.2652774448167759, 'reg_lambda': 1.6690354111594674}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,752] Trial 142 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 59, 'learning_rate': 0.015234675717177067, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8435994281707133, 'colsample_bytree': 0.7752504768024856, 'gamma': 1.7597395945573824, 'reg_alpha': 0.2996542429372768, 'reg_lambda': 1.777596698884397}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,802] Trial 143 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 53, 'learning_rate': 0.013817549505832057, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8432475340708528, 'colsample_bytree': 0.7802593937722898, 'gamma': 2.3360068684159896, 'reg_alpha': 0.5212495449155615, 'reg_lambda': 1.7662634008513276}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,856] Trial 144 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 59, 'learning_rate': 0.011610843436224321, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8209678389505364, 'colsample_bytree': 0.7890379032618244, 'gamma': 1.8610853851812421, 'reg_alpha': 0.34437741191333743, 'reg_lambda': 2.007336647881123}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,997] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 75, 'learning_rate': 0.06663278792490114, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8580141204590008, 'colsample_bytree': 0.7726070594322324, 'gamma': 1.7461091726413847, 'reg_alpha': 0.24013743814259286, 'reg_lambda': 1.1893478392645314}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,057] Trial 146 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 61, 'learning_rate': 0.014935079689269229, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8728410442578606, 'colsample_bytree': 0.7631967866946258, 'gamma': 2.096633726930546, 'reg_alpha': 0.29500637232561205, 'reg_lambda': 1.0649606908854379}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,104] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.012974683402333527, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.938784410712343, 'colsample_bytree': 0.8183193693187466, 'gamma': 2.1875998854763243, 'reg_alpha': 0.25541097411872815, 'reg_lambda': 1.9155251297916005}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,196] Trial 148 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 49, 'learning_rate': 0.010400235306217141, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9180080074916406, 'colsample_bytree': 0.6650093285556867, 'gamma': 1.6343607226377763, 'reg_alpha': 0.22045826756045858, 'reg_lambda': 1.0338892786001206}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,248] Trial 149 finished with value: 0.6875 and parameters: {'n_estimators': 56, 'learning_rate': 0.01180158833547127, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8989926377998653, 'colsample_bytree': 0.7454154626255184, 'gamma': 2.5380942861726616, 'reg_alpha': 0.18411158906496575, 'reg_lambda': 1.8079652579142378}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,311] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.014305295088092373, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.887856312483389, 'colsample_bytree': 0.6240938968486958, 'gamma': 2.3112020361065326, 'reg_alpha': 0.04313495423299499, 'reg_lambda': 0.9803296533678844}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,397] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 70, 'learning_rate': 0.018741169952733013, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8309641809761817, 'colsample_bytree': 0.6522986665695325, 'gamma': 1.935901995986338, 'reg_alpha': 0.30830779456164087, 'reg_lambda': 1.5513789675936693}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,459] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.015957332694391126, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8385954091019208, 'colsample_bytree': 0.7162545360825823, 'gamma': 1.8011990924717975, 'reg_alpha': 0.32113462252829783, 'reg_lambda': 1.6799539027052184}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,516] Trial 153 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 73, 'learning_rate': 0.017281631089903958, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8113278049153866, 'colsample_bytree': 0.7518497165495207, 'gamma': 4.757727562144048, 'reg_alpha': 0.2944999028262936, 'reg_lambda': 1.7296695351840572}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,599] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.01241349397176855, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9891659233872083, 'colsample_bytree': 0.7613806443670365, 'gamma': 2.0556804892994043, 'reg_alpha': 0.3617540135306828, 'reg_lambda': 1.340906104474015}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,651] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.011154840749383017, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8306917639930215, 'colsample_bytree': 0.774369292322039, 'gamma': 2.4323093958263584, 'reg_alpha': 0.2794848457412292, 'reg_lambda': 1.645216913565702}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,721] Trial 156 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 96, 'learning_rate': 0.015392791758455714, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8486447668184691, 'colsample_bytree': 0.7379434626995149, 'gamma': 2.1592960698933945, 'reg_alpha': 0.33170665638055324, 'reg_lambda': 1.832622659292931}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,939] Trial 157 finished with value: 0.755952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.013337458764686345, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9759553629423454, 'colsample_bytree': 0.800934109432177, 'gamma': 2.021552751188139, 'reg_alpha': 0.1598740577725905, 'reg_lambda': 0.8299184963052642}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,999] Trial 158 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.010106113109522329, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.800216450767355, 'colsample_bytree': 0.6806102054322435, 'gamma': 2.2093129598686865, 'reg_alpha': 0.20822737720822326, 'reg_lambda': 1.275611092260947}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,146] Trial 159 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 77, 'learning_rate': 0.012197476713412685, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8654579850166313, 'colsample_bytree': 0.7290894069643613, 'gamma': 2.6473034793155628, 'reg_alpha': 0.25872257354608436, 'reg_lambda': 1.463880446824927}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,238] Trial 160 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 87, 'learning_rate': 0.014211742717370043, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8153023913258206, 'colsample_bytree': 0.7523344854616183, 'gamma': 1.8817949239604501, 'reg_alpha': 0.4029446268239834, 'reg_lambda': 1.155453929492835}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,298] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.01731782406333054, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8272232083170539, 'colsample_bytree': 0.7555452175799325, 'gamma': 2.2959593197411903, 'reg_alpha': 0.2634537647932526, 'reg_lambda': 1.63823702591753}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,355] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 64, 'learning_rate': 0.016201142878853228, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8200376352238057, 'colsample_bytree': 0.7667507605522421, 'gamma': 1.9597224311971368, 'reg_alpha': 0.3053422616175566, 'reg_lambda': 1.7327532239940597}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,439] Trial 163 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.01965814574642521, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8379836804005154, 'colsample_bytree': 0.7662672726540034, 'gamma': 1.7781922338379315, 'reg_alpha': 0.3088376680214602, 'reg_lambda': 1.7060480024375946}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,495] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 63, 'learning_rate': 0.015934218905423715, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8217524470685574, 'colsample_bytree': 0.7848188754596126, 'gamma': 1.9510809919758203, 'reg_alpha': 0.2844430268960859, 'reg_lambda': 1.9301963575227845}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,550] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.012994807714050165, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8083878704687655, 'colsample_bytree': 0.7779139262373501, 'gamma': 2.0653739638085105, 'reg_alpha': 0.3426031005431207, 'reg_lambda': 0.8845722776398244}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,645] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 73, 'learning_rate': 0.011327315119464118, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8567760739575359, 'colsample_bytree': 0.7912969993513135, 'gamma': 1.283165763818768, 'reg_alpha': 0.3865481757808216, 'reg_lambda': 1.859421151249602}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,701] Trial 167 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 46, 'learning_rate': 0.0146306667665668, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9346505804717744, 'colsample_bytree': 0.7688362487441269, 'gamma': 2.4400373697992093, 'reg_alpha': 0.23243358478116533, 'reg_lambda': 1.2075195391908295}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,750] Trial 168 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 62, 'learning_rate': 0.0134364430802711, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9568425980088503, 'colsample_bytree': 0.777368501247292, 'gamma': 2.139604011916582, 'reg_alpha': 0.32211006651738655, 'reg_lambda': 1.789424823458623}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,860] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.010820220532268525, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7936486107652464, 'colsample_bytree': 0.7482479539797304, 'gamma': 1.4251157336138964, 'reg_alpha': 0.35907304309955473, 'reg_lambda': 1.7394224938893459}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,029] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 51, 'learning_rate': 0.012058108576474783, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.820405777010228, 'colsample_bytree': 0.7601908632569961, 'gamma': 2.2620532993514555, 'reg_alpha': 0.30072233359186756, 'reg_lambda': 1.6088405950010278}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,095] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 66, 'learning_rate': 0.01684321842723372, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8289441788443281, 'colsample_bytree': 0.7425451594248916, 'gamma': 2.0210321638432633, 'reg_alpha': 0.271536557853658, 'reg_lambda': 1.6874629430798047}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,194] Trial 172 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 67, 'learning_rate': 0.016656243003104036, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8415583872793969, 'colsample_bytree': 0.7543021660020518, 'gamma': 1.9586448391814766, 'reg_alpha': 0.2537197031866648, 'reg_lambda': 0.9403305461738584}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,253] Trial 173 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.017957410692290926, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8405351323321871, 'colsample_bytree': 0.7701194261472856, 'gamma': 1.5665154190764754, 'reg_alpha': 0.25129685574648825, 'reg_lambda': 0.958826076845056}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,312] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.014706756813891227, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8472140697280198, 'colsample_bytree': 0.7624280464184872, 'gamma': 1.8955295878383212, 'reg_alpha': 0.19049307992031647, 'reg_lambda': 1.011802307338886}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,412] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.015543915533788238, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8331791575803191, 'colsample_bytree': 0.8092016052569952, 'gamma': 1.7374243512924534, 'reg_alpha': 0.21513874951981193, 'reg_lambda': 1.0953085601302888}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,470] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 64, 'learning_rate': 0.012397141958629874, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8059733301840787, 'colsample_bytree': 0.6898181366514696, 'gamma': 2.132442627975557, 'reg_alpha': 0.28739656205893765, 'reg_lambda': 0.7467691165802571}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,517] Trial 177 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 26, 'learning_rate': 0.01150528874342859, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8182988992826469, 'colsample_bytree': 0.7960358677635537, 'gamma': 2.35965239742804, 'reg_alpha': 0.23916482230010275, 'reg_lambda': 0.8674079406014794}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,620] Trial 178 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 106, 'learning_rate': 0.013175297815856192, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8559331493759946, 'colsample_bytree': 0.7493227362207857, 'gamma': 2.212824783543782, 'reg_alpha': 0.31562599828496685, 'reg_lambda': 2.2817396469646107}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,676] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.013781072889217654, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.926457540907531, 'colsample_bytree': 0.7373890892198044, 'gamma': 1.987926165695756, 'reg_alpha': 0.12334427265719188, 'reg_lambda': 0.931648794784435}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,730] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.010093583312085914, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9156620700353627, 'colsample_bytree': 0.7866045348311446, 'gamma': 1.879852057834866, 'reg_alpha': 0.2504210102828291, 'reg_lambda': 1.1315428482489294}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,831] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 68, 'learning_rate': 0.016353254645941034, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8298557535873018, 'colsample_bytree': 0.757108336387873, 'gamma': 2.0012242484633376, 'reg_alpha': 0.5890790941454336, 'reg_lambda': 1.7673759754782175}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,933] Trial 182 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.016186456946185517, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8439242498501456, 'colsample_bytree': 0.7555326280635776, 'gamma': 2.0887999179643923, 'reg_alpha': 0.2910464392083946, 'reg_lambda': 1.4089943626682546}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,991] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 65, 'learning_rate': 0.018795390839120796, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8160273002567958, 'colsample_bytree': 0.7687061994855466, 'gamma': 1.6955664796378718, 'reg_alpha': 0.2654343149583605, 'reg_lambda': 0.7990063893046303}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,149] Trial 184 finished with value: 0.5 and parameters: {'n_estimators': 71, 'learning_rate': 0.014846731537765513, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8256165968342164, 'colsample_bytree': 0.7072457740613634, 'gamma': 2.3049318237065797, 'reg_alpha': 0.31074955808513494, 'reg_lambda': 1.2732031907060302}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,209] Trial 185 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.04205631174691302, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.945553176351716, 'colsample_bytree': 0.7489169833629201, 'gamma': 1.8169642052410189, 'reg_alpha': 0.33438181263350775, 'reg_lambda': 1.5826003656220509}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,263] Trial 186 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 60, 'learning_rate': 0.01727051816310449, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8364095476627152, 'colsample_bytree': 0.7787020728839261, 'gamma': 1.9477149761862464, 'reg_alpha': 0.02796491807044708, 'reg_lambda': 1.509893668849059}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,427] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.021691290611000343, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8485720083795423, 'colsample_bytree': 0.7743766067107811, 'gamma': 2.1798338314672274, 'reg_alpha': 0.033450837236849724, 'reg_lambda': 1.5024523301653325}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,481] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 60, 'learning_rate': 0.011158035998093596, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6438727287266119, 'colsample_bytree': 0.7851111990584743, 'gamma': 2.540355930390027, 'reg_alpha': 0.06628110570237002, 'reg_lambda': 1.5453528478062077}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,541] Trial 189 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 58, 'learning_rate': 0.01814160573245063, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.83881002771836, 'colsample_bytree': 0.7793224472336084, 'gamma': 2.373039908461175, 'reg_alpha': 0.09462790994473355, 'reg_lambda': 1.327068536205307}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,636] Trial 190 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 48, 'learning_rate': 0.012558402902029286, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9997151251350984, 'colsample_bytree': 0.6968763161006308, 'gamma': 2.0895556458713433, 'reg_alpha': 0.005857085045450544, 'reg_lambda': 1.4510383388746109}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,693] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 47, 'learning_rate': 0.012407711559503239, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9690930954262009, 'colsample_bytree': 0.7021400828292801, 'gamma': 2.07457839598731, 'reg_alpha': 0.018608785884268196, 'reg_lambda': 1.449270362397128}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,747] Trial 192 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 40, 'learning_rate': 0.010801112560285889, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9992757540482466, 'colsample_bytree': 0.6952641558647997, 'gamma': 1.937582561391738, 'reg_alpha': 0.042476957441553914, 'reg_lambda': 1.38080866638304}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,845] Trial 193 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 42, 'learning_rate': 0.010936660066604632, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9969753287977241, 'colsample_bytree': 0.6948298155617029, 'gamma': 2.186706380593391, 'reg_alpha': 0.0494210572615011, 'reg_lambda': 1.3735128428444847}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,897] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 41, 'learning_rate': 0.011352410718213374, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.997068593580716, 'colsample_bytree': 0.6945064788355526, 'gamma': 2.242350533460314, 'reg_alpha': 0.05263191310449469, 'reg_lambda': 1.3862545645925628}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:54,031] Trial 195 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 34, 'learning_rate': 0.01075796205918583, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9956931407081899, 'colsample_bytree': 0.6926246936687315, 'gamma': 2.2307905453321237, 'reg_alpha': 0.055098835227781674, 'reg_lambda': 1.374780322992612}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:54,130] Trial 196 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 39, 'learning_rate': 0.011838029082381716, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9991973542126124, 'colsample_bytree': 0.6996493164669498, 'gamma': 2.4954462075294406, 'reg_alpha': 0.017833325243027276, 'reg_lambda': 1.3486374618877357}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:54,185] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.011585980491662554, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9898750637571745, 'colsample_bytree': 0.6808803717592721, 'gamma': 2.3061870243632137, 'reg_alpha': 0.023487335060085598, 'reg_lambda': 1.234981409838523}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:54,239] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.010668093952004876, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9795745651311787, 'colsample_bytree': 0.7149353307706149, 'gamma': 2.7341995316383167, 'reg_alpha': 0.04323706696352154, 'reg_lambda': 1.3903715939858041}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:54,331] Trial 199 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 45, 'learning_rate': 0.011243995392205877, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9863171998525764, 'colsample_bytree': 0.6856096239970199, 'gamma': 2.4078897590520745, 'reg_alpha': 0.07250211367653599, 'reg_lambda': 1.4942067574764728}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:54,335] A new study created in memory with name: no-name-40be0356-f934-470e-8e8b-24cc9c281ea6
[I 2025-11-03 19:18:54,393] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 118, 'learning_rate': 0.08562247270967811, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.7672470829238265, 'colsample_bytree': 0.8013547737209081, 'gamma': 4.1027746039237725, 'reg_alpha': 0.520526662432757, 'reg_lambda': 2.0646317797275553}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:18:54,449] Trial 1 finished with value: 0.6785714285714287 and parameters: {'n_estimators': 118, 'learning_rate': 0.033757872212256776, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7266914733485008, 'colsample_bytree': 0.8522692487285033, 'gamma': 2.9319261125708165, 'reg_alpha': 0.5151321439323726, 'reg_lambda': 0.7235425348358691}. Best is trial 1 with value: 0.6785714285714287.
[I 2025-11-03 19:18:54,566] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.012359880932306519, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.6443088883388475, 'colsample_bytree': 0.6784972558832962, 'gamma': 4.363355713615037, 'reg_alpha': 0.41630305830719183, 'reg_lambda': 2.6882916692762797}. Best is trial 1 with value: 0.6785714285714287.
[I 2025-11-03 19:18:54,651] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.04268012799190891, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.6840766306506356, 'colsample_bytree': 0.832033663019936, 'gamma': 4.138308403756724, 'reg_alpha': 0.7268784486042056, 'reg_lambda': 2.8625734142542743}. Best is trial 1 with value: 0.6785714285714287.
[I 2025-11-03 19:18:54,687] Trial 4 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 57, 'learning_rate': 0.09142686105988528, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8074694818039878, 'colsample_bytree': 0.9276800412674192, 'gamma': 1.39265755782698, 'reg_alpha': 0.5051307114474831, 'reg_lambda': 2.957238675921765}. Best is trial 4 with value: 0.7023809523809524.
[I 2025-11-03 19:18:54,777] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.18441375118573414, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8284940236121078, 'colsample_bytree': 0.7417467656882122, 'gamma': 4.639613881801118, 'reg_alpha': 0.2635634804044984, 'reg_lambda': 1.7812710701888879}. Best is trial 4 with value: 0.7023809523809524.
[I 2025-11-03 19:18:54,976] Trial 6 finished with value: 0.6875 and parameters: {'n_estimators': 189, 'learning_rate': 0.26149548432584224, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.67845877596092, 'colsample_bytree': 0.9835009287378098, 'gamma': 2.9959186353798923, 'reg_alpha': 0.47886116818563906, 'reg_lambda': 1.4059749389650613}. Best is trial 4 with value: 0.7023809523809524.
[I 2025-11-03 19:18:55,043] Trial 7 finished with value: 0.699404761904762 and parameters: {'n_estimators': 127, 'learning_rate': 0.036037353639452624, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7100081230168467, 'colsample_bytree': 0.7845951863022181, 'gamma': 4.977828647964749, 'reg_alpha': 0.3895128228976401, 'reg_lambda': 1.0039885509825779}. Best is trial 4 with value: 0.7023809523809524.
[I 2025-11-03 19:18:55,126] Trial 8 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 71, 'learning_rate': 0.16080184323220828, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8067431261295777, 'colsample_bytree': 0.7945503042102621, 'gamma': 3.75515889020901, 'reg_alpha': 0.9234896314051133, 'reg_lambda': 1.4790394355287262}. Best is trial 8 with value: 0.7053571428571428.
[I 2025-11-03 19:18:55,184] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.02813744340996865, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6344122289570292, 'colsample_bytree': 0.8715189825279339, 'gamma': 1.3093869010383181, 'reg_alpha': 0.0004928337262312121, 'reg_lambda': 2.955544669116248}. Best is trial 8 with value: 0.7053571428571428.
[I 2025-11-03 19:18:55,227] Trial 10 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 22, 'learning_rate': 0.14102057768227902, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.932725034136949, 'colsample_bytree': 0.6039166072161343, 'gamma': 2.329898389297213, 'reg_alpha': 0.9677436614142477, 'reg_lambda': 2.30238175838834}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,294] Trial 11 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.13533087384313042, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9505186995886181, 'colsample_bytree': 0.6280261672003693, 'gamma': 2.1641853554970045, 'reg_alpha': 0.978094621230755, 'reg_lambda': 2.1299526462543943}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,340] Trial 12 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 26, 'learning_rate': 0.09353327066125457, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9697263206803215, 'colsample_bytree': 0.6183688851383435, 'gamma': 0.38987949717010606, 'reg_alpha': 0.9965926048807923, 'reg_lambda': 2.2795854595345126}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,378] Trial 13 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 24, 'learning_rate': 0.14479027888960855, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9711154335593506, 'colsample_bytree': 0.603809315083841, 'gamma': 2.022365583760295, 'reg_alpha': 0.8146720409792242, 'reg_lambda': 2.378060555941306}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,582] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.29324796993515323, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9026217006826192, 'colsample_bytree': 0.6785288846014251, 'gamma': 2.212760237759302, 'reg_alpha': 0.7297111641843722, 'reg_lambda': 1.936677169835828}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,637] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.06468804752128167, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.9050409674474581, 'colsample_bytree': 0.6840842445823425, 'gamma': 1.4602442632098969, 'reg_alpha': 0.8213101267702583, 'reg_lambda': 2.467068807543862}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,694] Trial 16 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 89, 'learning_rate': 0.12431435966711243, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8841724288764797, 'colsample_bytree': 0.6467557508394717, 'gamma': 3.137656695473789, 'reg_alpha': 0.6718985471852452, 'reg_lambda': 2.1518366938529363}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,809] Trial 17 finished with value: 0.6875 and parameters: {'n_estimators': 151, 'learning_rate': 0.02145535132860456, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9971017486264451, 'colsample_bytree': 0.7276804948571755, 'gamma': 0.6965578648199282, 'reg_alpha': 0.9899295091592788, 'reg_lambda': 1.5227538298580259}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,903] Trial 18 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.0600637541760596, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8615548934891282, 'colsample_bytree': 0.718954845241508, 'gamma': 2.531261977222478, 'reg_alpha': 0.8745856127838231, 'reg_lambda': 2.5498247508686656}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,995] Trial 19 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 161, 'learning_rate': 0.20539628256641743, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9513192041658634, 'colsample_bytree': 0.6381833810034564, 'gamma': 1.9197120782483401, 'reg_alpha': 0.6184290747639831, 'reg_lambda': 1.8054989215519404}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:56,099] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 82, 'learning_rate': 0.1162045546998791, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9312847673722072, 'colsample_bytree': 0.6491196979812631, 'gamma': 0.8421564371294856, 'reg_alpha': 0.18621600486245127, 'reg_lambda': 1.013697060727374}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:56,153] Trial 21 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.061105816973930895, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8709275325960552, 'colsample_bytree': 0.7313666244624342, 'gamma': 2.5383732584590093, 'reg_alpha': 0.8756721352534308, 'reg_lambda': 2.576828211953114}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:56,195] Trial 22 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.049491227501397506, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8494796160668036, 'colsample_bytree': 0.7053414865706156, 'gamma': 3.5596125079726377, 'reg_alpha': 0.9025582250594176, 'reg_lambda': 2.6609202511385597}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,280] Trial 23 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 45, 'learning_rate': 0.047479904473631554, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9228055760206911, 'colsample_bytree': 0.6057284919874297, 'gamma': 3.546737322306939, 'reg_alpha': 0.9355152305461888, 'reg_lambda': 2.296697451865514}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,320] Trial 24 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 35, 'learning_rate': 0.019083897247241608, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8401648715537707, 'colsample_bytree': 0.6937314765327176, 'gamma': 3.519679045044276, 'reg_alpha': 0.788379696038732, 'reg_lambda': 2.664419354664084}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,380] Trial 25 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 92, 'learning_rate': 0.07561631343000963, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9952756576985535, 'colsample_bytree': 0.6498088285916223, 'gamma': 1.7025005632864492, 'reg_alpha': 0.9202789736850622, 'reg_lambda': 2.009829003835977}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,478] Trial 26 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 56, 'learning_rate': 0.11855350909528606, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7783574656512596, 'colsample_bytree': 0.7607696506088295, 'gamma': 2.6995971533564895, 'reg_alpha': 0.6134413859277612, 'reg_lambda': 2.215687872734953}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,529] Trial 27 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 73, 'learning_rate': 0.24271772856742876, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9310111116431744, 'colsample_bytree': 0.6392574458602148, 'gamma': 2.3037131365167545, 'reg_alpha': 0.9835888973282035, 'reg_lambda': 2.7357696843697763}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,581] Trial 28 finished with value: 0.6011904761904762 and parameters: {'n_estimators': 53, 'learning_rate': 0.2057817840781831, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8533132781243052, 'colsample_bytree': 0.6988446076018169, 'gamma': 3.2576819181572274, 'reg_alpha': 0.8608937855430419, 'reg_lambda': 2.381231497086574}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,669] Trial 29 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 32, 'learning_rate': 0.08311404136041525, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7540573664700021, 'colsample_bytree': 0.6640231095973352, 'gamma': 4.007057890099699, 'reg_alpha': 0.7389399052368175, 'reg_lambda': 2.0296329751974924}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,710] Trial 30 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 20, 'learning_rate': 0.10448350308862699, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8924069970063396, 'colsample_bytree': 0.6229705415374801, 'gamma': 1.0115238096564738, 'reg_alpha': 0.6157892838724196, 'reg_lambda': 1.6132381263370918}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,758] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 22, 'learning_rate': 0.10260244883804791, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8878178837643314, 'colsample_bytree': 0.6232085281009724, 'gamma': 1.0416364820745547, 'reg_alpha': 0.6390830647518763, 'reg_lambda': 1.6576994787750652}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,011] Trial 32 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 39, 'learning_rate': 0.13671021860439775, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9663795385710328, 'colsample_bytree': 0.6228148008048793, 'gamma': 1.6334369327547398, 'reg_alpha': 0.9254247736109833, 'reg_lambda': 1.1966653991749994}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,107] Trial 33 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.07081712915435757, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.9128515397127884, 'colsample_bytree': 0.6031947168225021, 'gamma': 0.0024866220689052643, 'reg_alpha': 0.564291670229843, 'reg_lambda': 2.121455962675179}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,200] Trial 34 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 221, 'learning_rate': 0.05177572198106787, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9435803255939933, 'colsample_bytree': 0.6649907146671848, 'gamma': 2.8841034010123576, 'reg_alpha': 0.7915982812410036, 'reg_lambda': 1.9118941647195113}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,303] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 62, 'learning_rate': 0.16698792271929477, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8353386546091511, 'colsample_bytree': 0.6972794180734299, 'gamma': 2.0659375423532076, 'reg_alpha': 0.37410575480382724, 'reg_lambda': 2.488704711589472}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,351] Trial 36 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 34, 'learning_rate': 0.010811407317032425, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8855820632922897, 'colsample_bytree': 0.8269063127252595, 'gamma': 1.2127397654678165, 'reg_alpha': 0.30988253376662944, 'reg_lambda': 0.6492771445711549}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,399] Trial 37 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.10346309207116589, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8207085253157579, 'colsample_bytree': 0.7561061684035173, 'gamma': 1.7746010310193432, 'reg_alpha': 0.696105726320053, 'reg_lambda': 1.641567345292919}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,510] Trial 38 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 104, 'learning_rate': 0.03686317885448436, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7807221057056236, 'colsample_bytree': 0.7133295919876523, 'gamma': 2.3479724699256406, 'reg_alpha': 0.8705349572667734, 'reg_lambda': 2.8000274768479407}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,549] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.0796577944061197, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8655091426414602, 'colsample_bytree': 0.6633694960064195, 'gamma': 4.543681223094554, 'reg_alpha': 0.9417416622160861, 'reg_lambda': 1.3792983044792653}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,608] Trial 40 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 55, 'learning_rate': 0.02578558444159561, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9523731495692443, 'colsample_bytree': 0.8901548501876924, 'gamma': 4.064506123093307, 'reg_alpha': 0.7601749420074044, 'reg_lambda': 1.8566372981181791}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,692] Trial 41 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 52, 'learning_rate': 0.016032579158273923, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9498419831757363, 'colsample_bytree': 0.9028872408461038, 'gamma': 4.212366297127415, 'reg_alpha': 0.7563073283063193, 'reg_lambda': 1.8423673892795422}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,742] Trial 42 finished with value: 0.726190476190476 and parameters: {'n_estimators': 39, 'learning_rate': 0.026620173048672528, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9843274918520871, 'colsample_bytree': 0.9897038467326431, 'gamma': 3.8788267614587904, 'reg_alpha': 0.5402517433427277, 'reg_lambda': 1.7465701848962283}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,792] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 30, 'learning_rate': 0.04577735047332614, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9552077824909105, 'colsample_bytree': 0.9409145718546001, 'gamma': 4.466948105958976, 'reg_alpha': 0.4692388079530875, 'reg_lambda': 1.5987687767889096}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,890] Trial 44 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.028744858486629107, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9015555272701696, 'colsample_bytree': 0.8733381992502649, 'gamma': 3.463694911838211, 'reg_alpha': 0.8395574835137108, 'reg_lambda': 2.057034780836084}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,934] Trial 45 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 20, 'learning_rate': 0.14816798058111183, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6053819966002052, 'colsample_bytree': 0.7807150603829006, 'gamma': 2.799938759702779, 'reg_alpha': 0.958592710618825, 'reg_lambda': 1.2229329000910374}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,989] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.0403959005144404, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.9389742178933127, 'colsample_bytree': 0.8198793052086039, 'gamma': 4.705161696959591, 'reg_alpha': 0.9055757021845283, 'reg_lambda': 2.3282475465956187}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,143] Trial 47 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.01496250405019677, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9194995181657785, 'colsample_bytree': 0.9578386021253225, 'gamma': 4.910045195074705, 'reg_alpha': 0.7930260560508526, 'reg_lambda': 2.2257063237881867}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,217] Trial 48 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 143, 'learning_rate': 0.024021747822271268, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8914648411785889, 'colsample_bytree': 0.8477554802038374, 'gamma': 3.2043131282510338, 'reg_alpha': 0.663815160729305, 'reg_lambda': 2.973386379549469}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,298] Trial 49 finished with value: 0.6875 and parameters: {'n_estimators': 181, 'learning_rate': 0.03194096771525279, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9582972013061858, 'colsample_bytree': 0.625114453966755, 'gamma': 4.270481606023191, 'reg_alpha': 0.9993883772347046, 'reg_lambda': 1.9521043872956807}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,391] Trial 50 finished with value: 0.693452380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.09182578772197905, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9782632663123719, 'colsample_bytree': 0.9019105512136003, 'gamma': 0.4323580625436909, 'reg_alpha': 0.7552844268199946, 'reg_lambda': 2.632144726709796}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,444] Trial 51 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 30, 'learning_rate': 0.13253397986553012, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9659393511852364, 'colsample_bytree': 0.6221292427724041, 'gamma': 1.5603717844465006, 'reg_alpha': 0.8994852946621004, 'reg_lambda': 1.0093825715230231}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,495] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 65, 'learning_rate': 0.18069672308192045, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9777006686845933, 'colsample_bytree': 0.6139020237428303, 'gamma': 1.1510081344243779, 'reg_alpha': 0.9608429165061894, 'reg_lambda': 1.2237700837625247}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,584] Trial 53 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.1810612709194904, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9816424675702372, 'colsample_bytree': 0.6031532941718222, 'gamma': 1.087861718286489, 'reg_alpha': 0.9681206004931853, 'reg_lambda': 0.8910981140081276}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,649] Trial 54 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 129, 'learning_rate': 0.203012329983813, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9991827386552183, 'colsample_bytree': 0.6354794403802567, 'gamma': 0.8965757033113151, 'reg_alpha': 0.8407536722622159, 'reg_lambda': 1.2658678642152226}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,714] Trial 55 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 88, 'learning_rate': 0.23943511946505033, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9198809983099276, 'colsample_bytree': 0.6608364749372301, 'gamma': 0.6677834799399754, 'reg_alpha': 0.7026083738662408, 'reg_lambda': 1.4481910539523937}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,776] Trial 56 finished with value: 0.738095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.15083152435761008, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.932393978252481, 'colsample_bytree': 0.6765213206829691, 'gamma': 1.8840278239320911, 'reg_alpha': 0.8885855764989513, 'reg_lambda': 1.7405158335563051}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,866] Trial 57 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 95, 'learning_rate': 0.11229314269461299, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9012851527298693, 'colsample_bytree': 0.6726290681975229, 'gamma': 2.1158921481106128, 'reg_alpha': 0.8932071185405518, 'reg_lambda': 1.7008965736186146}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,926] Trial 58 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 104, 'learning_rate': 0.15123441626294412, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8540879094112572, 'colsample_bytree': 0.6826716885357127, 'gamma': 1.9015521976775838, 'reg_alpha': 0.11648274278328685, 'reg_lambda': 1.8993999363659535}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,113] Trial 59 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 123, 'learning_rate': 0.12867912710944546, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.846669984900408, 'colsample_bytree': 0.6851277364537517, 'gamma': 1.8788270265690703, 'reg_alpha': 0.02099869900432154, 'reg_lambda': 1.8335395505238647}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,227] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.15166101341261157, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8151621610923784, 'colsample_bytree': 0.7107057306041935, 'gamma': 2.4340373642925943, 'reg_alpha': 0.10121395411357825, 'reg_lambda': 2.1782947412366473}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,407] Trial 61 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 103, 'learning_rate': 0.09995719022296333, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.875745218150717, 'colsample_bytree': 0.6509566737191971, 'gamma': 2.6538518459372806, 'reg_alpha': 0.4371595794164633, 'reg_lambda': 1.5354252166022775}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,466] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 80, 'learning_rate': 0.16840025057012364, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9302447984322264, 'colsample_bytree': 0.7459090590367923, 'gamma': 1.3789036766462544, 'reg_alpha': 0.8321196957509784, 'reg_lambda': 1.9192615562127855}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,517] Trial 63 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 27, 'learning_rate': 0.2777433036818898, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7986858754053126, 'colsample_bytree': 0.6366414275840866, 'gamma': 2.210631423293304, 'reg_alpha': 0.22111264758212779, 'reg_lambda': 1.8563690339113352}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,599] Trial 64 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 48, 'learning_rate': 0.06934155660138491, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8594752687427957, 'colsample_bytree': 0.6790262623807639, 'gamma': 1.9349290179965726, 'reg_alpha': 0.5801327417248234, 'reg_lambda': 2.4177473711918065}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,644] Trial 65 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 39, 'learning_rate': 0.11278384693608638, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9106406295710416, 'colsample_bytree': 0.7318982821031889, 'gamma': 3.058287742677832, 'reg_alpha': 0.13604349961176165, 'reg_lambda': 2.107331994746364}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,694] Trial 66 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 39, 'learning_rate': 0.21850599830444586, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9377339615788026, 'colsample_bytree': 0.808138608646495, 'gamma': 3.687120193083428, 'reg_alpha': 0.1488231127129868, 'reg_lambda': 2.116522122174499}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,805] Trial 67 finished with value: 0.699404761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.054479082138709285, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9106835291577025, 'colsample_bytree': 0.7355980853720002, 'gamma': 3.3945631515472474, 'reg_alpha': 0.07792875526676915, 'reg_lambda': 2.019604974456712}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,857] Trial 68 finished with value: 0.693452380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.11826826936178608, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7354151489976883, 'colsample_bytree': 0.7226053889608068, 'gamma': 2.9875519583486634, 'reg_alpha': 0.3062472858578151, 'reg_lambda': 2.274433962574537}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,919] Trial 69 finished with value: 0.699404761904762 and parameters: {'n_estimators': 28, 'learning_rate': 0.0886803643161812, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8730714044014813, 'colsample_bytree': 0.7779765519694082, 'gamma': 3.9719219531232492, 'reg_alpha': 0.1704788083529753, 'reg_lambda': 2.86855407764726}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,028] Trial 70 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 136, 'learning_rate': 0.14586177708750817, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.926632003376168, 'colsample_bytree': 0.7045841185070955, 'gamma': 3.7506251030351514, 'reg_alpha': 0.08697705693248153, 'reg_lambda': 2.474793686625995}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,077] Trial 71 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 41, 'learning_rate': 0.106324564087424, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9032617324684513, 'colsample_bytree': 0.6915928904594165, 'gamma': 2.5682261676267357, 'reg_alpha': 0.04905176462595946, 'reg_lambda': 1.7415280815996828}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,122] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.13387123642760693, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8911478563830617, 'colsample_bytree': 0.6460835942798132, 'gamma': 1.7765178473637215, 'reg_alpha': 0.12520454932355163, 'reg_lambda': 1.989107158890454}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,302] Trial 73 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 26, 'learning_rate': 0.1603677498813235, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9390886288452084, 'colsample_bytree': 0.672134682831146, 'gamma': 3.0978528934752143, 'reg_alpha': 0.9367745838658343, 'reg_lambda': 2.0917822895389486}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,352] Trial 74 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 36, 'learning_rate': 0.18721596956701214, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8321388821537742, 'colsample_bytree': 0.6308853809062955, 'gamma': 1.4912399304117137, 'reg_alpha': 0.23260663376794588, 'reg_lambda': 1.6085197919693357}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,405] Trial 75 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.11310616729749483, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8546540689818429, 'colsample_bytree': 0.6557274505284716, 'gamma': 2.185627262709186, 'reg_alpha': 0.8065292531550512, 'reg_lambda': 1.784602063266505}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,498] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.1261208339765929, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8777423683529904, 'colsample_bytree': 0.612420513985212, 'gamma': 2.002545435992293, 'reg_alpha': 0.8535013350694945, 'reg_lambda': 1.8727289174237876}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,553] Trial 77 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.095612604378234, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.960070510722842, 'colsample_bytree': 0.7690443856516415, 'gamma': 2.785949796935637, 'reg_alpha': 0.8888291002920881, 'reg_lambda': 2.5621711497621185}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,620] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.1609508836487314, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9467879974305995, 'colsample_bytree': 0.7426175897226722, 'gamma': 3.381449570412047, 'reg_alpha': 0.7697690093946183, 'reg_lambda': 0.5108543027050336}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,732] Trial 79 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 116, 'learning_rate': 0.24833207476254893, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9467330578314586, 'colsample_bytree': 0.7500408583966187, 'gamma': 3.3196721707124204, 'reg_alpha': 0.9718948392633817, 'reg_lambda': 2.76537657224019}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,789] Trial 80 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 84, 'learning_rate': 0.15530071870220308, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9886591538358106, 'colsample_bytree': 0.7356479901605739, 'gamma': 3.6437659248217753, 'reg_alpha': 0.7566641494321944, 'reg_lambda': 0.5843143142978786}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,836] Trial 81 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 26, 'learning_rate': 0.1365871174973524, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9176005926566594, 'colsample_bytree': 0.7206800165597087, 'gamma': 2.3179413590734375, 'reg_alpha': 0.6965430087873505, 'reg_lambda': 0.7280840459742044}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,941] Trial 82 finished with value: 0.699404761904762 and parameters: {'n_estimators': 112, 'learning_rate': 0.17161294154287918, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8971007188073549, 'colsample_bytree': 0.7067550202758153, 'gamma': 3.130114390928964, 'reg_alpha': 0.6052644812083066, 'reg_lambda': 2.1681694965937286}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,999] Trial 83 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 100, 'learning_rate': 0.21955133742327282, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9115818997353078, 'colsample_bytree': 0.6919826050068646, 'gamma': 3.865958641277029, 'reg_alpha': 0.5134918297262129, 'reg_lambda': 2.066780575490352}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,064] Trial 84 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 108, 'learning_rate': 0.14231961155528797, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.950764825476188, 'colsample_bytree': 0.6154229854296955, 'gamma': 4.117484835077879, 'reg_alpha': 0.9165773027866174, 'reg_lambda': 2.244264280789807}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,258] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 43, 'learning_rate': 0.19767379050315534, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9708991558647082, 'colsample_bytree': 0.761549535822892, 'gamma': 3.582604775551612, 'reg_alpha': 0.9419963212444812, 'reg_lambda': 1.9809807078613892}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,333] Trial 86 finished with value: 0.693452380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.07586088727009564, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9357273595822303, 'colsample_bytree': 0.7948639575199138, 'gamma': 2.4180234030767394, 'reg_alpha': 0.6689785017701686, 'reg_lambda': 2.328003350250949}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,383] Trial 87 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.10714815281359114, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9263450565808939, 'colsample_bytree': 0.6001854497764613, 'gamma': 1.726796802149076, 'reg_alpha': 0.7817491563381442, 'reg_lambda': 0.9146055391160643}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,454] Trial 88 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.06460580845968959, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9619551109091049, 'colsample_bytree': 0.6686372835894316, 'gamma': 2.8623320390571787, 'reg_alpha': 0.8678586004545525, 'reg_lambda': 1.9022799151735577}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,517] Trial 89 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 74, 'learning_rate': 0.01657613726392459, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6836197856172042, 'colsample_bytree': 0.9717433244178375, 'gamma': 0.10089181478315867, 'reg_alpha': 0.6385230097870551, 'reg_lambda': 1.700548212693031}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,561] Trial 90 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 31, 'learning_rate': 0.08632148505928891, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8833745138794986, 'colsample_bytree': 0.6849765140644157, 'gamma': 3.389784614232574, 'reg_alpha': 0.9512477378599761, 'reg_lambda': 1.3478792365972672}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,663] Trial 91 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 92, 'learning_rate': 0.11485835443685485, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8433132741180789, 'colsample_bytree': 0.6755189803285018, 'gamma': 2.1058908893790798, 'reg_alpha': 0.9074778814072199, 'reg_lambda': 1.7002221690215944}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,730] Trial 92 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 95, 'learning_rate': 0.12736380649582585, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9066252001248262, 'colsample_bytree': 0.6435056900078538, 'gamma': 1.8396228328016135, 'reg_alpha': 0.7234286210768756, 'reg_lambda': 1.563107646883914}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,800] Trial 93 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 108, 'learning_rate': 0.021407077821710016, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9003882844793346, 'colsample_bytree': 0.6295423235247299, 'gamma': 2.1282916541426373, 'reg_alpha': 0.8853829395508706, 'reg_lambda': 1.674830790883516}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,896] Trial 94 finished with value: 0.738095238095238 and parameters: {'n_estimators': 130, 'learning_rate': 0.16094862855203768, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9477736560076734, 'colsample_bytree': 0.6567284328058607, 'gamma': 2.2794012986942023, 'reg_alpha': 0.8150765254448479, 'reg_lambda': 1.4769400284617151}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,971] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.16155296222816823, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9474317103890184, 'colsample_bytree': 0.6518414771390977, 'gamma': 2.5201239949482397, 'reg_alpha': 0.8134212533394256, 'reg_lambda': 1.1041504628409553}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,158] Trial 96 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.15961121569135886, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9552440972492624, 'colsample_bytree': 0.6615450263867458, 'gamma': 2.5877392639378796, 'reg_alpha': 0.8177885932547118, 'reg_lambda': 1.1231271125629883}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,271] Trial 97 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 135, 'learning_rate': 0.17611325825450444, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9440746389441026, 'colsample_bytree': 0.7029818936340197, 'gamma': 2.2664566298755022, 'reg_alpha': 0.9809660669896964, 'reg_lambda': 0.747874798524523}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,343] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.1870437108848051, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9749979171921757, 'colsample_bytree': 0.6543548050206572, 'gamma': 2.418361217229499, 'reg_alpha': 0.7752270434891343, 'reg_lambda': 0.5337521873501149}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,413] Trial 99 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 141, 'learning_rate': 0.23337088558444824, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9719056543061183, 'colsample_bytree': 0.7142235352750493, 'gamma': 2.477068245810774, 'reg_alpha': 0.8444008804801169, 'reg_lambda': 0.523035838092214}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,521] Trial 100 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 146, 'learning_rate': 0.21807143343343444, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9904257391471665, 'colsample_bytree': 0.6890422769227931, 'gamma': 2.4021857241458213, 'reg_alpha': 0.35538930088141407, 'reg_lambda': 0.561734315975251}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,589] Trial 101 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 142, 'learning_rate': 0.18724593798582662, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9632729799750922, 'colsample_bytree': 0.6541217520672976, 'gamma': 2.721927187767713, 'reg_alpha': 0.8522910131140548, 'reg_lambda': 0.646141118562932}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,666] Trial 102 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 156, 'learning_rate': 0.1861660453861529, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.972250771989953, 'colsample_bytree': 0.7267671881874121, 'gamma': 2.727367083826738, 'reg_alpha': 0.8525360218895014, 'reg_lambda': 0.6577649475161893}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,780] Trial 103 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 178, 'learning_rate': 0.2740184846053814, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9757781992918981, 'colsample_bytree': 0.711594647004305, 'gamma': 3.040107579838793, 'reg_alpha': 0.7792369389523449, 'reg_lambda': 0.5264328244248128}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,863] Trial 104 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.2959960054841375, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9806751301357839, 'colsample_bytree': 0.7146989787584548, 'gamma': 3.007161630365892, 'reg_alpha': 0.8386062336997456, 'reg_lambda': 0.5314855143430746}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,946] Trial 105 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 179, 'learning_rate': 0.26083743532361786, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9724177997750463, 'colsample_bytree': 0.7412163021739694, 'gamma': 2.4946980256317204, 'reg_alpha': 0.7809845674594523, 'reg_lambda': 0.5048255777452816}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,058] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 173, 'learning_rate': 0.2671714556978064, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.965080728554474, 'colsample_bytree': 0.7310369937285698, 'gamma': 2.9688579976282217, 'reg_alpha': 0.7928168736491454, 'reg_lambda': 0.6628782499649881}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,175] Trial 107 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 172, 'learning_rate': 0.2716103874260239, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.964447890976992, 'colsample_bytree': 0.7409563603144503, 'gamma': 3.239271393213241, 'reg_alpha': 0.7365811048294575, 'reg_lambda': 0.6489044442610413}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,274] Trial 108 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 172, 'learning_rate': 0.2640561965369663, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9662927418042799, 'colsample_bytree': 0.7301553848982848, 'gamma': 2.9268049953571817, 'reg_alpha': 0.7266336803699646, 'reg_lambda': 0.817000252284741}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,385] Trial 109 finished with value: 0.7767857142857142 and parameters: {'n_estimators': 170, 'learning_rate': 0.2777461409916557, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9644261538327618, 'colsample_bytree': 0.7287529464029348, 'gamma': 3.219101971698233, 'reg_alpha': 0.7417478078013606, 'reg_lambda': 0.7923034982221226}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,464] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.27270010938086287, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9969375744997784, 'colsample_bytree': 0.7314288733518952, 'gamma': 3.229202458733267, 'reg_alpha': 0.72131718319878, 'reg_lambda': 0.8167469142323021}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,547] Trial 111 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 170, 'learning_rate': 0.2592260095998642, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9649683701048066, 'colsample_bytree': 0.7532852459075069, 'gamma': 2.9285785402813627, 'reg_alpha': 0.7388333579373522, 'reg_lambda': 0.6383042472572085}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,662] Trial 112 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 174, 'learning_rate': 0.25063613023356235, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9880173027101553, 'colsample_bytree': 0.7724150292389944, 'gamma': 3.0583269416313636, 'reg_alpha': 0.7362288987221879, 'reg_lambda': 0.7892605263248924}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,798] Trial 113 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 170, 'learning_rate': 0.26524917068731935, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9674160903971442, 'colsample_bytree': 0.7519056250016762, 'gamma': 2.9184227660798063, 'reg_alpha': 0.7143949476153482, 'reg_lambda': 0.6244062435896484}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,874] Trial 114 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 168, 'learning_rate': 0.27154238967434524, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9678152230042463, 'colsample_bytree': 0.754623246742124, 'gamma': 2.972676932643332, 'reg_alpha': 0.7079306587262637, 'reg_lambda': 0.6036004141540061}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,984] Trial 115 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 169, 'learning_rate': 0.2314482587940053, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9626576269853011, 'colsample_bytree': 0.7540911234678115, 'gamma': 2.9267499291482872, 'reg_alpha': 0.6824934277552681, 'reg_lambda': 0.6108269976258609}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,061] Trial 116 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.2783152386079112, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9652673088550944, 'colsample_bytree': 0.7535902435879627, 'gamma': 2.9113858965474955, 'reg_alpha': 0.6892283224691589, 'reg_lambda': 0.6218953282097718}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,136] Trial 117 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 169, 'learning_rate': 0.2807521599208231, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9650561494761452, 'colsample_bytree': 0.7558282363696719, 'gamma': 2.8911242781267465, 'reg_alpha': 0.6527356911035883, 'reg_lambda': 0.6142194533445061}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,247] Trial 118 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 184, 'learning_rate': 0.261204950445805, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9836842539943288, 'colsample_bytree': 0.7514326396378046, 'gamma': 3.1654564694084684, 'reg_alpha': 0.70865869126853, 'reg_lambda': 0.6856454482027055}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,325] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 201, 'learning_rate': 0.29769507120019106, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9619383600294407, 'colsample_bytree': 0.7865260464438565, 'gamma': 2.9631222414928557, 'reg_alpha': 0.6781655857582489, 'reg_lambda': 0.862487990778138}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,496] Trial 120 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 168, 'learning_rate': 0.2339107283770635, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9565827356227857, 'colsample_bytree': 0.7640996017830353, 'gamma': 3.285786592595564, 'reg_alpha': 0.6902068617886001, 'reg_lambda': 0.6074071747737929}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,604] Trial 121 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 168, 'learning_rate': 0.23210588593422474, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9577118545267143, 'colsample_bytree': 0.7637343768492055, 'gamma': 3.281411355762521, 'reg_alpha': 0.740537100729646, 'reg_lambda': 0.687339416830807}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,681] Trial 122 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 165, 'learning_rate': 0.2176626174053253, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.991698042883587, 'colsample_bytree': 0.7706421898950899, 'gamma': 3.5076659648312165, 'reg_alpha': 0.6865272364769006, 'reg_lambda': 0.5965064402934114}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,762] Trial 123 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 195, 'learning_rate': 0.22974413922775083, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.666849503616442, 'colsample_bytree': 0.7590944285364474, 'gamma': 2.8544657289534463, 'reg_alpha': 0.713737309508629, 'reg_lambda': 0.7137539432369783}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,875] Trial 124 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.24902567472477277, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9540423078827692, 'colsample_bytree': 0.7640199711452228, 'gamma': 3.323729039456357, 'reg_alpha': 0.7499962693752231, 'reg_lambda': 0.7783579523118916}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,953] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.24437661341120573, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9572301753334604, 'colsample_bytree': 0.7656590447715691, 'gamma': 3.3007640277222934, 'reg_alpha': 0.7458770083324348, 'reg_lambda': 0.7807298056424103}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,022] Trial 126 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.25675105533146375, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9782307769562082, 'colsample_bytree': 0.8093193084405164, 'gamma': 2.97860736494785, 'reg_alpha': 0.6539541538610828, 'reg_lambda': 0.9474322958186783}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,122] Trial 127 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 162, 'learning_rate': 0.28549850419955364, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9550949191053445, 'colsample_bytree': 0.7859578656155422, 'gamma': 3.132068623559867, 'reg_alpha': 0.6936514798260607, 'reg_lambda': 0.6958953376641318}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,203] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 191, 'learning_rate': 0.2329489532892433, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9390112824875387, 'colsample_bytree': 0.7803382364070347, 'gamma': 3.440706830043215, 'reg_alpha': 0.6895032756923126, 'reg_lambda': 0.8430326236404253}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,278] Trial 129 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 161, 'learning_rate': 0.28803036153747863, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7034429663345407, 'colsample_bytree': 0.7959610697194571, 'gamma': 3.1871307658691306, 'reg_alpha': 0.5920975299366833, 'reg_lambda': 0.7115887383398392}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,389] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.20181466134963283, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.953910876884106, 'colsample_bytree': 0.787180114307535, 'gamma': 3.081126397435728, 'reg_alpha': 0.6231227215025628, 'reg_lambda': 0.7698831411641232}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,579] Trial 131 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 182, 'learning_rate': 0.2710286474559027, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9823790574134867, 'colsample_bytree': 0.7507339508349599, 'gamma': 3.2915234391026056, 'reg_alpha': 0.7560261264512818, 'reg_lambda': 0.6181131845405244}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,656] Trial 132 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 172, 'learning_rate': 0.29826713978144526, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9697501126661212, 'colsample_bytree': 0.7744755267550645, 'gamma': 2.7862394167661115, 'reg_alpha': 0.7174999271024796, 'reg_lambda': 0.6836895280388395}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,768] Trial 133 finished with value: 0.761904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.24426464130949052, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9570239593931955, 'colsample_bytree': 0.7636155672745816, 'gamma': 2.888087455879334, 'reg_alpha': 0.6381827229980181, 'reg_lambda': 0.5817202427072162}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,841] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.24039177117931126, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.957755021829506, 'colsample_bytree': 0.7625011961063147, 'gamma': 2.6643937717617647, 'reg_alpha': 0.7961398953718769, 'reg_lambda': 0.5720656103570065}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,911] Trial 135 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 156, 'learning_rate': 0.2120070381692741, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9998033423810728, 'colsample_bytree': 0.7252030950230175, 'gamma': 3.1403218632458785, 'reg_alpha': 0.6752025908600527, 'reg_lambda': 0.6943344360737081}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,015] Trial 136 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 154, 'learning_rate': 0.046656529053364856, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9983600111165581, 'colsample_bytree': 0.7439305145224865, 'gamma': 3.569981581603165, 'reg_alpha': 0.6436319749979696, 'reg_lambda': 0.9586738857138619}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,086] Trial 137 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 157, 'learning_rate': 0.21494639700281856, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9886957836583534, 'colsample_bytree': 0.7244829343196932, 'gamma': 3.146396483131442, 'reg_alpha': 0.5453442058030559, 'reg_lambda': 0.7359375353878637}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,159] Trial 138 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 150, 'learning_rate': 0.22926359941095942, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9803184130945016, 'colsample_bytree': 0.786881379907656, 'gamma': 3.314635623045188, 'reg_alpha': 0.6741825119496423, 'reg_lambda': 0.8171687645546002}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,292] Trial 139 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.042098975931837326, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9536662558918974, 'colsample_bytree': 0.7633442747450309, 'gamma': 3.0643837183664964, 'reg_alpha': 0.6292579973544423, 'reg_lambda': 0.5642438961631864}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,367] Trial 140 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 161, 'learning_rate': 0.25435316439066197, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9400212448764697, 'colsample_bytree': 0.7373934180580105, 'gamma': 3.465342250360756, 'reg_alpha': 0.689162197202758, 'reg_lambda': 0.6970850011523771}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,533] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 179, 'learning_rate': 0.2780112262782095, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9744570749172541, 'colsample_bytree': 0.7293479110818721, 'gamma': 2.9474676266845283, 'reg_alpha': 0.7412487709452985, 'reg_lambda': 0.6702091798574736}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,831] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.24403566292579193, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9591166713426265, 'colsample_bytree': 0.7219135559862776, 'gamma': 2.8120965892179344, 'reg_alpha': 0.6602802496597141, 'reg_lambda': 0.599752387374787}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,921] Trial 143 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 192, 'learning_rate': 0.21113252024319773, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7583809346480705, 'colsample_bytree': 0.7495232839844106, 'gamma': 3.207880334576602, 'reg_alpha': 0.7646105993141097, 'reg_lambda': 0.7663257607484404}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,999] Trial 144 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.22894564258394448, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9685408992927754, 'colsample_bytree': 0.8034504505604068, 'gamma': 3.3781948088661617, 'reg_alpha': 0.7340331978379225, 'reg_lambda': 0.8870645723624404}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,113] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 168, 'learning_rate': 0.29915212428031807, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9315596435624732, 'colsample_bytree': 0.7584124343826214, 'gamma': 3.0297054914612898, 'reg_alpha': 0.7022182567946474, 'reg_lambda': 0.565397529313297}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,186] Trial 146 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 149, 'learning_rate': 0.2588227037948038, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9449926787983437, 'colsample_bytree': 0.6987889420460502, 'gamma': 3.122723010227581, 'reg_alpha': 0.6756991410179664, 'reg_lambda': 0.6460178860529454}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,259] Trial 147 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 151, 'learning_rate': 0.20138182594392484, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9465541590971058, 'colsample_bytree': 0.6976255402973107, 'gamma': 3.6846654047788796, 'reg_alpha': 0.6718373819274113, 'reg_lambda': 0.7393984639283527}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,368] Trial 148 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 160, 'learning_rate': 0.2510733198746194, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9848563376000186, 'colsample_bytree': 0.7701185878641441, 'gamma': 3.107586969750696, 'reg_alpha': 0.6074678946577727, 'reg_lambda': 0.6138169348166842}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,446] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 148, 'learning_rate': 0.05138263356000031, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9220321153595584, 'colsample_bytree': 0.7170925052877191, 'gamma': 2.641187664776208, 'reg_alpha': 0.6968729822908064, 'reg_lambda': 0.8334712552403087}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,519] Trial 150 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 158, 'learning_rate': 0.23437034583935376, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9510739803922895, 'colsample_bytree': 0.7456928987147894, 'gamma': 3.2418071920457123, 'reg_alpha': 0.7282111929641164, 'reg_lambda': 0.5071550762367754}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,627] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.2756470673000394, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9617934650104788, 'colsample_bytree': 0.7077739762625198, 'gamma': 2.980698488668363, 'reg_alpha': 0.7688653370927767, 'reg_lambda': 0.6603263130226299}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,702] Trial 152 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 170, 'learning_rate': 0.2559819183437024, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9733273293385474, 'colsample_bytree': 0.7370221408763412, 'gamma': 2.876290799118973, 'reg_alpha': 0.7514396175093531, 'reg_lambda': 0.6925351696935763}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,781] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.279043065563558, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9449450905610469, 'colsample_bytree': 0.7785754235489298, 'gamma': 2.762552671380926, 'reg_alpha': 0.7909107913159357, 'reg_lambda': 0.6345754863582695}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,880] Trial 154 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 152, 'learning_rate': 0.26599569264432416, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9658432282239994, 'colsample_bytree': 0.7327771695035331, 'gamma': 3.1443278188656114, 'reg_alpha': 0.7034875453296, 'reg_lambda': 0.7914535960196121}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,952] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.221982303259008, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.978137055461847, 'colsample_bytree': 0.7587625282820845, 'gamma': 3.3126740875079634, 'reg_alpha': 0.6616538788487569, 'reg_lambda': 0.7816299102678289}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,133] Trial 156 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 196, 'learning_rate': 0.24222446288765956, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7915035407682414, 'colsample_bytree': 0.71429931103076, 'gamma': 3.156866800148748, 'reg_alpha': 0.7074099514626123, 'reg_lambda': 0.7322917211152867}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,238] Trial 157 finished with value: 0.6875 and parameters: {'n_estimators': 165, 'learning_rate': 0.2041224283662641, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9921566718636271, 'colsample_bytree': 0.7246149269364867, 'gamma': 3.483004903425525, 'reg_alpha': 0.6807044719257556, 'reg_lambda': 0.5607524109440462}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,311] Trial 158 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 158, 'learning_rate': 0.26001400654920437, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9535928021933561, 'colsample_bytree': 0.6985479377172704, 'gamma': 3.3583568631719536, 'reg_alpha': 0.6340743360863805, 'reg_lambda': 0.8129586451347443}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,388] Trial 159 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 181, 'learning_rate': 0.28492206108050305, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.936498440158063, 'colsample_bytree': 0.7454787597886517, 'gamma': 3.831966521008142, 'reg_alpha': 0.7165159973338855, 'reg_lambda': 0.5981385815598296}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,486] Trial 160 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 147, 'learning_rate': 0.24252683798428623, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9990560602370089, 'colsample_bytree': 0.7680682566700312, 'gamma': 3.593946361310432, 'reg_alpha': 0.5715812158314119, 'reg_lambda': 0.8763309008057911}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,562] Trial 161 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 157, 'learning_rate': 0.26044083143112357, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9587777844428791, 'colsample_bytree': 0.7034557940415982, 'gamma': 3.336842099546695, 'reg_alpha': 0.6337236655190901, 'reg_lambda': 0.7885518579764339}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,641] Trial 162 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 164, 'learning_rate': 0.2643395475624205, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9596346863683383, 'colsample_bytree': 0.7058640811753446, 'gamma': 3.116701454464206, 'reg_alpha': 0.6489993046344817, 'reg_lambda': 0.7326567204447808}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,746] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 162, 'learning_rate': 0.22697887642289202, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.957434132621438, 'colsample_bytree': 0.7043351549018293, 'gamma': 3.172089888268962, 'reg_alpha': 0.6456211821314671, 'reg_lambda': 0.933453061930278}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,848] Trial 164 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 162, 'learning_rate': 0.21274641409715914, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9604133859252533, 'colsample_bytree': 0.7092519897104297, 'gamma': 3.091230760950298, 'reg_alpha': 0.6492249879324894, 'reg_lambda': 1.0557671515475289}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,965] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.21248679591649983, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9753619087114942, 'colsample_bytree': 0.703297892005232, 'gamma': 3.0900830947600038, 'reg_alpha': 0.5954908225157347, 'reg_lambda': 0.9393721947001693}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:09,508] Trial 166 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 162, 'learning_rate': 0.05785856267670194, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.943957238256688, 'colsample_bytree': 0.707690989598787, 'gamma': 3.179349403194869, 'reg_alpha': 0.6222707150789433, 'reg_lambda': 0.9955290497664282}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:09,635] Trial 167 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 158, 'learning_rate': 0.29935271668162516, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9638480831712797, 'colsample_bytree': 0.718508880998774, 'gamma': 2.86363428076899, 'reg_alpha': 0.6394782005897683, 'reg_lambda': 1.0673655896513716}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:09,855] Trial 168 finished with value: 0.7767857142857142 and parameters: {'n_estimators': 159, 'learning_rate': 0.28754789522393537, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9656873837367224, 'colsample_bytree': 0.7127351096966474, 'gamma': 3.0801600566920335, 'reg_alpha': 0.6543586395199606, 'reg_lambda': 1.060117618903499}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:09,978] Trial 169 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 148, 'learning_rate': 0.26369643509565605, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9849148387824151, 'colsample_bytree': 0.6924880498966844, 'gamma': 3.0912400136478504, 'reg_alpha': 0.6683249799357224, 'reg_lambda': 0.858173691633187}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,058] Trial 170 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 156, 'learning_rate': 0.03734956964532242, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9675585737979675, 'colsample_bytree': 0.7105671928818242, 'gamma': 3.424937233337468, 'reg_alpha': 0.6602842339673674, 'reg_lambda': 1.042817279684577}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,150] Trial 171 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 239, 'learning_rate': 0.2977597233018499, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9732579335365933, 'colsample_bytree': 0.7202002174953707, 'gamma': 3.062664993524758, 'reg_alpha': 0.6490315819744541, 'reg_lambda': 1.1063022173415884}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,273] Trial 172 finished with value: 0.7529761904761904 and parameters: {'n_estimators': 234, 'learning_rate': 0.27812900624409476, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9763464775618025, 'colsample_bytree': 0.6997164156249858, 'gamma': 3.225238136457592, 'reg_alpha': 0.6147469183752733, 'reg_lambda': 1.1615280819497131}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,365] Trial 173 finished with value: 0.7767857142857142 and parameters: {'n_estimators': 244, 'learning_rate': 0.2862936475543468, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9635680078037379, 'colsample_bytree': 0.7262104786585848, 'gamma': 3.0261839353308093, 'reg_alpha': 0.6504989922154902, 'reg_lambda': 1.296275272589813}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,440] Trial 174 finished with value: 0.5892857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.2988816254372043, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9693349602167202, 'colsample_bytree': 0.7295169526995492, 'gamma': 2.999490314493815, 'reg_alpha': 0.6900018049761653, 'reg_lambda': 0.8956060490111968}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,564] Trial 175 finished with value: 0.681547619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.28197043793836507, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9842150643860529, 'colsample_bytree': 0.7169323792788185, 'gamma': 3.172080604952819, 'reg_alpha': 0.6848716277894016, 'reg_lambda': 0.9443914943043875}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,657] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.26119941500585975, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9458682746584965, 'colsample_bytree': 0.7242600286992676, 'gamma': 3.031410421382864, 'reg_alpha': 0.5863861966422413, 'reg_lambda': 1.0009876703380467}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,753] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.2642178825656801, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9523961734950613, 'colsample_bytree': 0.7357452875000005, 'gamma': 2.7791007244951795, 'reg_alpha': 0.5564870471254441, 'reg_lambda': 1.2346806033591042}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,875] Trial 178 finished with value: 0.7529761904761904 and parameters: {'n_estimators': 248, 'learning_rate': 0.2848267845871743, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9746551987849051, 'colsample_bytree': 0.696076090891229, 'gamma': 2.9158679652506754, 'reg_alpha': 0.6552277726365923, 'reg_lambda': 1.3316584596120502}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,958] Trial 179 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 214, 'learning_rate': 0.25380307096279764, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9899730624454354, 'colsample_bytree': 0.6830525205146064, 'gamma': 3.212809197217716, 'reg_alpha': 0.4739965893364405, 'reg_lambda': 1.1287174847306611}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:11,028] Trial 180 finished with value: 0.7886904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.23177378090282122, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9629001310053487, 'colsample_bytree': 0.7057164221957777, 'gamma': 3.5155170959003215, 'reg_alpha': 0.6772157528822785, 'reg_lambda': 0.7376908903269186}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,174] Trial 181 finished with value: 0.7886904761904762 and parameters: {'n_estimators': 145, 'learning_rate': 0.23087392760658074, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9631014156046508, 'colsample_bytree': 0.7040895101343791, 'gamma': 3.4976422436864327, 'reg_alpha': 0.674807315882668, 'reg_lambda': 0.7392465939050408}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,246] Trial 182 finished with value: 0.7886904761904762 and parameters: {'n_estimators': 134, 'learning_rate': 0.2277888076840219, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9651091300670054, 'colsample_bytree': 0.7192094835591923, 'gamma': 3.522185530106114, 'reg_alpha': 0.675891077146992, 'reg_lambda': 0.7291184141734318}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,345] Trial 183 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 246, 'learning_rate': 0.2282304107399229, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9773106965014131, 'colsample_bytree': 0.7175501459380839, 'gamma': 3.745572647929298, 'reg_alpha': 0.6735839786723204, 'reg_lambda': 0.7279373793831321}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,448] Trial 184 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 133, 'learning_rate': 0.19758404773122545, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9507091278352069, 'colsample_bytree': 0.7082783188254512, 'gamma': 3.5104483835645444, 'reg_alpha': 0.6864790077964179, 'reg_lambda': 0.7121050657068534}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,518] Trial 185 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.2286365584609403, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9678394201220014, 'colsample_bytree': 0.6882743687158027, 'gamma': 3.670157222545516, 'reg_alpha': 0.6547951248230504, 'reg_lambda': 0.6444768437965908}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,582] Trial 186 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 140, 'learning_rate': 0.22345538540774063, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9697203219778338, 'colsample_bytree': 0.725354499262331, 'gamma': 3.560850218181461, 'reg_alpha': 0.6614909436740837, 'reg_lambda': 0.7448454275565399}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,678] Trial 187 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 122, 'learning_rate': 0.22590794786295934, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9813654634536086, 'colsample_bytree': 0.7235163210179213, 'gamma': 3.6280418327025195, 'reg_alpha': 0.6067854451376951, 'reg_lambda': 0.842697760768051}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,751] Trial 188 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 138, 'learning_rate': 0.23447458979241817, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9665833680347906, 'colsample_bytree': 0.6883256345925143, 'gamma': 3.7053832982028427, 'reg_alpha': 0.6511792131047791, 'reg_lambda': 1.2859021940378312}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,821] Trial 189 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 133, 'learning_rate': 0.19775934991399774, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9716990275424126, 'colsample_bytree': 0.6862711321113537, 'gamma': 3.7530504838428578, 'reg_alpha': 0.6487238259422582, 'reg_lambda': 1.170565081924836}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,930] Trial 190 finished with value: 0.6875 and parameters: {'n_estimators': 132, 'learning_rate': 0.195225975214226, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.992636482004436, 'colsample_bytree': 0.6891591068983769, 'gamma': 3.5527190775271458, 'reg_alpha': 0.6291496875044426, 'reg_lambda': 1.21061047158764}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,003] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 126, 'learning_rate': 0.22018564571932145, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9736016292605422, 'colsample_bytree': 0.6813826141718269, 'gamma': 3.889097980818638, 'reg_alpha': 0.649914140652851, 'reg_lambda': 1.271102513077871}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,068] Trial 192 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 128, 'learning_rate': 0.21513979152872312, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9732203842332585, 'colsample_bytree': 0.6821063377181986, 'gamma': 3.838136034174097, 'reg_alpha': 0.6518977249710236, 'reg_lambda': 1.1888988001389114}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,330] Trial 193 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 129, 'learning_rate': 0.21209035576245466, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9756678638682004, 'colsample_bytree': 0.6766047207481045, 'gamma': 3.912495316252821, 'reg_alpha': 0.6657852932579221, 'reg_lambda': 1.4146206894834898}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,397] Trial 194 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 126, 'learning_rate': 0.18943581504892107, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9809486185691454, 'colsample_bytree': 0.6675454420073897, 'gamma': 4.051300728114637, 'reg_alpha': 0.6235390376354338, 'reg_lambda': 1.1712197660701447}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,616] Trial 195 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 137, 'learning_rate': 0.22014917353124952, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9719609234872982, 'colsample_bytree': 0.6837769900485515, 'gamma': 3.7669530735466035, 'reg_alpha': 0.6943622955356336, 'reg_lambda': 1.268146255959321}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,716] Trial 196 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 143, 'learning_rate': 0.20193895936964246, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9854208710853727, 'colsample_bytree': 0.6913077626889473, 'gamma': 3.831132169954415, 'reg_alpha': 0.6575814527935309, 'reg_lambda': 1.146652212608879}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,783] Trial 197 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 136, 'learning_rate': 0.22164328453518584, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9712544790110551, 'colsample_bytree': 0.6761495057135015, 'gamma': 3.8949302955661222, 'reg_alpha': 0.6146360638629494, 'reg_lambda': 1.0826846436016473}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,855] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.17472018293062597, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9707826582590183, 'colsample_bytree': 0.6755354491925605, 'gamma': 3.952064188965372, 'reg_alpha': 0.6168032246493383, 'reg_lambda': 1.0780851898367327}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,941] Trial 199 finished with value: 0.6875 and parameters: {'n_estimators': 118, 'learning_rate': 0.22194239684779485, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.988614596426781, 'colsample_bytree': 0.6799793942461325, 'gamma': 3.7907812451217784, 'reg_alpha': 0.6361057982918885, 'reg_lambda': 1.106041157895458}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,944] A new study created in memory with name: no-name-3e2db685-78c7-439f-9007-6c95c7d14514
[I 2025-11-03 19:19:13,006] Trial 0 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.042935457897104574, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6140303251150413, 'colsample_bytree': 0.6043808670524299, 'gamma': 3.6057393474123107, 'reg_alpha': 0.7941819769555218, 'reg_lambda': 1.5073405410121565}. Best is trial 0 with value: 0.6815476190476191.
[I 2025-11-03 19:19:13,087] Trial 1 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 229, 'learning_rate': 0.1487266817930323, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8128965180991776, 'colsample_bytree': 0.7365664362533777, 'gamma': 2.129567267362231, 'reg_alpha': 0.648453582352074, 'reg_lambda': 2.01495959534822}. Best is trial 0 with value: 0.6815476190476191.
[I 2025-11-03 19:19:13,340] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.012402809789682364, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.7651473039734589, 'colsample_bytree': 0.6105154818938436, 'gamma': 4.836739456025469, 'reg_alpha': 0.19174651862571412, 'reg_lambda': 0.8422485529762409}. Best is trial 0 with value: 0.6815476190476191.
[I 2025-11-03 19:19:13,397] Trial 3 finished with value: 0.693452380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.0388946179362286, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.890240480586304, 'colsample_bytree': 0.8162678075359755, 'gamma': 2.629033071223759, 'reg_alpha': 0.1078067025147521, 'reg_lambda': 2.9393407017326667}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:13,477] Trial 4 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 207, 'learning_rate': 0.21017973152415514, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7428006848123048, 'colsample_bytree': 0.8058449949449006, 'gamma': 1.2474357466015191, 'reg_alpha': 0.2562547883922096, 'reg_lambda': 1.4183027016017524}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:13,647] Trial 5 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 218, 'learning_rate': 0.042122155186331334, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9502087821824619, 'colsample_bytree': 0.8528610169687367, 'gamma': 0.21949124621088834, 'reg_alpha': 0.3563888159256532, 'reg_lambda': 1.0083814931527044}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:13,715] Trial 6 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 111, 'learning_rate': 0.13103011981980378, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.8368778496550733, 'colsample_bytree': 0.8194772250792729, 'gamma': 4.261896583684508, 'reg_alpha': 0.997690536079716, 'reg_lambda': 0.6665530253167649}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:13,771] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.18381650368686103, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.6197122883490808, 'colsample_bytree': 0.6486673306034592, 'gamma': 1.7715616790633022, 'reg_alpha': 0.09744540079005137, 'reg_lambda': 1.272408416445331}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:13,832] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.17713943570478202, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.681536306596398, 'colsample_bytree': 0.6870679316274722, 'gamma': 2.0985940755368775, 'reg_alpha': 0.576757551706311, 'reg_lambda': 2.96433112942552}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:13,928] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.015265778815038, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.7965821676555125, 'colsample_bytree': 0.8108715808736494, 'gamma': 4.448647001457569, 'reg_alpha': 0.5524382526644055, 'reg_lambda': 1.3426030549287258}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:14,010] Trial 10 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 165, 'learning_rate': 0.024294090728554953, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9989270197515516, 'colsample_bytree': 0.9624671196259119, 'gamma': 3.1471950128257324, 'reg_alpha': 0.022096709018297425, 'reg_lambda': 2.996904210557454}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,159] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 163, 'learning_rate': 0.022587634433210924, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9871168928131452, 'colsample_bytree': 0.9848656136911246, 'gamma': 3.1108846065402216, 'reg_alpha': 0.04021567998874167, 'reg_lambda': 2.9924880610927045}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,237] Trial 12 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 167, 'learning_rate': 0.02155418822680419, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9988411960765702, 'colsample_bytree': 0.9966554309743962, 'gamma': 3.322889057914351, 'reg_alpha': 0.020277125248642638, 'reg_lambda': 2.452622524446314}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,319] Trial 13 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 164, 'learning_rate': 0.024121736042015125, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9899219609899047, 'colsample_bytree': 0.9991547997272022, 'gamma': 3.173749483202064, 'reg_alpha': 0.36723116447145554, 'reg_lambda': 2.5353527555874367}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,430] Trial 14 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 164, 'learning_rate': 0.07781085164585032, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9170008056166117, 'colsample_bytree': 0.926406650280118, 'gamma': 2.80979683986169, 'reg_alpha': 0.0010961525952651874, 'reg_lambda': 2.4612939994353176}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,654] Trial 15 finished with value: 0.6875 and parameters: {'n_estimators': 188, 'learning_rate': 0.02110392052227334, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8824826746636646, 'colsample_bytree': 0.9090888807755291, 'gamma': 3.8441933159232073, 'reg_alpha': 0.34234106283366805, 'reg_lambda': 2.054939570783806}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,733] Trial 16 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 138, 'learning_rate': 0.07125511005400809, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9398097512047324, 'colsample_bytree': 0.9387861569743288, 'gamma': 1.297215893978131, 'reg_alpha': 0.18285103154734456, 'reg_lambda': 2.6788429645668796}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,829] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.010507230749741883, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8644420963866545, 'colsample_bytree': 0.8820720951631267, 'gamma': 2.907898438054831, 'reg_alpha': 0.4421807555290939, 'reg_lambda': 2.0669450347417015}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,920] Trial 18 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.03059353182305973, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9485803938224864, 'colsample_bytree': 0.9576374093049591, 'gamma': 3.877355987050602, 'reg_alpha': 0.23842515465957853, 'reg_lambda': 2.7645411570841945}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:15,039] Trial 19 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 180, 'learning_rate': 0.016386264761260746, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.999479176167607, 'colsample_bytree': 0.9661467532093964, 'gamma': 0.025518449742256255, 'reg_alpha': 0.09397165321232942, 'reg_lambda': 2.2750725161421235}. Best is trial 19 with value: 0.7113095238095237.
[I 2025-11-03 19:19:15,123] Trial 20 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 188, 'learning_rate': 0.015547572248419952, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9071851566760667, 'colsample_bytree': 0.7543968882872258, 'gamma': 0.16993935663386248, 'reg_alpha': 0.7403079063456663, 'reg_lambda': 2.2641442801532947}. Best is trial 19 with value: 0.7113095238095237.
[I 2025-11-03 19:19:15,288] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 150, 'learning_rate': 0.016749154593342228, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9750450232361113, 'colsample_bytree': 0.9669622995138076, 'gamma': 2.431001924274081, 'reg_alpha': 0.12170287020072829, 'reg_lambda': 1.6961416787647225}. Best is trial 19 with value: 0.7113095238095237.
[I 2025-11-03 19:19:15,442] Trial 22 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.029761903769996514, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9637855530881594, 'colsample_bytree': 0.8928886221770721, 'gamma': 0.75080600440945, 'reg_alpha': 0.01013926379977953, 'reg_lambda': 2.7507714871445974}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:15,547] Trial 23 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 249, 'learning_rate': 0.031075490521635357, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9534617456960786, 'colsample_bytree': 0.8957418503404344, 'gamma': 0.5626971809526596, 'reg_alpha': 0.11502721484605512, 'reg_lambda': 2.7274714267044584}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:15,680] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.06250924044584129, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9272042078569032, 'colsample_bytree': 0.8822176325652771, 'gamma': 0.6934616064058321, 'reg_alpha': 0.27061341042533077, 'reg_lambda': 2.3175432099972575}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:15,787] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 247, 'learning_rate': 0.06061232007281388, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8565705213084106, 'colsample_bytree': 0.8730712282059028, 'gamma': 0.7494433050878314, 'reg_alpha': 0.20868030503123913, 'reg_lambda': 2.7139972113686057}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:15,906] Trial 26 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 213, 'learning_rate': 0.0892739527893188, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.858831942635045, 'colsample_bytree': 0.8607452498714585, 'gamma': 0.7677411301736402, 'reg_alpha': 0.17386499691952778, 'reg_lambda': 2.7329552803251786}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,003] Trial 27 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 242, 'learning_rate': 0.28559153569275786, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9593734341565144, 'colsample_bytree': 0.912164768896069, 'gamma': 0.6824422188733105, 'reg_alpha': 0.2955488531789286, 'reg_lambda': 2.6133116355153736}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,235] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 224, 'learning_rate': 0.10163243799436752, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8345130215930939, 'colsample_bytree': 0.8486776341117848, 'gamma': 1.1178587147929204, 'reg_alpha': 0.4568426985810627, 'reg_lambda': 2.7928975924604558}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,336] Trial 29 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.05093667956770984, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7283437588931763, 'colsample_bytree': 0.7630516376628871, 'gamma': 1.692152577976101, 'reg_alpha': 0.9917806446552678, 'reg_lambda': 1.7616095988110045}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,432] Trial 30 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 204, 'learning_rate': 0.03449161286917586, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8974462967261787, 'colsample_bytree': 0.8850262512347181, 'gamma': 0.41931370560509207, 'reg_alpha': 0.15328543531031322, 'reg_lambda': 1.9128794529067368}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,604] Trial 31 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 227, 'learning_rate': 0.10198579321407905, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8358589369870748, 'colsample_bytree': 0.8443575843979776, 'gamma': 1.1745632934923835, 'reg_alpha': 0.3943393267438949, 'reg_lambda': 2.800892905036295}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,702] Trial 32 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 250, 'learning_rate': 0.059478412637952234, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7921842503371045, 'colsample_bytree': 0.8427462338616903, 'gamma': 1.0477009396854817, 'reg_alpha': 0.44929327066964847, 'reg_lambda': 2.8321145859044496}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,800] Trial 33 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.04765211157865286, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8684671846651673, 'colsample_bytree': 0.7771116934624384, 'gamma': 1.5971725288268441, 'reg_alpha': 0.6916439595995221, 'reg_lambda': 2.387692813078294}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,953] Trial 34 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 223, 'learning_rate': 0.03013399560622247, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.831854879193834, 'colsample_bytree': 0.8827451749662151, 'gamma': 0.4419629370310971, 'reg_alpha': 0.22821171609218188, 'reg_lambda': 2.588113192453986}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:17,035] Trial 35 finished with value: 0.630952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.11472372083071761, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7784381237781123, 'colsample_bytree': 0.7852116639400823, 'gamma': 0.8524441082547849, 'reg_alpha': 0.06636393321963893, 'reg_lambda': 2.2207711925614926}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:17,164] Trial 36 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 230, 'learning_rate': 0.036643750819274325, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8144694226146598, 'colsample_bytree': 0.9023946604142951, 'gamma': 1.3454199260900759, 'reg_alpha': 0.8219507427356167, 'reg_lambda': 2.8282703281357833}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:17,250] Trial 37 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 214, 'learning_rate': 0.044271229039599354, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7280693823552243, 'colsample_bytree': 0.721009475210591, 'gamma': 0.4123822117443209, 'reg_alpha': 0.3085642443483029, 'reg_lambda': 2.593189798472915}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:17,414] Trial 38 finished with value: 0.699404761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.08616163149920197, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9668482968145874, 'colsample_bytree': 0.831047538193416, 'gamma': 2.046763497136085, 'reg_alpha': 0.13785471838571914, 'reg_lambda': 2.7065664725060716}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:17,496] Trial 39 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 202, 'learning_rate': 0.065926228475661, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.929189674523427, 'colsample_bytree': 0.8648727989910429, 'gamma': 0.9663773887588649, 'reg_alpha': 0.5586433655491445, 'reg_lambda': 1.0127210612327837}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:17,596] Trial 40 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 20, 'learning_rate': 0.12826946536888068, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8848594025191899, 'colsample_bytree': 0.9339602057317646, 'gamma': 1.4692882957360363, 'reg_alpha': 0.21073574876429596, 'reg_lambda': 2.496944485726015}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:17,663] Trial 41 finished with value: 0.693452380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.13005061834591278, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8771899674071301, 'colsample_bytree': 0.9341204692242108, 'gamma': 1.4611419377805894, 'reg_alpha': 0.2116418988834487, 'reg_lambda': 2.8570997631202735}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:17,711] Trial 42 finished with value: 0.6577380952380953 and parameters: {'n_estimators': 27, 'learning_rate': 0.15056497120643117, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8517765696317053, 'colsample_bytree': 0.919193943954551, 'gamma': 0.5459568351706965, 'reg_alpha': 0.05939617076853293, 'reg_lambda': 2.500238909025101}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:17,831] Trial 43 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 45, 'learning_rate': 0.09931203022802423, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9059699818955577, 'colsample_bytree': 0.9438652937575207, 'gamma': 1.0845830356329487, 'reg_alpha': 0.4905505392764789, 'reg_lambda': 2.6457852249556524}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:17,926] Trial 44 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.1929451324644985, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8155438178060517, 'colsample_bytree': 0.8998695504494197, 'gamma': 1.8670520194972635, 'reg_alpha': 0.11083630434955345, 'reg_lambda': 2.8834294226576467}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:17,983] Trial 45 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 54, 'learning_rate': 0.2347771529517283, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8426140972431532, 'colsample_bytree': 0.8290211998373216, 'gamma': 0.9415195983577656, 'reg_alpha': 0.6093066221341856, 'reg_lambda': 2.1562005713388332}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:18,079] Trial 46 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 82, 'learning_rate': 0.15350422015413556, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8895353335159752, 'colsample_bytree': 0.8586079444964305, 'gamma': 0.15132431354357667, 'reg_alpha': 0.07438079919380264, 'reg_lambda': 2.385598168727861}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:18,186] Trial 47 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 218, 'learning_rate': 0.027319696834704667, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6138186140235216, 'colsample_bytree': 0.8693292366082463, 'gamma': 1.491298032424654, 'reg_alpha': 0.18275357500298905, 'reg_lambda': 2.9153607544373186}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:18,391] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.05640724399271735, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.7578897225547451, 'colsample_bytree': 0.8064112772637624, 'gamma': 2.4056068449723527, 'reg_alpha': 0.26149704113199457, 'reg_lambda': 2.4754672705627314}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:18,459] Trial 49 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 123, 'learning_rate': 0.1229466411927501, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9261382813368966, 'colsample_bytree': 0.612752751389861, 'gamma': 4.975676442618159, 'reg_alpha': 0.0065820130922556175, 'reg_lambda': 2.988764627426379}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:18,553] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 76, 'learning_rate': 0.041929912793924114, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9457481114866533, 'colsample_bytree': 0.8952180137817012, 'gamma': 1.9039503691560096, 'reg_alpha': 0.378128513553454, 'reg_lambda': 2.644058349196395}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:18,659] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 242, 'learning_rate': 0.06121527915079342, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9208981145693699, 'colsample_bytree': 0.8806240174962, 'gamma': 0.6847137788910836, 'reg_alpha': 0.29619345457058155, 'reg_lambda': 2.3823904256931154}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:18,893] Trial 52 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.07027218124391234, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9151306012386601, 'colsample_bytree': 0.9174482549849643, 'gamma': 0.32623253863868795, 'reg_alpha': 0.3251189221169619, 'reg_lambda': 2.748659360697532}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:18,995] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.05020351463087819, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9789856756679826, 'colsample_bytree': 0.8746888149281948, 'gamma': 0.6535283475079284, 'reg_alpha': 0.19930764734402523, 'reg_lambda': 2.5366556901186836}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,092] Trial 54 finished with value: 0.699404761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.07802018899124533, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8789729317349217, 'colsample_bytree': 0.8467159098872739, 'gamma': 1.2672673393812135, 'reg_alpha': 0.4209156061650554, 'reg_lambda': 2.407476971559567}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,190] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 97, 'learning_rate': 0.10632021899420029, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6381325151010646, 'colsample_bytree': 0.9478744155278059, 'gamma': 0.8374151814635324, 'reg_alpha': 0.4862635431150816, 'reg_lambda': 2.6767325956970875}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,238] Trial 56 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.03903092759770148, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9575898395404183, 'colsample_bytree': 0.8929466114984667, 'gamma': 0.5374413149244965, 'reg_alpha': 0.273836705856515, 'reg_lambda': 0.6376703641402779}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,325] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 151, 'learning_rate': 0.1697791884359141, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9371912373789311, 'colsample_bytree': 0.9329503084509655, 'gamma': 0.03672044296379684, 'reg_alpha': 0.1429335341732927, 'reg_lambda': 1.9344216024322909}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,472] Trial 58 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 195, 'learning_rate': 0.01845084351924603, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9035604540514646, 'colsample_bytree': 0.8286837714236909, 'gamma': 1.110952936470594, 'reg_alpha': 0.04792540166729259, 'reg_lambda': 2.3140021931561567}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,566] Trial 59 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 212, 'learning_rate': 0.08314793658777773, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8231829192442808, 'colsample_bytree': 0.9848247104224835, 'gamma': 0.22036741596913317, 'reg_alpha': 0.10115332436213809, 'reg_lambda': 2.549584531003575}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,645] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.02776241670832555, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8882736345202233, 'colsample_bytree': 0.9113607154966484, 'gamma': 0.6340723080941031, 'reg_alpha': 0.3454995863719519, 'reg_lambda': 2.9111613270384984}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,786] Trial 61 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.05216792197589892, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.984482781028288, 'colsample_bytree': 0.8720106068605664, 'gamma': 0.7977954110625494, 'reg_alpha': 0.19840519649700758, 'reg_lambda': 2.5326759147261657}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,974] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 223, 'learning_rate': 0.03268679409165621, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9790232831408909, 'colsample_bytree': 0.8683725663718533, 'gamma': 0.6431657570394349, 'reg_alpha': 0.22144375538902167, 'reg_lambda': 2.756470551026418}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,143] Trial 63 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.04764414867675517, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9687880849710995, 'colsample_bytree': 0.8520257145363529, 'gamma': 0.264403240691754, 'reg_alpha': 0.16745428616018154, 'reg_lambda': 2.154530019458774}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,243] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.09524553110860605, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9524302928818345, 'colsample_bytree': 0.8788704161273938, 'gamma': 0.8948804193641977, 'reg_alpha': 0.25580047085548185, 'reg_lambda': 1.5421405997125497}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,339] Trial 65 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 220, 'learning_rate': 0.09265263185839182, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.920787512126877, 'colsample_bytree': 0.8911688087420468, 'gamma': 1.4289837243763677, 'reg_alpha': 0.24465534757368082, 'reg_lambda': 1.6025888054583493}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,491] Trial 66 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.013629321251590184, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9525104599176476, 'colsample_bytree': 0.9241627632123397, 'gamma': 1.17543576081889, 'reg_alpha': 0.2880007906853873, 'reg_lambda': 1.3826161218787663}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,590] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 237, 'learning_rate': 0.07320553552657508, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8578180734912039, 'colsample_bytree': 0.9537038733057911, 'gamma': 0.8300395267917097, 'reg_alpha': 0.5318475245717206, 'reg_lambda': 1.4823051210132403}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,757] Trial 68 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 237, 'learning_rate': 0.07167401736986401, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8564264930998788, 'colsample_bytree': 0.9504281492243035, 'gamma': 0.9235489604837057, 'reg_alpha': 0.604045018689576, 'reg_lambda': 1.461221744241409}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,858] Trial 69 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 195, 'learning_rate': 0.06311719147536342, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9370672623660729, 'colsample_bytree': 0.9793421047091426, 'gamma': 0.5349981030435332, 'reg_alpha': 0.027019773095400018, 'reg_lambda': 1.135266959118059}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,952] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.0745756777199788, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9375864995964752, 'colsample_bytree': 0.976287429781728, 'gamma': 0.5035353886066644, 'reg_alpha': 0.03465239166124243, 'reg_lambda': 1.0945783367024216}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:21,077] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.06508237563784211, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9388387124254977, 'colsample_bytree': 0.9805997458135864, 'gamma': 0.4881934012218127, 'reg_alpha': 0.02676565282474236, 'reg_lambda': 1.2319321656782687}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:21,274] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 145, 'learning_rate': 0.0663644383633706, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9373873211621919, 'colsample_bytree': 0.9773014795806156, 'gamma': 0.40938298012231433, 'reg_alpha': 0.02752815065188485, 'reg_lambda': 1.218840010799815}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:21,475] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.05664347435405777, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.910459709520628, 'colsample_bytree': 0.9983120169695833, 'gamma': 0.021740685826810435, 'reg_alpha': 0.5244017650388603, 'reg_lambda': 1.117979945154802}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:21,574] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.07893491892270671, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9140943749424937, 'colsample_bytree': 0.9998486633097561, 'gamma': 0.10710608820085177, 'reg_alpha': 0.5536610429334035, 'reg_lambda': 1.1836115735874961}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:21,757] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.08070898369285064, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9116855321252236, 'colsample_bytree': 0.9969801121877494, 'gamma': 0.017812241732762073, 'reg_alpha': 0.5250868049315105, 'reg_lambda': 1.147030301343013}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:21,914] Trial 76 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.0783974941964203, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9122942733593746, 'colsample_bytree': 0.9942384824952418, 'gamma': 0.031031796282097512, 'reg_alpha': 0.5306669318971099, 'reg_lambda': 0.7492680724081069}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,093] Trial 77 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 151, 'learning_rate': 0.08120706694090858, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9133297304411654, 'colsample_bytree': 0.9955974895706111, 'gamma': 0.01228212198813564, 'reg_alpha': 0.5274146056010027, 'reg_lambda': 0.8748163681534948}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,202] Trial 78 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 154, 'learning_rate': 0.08086140640949088, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.910987835731087, 'colsample_bytree': 0.9964311915249991, 'gamma': 0.018960085154150857, 'reg_alpha': 0.512171490341362, 'reg_lambda': 0.7498091088373233}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,296] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.05695008279762, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8996022881913289, 'colsample_bytree': 0.9692181601570421, 'gamma': 0.1295316065493718, 'reg_alpha': 0.666098745097614, 'reg_lambda': 0.9000856622838369}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,413] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.05503963234069673, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8961095085699604, 'colsample_bytree': 0.9709587222567836, 'gamma': 0.1383845297430259, 'reg_alpha': 0.6746237144899627, 'reg_lambda': 1.0245872999608268}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,502] Trial 81 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.05456572348953981, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9002509307557612, 'colsample_bytree': 0.9713382465550205, 'gamma': 0.14503320454280977, 'reg_alpha': 0.6859163717238609, 'reg_lambda': 1.0062055870789166}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,616] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 133, 'learning_rate': 0.055069969559306764, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.894909573825608, 'colsample_bytree': 0.9718208387251689, 'gamma': 0.16002553522253515, 'reg_alpha': 0.6969003060401366, 'reg_lambda': 1.0319683588959563}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,706] Trial 83 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.05719427578562125, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.898758350250075, 'colsample_bytree': 0.9620966226234411, 'gamma': 0.31893463647281384, 'reg_alpha': 0.7418310954732935, 'reg_lambda': 0.9186590882118729}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,820] Trial 84 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 113, 'learning_rate': 0.04480701465372166, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.926588158130291, 'colsample_bytree': 0.9858805098263251, 'gamma': 0.154904750473412, 'reg_alpha': 0.6726352943731807, 'reg_lambda': 0.5331316056087154}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:23,003] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.06141524774184694, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9216123384378877, 'colsample_bytree': 0.970194589530855, 'gamma': 0.31232672888485924, 'reg_alpha': 0.631045613046403, 'reg_lambda': 1.1029063794590102}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:23,120] Trial 86 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 143, 'learning_rate': 0.06719121257563844, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8784599579874042, 'colsample_bytree': 0.9863472681982447, 'gamma': 0.420615875110162, 'reg_alpha': 0.7634903926287204, 'reg_lambda': 1.27587507712303}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:23,216] Trial 87 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.05454381822830774, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9432382622856603, 'colsample_bytree': 0.9611591575565223, 'gamma': 0.1632575700885593, 'reg_alpha': 0.8283962010691464, 'reg_lambda': 0.9677289917455139}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:23,365] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.07365219932184054, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8980214671907033, 'colsample_bytree': 0.9993265133941485, 'gamma': 0.2964875145289688, 'reg_alpha': 0.5782669719406549, 'reg_lambda': 1.169293531749719}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:23,440] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 117, 'learning_rate': 0.11401666708393388, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8749611270928235, 'colsample_bytree': 0.9890271875582248, 'gamma': 0.3259019571880593, 'reg_alpha': 0.5726410408328816, 'reg_lambda': 1.148318469819924}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:23,520] Trial 90 finished with value: 0.675595238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.07402728595614846, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9304756281656071, 'colsample_bytree': 0.9986055249062461, 'gamma': 4.550802746576729, 'reg_alpha': 0.6040531252182331, 'reg_lambda': 1.2780217419352282}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:23,654] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 105, 'learning_rate': 0.0899489398777837, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8673125609344586, 'colsample_bytree': 0.9737692834938818, 'gamma': 0.46269828646311323, 'reg_alpha': 0.6464997744634836, 'reg_lambda': 1.0549291028630077}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:23,745] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 137, 'learning_rate': 0.05909312364737848, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8934326443293487, 'colsample_bytree': 0.9775830143991484, 'gamma': 0.23327710042969488, 'reg_alpha': 0.6840286513801013, 'reg_lambda': 0.9547335417517654}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:23,902] Trial 93 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 129, 'learning_rate': 0.049516306499268144, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9033164892007994, 'colsample_bytree': 0.9594217437416228, 'gamma': 0.11009045888336455, 'reg_alpha': 0.7215176498161355, 'reg_lambda': 1.2166823312823725}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:23,995] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.039605685673370736, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9316507291255792, 'colsample_bytree': 0.9682240015883868, 'gamma': 0.3416705388391117, 'reg_alpha': 0.4686545505739422, 'reg_lambda': 1.1928274522108235}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:24,252] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.06530628655659147, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9174201485536203, 'colsample_bytree': 0.9447384774064302, 'gamma': 0.501334769727215, 'reg_alpha': 0.5885630208938183, 'reg_lambda': 1.331800155611767}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:24,335] Trial 96 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 160, 'learning_rate': 0.046001978753420346, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.904678996006108, 'colsample_bytree': 0.9833770046441589, 'gamma': 3.432313931035223, 'reg_alpha': 0.6534908475178149, 'reg_lambda': 0.8410612188413928}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:24,476] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.053854548063632546, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8959852337480212, 'colsample_bytree': 0.9996464682191126, 'gamma': 0.10380878863919278, 'reg_alpha': 0.5612683157085085, 'reg_lambda': 1.0705710782140767}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:24,568] Trial 98 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 172, 'learning_rate': 0.06956372068463403, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8844451669878068, 'colsample_bytree': 0.9544191803789225, 'gamma': 0.6065321951129153, 'reg_alpha': 0.4156940029240834, 'reg_lambda': 0.9898712464236805}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:24,748] Trial 99 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.08792083374715844, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9445123495597718, 'colsample_bytree': 0.9386578059663989, 'gamma': 0.21928931230533838, 'reg_alpha': 0.6299100038826869, 'reg_lambda': 1.1568860515901949}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:24,856] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 187, 'learning_rate': 0.04260723892706045, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9213406058143704, 'colsample_bytree': 0.9684116677251429, 'gamma': 0.38575773836258437, 'reg_alpha': 0.7733136281551128, 'reg_lambda': 0.8003349752371068}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,002] Trial 101 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 140, 'learning_rate': 0.052991861432265724, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8981054974984352, 'colsample_bytree': 0.9904766607589196, 'gamma': 0.08625853207821571, 'reg_alpha': 0.5524298485108535, 'reg_lambda': 1.0927592050874302}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,097] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.06026874739511492, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.872703872858782, 'colsample_bytree': 0.9979665006031939, 'gamma': 0.10700262641226643, 'reg_alpha': 0.5518367361840036, 'reg_lambda': 1.0648841355334717}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,234] Trial 103 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.05901511197429957, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8720337705724238, 'colsample_bytree': 0.9763985508470725, 'gamma': 0.2508685151118881, 'reg_alpha': 0.5002180993528131, 'reg_lambda': 1.3431164195859204}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,327] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 164, 'learning_rate': 0.062006349067002225, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8871615782259212, 'colsample_bytree': 0.9895187766949237, 'gamma': 0.4757927213561158, 'reg_alpha': 0.5844601098989588, 'reg_lambda': 0.9067687767127529}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,451] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 130, 'learning_rate': 0.07622243898993046, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9100772756639977, 'colsample_bytree': 0.9782853396246887, 'gamma': 0.7303405058936361, 'reg_alpha': 0.47406075661861447, 'reg_lambda': 1.0200563955316777}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,644] Trial 106 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 157, 'learning_rate': 0.06807471261690096, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9316766549539517, 'colsample_bytree': 0.964471788386508, 'gamma': 0.11869215234721425, 'reg_alpha': 0.7099924330897008, 'reg_lambda': 1.2361917675165333}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,720] Trial 107 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.08345715107012734, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8493483700690186, 'colsample_bytree': 0.9830452139656524, 'gamma': 0.2533344029432224, 'reg_alpha': 0.6265145944431119, 'reg_lambda': 1.1763921514293387}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,829] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 126, 'learning_rate': 0.048818430456822166, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9610339400670117, 'colsample_bytree': 0.7054511868381783, 'gamma': 0.6011660360088222, 'reg_alpha': 0.6651476575054691, 'reg_lambda': 1.1051208116449376}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,921] Trial 109 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 135, 'learning_rate': 0.07307544234765234, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8641428809114006, 'colsample_bytree': 0.9572423034811899, 'gamma': 0.00670152236888083, 'reg_alpha': 0.5430862056122551, 'reg_lambda': 1.4079782831559222}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,048] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 149, 'learning_rate': 0.06270100056657589, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6987970088848876, 'colsample_bytree': 0.9947625039744463, 'gamma': 0.36573399759293623, 'reg_alpha': 0.5052057832532308, 'reg_lambda': 0.9377066948844632}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,144] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 139, 'learning_rate': 0.05325579250604553, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8945782500602153, 'colsample_bytree': 0.9978565718540162, 'gamma': 0.12058098790199315, 'reg_alpha': 0.5785730001901448, 'reg_lambda': 1.068218887746775}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,273] Trial 112 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 142, 'learning_rate': 0.05600928720054573, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9044831326161866, 'colsample_bytree': 0.9894938273571369, 'gamma': 0.20045458773465236, 'reg_alpha': 0.5758519584346876, 'reg_lambda': 1.3043236742858584}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,360] Trial 113 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 115, 'learning_rate': 0.059036612630626935, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9153214746904514, 'colsample_bytree': 0.9721607852832352, 'gamma': 0.08829365634266592, 'reg_alpha': 0.4347031704609136, 'reg_lambda': 0.8650203459811026}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,483] Trial 114 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.05012673120426501, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8837284602632051, 'colsample_bytree': 0.9805301566413303, 'gamma': 2.284704686224246, 'reg_alpha': 0.606465599481553, 'reg_lambda': 1.0298363318458605}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,564] Trial 115 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 161, 'learning_rate': 0.06595406567981202, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8916628633985029, 'colsample_bytree': 0.9969743683222241, 'gamma': 2.8635834251716523, 'reg_alpha': 0.5134321608628084, 'reg_lambda': 0.9863170986860726}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,677] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.09514862144250544, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.922716858825405, 'colsample_bytree': 0.9508917513366479, 'gamma': 2.716969466659119, 'reg_alpha': 0.6487409508121952, 'reg_lambda': 1.1297269776208039}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,744] Trial 117 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.1046402108414744, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9201654705373724, 'colsample_bytree': 0.9461939921843231, 'gamma': 2.6010866112222235, 'reg_alpha': 0.6447363717413831, 'reg_lambda': 1.1451813329502238}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,877] Trial 118 finished with value: 0.693452380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.09583595393636891, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9370176185247509, 'colsample_bytree': 0.999652153998476, 'gamma': 2.967595920214659, 'reg_alpha': 0.5925601823886559, 'reg_lambda': 1.2333920072357407}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,945] Trial 119 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 119, 'learning_rate': 0.1117785435494098, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.948778189803889, 'colsample_bytree': 0.9852311933428504, 'gamma': 3.8426976828421333, 'reg_alpha': 0.6230650810547369, 'reg_lambda': 1.1044761282784932}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,037] Trial 120 finished with value: 0.699404761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.0771821304119464, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.971235824903587, 'colsample_bytree': 0.9616825228738994, 'gamma': 2.56724015272916, 'reg_alpha': 0.08661342255568832, 'reg_lambda': 1.777278898050588}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,123] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.08698932710051951, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9083899632066431, 'colsample_bytree': 0.9711800520177031, 'gamma': 0.27370009780210613, 'reg_alpha': 0.5603354009673054, 'reg_lambda': 1.0545545881132155}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,223] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 109, 'learning_rate': 0.09035810745013975, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9262148539138626, 'colsample_bytree': 0.9906790277315977, 'gamma': 2.6739685436403, 'reg_alpha': 0.5545129425424034, 'reg_lambda': 1.1778855363716145}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,298] Trial 123 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 148, 'learning_rate': 0.08374725371440694, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9134937699767565, 'colsample_bytree': 0.953051284301504, 'gamma': 2.7275875034412618, 'reg_alpha': 0.527826646088309, 'reg_lambda': 1.0692234926424886}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,410] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 130, 'learning_rate': 0.07139056684823306, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9050506429369644, 'colsample_bytree': 0.9799687892074032, 'gamma': 0.2672715785636266, 'reg_alpha': 0.5755144502554409, 'reg_lambda': 0.8300272815653947}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,485] Trial 125 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 137, 'learning_rate': 0.06446500120720036, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.937270902904275, 'colsample_bytree': 0.9677773382985094, 'gamma': 3.0082211526432783, 'reg_alpha': 0.5404903040639732, 'reg_lambda': 1.3655831223293875}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,683] Trial 126 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 156, 'learning_rate': 0.07713516882035537, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.921547129111685, 'colsample_bytree': 0.9280644745035045, 'gamma': 0.47102893129998447, 'reg_alpha': 0.47027355098793416, 'reg_lambda': 1.2505032940636573}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,768] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 145, 'learning_rate': 0.08655194484461089, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8919899946368617, 'colsample_bytree': 0.9904270066733841, 'gamma': 0.3522760016928145, 'reg_alpha': 0.6672478380015502, 'reg_lambda': 0.8947049581517842}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,999] Trial 128 finished with value: 0.75 and parameters: {'n_estimators': 166, 'learning_rate': 0.09987158849757538, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8782371977077564, 'colsample_bytree': 0.9404048004492312, 'gamma': 0.01197122890764263, 'reg_alpha': 0.48956931917718793, 'reg_lambda': 0.946917525247482}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,099] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.1384145628344489, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.869620711695657, 'colsample_bytree': 0.9999328210726467, 'gamma': 0.0099092520736934, 'reg_alpha': 0.4838323655585997, 'reg_lambda': 0.6979059716184508}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,231] Trial 130 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 164, 'learning_rate': 0.09976020927946941, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.90925304937982, 'colsample_bytree': 0.9461861184500179, 'gamma': 0.5239169913454185, 'reg_alpha': 0.566251139991121, 'reg_lambda': 0.9442927798532889}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,322] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.09310387105192273, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.879938176022999, 'colsample_bytree': 0.9387532818982514, 'gamma': 0.16275235092671353, 'reg_alpha': 0.875725421997227, 'reg_lambda': 1.0667389454042144}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,466] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 170, 'learning_rate': 0.11894119136987502, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8800521764965806, 'colsample_bytree': 0.9380748806472714, 'gamma': 0.2238465592503195, 'reg_alpha': 0.8474627766859919, 'reg_lambda': 1.1355233027434009}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,561] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.10734335716175057, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8864594180400592, 'colsample_bytree': 0.9207832720692002, 'gamma': 0.09262715785341533, 'reg_alpha': 0.9004592308517267, 'reg_lambda': 1.0776845776681234}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,689] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.09634023362545954, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8769571518493188, 'colsample_bytree': 0.7956134863337676, 'gamma': 0.2925674682183669, 'reg_alpha': 0.9620503588682643, 'reg_lambda': 1.1850390687467458}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,783] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 160, 'learning_rate': 0.08169625957730532, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9252090449805108, 'colsample_bytree': 0.657334078833921, 'gamma': 0.17493506759096497, 'reg_alpha': 0.5160204299360738, 'reg_lambda': 0.9755667727182378}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,926] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.09238799638500987, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.900974570091893, 'colsample_bytree': 0.9800327325773095, 'gamma': 0.004092484942882774, 'reg_alpha': 0.5430126363717209, 'reg_lambda': 0.7767742449944148}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:29,001] Trial 137 finished with value: 0.5 and parameters: {'n_estimators': 172, 'learning_rate': 0.0915638743800338, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9024386929999458, 'colsample_bytree': 0.9551009340671374, 'gamma': 0.40554723886253474, 'reg_alpha': 0.3878072948613362, 'reg_lambda': 0.7843987194795952}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:29,225] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.1005327812944995, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9309844267017298, 'colsample_bytree': 0.9632668838409165, 'gamma': 0.021967017334166037, 'reg_alpha': 0.4403906076995137, 'reg_lambda': 0.7360085337552378}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:29,315] Trial 139 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 164, 'learning_rate': 0.07119390281233025, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8623497751977796, 'colsample_bytree': 0.9303098167170812, 'gamma': 0.6916019953945048, 'reg_alpha': 0.877217923964549, 'reg_lambda': 0.9001891115937313}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:29,448] Trial 140 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 183, 'learning_rate': 0.0890037861396808, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8478061759186802, 'colsample_bytree': 0.9750463835679931, 'gamma': 0.0046578404269442125, 'reg_alpha': 0.04229277341126827, 'reg_lambda': 0.6349097125382543}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:29,535] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.07760697623740728, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9129969898931024, 'colsample_bytree': 0.9830677122525681, 'gamma': 0.2740896786888982, 'reg_alpha': 0.5463484303132932, 'reg_lambda': 1.0524404342828377}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:29,630] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.06868887010643053, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8034809970405947, 'colsample_bytree': 0.9830974506403909, 'gamma': 0.2662275686056044, 'reg_alpha': 0.4933972463156773, 'reg_lambda': 1.043335208240756}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:29,775] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 175, 'learning_rate': 0.1095387511641708, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7347265793947486, 'colsample_bytree': 0.9860004121162035, 'gamma': 0.30502739700548004, 'reg_alpha': 0.48677624479931403, 'reg_lambda': 1.047711974517859}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:29,868] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.07671189999768002, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7846911734469124, 'colsample_bytree': 0.9808176830213448, 'gamma': 0.21458856316422026, 'reg_alpha': 0.454855447930113, 'reg_lambda': 1.1005220157984166}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,002] Trial 145 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 168, 'learning_rate': 0.0863451030647772, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7832191334076928, 'colsample_bytree': 0.9899494460354058, 'gamma': 0.21682461860657581, 'reg_alpha': 0.41755261832347473, 'reg_lambda': 0.9659952007008575}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,101] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.09459332221620473, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.796499542020877, 'colsample_bytree': 0.9654314386565089, 'gamma': 0.17132240016498215, 'reg_alpha': 0.5032456858541339, 'reg_lambda': 0.8420678954673012}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,190] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.12115700185586346, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7678725903670109, 'colsample_bytree': 0.9824090600185325, 'gamma': 0.37612699330175353, 'reg_alpha': 0.5397727349617673, 'reg_lambda': 1.11826204534208}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,430] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.06877103784091637, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8225680119485588, 'colsample_bytree': 0.9386193252322709, 'gamma': 0.1103726372442489, 'reg_alpha': 0.4506410828859101, 'reg_lambda': 1.0222004157102529}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,529] Trial 149 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 175, 'learning_rate': 0.07964910703075516, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7597272772794703, 'colsample_bytree': 0.7484486127213843, 'gamma': 0.28120764077188637, 'reg_alpha': 0.5952556245310573, 'reg_lambda': 0.9310358013726261}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,705] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 192, 'learning_rate': 0.06086784147103473, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7856505784569884, 'colsample_bytree': 0.9512793745102627, 'gamma': 0.004224143573159755, 'reg_alpha': 0.5231526714956796, 'reg_lambda': 1.0731884211642388}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,796] Trial 151 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.07539978130923021, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8964850535594591, 'colsample_bytree': 0.9744610915480085, 'gamma': 0.42335213407546524, 'reg_alpha': 0.4939290140223923, 'reg_lambda': 1.1184187784919835}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,934] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.07340516129319387, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9110139280756715, 'colsample_bytree': 0.9791711362658236, 'gamma': 0.20145107266921783, 'reg_alpha': 0.5643998774477269, 'reg_lambda': 0.99839489305255}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,090] Trial 153 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 158, 'learning_rate': 0.06845373448159045, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8044921728505634, 'colsample_bytree': 0.9832513987897873, 'gamma': 0.1954517005980336, 'reg_alpha': 0.5553805957094089, 'reg_lambda': 1.004140059200394}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,222] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.08371374840296802, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8071276328729383, 'colsample_bytree': 0.9917192056822236, 'gamma': 0.19440468338407102, 'reg_alpha': 0.5602972378534703, 'reg_lambda': 0.9861189595786309}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,322] Trial 155 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 167, 'learning_rate': 0.08475846869287611, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8000469076744541, 'colsample_bytree': 0.9919990410691174, 'gamma': 0.10605490443636917, 'reg_alpha': 0.5714419448867937, 'reg_lambda': 0.7958615791445233}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,440] Trial 156 finished with value: 0.755952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.10346042513726349, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8063434447204182, 'colsample_bytree': 0.9701988684742987, 'gamma': 0.27929780671147353, 'reg_alpha': 0.537250438728117, 'reg_lambda': 0.8822605276405898}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,533] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 173, 'learning_rate': 0.10262426386350038, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8073550805663164, 'colsample_bytree': 0.9999490169505278, 'gamma': 0.31200446965155293, 'reg_alpha': 0.46154399765057097, 'reg_lambda': 0.8939621726675558}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,666] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 178, 'learning_rate': 0.09615717081190042, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8149017304602957, 'colsample_bytree': 0.9678785906641787, 'gamma': 0.09933837403460521, 'reg_alpha': 0.5271192337176768, 'reg_lambda': 1.0444784362731498}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,750] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.13654835197753473, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7849590789792019, 'colsample_bytree': 0.959686634227921, 'gamma': 0.2760535255593525, 'reg_alpha': 0.5452172531419043, 'reg_lambda': 0.9453651000309473}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,957] Trial 160 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 171, 'learning_rate': 0.1060398058377952, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7951823793534338, 'colsample_bytree': 0.991922362866998, 'gamma': 0.3896998265861934, 'reg_alpha': 0.6073069158268602, 'reg_lambda': 0.5957969710168716}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:32,052] Trial 161 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.08116130557769842, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6024165704276636, 'colsample_bytree': 0.9788773060426882, 'gamma': 0.19873133808537846, 'reg_alpha': 0.5053046035591102, 'reg_lambda': 0.9816905949874385}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:32,311] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 186, 'learning_rate': 0.09287941709341774, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7740847453642006, 'colsample_bytree': 0.9861720294281242, 'gamma': 0.0016335398087131414, 'reg_alpha': 0.5842027187516682, 'reg_lambda': 0.8652322384893654}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:32,419] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.09271019454387512, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7716297039548009, 'colsample_bytree': 0.9867013144018804, 'gamma': 0.006400543431824834, 'reg_alpha': 0.6131677815471972, 'reg_lambda': 0.8461735950276119}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:32,527] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.11471450871964682, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8085018825497313, 'colsample_bytree': 0.98926998710567, 'gamma': 0.0035564763577518033, 'reg_alpha': 0.6204981260926197, 'reg_lambda': 0.6925939947536996}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:32,663] Trial 165 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 189, 'learning_rate': 0.088872908711793, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7743155749395886, 'colsample_bytree': 0.9719032525007575, 'gamma': 0.1127458638986307, 'reg_alpha': 0.5783880636354726, 'reg_lambda': 0.8490916041645721}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:32,746] Trial 166 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 201, 'learning_rate': 0.09331684956887694, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7491692140172875, 'colsample_bytree': 0.9920648262635818, 'gamma': 2.4053884359809277, 'reg_alpha': 0.5918404747603594, 'reg_lambda': 0.754545421640897}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:32,898] Trial 167 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 180, 'learning_rate': 0.09712171450649301, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7691643616479165, 'colsample_bytree': 0.9853913905544511, 'gamma': 0.08804439581304979, 'reg_alpha': 0.5427814865264126, 'reg_lambda': 0.8653548920843463}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:33,005] Trial 168 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.10172289930217739, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7578222539442714, 'colsample_bytree': 0.9615719448709327, 'gamma': 0.08881911071105858, 'reg_alpha': 0.6486458461167905, 'reg_lambda': 0.9143253344740322}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:33,337] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.08670528437716768, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8274766719208309, 'colsample_bytree': 0.9996665136038959, 'gamma': 0.014125636168825652, 'reg_alpha': 0.5242948997364855, 'reg_lambda': 0.8200077077303608}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:33,431] Trial 170 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 177, 'learning_rate': 0.11002450722325552, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.715466463029776, 'colsample_bytree': 0.9663401550589682, 'gamma': 0.3045076089914153, 'reg_alpha': 0.6166405373663859, 'reg_lambda': 1.0442304960826971}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:33,653] Trial 171 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 178, 'learning_rate': 0.12801108897318772, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6588095697508277, 'colsample_bytree': 0.9717324614780389, 'gamma': 0.3046980946763421, 'reg_alpha': 0.6108064391392367, 'reg_lambda': 1.0416186739125317}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:33,755] Trial 172 finished with value: 0.744047619047619 and parameters: {'n_estimators': 174, 'learning_rate': 0.10849901588025687, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7469733933134779, 'colsample_bytree': 0.9551583547909879, 'gamma': 0.17008819979604184, 'reg_alpha': 0.5894601747329294, 'reg_lambda': 0.9319701996941337}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:33,915] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 199, 'learning_rate': 0.11627554126922764, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6679659411058574, 'colsample_bytree': 0.9861645168260978, 'gamma': 0.3075382434141923, 'reg_alpha': 0.6327903856300613, 'reg_lambda': 1.1688889837777945}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,018] Trial 174 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 187, 'learning_rate': 0.09238008683317372, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8360693331845066, 'colsample_bytree': 0.9677490333046019, 'gamma': 0.00541286069223555, 'reg_alpha': 0.5683523972159013, 'reg_lambda': 0.7893640903360795}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,141] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 169, 'learning_rate': 0.10159711640012961, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7050252737416147, 'colsample_bytree': 0.9437097966320334, 'gamma': 0.566896884893345, 'reg_alpha': 0.5540074829287861, 'reg_lambda': 0.9800133892219496}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,242] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.0827604904226445, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8892069286598293, 'colsample_bytree': 0.9933517110923641, 'gamma': 0.1379343006217859, 'reg_alpha': 0.5926873576131725, 'reg_lambda': 1.0669360449984306}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,330] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 149, 'learning_rate': 0.09104901619423861, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9030008366568227, 'colsample_bytree': 0.9743387865616304, 'gamma': 0.44444358970986053, 'reg_alpha': 0.5173988017283889, 'reg_lambda': 0.8985412541449086}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,449] Trial 178 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 178, 'learning_rate': 0.10903965235714683, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7237133226153045, 'colsample_bytree': 0.9841591199757104, 'gamma': 2.8005721168888082, 'reg_alpha': 0.4902989887668882, 'reg_lambda': 1.1412823980635998}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,529] Trial 179 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.12290431965660571, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8827806507702622, 'colsample_bytree': 0.9625359492951477, 'gamma': 0.22754229377664514, 'reg_alpha': 0.6143840807340765, 'reg_lambda': 0.8562484926718483}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,764] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.09831574649967491, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8953895620068363, 'colsample_bytree': 0.9999147444949402, 'gamma': 0.3554227514686774, 'reg_alpha': 0.5380536008595604, 'reg_lambda': 1.012717167585917}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,858] Trial 181 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 187, 'learning_rate': 0.09649958420897452, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8734743871606808, 'colsample_bytree': 0.9928034448266776, 'gamma': 0.3455877469821746, 'reg_alpha': 0.5484165405942771, 'reg_lambda': 1.039762117956509}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,078] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.08272640540038598, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8955004900772517, 'colsample_bytree': 0.9791569738375402, 'gamma': 0.11384136755198396, 'reg_alpha': 0.533541488148734, 'reg_lambda': 0.9821986843353475}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,181] Trial 183 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.1005966219933127, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7198572439455818, 'colsample_bytree': 0.9983427816846581, 'gamma': 0.2540832675049862, 'reg_alpha': 0.5754494097789736, 'reg_lambda': 1.0836014268470329}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,283] Trial 184 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 206, 'learning_rate': 0.10439922554548037, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7131937168868043, 'colsample_bytree': 0.9974942748236206, 'gamma': 0.19119109819052366, 'reg_alpha': 0.5720595740971984, 'reg_lambda': 1.1142483044695106}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,404] Trial 185 finished with value: 0.755952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.11481446156959821, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7192434093807508, 'colsample_bytree': 0.9986237500885659, 'gamma': 0.3991868055012927, 'reg_alpha': 0.5812533193150927, 'reg_lambda': 0.9485862248596764}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,494] Trial 186 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 188, 'learning_rate': 0.11255123017660519, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7135828003825427, 'colsample_bytree': 0.9978246570139568, 'gamma': 0.40783793369043053, 'reg_alpha': 0.6260606428018651, 'reg_lambda': 0.9585507166328915}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,613] Trial 187 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 193, 'learning_rate': 0.14568455515104944, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7211140896722186, 'colsample_bytree': 0.9993798269265959, 'gamma': 0.5462952494787094, 'reg_alpha': 0.6397587191616532, 'reg_lambda': 0.9415290323397114}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,692] Trial 188 finished with value: 0.5 and parameters: {'n_estimators': 190, 'learning_rate': 0.11305827296082131, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.7188736876129764, 'colsample_bytree': 0.9919861126739483, 'gamma': 0.43533473784747034, 'reg_alpha': 0.6546998205095734, 'reg_lambda': 1.2040075286303813}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,879] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 197, 'learning_rate': 0.12064443205374814, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6953156873681006, 'colsample_bytree': 0.9998206356524917, 'gamma': 0.3540687098873613, 'reg_alpha': 0.615985768131193, 'reg_lambda': 1.001708111877606}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:35,960] Trial 190 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.13498044955477895, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.6844474720181788, 'colsample_bytree': 0.9922964297285289, 'gamma': 0.38772101179157453, 'reg_alpha': 0.6170320414446506, 'reg_lambda': 1.0034996126952092}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,090] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 198, 'learning_rate': 0.12134734916984347, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7365466336817794, 'colsample_bytree': 0.9997782296763014, 'gamma': 0.4752043891995564, 'reg_alpha': 0.5943765286796786, 'reg_lambda': 0.8820129971171566}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,193] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 209, 'learning_rate': 0.11636340132623654, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6978494258960276, 'colsample_bytree': 0.9890037323990104, 'gamma': 0.34915835960759356, 'reg_alpha': 0.633916279008329, 'reg_lambda': 0.9492954865312091}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,313] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.12555775387610738, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7329883818032632, 'colsample_bytree': 0.9994240884350598, 'gamma': 0.16022314669552304, 'reg_alpha': 0.5842111861437581, 'reg_lambda': 1.0887026787986358}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,407] Trial 194 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 180, 'learning_rate': 0.10194569909693302, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7043205784039579, 'colsample_bytree': 0.9891385031243326, 'gamma': 0.2430048473975549, 'reg_alpha': 0.6063158952250313, 'reg_lambda': 1.0142755199357707}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,617] Trial 195 finished with value: 0.761904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.1086488969015877, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7002797728328437, 'colsample_bytree': 0.9860151320671886, 'gamma': 0.09864701041728063, 'reg_alpha': 0.6928293513085684, 'reg_lambda': 1.1454422674688494}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,790] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.16199477272552498, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.714324188181746, 'colsample_bytree': 0.9863330034084531, 'gamma': 0.09866451358836839, 'reg_alpha': 0.9435080401773128, 'reg_lambda': 0.9072675365913577}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,924] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.10983958168304553, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6921038970807101, 'colsample_bytree': 0.9928314570436615, 'gamma': 0.6166682700468522, 'reg_alpha': 0.6755754545423184, 'reg_lambda': 0.9593005502664113}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:37,019] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.11823094805870796, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7096518668886629, 'colsample_bytree': 0.9835162784706923, 'gamma': 0.22043700563997726, 'reg_alpha': 0.578223392903265, 'reg_lambda': 1.155858658894049}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:37,126] Trial 199 finished with value: 0.5 and parameters: {'n_estimators': 190, 'learning_rate': 0.12989681561407784, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.7111927353277261, 'colsample_bytree': 0.9787380539947292, 'gamma': 0.37632262776136477, 'reg_alpha': 0.787578635316369, 'reg_lambda': 1.2040261327428374}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:37,129] A new study created in memory with name: no-name-72d46dbd-cc6d-41ce-b14a-04d820975ce9
[I 2025-11-03 19:19:37,201] Trial 0 finished with value: 0.5982142857142858 and parameters: {'n_estimators': 147, 'learning_rate': 0.2018928199986262, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9360147338315392, 'colsample_bytree': 0.7766423007175547, 'gamma': 4.366407718432121, 'reg_alpha': 0.004835876498542002, 'reg_lambda': 2.1582231422361295}. Best is trial 0 with value: 0.5982142857142858.
[I 2025-11-03 19:19:37,228] Trial 1 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 30, 'learning_rate': 0.012641353376945543, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8089694705850481, 'colsample_bytree': 0.843493296157707, 'gamma': 0.36586352283119905, 'reg_alpha': 0.6542187664548772, 'reg_lambda': 0.7790104035998647}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:37,327] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 85, 'learning_rate': 0.026405695159740696, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.622016456241319, 'colsample_bytree': 0.653598974150714, 'gamma': 3.7894157417073995, 'reg_alpha': 0.10729385164042216, 'reg_lambda': 2.989028155895444}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:37,383] Trial 3 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 91, 'learning_rate': 0.05849911252263909, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.74945993207043, 'colsample_bytree': 0.6953883026675821, 'gamma': 0.16584504701202707, 'reg_alpha': 0.8126062662645144, 'reg_lambda': 2.2384707234565266}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:37,656] Trial 4 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 250, 'learning_rate': 0.03162753443353871, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7707240051662647, 'colsample_bytree': 0.9495045008033024, 'gamma': 4.939515136154415, 'reg_alpha': 0.04664265298529224, 'reg_lambda': 2.383458404319522}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:37,742] Trial 5 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 211, 'learning_rate': 0.09707808875170305, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.765428639256167, 'colsample_bytree': 0.8047268693632582, 'gamma': 3.9003807648056696, 'reg_alpha': 0.38929686933136587, 'reg_lambda': 2.1437641680076354}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:37,838] Trial 6 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 57, 'learning_rate': 0.11154976665244488, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6605954719897158, 'colsample_bytree': 0.8712740145321957, 'gamma': 1.9165124234823983, 'reg_alpha': 0.24870703670654548, 'reg_lambda': 2.601219088782152}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:37,940] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 83, 'learning_rate': 0.15329412629738554, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.654489405145783, 'colsample_bytree': 0.6713059745195632, 'gamma': 4.095019398152141, 'reg_alpha': 0.2599547208877343, 'reg_lambda': 1.801093547230636}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:38,040] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.07647450329244485, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7336358789756395, 'colsample_bytree': 0.6895555330841963, 'gamma': 0.9642850251982227, 'reg_alpha': 0.9843021527634059, 'reg_lambda': 1.104015339538556}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:38,151] Trial 9 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.09574416675485442, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8911206185127704, 'colsample_bytree': 0.8326894129957451, 'gamma': 0.19838401681985696, 'reg_alpha': 0.26202886169152995, 'reg_lambda': 0.792609133938748}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:38,263] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.25037548972591317, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.992800952685394, 'colsample_bytree': 0.9927225765355617, 'gamma': 2.0429729688606515, 'reg_alpha': 0.518307723847416, 'reg_lambda': 0.514660121810665}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:38,321] Trial 11 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 33, 'learning_rate': 0.011515909927391429, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8813867195867525, 'colsample_bytree': 0.8468972661707331, 'gamma': 0.03919230749151095, 'reg_alpha': 0.6203068261457447, 'reg_lambda': 0.9158313889453676}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:38,450] Trial 12 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 141, 'learning_rate': 0.010193726011027724, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8809530596606912, 'colsample_bytree': 0.903481350512532, 'gamma': 1.1345429829766327, 'reg_alpha': 0.5728973377953219, 'reg_lambda': 1.2682633160767627}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:38,553] Trial 13 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 247, 'learning_rate': 0.03434071165329667, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8747610940812697, 'colsample_bytree': 0.7649881949509466, 'gamma': 2.9608021680552015, 'reg_alpha': 0.7114460240943622, 'reg_lambda': 1.3522768882135294}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:38,858] Trial 14 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 190, 'learning_rate': 0.018990603641074206, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8542402072884914, 'colsample_bytree': 0.8374115652911317, 'gamma': 1.0153653411755155, 'reg_alpha': 0.3927577203149989, 'reg_lambda': 0.9148605346110686}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:38,911] Trial 15 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.047964499242015346, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9446491450297311, 'colsample_bytree': 0.6020663749030524, 'gamma': 0.015578221490010206, 'reg_alpha': 0.3853358376058015, 'reg_lambda': 1.53367824563729}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,010] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.13323840171211987, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9265672849086418, 'colsample_bytree': 0.9147657737338298, 'gamma': 1.7423038814176497, 'reg_alpha': 0.21062517372455952, 'reg_lambda': 0.537842585869178}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,132] Trial 17 finished with value: 0.6875 and parameters: {'n_estimators': 215, 'learning_rate': 0.017996170656231002, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8361241032836201, 'colsample_bytree': 0.7371566413526969, 'gamma': 2.7831750758800142, 'reg_alpha': 0.8336113733988505, 'reg_lambda': 1.6936749120821286}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,296] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.05609722728275868, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8988159331207531, 'colsample_bytree': 0.8164559288502462, 'gamma': 0.6491995823999499, 'reg_alpha': 0.4591252884365893, 'reg_lambda': 0.8964616519201816}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,370] Trial 19 finished with value: 0.699404761904762 and parameters: {'n_estimators': 123, 'learning_rate': 0.07840652374679, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9809195362169172, 'colsample_bytree': 0.8789640170402455, 'gamma': 1.4971717791329542, 'reg_alpha': 0.6283330661609421, 'reg_lambda': 1.069915343098862}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,441] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 60, 'learning_rate': 0.041412982192727515, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.821608249785691, 'colsample_bytree': 0.9521771257360944, 'gamma': 2.3956562096179512, 'reg_alpha': 0.16456268326950996, 'reg_lambda': 0.744146905169446}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,566] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.023562515201199823, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9422271575087748, 'colsample_bytree': 0.7326813230741019, 'gamma': 0.00012976332120373524, 'reg_alpha': 0.352372835086347, 'reg_lambda': 1.6357079132956123}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,715] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 23, 'learning_rate': 0.017352820639762234, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.912665752113689, 'colsample_bytree': 0.7376485182125128, 'gamma': 0.5330855644459124, 'reg_alpha': 0.29744621880812777, 'reg_lambda': 1.8615503473287134}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,773] Trial 23 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.018593122709896024, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9545650604209972, 'colsample_bytree': 0.7440119425322204, 'gamma': 0.6131274440682438, 'reg_alpha': 0.3141033160696487, 'reg_lambda': 1.904454434752022}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,875] Trial 24 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 51, 'learning_rate': 0.014818118341311444, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.965611109362335, 'colsample_bytree': 0.7359659515061272, 'gamma': 0.6318966780246129, 'reg_alpha': 0.30501938280768337, 'reg_lambda': 1.915384341579732}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:40,010] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 21, 'learning_rate': 0.019462861118175353, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9137229714658917, 'colsample_bytree': 0.7753412203613903, 'gamma': 0.6407735127935742, 'reg_alpha': 0.13460703492486037, 'reg_lambda': 1.940802822480178}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:40,185] Trial 26 finished with value: 0.75 and parameters: {'n_estimators': 70, 'learning_rate': 0.014705628025049983, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9982301396998774, 'colsample_bytree': 0.7137095257716497, 'gamma': 1.3377402109664935, 'reg_alpha': 0.47660460675289085, 'reg_lambda': 1.4412470527653203}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:40,256] Trial 27 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 73, 'learning_rate': 0.01398606383177814, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.997652131609553, 'colsample_bytree': 0.629624981226301, 'gamma': 1.3703135882330346, 'reg_alpha': 0.41553192686570106, 'reg_lambda': 1.4718077538154763}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,360] Trial 28 finished with value: 0.75 and parameters: {'n_estimators': 70, 'learning_rate': 0.02580163351357449, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9903069502421896, 'colsample_bytree': 0.6100301347844265, 'gamma': 1.2480050149259634, 'reg_alpha': 0.4737720545864158, 'reg_lambda': 1.4363595720858222}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,426] Trial 29 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.20225639763960077, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9986045667242552, 'colsample_bytree': 0.6591566314834304, 'gamma': 1.4704960833683511, 'reg_alpha': 0.5285341668178137, 'reg_lambda': 1.170890561683282}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,534] Trial 30 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 147, 'learning_rate': 0.06576335232300128, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9717138238187963, 'colsample_bytree': 0.6370129733035881, 'gamma': 3.312266882487819, 'reg_alpha': 0.4576964631516528, 'reg_lambda': 1.4589252738284897}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,605] Trial 31 finished with value: 0.761904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.014124165434205851, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9959595006585372, 'colsample_bytree': 0.6116691454764841, 'gamma': 1.3232295624718116, 'reg_alpha': 0.4830540282050725, 'reg_lambda': 1.470711107989211}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,669] Trial 32 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.01368536513655335, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9619958518024476, 'colsample_bytree': 0.6369617099943211, 'gamma': 2.255738349953607, 'reg_alpha': 0.44154073701896945, 'reg_lambda': 1.591828776780789}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,769] Trial 33 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.010272894438601564, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9980922518052485, 'colsample_bytree': 0.702885073219647, 'gamma': 1.6678903693173923, 'reg_alpha': 0.5571174874318525, 'reg_lambda': 1.2523253212744518}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,858] Trial 34 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.012196796415045513, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9304060875943734, 'colsample_bytree': 0.6276414690002773, 'gamma': 0.9025415691600751, 'reg_alpha': 0.7031393382532697, 'reg_lambda': 2.082640449096955}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,365] Trial 35 finished with value: 0.6815476190476192 and parameters: {'n_estimators': 101, 'learning_rate': 0.014623223496890471, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7919220341369859, 'colsample_bytree': 0.6742932692813436, 'gamma': 1.3294654443897553, 'reg_alpha': 0.0313079574325435, 'reg_lambda': 1.3818885485544168}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,438] Trial 36 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 86, 'learning_rate': 0.0332022787095052, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7155280424880844, 'colsample_bytree': 0.7076203109052224, 'gamma': 2.692992060292195, 'reg_alpha': 0.18829712744368, 'reg_lambda': 0.6699276429101182}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,520] Trial 37 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 45, 'learning_rate': 0.023755665429020478, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9629329284722703, 'colsample_bytree': 0.792477229323586, 'gamma': 1.9308609258430178, 'reg_alpha': 0.09087362249427289, 'reg_lambda': 2.536573321614786}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,616] Trial 38 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 229, 'learning_rate': 0.10914394874747756, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9081621689945956, 'colsample_bytree': 0.6195728179711768, 'gamma': 0.31360076459288555, 'reg_alpha': 0.39913155396298716, 'reg_lambda': 1.7063668234029463}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,718] Trial 39 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 161, 'learning_rate': 0.04310347098522581, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9391246990322626, 'colsample_bytree': 0.6518821868054376, 'gamma': 4.699424886459085, 'reg_alpha': 0.5851390051322801, 'reg_lambda': 1.0377014679656809}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,780] Trial 40 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 65, 'learning_rate': 0.15461131007895781, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8521587957124176, 'colsample_bytree': 0.6754620221883679, 'gamma': 0.3272218633755788, 'reg_alpha': 0.25742831461337273, 'reg_lambda': 2.9583072829139603}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,895] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 91, 'learning_rate': 0.027831282770677777, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9804667563743281, 'colsample_bytree': 0.6042718232622981, 'gamma': 1.2667046241963837, 'reg_alpha': 0.4809019197404611, 'reg_lambda': 1.4864240624947112}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,970] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.01588800771709436, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9821210976568214, 'colsample_bytree': 0.6148777091830494, 'gamma': 2.1439414267974684, 'reg_alpha': 0.4280420951180883, 'reg_lambda': 1.3529711962879905}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,054] Trial 43 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 111, 'learning_rate': 0.021748430390191725, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9867254494586456, 'colsample_bytree': 0.6480886602376368, 'gamma': 0.9037813366752458, 'reg_alpha': 0.512145681795683, 'reg_lambda': 1.2121976332856335}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,319] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 64, 'learning_rate': 0.012305146111341345, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9988906972972653, 'colsample_bytree': 0.6900801466511322, 'gamma': 1.761487151149118, 'reg_alpha': 0.3349555438110223, 'reg_lambda': 1.4208677585417047}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,387] Trial 45 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 81, 'learning_rate': 0.028599445497171666, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.603323722937404, 'colsample_bytree': 0.7163815993596648, 'gamma': 1.1722431716294528, 'reg_alpha': 0.6915766478276844, 'reg_lambda': 1.7543271502514526}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,508] Trial 46 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 188, 'learning_rate': 0.0870317219952122, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9500363524136133, 'colsample_bytree': 0.8303225003288554, 'gamma': 1.385561984290931, 'reg_alpha': 0.49308296842936333, 'reg_lambda': 2.300167470911833}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,585] Trial 47 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 94, 'learning_rate': 0.011492779664982508, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8893399798196554, 'colsample_bytree': 0.8586359357530707, 'gamma': 1.6132581899742406, 'reg_alpha': 0.765863324622045, 'reg_lambda': 2.0598883437869695}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,805] Trial 48 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 99, 'learning_rate': 0.015203272730518953, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9683105819729173, 'colsample_bytree': 0.6251312205863568, 'gamma': 1.1152050267645353, 'reg_alpha': 0.3716444508125114, 'reg_lambda': 1.5689558967330532}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,885] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 42, 'learning_rate': 0.020958854410396313, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.865022232421073, 'colsample_bytree': 0.8004390245151612, 'gamma': 0.8901896611933217, 'reg_alpha': 0.42005545965762375, 'reg_lambda': 1.0101927791745844}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,939] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 57, 'learning_rate': 0.06615376750150044, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.7126387531867218, 'colsample_bytree': 0.6016813164726261, 'gamma': 0.4271634139212439, 'reg_alpha': 0.5935807089808026, 'reg_lambda': 1.3140678194485638}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,043] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 74, 'learning_rate': 0.010302913037356125, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9979616261628868, 'colsample_bytree': 0.6650433463475526, 'gamma': 1.6670663307872688, 'reg_alpha': 0.5286283713707414, 'reg_lambda': 1.2329241471749928}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,109] Trial 52 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 69, 'learning_rate': 0.010918368161641025, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9273147436790047, 'colsample_bytree': 0.7605987474377165, 'gamma': 1.917525171126535, 'reg_alpha': 0.5471472310598442, 'reg_lambda': 0.7892447969493774}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,296] Trial 53 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 69, 'learning_rate': 0.013094142759316167, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9306367735564846, 'colsample_bytree': 0.7674397066648209, 'gamma': 1.9229972895474816, 'reg_alpha': 0.5476040080166689, 'reg_lambda': 0.823265645521965}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,370] Trial 54 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 85, 'learning_rate': 0.01671583289741487, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.97978293771301, 'colsample_bytree': 0.785727692286106, 'gamma': 2.4485612793503666, 'reg_alpha': 0.6648709020160615, 'reg_lambda': 0.5808939349429637}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,502] Trial 55 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 84, 'learning_rate': 0.01671888706055575, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9730084657012787, 'colsample_bytree': 0.7523172361670005, 'gamma': 3.027542173890083, 'reg_alpha': 0.6326250526059775, 'reg_lambda': 0.5864234503292691}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,553] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.011627961245950212, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9190733860996121, 'colsample_bytree': 0.822627257695511, 'gamma': 2.5940061213316143, 'reg_alpha': 0.6744277809142762, 'reg_lambda': 0.7249904843642321}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,701] Trial 57 finished with value: 0.699404761904762 and parameters: {'n_estimators': 136, 'learning_rate': 0.013753211066331162, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9464011539267075, 'colsample_bytree': 0.8050178249071049, 'gamma': 2.1109092405900367, 'reg_alpha': 0.7583394528588818, 'reg_lambda': 0.6338949634868104}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,753] Trial 58 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 36, 'learning_rate': 0.14387721085605554, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9514395026118526, 'colsample_bytree': 0.787259754688324, 'gamma': 2.3532382985906968, 'reg_alpha': 0.8764033355915919, 'reg_lambda': 0.8268574685255894}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,890] Trial 59 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 108, 'learning_rate': 0.016434517373756244, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8939724416781588, 'colsample_bytree': 0.7211070341679571, 'gamma': 2.8587363839596867, 'reg_alpha': 0.2210842699549185, 'reg_lambda': 0.5237980451709414}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,996] Trial 60 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.020233162244600908, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.976138706440275, 'colsample_bytree': 0.7550319539304056, 'gamma': 3.3563589176003346, 'reg_alpha': 0.6184588563563661, 'reg_lambda': 1.1475027994176863}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,058] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 58, 'learning_rate': 0.024095647701256287, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9849470948103738, 'colsample_bytree': 0.881553181329732, 'gamma': 1.8521230111994649, 'reg_alpha': 0.4828189360499468, 'reg_lambda': 1.0150252748721897}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,306] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.01063555030936064, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9625605518955404, 'colsample_bytree': 0.8453121519399752, 'gamma': 1.4524693737397767, 'reg_alpha': 0.46690898914715995, 'reg_lambda': 0.9416043217440669}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,379] Trial 63 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 65, 'learning_rate': 0.013561119845886616, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9843452085157623, 'colsample_bytree': 0.7809116222849981, 'gamma': 2.445327750661135, 'reg_alpha': 0.5750894744096937, 'reg_lambda': 1.6371017780833486}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,499] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.01802170995202224, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9561148453889592, 'colsample_bytree': 0.6469473056619909, 'gamma': 0.748082629741026, 'reg_alpha': 0.657977540733662, 'reg_lambda': 1.5017240874397473}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,618] Trial 65 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.015015094413528276, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.926287153451099, 'colsample_bytree': 0.8187964996418345, 'gamma': 1.0568146734168993, 'reg_alpha': 0.28285626987079016, 'reg_lambda': 0.7084751257258506}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,715] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 43, 'learning_rate': 0.0488931506951233, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9403696142398641, 'colsample_bytree': 0.6830331379453324, 'gamma': 2.0233387047530185, 'reg_alpha': 0.3598209146436212, 'reg_lambda': 0.8060095103044707}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,791] Trial 67 finished with value: 0.75 and parameters: {'n_estimators': 86, 'learning_rate': 0.011674907683718516, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9896124901605, 'colsample_bytree': 0.6109895123315463, 'gamma': 1.2646324156727855, 'reg_alpha': 0.39937652130603624, 'reg_lambda': 1.7863692290223718}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,916] Trial 68 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 51, 'learning_rate': 0.030234797785391024, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9708877036431035, 'colsample_bytree': 0.6359023010055546, 'gamma': 1.55113666876593, 'reg_alpha': 0.5362426526694126, 'reg_lambda': 1.1114970236125334}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,964] Trial 69 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 26, 'learning_rate': 0.038710434712645146, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9036965168463054, 'colsample_bytree': 0.7221517262482812, 'gamma': 1.5266633598136223, 'reg_alpha': 0.5338272139527439, 'reg_lambda': 1.1255226302903678}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,054] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 50, 'learning_rate': 0.24188590728451584, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9752326176619331, 'colsample_bytree': 0.6357158984911042, 'gamma': 2.229770630741287, 'reg_alpha': 0.7393143183716255, 'reg_lambda': 0.8974688498573203}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,127] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 70, 'learning_rate': 0.025814412494452377, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9605239304516638, 'colsample_bytree': 0.6289044492541315, 'gamma': 1.561567305100143, 'reg_alpha': 0.5016442829724339, 'reg_lambda': 0.6257735675852767}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,319] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 60, 'learning_rate': 0.03553366428514161, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9593514230481583, 'colsample_bytree': 0.6348238218478993, 'gamma': 1.7685478831406984, 'reg_alpha': 0.6075460868132945, 'reg_lambda': 0.606290457410595}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,392] Trial 73 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 77, 'learning_rate': 0.022404886942945117, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9193067739234163, 'colsample_bytree': 0.8090079014952819, 'gamma': 1.5113246279049248, 'reg_alpha': 0.5170301853991583, 'reg_lambda': 0.7742977605263167}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,490] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.019333938137220844, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9694944861466669, 'colsample_bytree': 0.6583544106246546, 'gamma': 0.8042631149071549, 'reg_alpha': 0.5621536317231673, 'reg_lambda': 0.6710775443302968}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,656] Trial 75 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 64, 'learning_rate': 0.01781054891900187, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9394074828922606, 'colsample_bytree': 0.6236145566896192, 'gamma': 1.626131061493922, 'reg_alpha': 0.4101098772438275, 'reg_lambda': 0.5005163490249963}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,733] Trial 76 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 100, 'learning_rate': 0.01293667316189187, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7946465725993578, 'colsample_bytree': 0.7007194890182372, 'gamma': 2.53053415836378, 'reg_alpha': 0.4388971873743167, 'reg_lambda': 0.9539461056938159}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,826] Trial 77 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 32, 'learning_rate': 0.03062098104653583, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9910515530630193, 'colsample_bytree': 0.7726526303548107, 'gamma': 2.013336020576141, 'reg_alpha': 0.49561617346100467, 'reg_lambda': 1.3107364777799082}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,944] Trial 78 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 157, 'learning_rate': 0.02638575508595077, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9521591985817306, 'colsample_bytree': 0.6693000669714991, 'gamma': 0.18669228220138656, 'reg_alpha': 0.6420969300069215, 'reg_lambda': 0.8843931000998649}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:46,047] Trial 79 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 70, 'learning_rate': 0.01407342581828481, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8268253911289334, 'colsample_bytree': 0.685062152411347, 'gamma': 1.3313865890241574, 'reg_alpha': 0.3293512313997877, 'reg_lambda': 0.564924289263583}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:46,154] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.016401536293452427, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9773138804800838, 'colsample_bytree': 0.6451483884316211, 'gamma': 1.007590249295148, 'reg_alpha': 0.44645638340453725, 'reg_lambda': 1.0731836502771968}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:46,264] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 89, 'learning_rate': 0.030404436404930124, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9980001743270523, 'colsample_bytree': 0.6138160357403695, 'gamma': 1.1774828345876416, 'reg_alpha': 0.4636600588689308, 'reg_lambda': 1.5441982197797175}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:46,466] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 69, 'learning_rate': 0.025447251602491696, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9881547780246756, 'colsample_bytree': 0.6295814645075412, 'gamma': 1.823806381725789, 'reg_alpha': 0.5602046514663782, 'reg_lambda': 1.6178191719307748}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:46,571] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 54, 'learning_rate': 0.04826177953432553, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9676719289958161, 'colsample_bytree': 0.6011136476582846, 'gamma': 1.2367844981707001, 'reg_alpha': 0.49182126415582833, 'reg_lambda': 1.4792571539661257}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:46,636] Trial 84 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.05038274997254925, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9625938088552222, 'colsample_bytree': 0.6003790827108652, 'gamma': 1.427603332119307, 'reg_alpha': 0.49597110077725615, 'reg_lambda': 1.418152500613528}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:46,732] Trial 85 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 53, 'learning_rate': 0.04867158752854411, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9619875796578221, 'colsample_bytree': 0.6051615847288333, 'gamma': 1.5722173939290163, 'reg_alpha': 0.5080309825525765, 'reg_lambda': 1.3001984627850522}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:46,787] Trial 86 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.04911951294236848, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9676261015206026, 'colsample_bytree': 0.6009293447588928, 'gamma': 1.601942668991742, 'reg_alpha': 0.5072848993291359, 'reg_lambda': 1.414856738564313}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:46,876] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.04938097517196087, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9680098334272831, 'colsample_bytree': 0.6021140981048083, 'gamma': 1.433635860067484, 'reg_alpha': 0.6023992697076583, 'reg_lambda': 1.3946510059716088}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:46,949] Trial 88 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 45, 'learning_rate': 0.05843490170792202, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6625928849144229, 'colsample_bytree': 0.6195428476094857, 'gamma': 1.7059622404092871, 'reg_alpha': 0.5342086501538867, 'reg_lambda': 1.2982046439320076}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,043] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 54, 'learning_rate': 0.06248115484709806, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9317554939325556, 'colsample_bytree': 0.6119070478771539, 'gamma': 1.1717138888380256, 'reg_alpha': 0.38032134162627396, 'reg_lambda': 1.1816740950615627}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,100] Trial 90 finished with value: 0.699404761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.051721953165987496, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9482368394628883, 'colsample_bytree': 0.6430898544218208, 'gamma': 1.4013069182379954, 'reg_alpha': 0.5823805996263266, 'reg_lambda': 1.5080908500467947}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,181] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 26, 'learning_rate': 0.04566375162866119, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9601675360330416, 'colsample_bytree': 0.628848036403742, 'gamma': 1.5987464809200966, 'reg_alpha': 0.5158228699889301, 'reg_lambda': 1.375811228219894}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,338] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.0416421880200413, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9767067669130503, 'colsample_bytree': 0.6012352518269, 'gamma': 1.5648837436335519, 'reg_alpha': 0.4996039393316752, 'reg_lambda': 1.6959663412156467}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,428] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.03928465684091762, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9656468997083534, 'colsample_bytree': 0.6196429196571237, 'gamma': 1.9095588719542071, 'reg_alpha': 0.5424906311049833, 'reg_lambda': 1.4465335600685412}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,484] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.036111553758483156, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9551768478605072, 'colsample_bytree': 0.9681508699239985, 'gamma': 1.7101837934648596, 'reg_alpha': 0.4524888727884473, 'reg_lambda': 1.2351570409325205}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,576] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 78, 'learning_rate': 0.07279490749180233, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9413639251582555, 'colsample_bytree': 0.6135282788552238, 'gamma': 1.2759621410173212, 'reg_alpha': 0.4175464930055131, 'reg_lambda': 1.655471871636623}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,642] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 39, 'learning_rate': 0.053367479205414875, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9816527597246794, 'colsample_bytree': 0.6069074435238481, 'gamma': 1.0649289854148734, 'reg_alpha': 0.480638187478575, 'reg_lambda': 1.3358718184376888}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,694] Trial 97 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.03301126522900986, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9724770238311156, 'colsample_bytree': 0.6598198735599952, 'gamma': 2.1197729534237655, 'reg_alpha': 0.4993863828078401, 'reg_lambda': 1.5802457716597171}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,784] Trial 98 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 65, 'learning_rate': 0.07318859916493092, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7737147029070616, 'colsample_bytree': 0.6357132502168752, 'gamma': 1.8157307144289057, 'reg_alpha': 0.42557884689011816, 'reg_lambda': 1.468482682517774}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,834] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 30, 'learning_rate': 0.010842211387007132, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9908128630306285, 'colsample_bytree': 0.6275806811504004, 'gamma': 1.3682980888914227, 'reg_alpha': 0.817509756077383, 'reg_lambda': 1.8514091201059506}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,937] Trial 100 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 74, 'learning_rate': 0.04486908597508577, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9620835450839476, 'colsample_bytree': 0.6203742600939092, 'gamma': 1.9445787397844125, 'reg_alpha': 0.5579848911827789, 'reg_lambda': 1.290094549616192}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,985] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.048238730934149474, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9681389888776611, 'colsample_bytree': 0.6025114566170641, 'gamma': 1.4482286038370464, 'reg_alpha': 0.5961570809544049, 'reg_lambda': 1.4081456445961975}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,084] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 38, 'learning_rate': 0.05822351455108422, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9468903817609827, 'colsample_bytree': 0.6086033392257226, 'gamma': 1.22093657219768, 'reg_alpha': 0.6539250588694383, 'reg_lambda': 1.390248004528427}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,197] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.051808927817430864, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9812813710802077, 'colsample_bytree': 0.6014937323058158, 'gamma': 1.5211982428277913, 'reg_alpha': 0.6154508695207819, 'reg_lambda': 1.5220031179846651}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,364] Trial 104 finished with value: 0.738095238095238 and parameters: {'n_estimators': 48, 'learning_rate': 0.044397888099364874, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9223780662585699, 'colsample_bytree': 0.6403360721111638, 'gamma': 0.9309754830824721, 'reg_alpha': 0.5144546226375101, 'reg_lambda': 1.18877201127154}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,430] Trial 105 finished with value: 0.738095238095238 and parameters: {'n_estimators': 62, 'learning_rate': 0.06473721573530429, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9366539134028299, 'colsample_bytree': 0.9208923758748204, 'gamma': 1.4610138348112631, 'reg_alpha': 0.6808694739091378, 'reg_lambda': 0.6540102616524315}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,515] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 53, 'learning_rate': 0.03921903848592078, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.968991607870974, 'colsample_bytree': 0.6203378208091994, 'gamma': 2.3165148972762264, 'reg_alpha': 0.5712304547720692, 'reg_lambda': 1.3506379926825214}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,580] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 68, 'learning_rate': 0.05506837072882367, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9576565001382951, 'colsample_bytree': 0.6330796399086851, 'gamma': 1.656268351823123, 'reg_alpha': 0.5968422737781567, 'reg_lambda': 1.269047910583116}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,642] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 58, 'learning_rate': 0.04983639547145971, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9884964044343811, 'colsample_bytree': 0.6522166846572355, 'gamma': 1.087311643183271, 'reg_alpha': 0.5469763546295805, 'reg_lambda': 1.0891090566508825}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,724] Trial 109 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 34, 'learning_rate': 0.06110757117031385, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9948812626793192, 'colsample_bytree': 0.6108756263619899, 'gamma': 2.1983318936134406, 'reg_alpha': 0.4711748836743208, 'reg_lambda': 1.42083238470057}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,789] Trial 110 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 80, 'learning_rate': 0.03710927529141649, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9104913780310175, 'colsample_bytree': 0.6005422684228724, 'gamma': 1.580255209961832, 'reg_alpha': 0.4367461672640044, 'reg_lambda': 0.8576716488939526}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,902] Trial 111 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 28, 'learning_rate': 0.034020864098163926, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9538303229374445, 'colsample_bytree': 0.9217500885334847, 'gamma': 1.7374550746770634, 'reg_alpha': 0.45198069367602445, 'reg_lambda': 1.4679613960421882}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,957] Trial 112 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 30, 'learning_rate': 0.028759329454381317, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9520996500618655, 'colsample_bytree': 0.9218838468095941, 'gamma': 1.35359851298844, 'reg_alpha': 0.5035780301753898, 'reg_lambda': 1.564848294418315}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,054] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 44, 'learning_rate': 0.033035186981259894, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9760750061195005, 'colsample_bytree': 0.6164967313359867, 'gamma': 1.7583320311469024, 'reg_alpha': 0.5281093519780157, 'reg_lambda': 1.4748608005867458}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,110] Trial 114 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.03289964463213625, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9790276119782072, 'colsample_bytree': 0.9929903386758898, 'gamma': 1.7527615435412582, 'reg_alpha': 0.4554151493221877, 'reg_lambda': 1.490676088863342}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,187] Trial 115 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 28, 'learning_rate': 0.04175173399282202, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9455048031774985, 'colsample_bytree': 0.8944885100646293, 'gamma': 4.260267418194484, 'reg_alpha': 0.4839359938361283, 'reg_lambda': 1.745158416980387}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,284] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.02772870277103418, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9336376951739729, 'colsample_bytree': 0.7929307120193253, 'gamma': 2.0122045590689863, 'reg_alpha': 0.3599653334634291, 'reg_lambda': 0.7487915031269756}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,346] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 60, 'learning_rate': 0.0344946140126989, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9993473940955517, 'colsample_bytree': 0.8534892529930083, 'gamma': 1.869207389108688, 'reg_alpha': 0.5305965661741154, 'reg_lambda': 1.6596178630615075}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,430] Trial 118 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 42, 'learning_rate': 0.030196570192549257, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.973708812836943, 'colsample_bytree': 0.7611674365718978, 'gamma': 1.6880561848077908, 'reg_alpha': 0.886507815033097, 'reg_lambda': 1.5886732581951835}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,497] Trial 119 finished with value: 0.755952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.012610534703805045, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9603899041744002, 'colsample_bytree': 0.623261036696508, 'gamma': 3.135116722516702, 'reg_alpha': 0.517770818008704, 'reg_lambda': 0.697683743744608}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,681] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 84, 'learning_rate': 0.01254772414550779, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9841812607971284, 'colsample_bytree': 0.6162599056203524, 'gamma': 3.1253449469225587, 'reg_alpha': 0.4051955638383667, 'reg_lambda': 1.451565353559681}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,744] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 73, 'learning_rate': 0.015451593018747179, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9609252896800081, 'colsample_bytree': 0.6248079426679497, 'gamma': 3.515734732868747, 'reg_alpha': 0.4922377601861127, 'reg_lambda': 0.5899246727152564}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,844] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.011380519118033828, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9547447985802494, 'colsample_bytree': 0.6419261252381494, 'gamma': 2.736663947714869, 'reg_alpha': 0.516837288275248, 'reg_lambda': 0.5405058590792894}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,903] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.012011632842107494, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9663189645990206, 'colsample_bytree': 0.6288689271946325, 'gamma': 3.6495473287525577, 'reg_alpha': 0.4647052278368889, 'reg_lambda': 0.7013270973672486}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,999] Trial 124 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 77, 'learning_rate': 0.022660516735960944, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9749073766463134, 'colsample_bytree': 0.6096617956482279, 'gamma': 2.628700613223504, 'reg_alpha': 0.5408855340237368, 'reg_lambda': 0.9823606162530443}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,185] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.0139991465874349, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9878696166474589, 'colsample_bytree': 0.618603169074384, 'gamma': 3.8321056317961566, 'reg_alpha': 0.44477065812333, 'reg_lambda': 0.6397500187505931}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,286] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 72, 'learning_rate': 0.013176044415499365, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9416130170801972, 'colsample_bytree': 0.63327118290286, 'gamma': 1.2663376986445023, 'reg_alpha': 0.5700325541056626, 'reg_lambda': 1.3393204103920797}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,362] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.024480010443469955, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9809227647677169, 'colsample_bytree': 0.9380980593410059, 'gamma': 1.5401078252112306, 'reg_alpha': 0.5068820729895428, 'reg_lambda': 0.7768304255703691}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,465] Trial 128 finished with value: 0.744047619047619 and parameters: {'n_estimators': 89, 'learning_rate': 0.02067283591791817, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9274648789890483, 'colsample_bytree': 0.6549206558423665, 'gamma': 1.7530112270723242, 'reg_alpha': 0.7207317266021165, 'reg_lambda': 1.5256372034337378}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,510] Trial 129 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 24, 'learning_rate': 0.04613081529774367, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9587686632504965, 'colsample_bytree': 0.6470938745071865, 'gamma': 2.9516401407828208, 'reg_alpha': 0.47923294037942615, 'reg_lambda': 2.868924077852847}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,584] Trial 130 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.011043559339837793, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9488743582269775, 'colsample_bytree': 0.6100869821723554, 'gamma': 1.3776515661165791, 'reg_alpha': 0.42261920191135577, 'reg_lambda': 1.473400604359491}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,633] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.04124485178290554, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9686031436059598, 'colsample_bytree': 0.601292233948331, 'gamma': 1.4335938506102883, 'reg_alpha': 0.6314358291889703, 'reg_lambda': 1.2338546227641904}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,716] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.054873647821304196, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9663577542077045, 'colsample_bytree': 0.6248158427844307, 'gamma': 1.573404680297358, 'reg_alpha': 0.5268026207450894, 'reg_lambda': 1.3990423317944225}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,781] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.03704802282901611, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9919317513123307, 'colsample_bytree': 0.6089195116443599, 'gamma': 1.1968593106960053, 'reg_alpha': 0.5828235901806509, 'reg_lambda': 1.3806755624125144}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,904] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.047278232000019245, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.974015237395223, 'colsample_bytree': 0.6155923543863343, 'gamma': 1.648001051826153, 'reg_alpha': 0.5570149126332212, 'reg_lambda': 1.5539467634681543}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,994] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.017364098703555268, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9552135107114927, 'colsample_bytree': 0.6187150825895834, 'gamma': 1.4833354586073764, 'reg_alpha': 0.610876515935359, 'reg_lambda': 1.133608834149364}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,065] Trial 136 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 34, 'learning_rate': 0.014577205141588218, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9830119237293568, 'colsample_bytree': 0.6372166635225212, 'gamma': 1.8265722514015565, 'reg_alpha': 0.3915329758509203, 'reg_lambda': 1.2987979568579253}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,117] Trial 137 finished with value: 0.6875 and parameters: {'n_estimators': 44, 'learning_rate': 0.010320766532101877, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9993903373732703, 'colsample_bytree': 0.973450395501789, 'gamma': 1.3187382262393343, 'reg_alpha': 0.543760456503478, 'reg_lambda': 1.4345065794623773}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,212] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.06871730246587876, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9652660544690236, 'colsample_bytree': 0.6282903568233018, 'gamma': 1.952019034801036, 'reg_alpha': 0.4924880847614993, 'reg_lambda': 0.6036987828197391}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,268] Trial 139 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.08403802459450928, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7426360229288044, 'colsample_bytree': 0.7820978230285892, 'gamma': 2.079764320061813, 'reg_alpha': 0.5168396742585798, 'reg_lambda': 1.6259447661549524}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,326] Trial 140 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.04375064025814229, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9365225172245469, 'colsample_bytree': 0.6009927905530265, 'gamma': 1.1481079600499855, 'reg_alpha': 0.46285246458933615, 'reg_lambda': 1.4982194727281783}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,414] Trial 141 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.036366130476040044, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9551331637491596, 'colsample_bytree': 0.6102419942515244, 'gamma': 1.7105365670439543, 'reg_alpha': 0.4536108166274612, 'reg_lambda': 1.2782367646998583}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,465] Trial 142 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 38, 'learning_rate': 0.03250997714923434, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9736773385969444, 'colsample_bytree': 0.9569085886336212, 'gamma': 1.4360311307888478, 'reg_alpha': 0.43855594644242174, 'reg_lambda': 1.2419910627705704}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,560] Trial 143 finished with value: 0.699404761904762 and parameters: {'n_estimators': 51, 'learning_rate': 0.050007781350277204, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9467538349859007, 'colsample_bytree': 0.9586435822753919, 'gamma': 3.9813750938985297, 'reg_alpha': 0.4796459980700052, 'reg_lambda': 1.3578115003594828}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,602] Trial 144 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 23, 'learning_rate': 0.03442049313245771, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9619410446140411, 'colsample_bytree': 0.9377786775231396, 'gamma': 1.5710577672124004, 'reg_alpha': 0.5318982683827995, 'reg_lambda': 1.4229112056327398}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,726] Trial 145 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.03991839848795024, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.991905775514428, 'colsample_bytree': 0.9781570040139581, 'gamma': 3.164632216818336, 'reg_alpha': 0.5094249601867598, 'reg_lambda': 1.3194762994489009}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,825] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.027034201310813633, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9796554333600402, 'colsample_bytree': 0.9760597325370894, 'gamma': 1.762753517164926, 'reg_alpha': 0.555364204016348, 'reg_lambda': 1.1680906438652483}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,878] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 29, 'learning_rate': 0.030711910445114243, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9561135901149166, 'colsample_bytree': 0.6235152264994513, 'gamma': 1.864936205548406, 'reg_alpha': 0.5884703277676214, 'reg_lambda': 1.2275095414090849}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,045] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 126, 'learning_rate': 0.05941368664356868, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9693975814357156, 'colsample_bytree': 0.6075891264753344, 'gamma': 1.6273621813071926, 'reg_alpha': 0.4962128283876037, 'reg_lambda': 0.7073491842405499}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,109] Trial 149 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 43, 'learning_rate': 0.012748664923581466, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9866050560708205, 'colsample_bytree': 0.830262966721009, 'gamma': 1.278171273688764, 'reg_alpha': 0.6548913906145957, 'reg_lambda': 0.5045103210781692}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,210] Trial 150 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 49, 'learning_rate': 0.03672510068102438, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9446816087157035, 'colsample_bytree': 0.7429950478227828, 'gamma': 1.4649107687884568, 'reg_alpha': 0.4651815992487404, 'reg_lambda': 1.4727548277789517}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,264] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 47, 'learning_rate': 0.037658891645681286, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9453436591397008, 'colsample_bytree': 0.7734859081985539, 'gamma': 1.4898576592212356, 'reg_alpha': 0.45083688195775856, 'reg_lambda': 1.490922457052882}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,358] Trial 152 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 49, 'learning_rate': 0.03850324377887215, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.939274265312128, 'colsample_bytree': 0.7696111504623786, 'gamma': 4.9707057710647495, 'reg_alpha': 0.42642349184875006, 'reg_lambda': 1.5277053517295132}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,417] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 53, 'learning_rate': 0.0529351471968936, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9469154174258163, 'colsample_bytree': 0.7533774674718374, 'gamma': 1.3956857760314991, 'reg_alpha': 0.4700566748193035, 'reg_lambda': 1.4670450358057863}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,609] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.04289981604973268, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9255204819589397, 'colsample_bytree': 0.7621478351495857, 'gamma': 0.9931242326242911, 'reg_alpha': 0.4904249120698555, 'reg_lambda': 1.5841464425727105}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,665] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.04615796435397652, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9600444402263704, 'colsample_bytree': 0.7959174191973485, 'gamma': 4.723020429566033, 'reg_alpha': 0.5204515279044779, 'reg_lambda': 1.4219211661862143}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,732] Trial 156 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 71, 'learning_rate': 0.031515102133871334, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.849405060390052, 'colsample_bytree': 0.808613674589637, 'gamma': 1.504270002727048, 'reg_alpha': 0.3794159265876762, 'reg_lambda': 1.3683568035876665}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,823] Trial 157 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.03415791565455664, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9760877468144559, 'colsample_bytree': 0.7834478611434914, 'gamma': 1.3643773475970362, 'reg_alpha': 0.4129054359432329, 'reg_lambda': 1.4770207593078826}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,889] Trial 158 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 74, 'learning_rate': 0.029072486844658, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6906049048545266, 'colsample_bytree': 0.7267097888905489, 'gamma': 1.2349161053500048, 'reg_alpha': 0.4439570002289768, 'reg_lambda': 1.7030728564485882}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,985] Trial 159 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 65, 'learning_rate': 0.049502648277494836, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9351623808722594, 'colsample_bytree': 0.7509139691975089, 'gamma': 1.506890752414572, 'reg_alpha': 0.538904436510593, 'reg_lambda': 1.5290915573431494}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,040] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.012065334962387854, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9168688282978058, 'colsample_bytree': 0.7420852166178529, 'gamma': 1.0833228148633613, 'reg_alpha': 0.466700617408848, 'reg_lambda': 0.6684368223026266}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,129] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 38, 'learning_rate': 0.03570720921339544, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9503004425266603, 'colsample_bytree': 0.7758149958056751, 'gamma': 1.6508464748057947, 'reg_alpha': 0.45294060274500747, 'reg_lambda': 1.3371385393952013}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,191] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 47, 'learning_rate': 0.03640978479793545, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9499528253099643, 'colsample_bytree': 0.7898654030283178, 'gamma': 1.6287665296252039, 'reg_alpha': 0.5026900210378595, 'reg_lambda': 1.3811340061879427}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,279] Trial 163 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 52, 'learning_rate': 0.03790796315168433, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9452241268145026, 'colsample_bytree': 0.7672997052484215, 'gamma': 1.6500741151440184, 'reg_alpha': 0.5020722872245386, 'reg_lambda': 1.3345947261944495}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,442] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 46, 'learning_rate': 0.03809422721955509, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9446797914364379, 'colsample_bytree': 0.7740710285839464, 'gamma': 1.679485151182193, 'reg_alpha': 0.4530980736937581, 'reg_lambda': 1.335745548551471}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,536] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 53, 'learning_rate': 0.03516122046629933, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9309537656245448, 'colsample_bytree': 0.7996722066148635, 'gamma': 1.8178118346831114, 'reg_alpha': 0.4851349104858537, 'reg_lambda': 1.4514857836188781}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,594] Trial 166 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 52, 'learning_rate': 0.0413555115348438, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9495435764198747, 'colsample_bytree': 0.7877452477241167, 'gamma': 1.620369497559994, 'reg_alpha': 0.4043792031995244, 'reg_lambda': 1.3726818197351696}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,680] Trial 167 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 41, 'learning_rate': 0.036540276024201276, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9518480561061642, 'colsample_bytree': 0.7766374265052092, 'gamma': 1.9574073741787743, 'reg_alpha': 0.5032849200285688, 'reg_lambda': 1.277112626858792}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,742] Trial 168 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 58, 'learning_rate': 0.039117166319215066, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9408760364893084, 'colsample_bytree': 0.7642460602977109, 'gamma': 1.6911365738396975, 'reg_alpha': 0.437643175245791, 'reg_lambda': 1.6023133461742165}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,826] Trial 169 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 31, 'learning_rate': 0.032947551845365165, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9629853474946648, 'colsample_bytree': 0.7446895741758159, 'gamma': 2.4193115846163695, 'reg_alpha': 0.47608406655087865, 'reg_lambda': 1.4958018085353966}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,882] Trial 170 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 48, 'learning_rate': 0.04338941717781078, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9691588983122491, 'colsample_bytree': 0.7771011362937329, 'gamma': 1.4933999127157744, 'reg_alpha': 0.5227146991160156, 'reg_lambda': 1.3979144570410724}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,977] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.02919668286157359, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9567768551897498, 'colsample_bytree': 0.7894718828647167, 'gamma': 1.5839965599000077, 'reg_alpha': 0.5054294088997232, 'reg_lambda': 0.5651537913506289}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,045] Trial 172 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.031130294722996346, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9833670349490538, 'colsample_bytree': 0.7556111456069515, 'gamma': 1.780036226588817, 'reg_alpha': 0.4602033952051132, 'reg_lambda': 1.3296382752336264}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,231] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 57, 'learning_rate': 0.026296670670000716, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9620434289932032, 'colsample_bytree': 0.7681182619767267, 'gamma': 1.3721052177556037, 'reg_alpha': 0.49125722102302743, 'reg_lambda': 1.4574918242199855}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,296] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.03258982052636253, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9447480204593726, 'colsample_bytree': 0.6149692982622476, 'gamma': 1.5996656430317762, 'reg_alpha': 0.775447565098368, 'reg_lambda': 1.5310383744375502}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,464] Trial 175 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.015915434160598665, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9759694639596991, 'colsample_bytree': 0.7803562232891629, 'gamma': 1.3199734320608911, 'reg_alpha': 0.5502967500242558, 'reg_lambda': 0.8417548716148793}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,536] Trial 176 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 84, 'learning_rate': 0.03570600249493539, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9230623890050762, 'colsample_bytree': 0.8149097509153237, 'gamma': 1.4735360907964092, 'reg_alpha': 0.5235111132924647, 'reg_lambda': 1.4199793027462009}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,631] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 35, 'learning_rate': 0.014227791332711034, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9506805583206832, 'colsample_bytree': 0.7619407191845158, 'gamma': 1.8660769256153869, 'reg_alpha': 0.42561235236071693, 'reg_lambda': 0.6190463381923379}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,690] Trial 178 finished with value: 0.761904761904762 and parameters: {'n_estimators': 50, 'learning_rate': 0.04042955471664664, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9331388933464745, 'colsample_bytree': 0.8018487103334015, 'gamma': 1.6884119522010383, 'reg_alpha': 0.4722015351312758, 'reg_lambda': 0.7634013469344136}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,785] Trial 179 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 51, 'learning_rate': 0.03969005522384562, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9340231032401186, 'colsample_bytree': 0.7332010998768751, 'gamma': 1.7413008753159072, 'reg_alpha': 0.4740902243585059, 'reg_lambda': 0.7584922605217918}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,841] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.04631148668182508, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9140176528683218, 'colsample_bytree': 0.7988113335191582, 'gamma': 2.0235669057750156, 'reg_alpha': 0.44819703502310915, 'reg_lambda': 1.551254393253381}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,943] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.03721296641541723, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9673558634820772, 'colsample_bytree': 0.7707067759591948, 'gamma': 1.6425965614995153, 'reg_alpha': 0.5003923394471742, 'reg_lambda': 1.3779153292813004}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,007] Trial 182 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 61, 'learning_rate': 0.041493570498521384, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9555044971088877, 'colsample_bytree': 0.8659369512734052, 'gamma': 1.5485490034726475, 'reg_alpha': 0.482911950586784, 'reg_lambda': 1.2992668816178488}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,167] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.035004129114492424, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9361958361022642, 'colsample_bytree': 0.787162606370638, 'gamma': 1.4177207584778855, 'reg_alpha': 0.5104481729478629, 'reg_lambda': 0.7954157343339872}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,223] Trial 184 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 38, 'learning_rate': 0.055994889035459884, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9928477314849372, 'colsample_bytree': 0.8896508418123337, 'gamma': 1.7185460449849863, 'reg_alpha': 0.4668563914685993, 'reg_lambda': 0.7228127742078805}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,343] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.010035577954121983, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8733029087403299, 'colsample_bytree': 0.7097300542353888, 'gamma': 1.284666618607706, 'reg_alpha': 0.568631036280552, 'reg_lambda': 0.6691930695030429}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,402] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.04475877313639772, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9435380585996155, 'colsample_bytree': 0.6197028987115021, 'gamma': 1.506532857683057, 'reg_alpha': 0.5421150139768026, 'reg_lambda': 1.4912665598150505}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,513] Trial 187 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 45, 'learning_rate': 0.03366326532495432, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9738049974121907, 'colsample_bytree': 0.6315689535340525, 'gamma': 1.8265840290108173, 'reg_alpha': 0.5258095124777958, 'reg_lambda': 1.4338777757000027}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,574] Trial 188 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 72, 'learning_rate': 0.038294794837380276, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9642239164149706, 'colsample_bytree': 0.6067477788504352, 'gamma': 2.87786040194553, 'reg_alpha': 0.44664155221564067, 'reg_lambda': 0.9054717533995146}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,661] Trial 189 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 26, 'learning_rate': 0.01267389551182901, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9296202399515043, 'colsample_bytree': 0.6239853753664022, 'gamma': 1.1805939506189231, 'reg_alpha': 0.49523120249904223, 'reg_lambda': 1.3414562470520248}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,731] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.013302668201254995, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9850176256659958, 'colsample_bytree': 0.6401678565002409, 'gamma': 1.619313744955497, 'reg_alpha': 0.4263274353151934, 'reg_lambda': 1.9851090533959785}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,822] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 40, 'learning_rate': 0.048924108726858026, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9595633711347803, 'colsample_bytree': 0.6012326961209495, 'gamma': 1.4394457458826684, 'reg_alpha': 0.5627514869696152, 'reg_lambda': 1.3889873503773267}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,015] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 40, 'learning_rate': 0.04226669881945197, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9507821507897426, 'colsample_bytree': 0.6018655793406112, 'gamma': 1.4116534822297722, 'reg_alpha': 0.5110104934722327, 'reg_lambda': 1.0557792855464454}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,118] Trial 193 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 118, 'learning_rate': 0.0509926766409731, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9521864385045907, 'colsample_bytree': 0.6026279319579576, 'gamma': 1.4146749425492147, 'reg_alpha': 0.5636686657244384, 'reg_lambda': 1.1824513871102278}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,176] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 40, 'learning_rate': 0.04735556472140072, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9411499140547593, 'colsample_bytree': 0.600360593979175, 'gamma': 1.2692108414923824, 'reg_alpha': 0.5313342695223984, 'reg_lambda': 0.9409258521323346}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,260] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 33, 'learning_rate': 0.04246512531159018, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9407911546788137, 'colsample_bytree': 0.6103377780119524, 'gamma': 1.3588459254121439, 'reg_alpha': 0.4774058616078306, 'reg_lambda': 0.9607620711784229}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,313] Trial 196 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 40, 'learning_rate': 0.04929894306334092, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9488075579360085, 'colsample_bytree': 0.6006880153817357, 'gamma': 1.2515864884292804, 'reg_alpha': 0.5513610135333882, 'reg_lambda': 1.036823291738044}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,402] Trial 197 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.04734232909353099, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9250123986197464, 'colsample_bytree': 0.6000003793393122, 'gamma': 1.1183966448274467, 'reg_alpha': 0.5314306869755343, 'reg_lambda': 1.0686007700359155}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,458] Trial 198 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 37, 'learning_rate': 0.053198653170404314, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8083436155942867, 'colsample_bytree': 0.6002071668981988, 'gamma': 1.222346017341764, 'reg_alpha': 0.5744828291993036, 'reg_lambda': 1.0770783792774719}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,572] Trial 199 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 31, 'learning_rate': 0.048631265902612505, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.906663940875174, 'colsample_bytree': 0.6131274896347637, 'gamma': 1.2751246456258876, 'reg_alpha': 0.5475248302748422, 'reg_lambda': 1.1314309964594493}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,575] A new study created in memory with name: no-name-290d5dd1-fd9c-4caf-a106-b8be8e062516
[I 2025-11-03 19:19:56,644] Trial 0 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 104, 'learning_rate': 0.01404231116067556, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9354783664416646, 'colsample_bytree': 0.7684867308342195, 'gamma': 3.8513270210127737, 'reg_alpha': 0.4177289325728568, 'reg_lambda': 2.6901375984618965}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:19:56,764] Trial 1 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 164, 'learning_rate': 0.11882489297280835, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8669820393528564, 'colsample_bytree': 0.7384198154659679, 'gamma': 0.2627964868234578, 'reg_alpha': 0.5360950364113115, 'reg_lambda': 2.1351330904122445}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:19:57,021] Trial 2 finished with value: 0.5595238095238095 and parameters: {'n_estimators': 145, 'learning_rate': 0.2004920873197416, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6171838038677532, 'colsample_bytree': 0.8060337785012942, 'gamma': 3.5839573656235943, 'reg_alpha': 0.8075465807407949, 'reg_lambda': 2.319012193282918}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:19:57,065] Trial 3 finished with value: 0.5892857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.2429009289625607, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6423093934374938, 'colsample_bytree': 0.9508156209609303, 'gamma': 3.4999345275295624, 'reg_alpha': 0.3313908341758668, 'reg_lambda': 2.9208893595270844}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:19:57,145] Trial 4 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 62, 'learning_rate': 0.010663260480173442, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7198471097253352, 'colsample_bytree': 0.9909161839728877, 'gamma': 3.768593837278025, 'reg_alpha': 0.012671714415597446, 'reg_lambda': 1.8821247107624612}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,237] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.0663982621333768, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.8300512505882203, 'colsample_bytree': 0.9497067858629485, 'gamma': 0.22183969864537245, 'reg_alpha': 0.343251979071723, 'reg_lambda': 0.6933776495465667}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,289] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.012159840477608628, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.9485275519295882, 'colsample_bytree': 0.7792705465392532, 'gamma': 4.544522124905502, 'reg_alpha': 0.2333482404815752, 'reg_lambda': 1.3438373730077242}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,403] Trial 7 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 223, 'learning_rate': 0.1738345832336046, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9607465765109833, 'colsample_bytree': 0.8043650727665005, 'gamma': 3.7032940660319773, 'reg_alpha': 0.3666374526548888, 'reg_lambda': 2.5377812568418343}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,486] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 221, 'learning_rate': 0.024447666090961873, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7412322689465216, 'colsample_bytree': 0.72430247125731, 'gamma': 0.1481950141002919, 'reg_alpha': 0.9435579375739224, 'reg_lambda': 2.7955430424823393}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,608] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.0666091834961379, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.6632504330180247, 'colsample_bytree': 0.6387034847181693, 'gamma': 0.45116791782725485, 'reg_alpha': 0.8754308234607586, 'reg_lambda': 2.2301967239882488}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,656] Trial 10 finished with value: 0.6875 and parameters: {'n_estimators': 31, 'learning_rate': 0.028695680587208405, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7471108232409606, 'colsample_bytree': 0.9935598148935185, 'gamma': 1.935474575772977, 'reg_alpha': 0.05781746944419238, 'reg_lambda': 1.563626697000039}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,763] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 160, 'learning_rate': 0.09540771605763615, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8434611927204403, 'colsample_bytree': 0.8626624972629326, 'gamma': 2.043271308517193, 'reg_alpha': 0.6430031842172815, 'reg_lambda': 2.0093845990603505}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,941] Trial 12 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 184, 'learning_rate': 0.12423941643244889, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8800378448909509, 'colsample_bytree': 0.6571977061134802, 'gamma': 1.215748534877117, 'reg_alpha': 0.592221726024648, 'reg_lambda': 1.8304697872689726}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,124] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 185, 'learning_rate': 0.031046264305839268, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7443592648417784, 'colsample_bytree': 0.628429982620389, 'gamma': 1.3086259539480716, 'reg_alpha': 0.12102176814368068, 'reg_lambda': 1.2497235271878187}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,188] Trial 14 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.04554700576269168, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8947872343596746, 'colsample_bytree': 0.6744578367013149, 'gamma': 2.7925032776059764, 'reg_alpha': 0.7002132565104656, 'reg_lambda': 1.9009705245805444}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,302] Trial 15 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.10188058441561106, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7948062227574993, 'colsample_bytree': 0.8892020068120202, 'gamma': 4.867994044139611, 'reg_alpha': 0.5464681707801455, 'reg_lambda': 1.7137428594929118}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,394] Trial 16 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.01877612220423046, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6924953155827339, 'colsample_bytree': 0.6962569676379425, 'gamma': 1.214717606750991, 'reg_alpha': 0.1837422667142298, 'reg_lambda': 0.9485718016873879}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,488] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.04453506895610255, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.7878419144425259, 'colsample_bytree': 0.8613064346307775, 'gamma': 2.7950072171240685, 'reg_alpha': 0.008891690843332155, 'reg_lambda': 1.5071958186980843}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,528] Trial 18 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.13255220918800073, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9939212769991531, 'colsample_bytree': 0.6077397212602363, 'gamma': 1.0406449401547921, 'reg_alpha': 0.6765545703598701, 'reg_lambda': 1.8174290007886034}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,655] Trial 19 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 129, 'learning_rate': 0.07827843539943644, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7010906109322927, 'colsample_bytree': 0.9229771816444711, 'gamma': 2.1497282775913003, 'reg_alpha': 0.4711012205229461, 'reg_lambda': 1.0387312912204774}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,767] Trial 20 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 194, 'learning_rate': 0.2948205570992888, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8953272741653016, 'colsample_bytree': 0.8301454762324093, 'gamma': 4.427045075540319, 'reg_alpha': 0.7678023671682395, 'reg_lambda': 2.4093512772591508}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,959] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 95, 'learning_rate': 0.01770704733821074, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6954618828939323, 'colsample_bytree': 0.6964639630069993, 'gamma': 1.2300480579908506, 'reg_alpha': 0.18522389399056935, 'reg_lambda': 0.5311957760606978}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,030] Trial 22 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 87, 'learning_rate': 0.010934185528451091, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7054701261301572, 'colsample_bytree': 0.6574254306533106, 'gamma': 0.7935034981680755, 'reg_alpha': 0.22094825695820797, 'reg_lambda': 0.7635745208929503}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,151] Trial 23 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 103, 'learning_rate': 0.017029280094789948, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.772512959126448, 'colsample_bytree': 0.7031336736462312, 'gamma': 1.5318689043196931, 'reg_alpha': 0.10728128412951497, 'reg_lambda': 1.6031610955005988}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,221] Trial 24 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 51, 'learning_rate': 0.010400343052157231, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6687317248399114, 'colsample_bytree': 0.7459135584809903, 'gamma': 3.094861847002494, 'reg_alpha': 0.27937616716596025, 'reg_lambda': 1.2656240014499378}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,323] Trial 25 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 59, 'learning_rate': 0.015380794551143058, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6079144105281803, 'colsample_bytree': 0.6796794244300816, 'gamma': 1.5784988941725726, 'reg_alpha': 0.009129929295885651, 'reg_lambda': 2.032337035206117}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,393] Trial 26 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 90, 'learning_rate': 0.022233079133469582, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8239204262416746, 'colsample_bytree': 0.6035097843313723, 'gamma': 0.7090732887520224, 'reg_alpha': 0.5937711853096327, 'reg_lambda': 1.7813846626584409}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,518] Trial 27 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 149, 'learning_rate': 0.036533408611784536, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7197171259320514, 'colsample_bytree': 0.7126854159920939, 'gamma': 2.4032022827615656, 'reg_alpha': 0.13407099638309972, 'reg_lambda': 0.5011155503298069}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,616] Trial 28 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 176, 'learning_rate': 0.02220958223182603, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7736924291797712, 'colsample_bytree': 0.9970157384910088, 'gamma': 1.8530855075594772, 'reg_alpha': 0.4659017400009172, 'reg_lambda': 1.3806311807216756}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,723] Trial 29 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 111, 'learning_rate': 0.013680147336441259, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8971649068377596, 'colsample_bytree': 0.7632594856357299, 'gamma': 4.279648732010015, 'reg_alpha': 0.07461651683694741, 'reg_lambda': 2.5757015835459356}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,935] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 116, 'learning_rate': 0.013240546076952691, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8849409135217432, 'colsample_bytree': 0.7583153282321478, 'gamma': 3.9983637184414205, 'reg_alpha': 0.08676369733758363, 'reg_lambda': 2.660498460330543}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,029] Trial 31 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 94, 'learning_rate': 0.016702429724351302, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.92590374033022, 'colsample_bytree': 0.7812117753483977, 'gamma': 4.155693745214685, 'reg_alpha': 0.1726243568329303, 'reg_lambda': 2.481977282306838}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,108] Trial 32 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 140, 'learning_rate': 0.013224662401332882, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.860009340146599, 'colsample_bytree': 0.6595740919803373, 'gamma': 3.2564940806628244, 'reg_alpha': 0.4162038010387877, 'reg_lambda': 2.1229329432583026}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,207] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.010074792970749102, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9350838641983126, 'colsample_bytree': 0.7359744782524245, 'gamma': 4.929451301832825, 'reg_alpha': 0.2785077199262341, 'reg_lambda': 1.0496779885651186}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,270] Trial 34 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 74, 'learning_rate': 0.01943684994227696, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9103327705692971, 'colsample_bytree': 0.8355354678808523, 'gamma': 3.8830798062587673, 'reg_alpha': 0.05909761463059815, 'reg_lambda': 2.9749975107743465}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,318] Trial 35 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.014391345588854462, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.863182154581767, 'colsample_bytree': 0.6895581189246844, 'gamma': 4.383943383760981, 'reg_alpha': 0.03607367233487528, 'reg_lambda': 2.2977779689834716}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,392] Trial 36 finished with value: 0.648809523809524 and parameters: {'n_estimators': 130, 'learning_rate': 0.15527880143088885, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6293525160248611, 'colsample_bytree': 0.7688838663483613, 'gamma': 3.4878530681331044, 'reg_alpha': 0.1670442603616913, 'reg_lambda': 1.992680373263543}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,459] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.027584721818957467, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.9725041604780222, 'colsample_bytree': 0.6466799922752555, 'gamma': 4.6812358206308415, 'reg_alpha': 0.39857737696926854, 'reg_lambda': 2.1602202598110685}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,577] Trial 38 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.05192069600709517, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6623158467471952, 'colsample_bytree': 0.725858994423966, 'gamma': 2.5104853936365594, 'reg_alpha': 0.28237109023843443, 'reg_lambda': 2.6712606500285565}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,795] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.21483082842679263, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8093524582171848, 'colsample_bytree': 0.8012234228746884, 'gamma': 0.584696282317857, 'reg_alpha': 0.5553424620531333, 'reg_lambda': 2.7574438948745676}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,904] Trial 40 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 120, 'learning_rate': 0.011707831415139635, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7302367628225981, 'colsample_bytree': 0.9146922332053413, 'gamma': 1.013012376534612, 'reg_alpha': 0.2203558861761475, 'reg_lambda': 1.642404499306861}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,975] Trial 41 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 119, 'learning_rate': 0.010159237989689271, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9249911898887635, 'colsample_bytree': 0.727500883145323, 'gamma': 4.982767184535312, 'reg_alpha': 0.3085004166765599, 'reg_lambda': 0.5679828660359589}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,089] Trial 42 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.012519222375752037, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9463177457894757, 'colsample_bytree': 0.7415965208994955, 'gamma': 4.2196251792348916, 'reg_alpha': 0.25571011444261466, 'reg_lambda': 1.0557128735795382}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,158] Trial 43 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.018977636684280003, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.968905699939135, 'colsample_bytree': 0.7808452683974789, 'gamma': 4.721250272800436, 'reg_alpha': 0.07229507138592979, 'reg_lambda': 0.7953242512423798}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,281] Trial 44 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 147, 'learning_rate': 0.014835168003301943, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.842372729300553, 'colsample_bytree': 0.9708393312225094, 'gamma': 0.029894484232823704, 'reg_alpha': 0.1478401843140959, 'reg_lambda': 0.888768263584103}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,340] Trial 45 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 62, 'learning_rate': 0.010129186895544361, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.903794856540595, 'colsample_bytree': 0.6263470631821245, 'gamma': 3.5754043259252546, 'reg_alpha': 0.0005873919060012389, 'reg_lambda': 1.42221946956484}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,457] Trial 46 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.035460670099063535, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8804894895509537, 'colsample_bytree': 0.8240353840952416, 'gamma': 4.2225242811754935, 'reg_alpha': 0.3493513345963342, 'reg_lambda': 1.159682043835247}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,520] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 101, 'learning_rate': 0.012365690372537973, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.9402156975170268, 'colsample_bytree': 0.6709603004768483, 'gamma': 4.761692430460323, 'reg_alpha': 0.20934311604897698, 'reg_lambda': 0.6033097829303051}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,648] Trial 48 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 112, 'learning_rate': 0.07829931326266842, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7601659764775207, 'colsample_bytree': 0.708141227955273, 'gamma': 4.533155449090005, 'reg_alpha': 0.757131430487088, 'reg_lambda': 1.9023246975813946}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,705] Trial 49 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 53, 'learning_rate': 0.02335440787909131, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6802600282619377, 'colsample_bytree': 0.7565212639049895, 'gamma': 0.31868862340371873, 'reg_alpha': 0.6367535848879755, 'reg_lambda': 1.7003350803069373}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,918] Trial 50 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 37, 'learning_rate': 0.11857737516385934, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9143159252117776, 'colsample_bytree': 0.6900436563463708, 'gamma': 3.7617592534350734, 'reg_alpha': 0.9984380538708184, 'reg_lambda': 0.6904268390382883}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:02,010] Trial 51 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 124, 'learning_rate': 0.012317441110710573, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7247986995865708, 'colsample_bytree': 0.9219926446138068, 'gamma': 1.0537377377617803, 'reg_alpha': 0.11467764335555708, 'reg_lambda': 1.6635726700278977}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:02,128] Trial 52 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 133, 'learning_rate': 0.016040358448436164, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7261157544111614, 'colsample_bytree': 0.9715590766860088, 'gamma': 1.4800277663956758, 'reg_alpha': 0.21425063059701333, 'reg_lambda': 1.540997095105975}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:02,224] Trial 53 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.011499673182006122, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9955743215971121, 'colsample_bytree': 0.9336272013639834, 'gamma': 0.9250632898617265, 'reg_alpha': 0.31857994872336964, 'reg_lambda': 1.8837988253133424}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:02,402] Trial 54 finished with value: 0.738095238095238 and parameters: {'n_estimators': 237, 'learning_rate': 0.011319806755462408, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9949633593387274, 'colsample_bytree': 0.9481716171325445, 'gamma': 0.8066986374983328, 'reg_alpha': 0.5157322758803385, 'reg_lambda': 1.9145790089841348}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:02,527] Trial 55 finished with value: 0.738095238095238 and parameters: {'n_estimators': 249, 'learning_rate': 0.017936738779815345, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9960866498088674, 'colsample_bytree': 0.9714618918256448, 'gamma': 1.2377909244729353, 'reg_alpha': 0.5205641596896122, 'reg_lambda': 1.8789245566460058}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:02,762] Trial 56 finished with value: 0.738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.011612814976978086, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9993953145044611, 'colsample_bytree': 0.9502288668382873, 'gamma': 0.8492318465748976, 'reg_alpha': 0.4977108768277984, 'reg_lambda': 1.8935157991869325}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:02,906] Trial 57 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 246, 'learning_rate': 0.011561397913404195, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.995671963971744, 'colsample_bytree': 0.9453791885533978, 'gamma': 1.736062202493839, 'reg_alpha': 0.5008579495836025, 'reg_lambda': 1.8521747632252334}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:03,065] Trial 58 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 247, 'learning_rate': 0.011334359885312348, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9982278624526099, 'colsample_bytree': 0.9450618242979918, 'gamma': 1.7406847182104963, 'reg_alpha': 0.5054182048196839, 'reg_lambda': 1.9072908187218611}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:03,189] Trial 59 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.011482655904138845, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9971559881192715, 'colsample_bytree': 0.9399709742400151, 'gamma': 1.774665752791581, 'reg_alpha': 0.5071606731933563, 'reg_lambda': 1.9509306372404558}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:03,351] Trial 60 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 238, 'learning_rate': 0.02006688315455687, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9826361058148932, 'colsample_bytree': 0.902315853761395, 'gamma': 0.8444464387930235, 'reg_alpha': 0.4990788212706208, 'reg_lambda': 1.957964748926558}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:03,550] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 247, 'learning_rate': 0.01150075245468573, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9984629271081912, 'colsample_bytree': 0.942824274645254, 'gamma': 1.783707650564788, 'reg_alpha': 0.46693010400267565, 'reg_lambda': 2.0725754635287563}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:03,703] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.014556106711595348, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9810267723563231, 'colsample_bytree': 0.9386767313346499, 'gamma': 2.240052149537551, 'reg_alpha': 0.38664003999725416, 'reg_lambda': 2.0836245495111663}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:03,819] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 213, 'learning_rate': 0.01113809801435535, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9571680876745959, 'colsample_bytree': 0.9663929557580061, 'gamma': 1.7317692597515366, 'reg_alpha': 0.4618282803913631, 'reg_lambda': 2.226460904779309}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:03,980] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 228, 'learning_rate': 0.016123669064510453, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.998955063559641, 'colsample_bytree': 0.8816263117265593, 'gamma': 1.3453281223090279, 'reg_alpha': 0.5732763943671048, 'reg_lambda': 1.7546382247871042}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:04,104] Trial 65 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.011329052950125144, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9584600583955187, 'colsample_bytree': 0.9588166497655615, 'gamma': 0.46900811853838686, 'reg_alpha': 0.441290978811398, 'reg_lambda': 1.9580257947483206}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:04,279] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.013758353407385888, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9838109752225335, 'colsample_bytree': 0.9866972035089554, 'gamma': 0.952746395298254, 'reg_alpha': 0.5046964334847566, 'reg_lambda': 2.0545151659597307}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:04,386] Trial 67 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 209, 'learning_rate': 0.01748372273336177, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.969077266796431, 'colsample_bytree': 0.9351766081749152, 'gamma': 2.0395004774946903, 'reg_alpha': 0.628722532011172, 'reg_lambda': 2.177662739336851}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:04,557] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 224, 'learning_rate': 0.012914243876933648, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9870963976499364, 'colsample_bytree': 0.9783042177340356, 'gamma': 1.419857974231228, 'reg_alpha': 0.5151344846384335, 'reg_lambda': 2.352750401653111}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:04,685] Trial 69 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 204, 'learning_rate': 0.011364873956197697, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9989090047641973, 'colsample_bytree': 0.956509068321224, 'gamma': 1.1237961309181401, 'reg_alpha': 0.5912033241835752, 'reg_lambda': 1.8964688068560922}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:04,936] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 234, 'learning_rate': 0.015407023180909392, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9517579796425523, 'colsample_bytree': 0.9052620921205876, 'gamma': 1.6786090070585111, 'reg_alpha': 0.5455774527967108, 'reg_lambda': 1.7862054392867412}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,069] Trial 71 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.014003570346520625, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9787773367427843, 'colsample_bytree': 0.9901027448255594, 'gamma': 0.9393910924680332, 'reg_alpha': 0.43608506281777615, 'reg_lambda': 2.0436121036974244}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,239] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 242, 'learning_rate': 0.013541310547925879, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9661297090864539, 'colsample_bytree': 0.9303443336543415, 'gamma': 0.6596122735196659, 'reg_alpha': 0.5181114693353348, 'reg_lambda': 2.089981466313281}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,427] Trial 73 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 230, 'learning_rate': 0.01215290783679982, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9877626701578637, 'colsample_bytree': 0.9829229762622868, 'gamma': 1.2059997163618106, 'reg_alpha': 0.4903844385069904, 'reg_lambda': 2.2596677732474437}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,617] Trial 74 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.010681296896438956, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9999241176091639, 'colsample_bytree': 0.949971441352029, 'gamma': 0.8812114891727649, 'reg_alpha': 0.38005508074499544, 'reg_lambda': 1.9310750066779996}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,737] Trial 75 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 239, 'learning_rate': 0.020716651476221218, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9829639805809602, 'colsample_bytree': 0.8785236547808226, 'gamma': 0.41805925970953384, 'reg_alpha': 0.611033715553823, 'reg_lambda': 1.8349340463382806}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,866] Trial 76 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 220, 'learning_rate': 0.025493364505486074, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.974570265852168, 'colsample_bytree': 0.9620262896877624, 'gamma': 1.912427975230388, 'reg_alpha': 0.6738252441310413, 'reg_lambda': 2.0264490505976456}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,979] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.01776645823507706, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9583542149507539, 'colsample_bytree': 0.9465484673389769, 'gamma': 1.5799123365282584, 'reg_alpha': 0.4176636127198836, 'reg_lambda': 1.718016697067095}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:06,128] Trial 78 finished with value: 0.761904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.010027220855133691, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9906576523785388, 'colsample_bytree': 0.9812354292663799, 'gamma': 0.7505639789038105, 'reg_alpha': 0.47165771156811026, 'reg_lambda': 2.159389669483396}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:06,355] Trial 79 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 236, 'learning_rate': 0.010145811875953637, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9351639018890507, 'colsample_bytree': 0.9979370601278794, 'gamma': 0.7393750983687182, 'reg_alpha': 0.4717272306742041, 'reg_lambda': 2.3965060416363646}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:06,528] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.011124764748687016, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9469920622721366, 'colsample_bytree': 0.9120584002548459, 'gamma': 0.509781573262359, 'reg_alpha': 0.5368702526703001, 'reg_lambda': 2.207297593010071}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:06,654] Trial 81 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 243, 'learning_rate': 0.01172144203356881, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9909650169739234, 'colsample_bytree': 0.912882075406395, 'gamma': 0.47423965102302096, 'reg_alpha': 0.5630106686581079, 'reg_lambda': 2.1816498340081343}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:06,921] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 231, 'learning_rate': 0.012743616139478721, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9723687661279171, 'colsample_bytree': 0.924180676254833, 'gamma': 0.1947528932715894, 'reg_alpha': 0.5342690766721827, 'reg_lambda': 2.1436196982620377}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:07,055] Trial 83 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 220, 'learning_rate': 0.011074504721881826, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9631633544306355, 'colsample_bytree': 0.976332077247366, 'gamma': 0.6467019732976442, 'reg_alpha': 0.4543668219187541, 'reg_lambda': 1.8704921383398248}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:07,267] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 244, 'learning_rate': 0.014829334034972764, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9464305615647283, 'colsample_bytree': 0.9402108491978202, 'gamma': 1.3066414571325367, 'reg_alpha': 0.32991776647465265, 'reg_lambda': 2.307832078024364}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:07,395] Trial 85 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.010865500212064541, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9909185885135947, 'colsample_bytree': 0.9531866922630957, 'gamma': 1.1297575407252096, 'reg_alpha': 0.4801499417518022, 'reg_lambda': 1.9875775239540578}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:07,591] Trial 86 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.0131085987447495, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9896592068368384, 'colsample_bytree': 0.9023808673811367, 'gamma': 1.1173858280719333, 'reg_alpha': 0.40572835618396696, 'reg_lambda': 2.4839701059004993}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:07,745] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 237, 'learning_rate': 0.010594185444058803, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9752965868254346, 'colsample_bytree': 0.9568586624664464, 'gamma': 0.3010055930815795, 'reg_alpha': 0.5327807240014037, 'reg_lambda': 1.9830384104052532}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:07,994] Trial 88 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.016123750996544728, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9276072515330035, 'colsample_bytree': 0.9317516623751763, 'gamma': 0.570337566807885, 'reg_alpha': 0.47157129267498127, 'reg_lambda': 2.1070880986549807}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:08,134] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.010032381864243722, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9641052586969924, 'colsample_bytree': 0.9673858596732734, 'gamma': 0.7943282819474451, 'reg_alpha': 0.5831048091841154, 'reg_lambda': 2.228112376133021}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:08,343] Trial 90 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 226, 'learning_rate': 0.010021001275796656, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9486897704231598, 'colsample_bytree': 0.8918499598635455, 'gamma': 0.7374872157337016, 'reg_alpha': 0.6580342169122692, 'reg_lambda': 2.2310713308703787}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:08,484] Trial 91 finished with value: 0.738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.011981283240399015, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9884075830521127, 'colsample_bytree': 0.9677818088973358, 'gamma': 0.8748027003150531, 'reg_alpha': 0.5852670678357, 'reg_lambda': 1.7985688674650961}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:08,659] Trial 92 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 234, 'learning_rate': 0.010841390017601088, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9652395713761392, 'colsample_bytree': 0.9535685984632056, 'gamma': 1.1691166481667163, 'reg_alpha': 0.6185230339719915, 'reg_lambda': 1.9953073789119653}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:08,759] Trial 93 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.013872391204324208, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.9785722043716126, 'colsample_bytree': 0.9155615043222386, 'gamma': 0.5609270986042472, 'reg_alpha': 0.7187415946560952, 'reg_lambda': 2.3504011962729385}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:08,932] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 228, 'learning_rate': 0.012428219956987584, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9914698655935514, 'colsample_bytree': 0.986091495651189, 'gamma': 1.0234180609081718, 'reg_alpha': 0.4360029630681368, 'reg_lambda': 2.185771503603798}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:09,061] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.015062287399856579, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.999966926164981, 'colsample_bytree': 0.96440346095656, 'gamma': 1.3301168141781639, 'reg_alpha': 0.4873623142938537, 'reg_lambda': 2.1085975976924876}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:09,200] Trial 96 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 213, 'learning_rate': 0.015288423507626069, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9552892774406476, 'colsample_bytree': 0.9762949705592618, 'gamma': 1.364268911808883, 'reg_alpha': 0.552910772592573, 'reg_lambda': 2.2591126651602034}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:09,330] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 222, 'learning_rate': 0.010702271159460505, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9745178321632687, 'colsample_bytree': 0.9652553660488546, 'gamma': 1.506825143926168, 'reg_alpha': 0.4837035548369353, 'reg_lambda': 2.111873078203599}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:09,565] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.012810461088158176, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9424779383606566, 'colsample_bytree': 0.9250805580213664, 'gamma': 1.267727834123722, 'reg_alpha': 0.3615074968657873, 'reg_lambda': 2.0371352041114306}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:09,675] Trial 99 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 238, 'learning_rate': 0.017922478062033616, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9646735109679195, 'colsample_bytree': 0.9324351945764366, 'gamma': 2.2570548560378434, 'reg_alpha': 0.5279703816627341, 'reg_lambda': 2.4755264221284103}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:09,892] Trial 100 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 232, 'learning_rate': 0.01208841679848539, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9904497939269639, 'colsample_bytree': 0.9971365404863952, 'gamma': 0.00699317906753083, 'reg_alpha': 0.5814925049410068, 'reg_lambda': 1.964554925270344}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,022] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.013874542744914516, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9818656720522859, 'colsample_bytree': 0.9496916264349762, 'gamma': 0.7867105813332231, 'reg_alpha': 0.48285682372492456, 'reg_lambda': 1.8474621036540693}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,182] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 240, 'learning_rate': 0.010047017972562236, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9994356922888014, 'colsample_bytree': 0.9441517058953685, 'gamma': 0.9625700307537749, 'reg_alpha': 0.6022391929024505, 'reg_lambda': 2.0770632135533686}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,311] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.011571659774190026, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9914476812178485, 'colsample_bytree': 0.9613029275887744, 'gamma': 0.3824965858018191, 'reg_alpha': 0.44200998988201795, 'reg_lambda': 1.6082574563742882}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,476] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 235, 'learning_rate': 0.010881193883465642, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9694175341281865, 'colsample_bytree': 0.9741655075113246, 'gamma': 1.066374280396778, 'reg_alpha': 0.5646490487648377, 'reg_lambda': 1.7378498788792602}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,599] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 245, 'learning_rate': 0.014612992167897777, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9812232884345723, 'colsample_bytree': 0.9388032458206224, 'gamma': 1.6333154898903013, 'reg_alpha': 0.5210560643309722, 'reg_lambda': 1.96131802608598}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,768] Trial 106 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.012982249684171675, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.99489325404541, 'colsample_bytree': 0.8545355585824338, 'gamma': 1.445080394223584, 'reg_alpha': 0.4574387814829937, 'reg_lambda': 2.210548738925334}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,991] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.016729798425385863, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9997860091920229, 'colsample_bytree': 0.979601746466145, 'gamma': 0.8587955325116418, 'reg_alpha': 0.542853762810516, 'reg_lambda': 2.1462152121520175}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:11,138] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 223, 'learning_rate': 0.01658363858022126, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9746940413784091, 'colsample_bytree': 0.9825326316185876, 'gamma': 1.8291233052019602, 'reg_alpha': 0.5363412245358153, 'reg_lambda': 2.271125998153579}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:11,255] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 193, 'learning_rate': 0.015406685014647668, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9604766099995794, 'colsample_bytree': 0.9918480667906667, 'gamma': 0.5763821503247853, 'reg_alpha': 0.4298127408812353, 'reg_lambda': 2.136104692050101}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:11,416] Trial 110 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.02090859697099074, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9534621927583629, 'colsample_bytree': 0.9645799661080241, 'gamma': 0.7718352606955877, 'reg_alpha': 0.3958059425889098, 'reg_lambda': 2.0250204496979354}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:11,557] Trial 111 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 243, 'learning_rate': 0.011975361464613955, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9852634581720501, 'colsample_bytree': 0.9552308205913791, 'gamma': 0.9085598990742771, 'reg_alpha': 0.49354972280244874, 'reg_lambda': 1.90097219574327}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:11,740] Trial 112 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.010940953769401475, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9975652435005288, 'colsample_bytree': 0.9702059899598493, 'gamma': 1.2148962919118271, 'reg_alpha': 0.5493802982364077, 'reg_lambda': 1.9318317418810727}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:11,875] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 234, 'learning_rate': 0.013415866791446752, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9849395336615012, 'colsample_bytree': 0.9807897846106702, 'gamma': 0.8158872571635093, 'reg_alpha': 0.5119342377433422, 'reg_lambda': 1.8068756957682053}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:12,117] Trial 114 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 227, 'learning_rate': 0.0650274824343815, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9997391828317695, 'colsample_bytree': 0.9519970548489594, 'gamma': 2.7336363607317278, 'reg_alpha': 0.5677877588828638, 'reg_lambda': 2.15437385016295}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:12,248] Trial 115 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.01874614062792477, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9771888797652601, 'colsample_bytree': 0.9169744651114707, 'gamma': 1.0942397439635911, 'reg_alpha': 0.4794747144662071, 'reg_lambda': 2.0784275451198955}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:12,495] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.011458599458197901, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.988433822739191, 'colsample_bytree': 0.9292172613730755, 'gamma': 0.47792295178660743, 'reg_alpha': 0.8772637224729316, 'reg_lambda': 2.006240107129021}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:12,614] Trial 117 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.032665263918811464, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9650969469753344, 'colsample_bytree': 0.9619028656961179, 'gamma': 0.6397902400863865, 'reg_alpha': 0.4530760160310509, 'reg_lambda': 2.402380722116476}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:12,789] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.014352835521992069, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9705053336741116, 'colsample_bytree': 0.9427681324741364, 'gamma': 0.9952099434195899, 'reg_alpha': 0.5065941727126517, 'reg_lambda': 2.3234152561775048}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:12,878] Trial 119 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 141, 'learning_rate': 0.010015028906948178, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9907849266375867, 'colsample_bytree': 0.9918650642750231, 'gamma': 2.030613703834989, 'reg_alpha': 0.3196516756862549, 'reg_lambda': 1.8627759910271957}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,015] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.042582335866796474, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9799037708628034, 'colsample_bytree': 0.9992296070689816, 'gamma': 2.5179897142353913, 'reg_alpha': 0.6454012299213242, 'reg_lambda': 1.8561538612057467}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,105] Trial 121 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 151, 'learning_rate': 0.01055396407966425, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9911675829772191, 'colsample_bytree': 0.9856494342654929, 'gamma': 2.057557605128483, 'reg_alpha': 0.307359810579914, 'reg_lambda': 1.6923949583700808}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,230] Trial 122 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 143, 'learning_rate': 0.010439028491016288, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9845740117703311, 'colsample_bytree': 0.9900260144737965, 'gamma': 2.0690463149880736, 'reg_alpha': 0.32449820016314646, 'reg_lambda': 1.6395767812972168}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,317] Trial 123 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 138, 'learning_rate': 0.010632041365417469, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9914923020105834, 'colsample_bytree': 0.9874404905443174, 'gamma': 2.0742563891073904, 'reg_alpha': 0.25120692826108404, 'reg_lambda': 1.5063851707809028}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,460] Trial 124 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 136, 'learning_rate': 0.010385264588043832, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9862611483820714, 'colsample_bytree': 0.9899861946066336, 'gamma': 2.081385048057361, 'reg_alpha': 0.3040784785745836, 'reg_lambda': 1.4573523848064576}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,578] Trial 125 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 140, 'learning_rate': 0.010080467256127601, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9722036138912015, 'colsample_bytree': 0.9838867722495034, 'gamma': 2.310880059134533, 'reg_alpha': 0.32802567890583545, 'reg_lambda': 1.5276598528850815}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,722] Trial 126 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 150, 'learning_rate': 0.01055933518680588, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9616052485721556, 'colsample_bytree': 0.9892759446991822, 'gamma': 2.304429596698924, 'reg_alpha': 0.25141282131585624, 'reg_lambda': 1.3189531942246875}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,815] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.010098066912801225, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9722950987036588, 'colsample_bytree': 0.984818831937475, 'gamma': 2.0399251696507488, 'reg_alpha': 0.32522028979551587, 'reg_lambda': 1.6531584653704838}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,978] Trial 128 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 154, 'learning_rate': 0.010001831824412813, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9320299779069163, 'colsample_bytree': 0.9832243059896626, 'gamma': 2.008725067270164, 'reg_alpha': 0.3036777405013845, 'reg_lambda': 1.5658310991600304}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,071] Trial 129 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 141, 'learning_rate': 0.01226130935282632, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9205884884654691, 'colsample_bytree': 0.9992334111245511, 'gamma': 2.423724327887135, 'reg_alpha': 0.3257440856961852, 'reg_lambda': 1.494799327037354}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,194] Trial 130 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 127, 'learning_rate': 0.010948071413514266, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9557740036381336, 'colsample_bytree': 0.9750663326848023, 'gamma': 2.1554038463287912, 'reg_alpha': 0.25522210877109586, 'reg_lambda': 1.661804105451909}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,288] Trial 131 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 144, 'learning_rate': 0.010072911895597439, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9761798277064229, 'colsample_bytree': 0.9901495027586412, 'gamma': 1.945971483911217, 'reg_alpha': 0.2804778525721185, 'reg_lambda': 1.5803473955849887}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,421] Trial 132 finished with value: 0.738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.010076284774334043, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9713543595318551, 'colsample_bytree': 0.9918061657033108, 'gamma': 1.9065459225774724, 'reg_alpha': 0.3590461222405045, 'reg_lambda': 1.5896408340655872}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,513] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.011548858313866739, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9762221220400626, 'colsample_bytree': 0.9888282631916495, 'gamma': 2.165236506891548, 'reg_alpha': 0.27319938862830007, 'reg_lambda': 1.522036971633016}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,628] Trial 134 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 135, 'learning_rate': 0.010638423462511364, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9460127490572514, 'colsample_bytree': 0.9708934406927437, 'gamma': 1.8083852020957267, 'reg_alpha': 0.3398199556946019, 'reg_lambda': 1.3702095099521652}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,811] Trial 135 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.012740650110230121, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9690849662072398, 'colsample_bytree': 0.982978063081995, 'gamma': 1.9930060335773425, 'reg_alpha': 0.2878846039114942, 'reg_lambda': 1.6847676621508365}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,929] Trial 136 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 159, 'learning_rate': 0.011913949288855709, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9393850850376122, 'colsample_bytree': 0.9768911983025913, 'gamma': 2.3974075087616695, 'reg_alpha': 0.23671639835843977, 'reg_lambda': 1.618849259170524}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,015] Trial 137 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 154, 'learning_rate': 0.011014780326636867, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.982343662876204, 'colsample_bytree': 0.9982540830419008, 'gamma': 2.5733368016435114, 'reg_alpha': 0.3147951751885252, 'reg_lambda': 1.7436224045195483}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,134] Trial 138 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 152, 'learning_rate': 0.010134751181230483, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.980443386706614, 'colsample_bytree': 0.9946346045593363, 'gamma': 2.7773963739276697, 'reg_alpha': 0.3149076600832546, 'reg_lambda': 1.7467792697770366}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,224] Trial 139 finished with value: 0.755952380952381 and parameters: {'n_estimators': 148, 'learning_rate': 0.01010587191892046, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.980491375666978, 'colsample_bytree': 0.9996543598505565, 'gamma': 2.5784982041584024, 'reg_alpha': 0.31803273372813406, 'reg_lambda': 1.421468929901143}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,341] Trial 140 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 151, 'learning_rate': 0.010010868882757646, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9815623357704371, 'colsample_bytree': 0.9975219294983666, 'gamma': 2.6787593143633455, 'reg_alpha': 0.3134913984922242, 'reg_lambda': 1.4459016027887504}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,539] Trial 141 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 153, 'learning_rate': 0.010081379691300806, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9816557486918541, 'colsample_bytree': 0.9997821910238316, 'gamma': 2.6883291694837235, 'reg_alpha': 0.31675479123378797, 'reg_lambda': 1.4920451483923025}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,664] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 164, 'learning_rate': 0.010030727340213217, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9801816180951549, 'colsample_bytree': 0.997942380767488, 'gamma': 2.6409245338757326, 'reg_alpha': 0.19428902928778657, 'reg_lambda': 1.4310611326275084}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,757] Trial 143 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 165, 'learning_rate': 0.010112674078798229, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9638660113813051, 'colsample_bytree': 0.9888641285280271, 'gamma': 2.981702953832104, 'reg_alpha': 0.1984603314153456, 'reg_lambda': 1.4386930425989584}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,992] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.010794378615369103, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9795342047575771, 'colsample_bytree': 0.9996175478813086, 'gamma': 2.6077459181425855, 'reg_alpha': 0.2869331360268582, 'reg_lambda': 1.5498119598081626}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,075] Trial 145 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 147, 'learning_rate': 0.010000267947320132, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8107548812335279, 'colsample_bytree': 0.9909648729820821, 'gamma': 2.9056755594500023, 'reg_alpha': 0.3430703459875121, 'reg_lambda': 1.253458136296111}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,237] Trial 146 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 139, 'learning_rate': 0.012303778488665613, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9542341369789624, 'colsample_bytree': 0.9829327601902804, 'gamma': 2.818144501459755, 'reg_alpha': 0.3761186399637381, 'reg_lambda': 1.3128866461327804}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,340] Trial 147 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 163, 'learning_rate': 0.011055442394255528, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.972464435880969, 'colsample_bytree': 0.9928193894406961, 'gamma': 3.2152050014389566, 'reg_alpha': 0.23710392837482436, 'reg_lambda': 1.3863866350576648}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,503] Trial 148 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 172, 'learning_rate': 0.010678583394646498, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9878837263700099, 'colsample_bytree': 0.9759200461924736, 'gamma': 2.607997924191015, 'reg_alpha': 0.2644990131144689, 'reg_lambda': 1.6652916475550898}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,588] Trial 149 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 149, 'learning_rate': 0.012238391699906774, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9631848058507798, 'colsample_bytree': 0.9832439475551574, 'gamma': 2.323073202749577, 'reg_alpha': 0.28744509160323223, 'reg_lambda': 1.4583414905078693}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,830] Trial 150 finished with value: 0.699404761904762 and parameters: {'n_estimators': 133, 'learning_rate': 0.01155153585460137, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8539145024891477, 'colsample_bytree': 0.9994221019393934, 'gamma': 2.5087532429356587, 'reg_alpha': 0.35237762317995514, 'reg_lambda': 1.1812452454661715}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,924] Trial 151 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 154, 'learning_rate': 0.010244125714820385, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9811625920379076, 'colsample_bytree': 0.9998030954763879, 'gamma': 2.6735261603117713, 'reg_alpha': 0.31272294313333315, 'reg_lambda': 1.4962790019619416}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,049] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.010630414610633361, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.983073568508346, 'colsample_bytree': 0.9920748153228425, 'gamma': 2.861734123256213, 'reg_alpha': 0.325097393677933, 'reg_lambda': 1.7529377959084305}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,137] Trial 153 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 145, 'learning_rate': 0.010027678360430704, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9748885185698418, 'colsample_bytree': 0.9849756309733052, 'gamma': 3.0626899181946863, 'reg_alpha': 0.15690317811856364, 'reg_lambda': 1.6245333271730777}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,361] Trial 154 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 146, 'learning_rate': 0.011394230870877558, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9721239529100432, 'colsample_bytree': 0.9732831570232724, 'gamma': 3.0735386100525512, 'reg_alpha': 0.14600710327204977, 'reg_lambda': 1.611344177754344}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,444] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.2693517488306487, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9907732762586776, 'colsample_bytree': 0.9820212386465893, 'gamma': 2.1317981204898295, 'reg_alpha': 0.1805723104333274, 'reg_lambda': 1.71130888666492}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,563] Trial 156 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 160, 'learning_rate': 0.012915453402265686, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9772977047795066, 'colsample_bytree': 0.9708919849589192, 'gamma': 2.4124931774859237, 'reg_alpha': 0.22681931190733093, 'reg_lambda': 1.5739407230447418}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,649] Trial 157 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 144, 'learning_rate': 0.010919683485204189, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9605929827309924, 'colsample_bytree': 0.9877607629615259, 'gamma': 3.3491855152823846, 'reg_alpha': 0.3023307835844858, 'reg_lambda': 1.4045860656864895}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,758] Trial 158 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 130, 'learning_rate': 0.01196748127358919, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9895667221799668, 'colsample_bytree': 0.9922918853145537, 'gamma': 2.221781886488625, 'reg_alpha': 0.2039622690717686, 'reg_lambda': 1.5342989435104406}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,854] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 148, 'learning_rate': 0.010018172446664168, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9675254006470516, 'colsample_bytree': 0.9792285941259055, 'gamma': 1.9856367627668363, 'reg_alpha': 0.1546925856708787, 'reg_lambda': 1.6421335201270773}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,960] Trial 160 finished with value: 0.699404761904762 and parameters: {'n_estimators': 124, 'learning_rate': 0.011251070690804266, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9514145208368345, 'colsample_bytree': 0.9669347673772998, 'gamma': 2.5895822515845723, 'reg_alpha': 0.26931548303712144, 'reg_lambda': 1.76094677114713}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,060] Trial 161 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 157, 'learning_rate': 0.010629625292667094, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9822700760707097, 'colsample_bytree': 0.9953376307990056, 'gamma': 2.77622854074573, 'reg_alpha': 0.33319247683376, 'reg_lambda': 1.4401395958243177}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,185] Trial 162 finished with value: 0.755952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.010016000516792401, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9752849745707224, 'colsample_bytree': 0.9842626159187338, 'gamma': 2.6851781745589607, 'reg_alpha': 0.3778338800068977, 'reg_lambda': 1.4757888189658628}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,395] Trial 163 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 183, 'learning_rate': 0.010694044658353429, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9709565091187159, 'colsample_bytree': 0.9856025626088927, 'gamma': 2.9469068295415575, 'reg_alpha': 0.37151917124448935, 'reg_lambda': 1.3442615226017267}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,524] Trial 164 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.01164501720647109, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9904568623181443, 'colsample_bytree': 0.9772246231891716, 'gamma': 2.3625294969866393, 'reg_alpha': 0.2970099468435596, 'reg_lambda': 1.690074088455646}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,609] Trial 165 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 143, 'learning_rate': 0.01000602971187877, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9759849154508985, 'colsample_bytree': 0.985795559477868, 'gamma': 2.088392686768098, 'reg_alpha': 0.34851480143018154, 'reg_lambda': 1.5851440256259177}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,774] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.010113314746440893, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9741012346335008, 'colsample_bytree': 0.8113352968678803, 'gamma': 2.2094749631602135, 'reg_alpha': 0.3927347040453748, 'reg_lambda': 1.5683487672355005}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,861] Trial 167 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 133, 'learning_rate': 0.012519792043839862, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9588459241822097, 'colsample_bytree': 0.9660492953635027, 'gamma': 2.0737592211965876, 'reg_alpha': 0.35216725619535105, 'reg_lambda': 1.4650429597301562}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,043] Trial 168 finished with value: 0.755952380952381 and parameters: {'n_estimators': 145, 'learning_rate': 0.010102800016025652, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9916763518947797, 'colsample_bytree': 0.9851946882700128, 'gamma': 1.946973197892535, 'reg_alpha': 0.3377963853248845, 'reg_lambda': 1.514748026392685}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,126] Trial 169 finished with value: 0.699404761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.17323728889352616, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9893120626047461, 'colsample_bytree': 0.9850464659925624, 'gamma': 1.884259532881276, 'reg_alpha': 0.4101168140422171, 'reg_lambda': 1.6180104321924405}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,258] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.011698249566987466, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9663603842531289, 'colsample_bytree': 0.971725999978675, 'gamma': 1.9310288936987434, 'reg_alpha': 0.3379951101910484, 'reg_lambda': 1.5032546506633293}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,346] Trial 171 finished with value: 0.755952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.010012058533141325, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9755353420185771, 'colsample_bytree': 0.9880695090648458, 'gamma': 2.090386083951403, 'reg_alpha': 0.362280331427926, 'reg_lambda': 1.5295952061546279}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,475] Trial 172 finished with value: 0.755952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.010036875019216651, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9925513439629086, 'colsample_bytree': 0.9868996535254292, 'gamma': 2.0879745402532928, 'reg_alpha': 0.36920666279623215, 'reg_lambda': 1.5702392661843356}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,660] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.010902199442924157, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9924011090281502, 'colsample_bytree': 0.9772676734696017, 'gamma': 2.107523197194338, 'reg_alpha': 0.3735850571249841, 'reg_lambda': 1.5348174332618842}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,808] Trial 174 finished with value: 0.755952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.010881777821462562, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9873292793317046, 'colsample_bytree': 0.960825431842745, 'gamma': 2.2734086238245976, 'reg_alpha': 0.3475513241849295, 'reg_lambda': 1.589677781439392}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,894] Trial 175 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 130, 'learning_rate': 0.01331242358242225, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.992858943671774, 'colsample_bytree': 0.9593834694097031, 'gamma': 2.4654741012291352, 'reg_alpha': 0.3645539329955689, 'reg_lambda': 1.5865896621094322}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,005] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 126, 'learning_rate': 0.011281990175124103, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9857279738684371, 'colsample_bytree': 0.988973260854373, 'gamma': 2.2727050101629054, 'reg_alpha': 0.38059107054808683, 'reg_lambda': 1.5481524553001464}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,106] Trial 177 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.010674950042938, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9861824866735645, 'colsample_bytree': 0.989321433172114, 'gamma': 2.2731872183434323, 'reg_alpha': 0.395449352628259, 'reg_lambda': 1.5139038978063875}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,233] Trial 178 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 121, 'learning_rate': 0.01189654933396186, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9778628395242744, 'colsample_bytree': 0.9912863416995836, 'gamma': 2.303628110505667, 'reg_alpha': 0.35477250622860035, 'reg_lambda': 1.3948821113625023}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,310] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 127, 'learning_rate': 0.011237895755002366, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9852803299941808, 'colsample_bytree': 0.9814672113843116, 'gamma': 2.1125299914094504, 'reg_alpha': 0.37977604957660094, 'reg_lambda': 1.5703321505206065}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,443] Trial 180 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 131, 'learning_rate': 0.012666160233999609, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9794816075362343, 'colsample_bytree': 0.9757736789925564, 'gamma': 2.1924892264956353, 'reg_alpha': 0.3831123382693601, 'reg_lambda': 1.5730384961066703}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,648] Trial 181 finished with value: 0.755952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.011315544694247073, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9761557261807745, 'colsample_bytree': 0.9800600020685825, 'gamma': 2.1218592871306763, 'reg_alpha': 0.3860123155536936, 'reg_lambda': 1.5578392681196929}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,759] Trial 182 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 126, 'learning_rate': 0.011297937686248784, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.98527203593408, 'colsample_bytree': 0.9808909294996084, 'gamma': 2.1365390485111533, 'reg_alpha': 0.41265674069867714, 'reg_lambda': 1.5356985623117307}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,844] Trial 183 finished with value: 0.755952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.010044283593147177, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9738271346675798, 'colsample_bytree': 0.991427605826362, 'gamma': 2.3475217275483136, 'reg_alpha': 0.34649381514323857, 'reg_lambda': 1.4770467232489193}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,965] Trial 184 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 136, 'learning_rate': 0.09769973592589207, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6528601860737488, 'colsample_bytree': 0.9905439905332513, 'gamma': 1.9473001626174993, 'reg_alpha': 0.3509753093406132, 'reg_lambda': 1.6303538096375743}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:21,041] Trial 185 finished with value: 0.6875 and parameters: {'n_estimators': 126, 'learning_rate': 0.011144029560235753, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9767218132531919, 'colsample_bytree': 0.9929068069627457, 'gamma': 3.069604570307889, 'reg_alpha': 0.37654802734069837, 'reg_lambda': 1.4650470287102069}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:21,145] Trial 186 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 120, 'learning_rate': 0.010002309407417115, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9988694594559739, 'colsample_bytree': 0.9710130821859057, 'gamma': 2.4384655174039294, 'reg_alpha': 0.34381498210654027, 'reg_lambda': 1.60811400282826}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,220] Trial 187 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 106, 'learning_rate': 0.010032654147059164, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9993029336940389, 'colsample_bytree': 0.9695614727474068, 'gamma': 2.488385321889843, 'reg_alpha': 0.3343921948950941, 'reg_lambda': 1.4812205984312925}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,327] Trial 188 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 98, 'learning_rate': 0.01000262978360091, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9947629716467231, 'colsample_bytree': 0.9624585859796597, 'gamma': 2.5201791546370957, 'reg_alpha': 0.33954902131099135, 'reg_lambda': 1.3420604881064384}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,404] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 106, 'learning_rate': 0.010608323087354625, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9975366514693478, 'colsample_bytree': 0.9696422475850491, 'gamma': 2.775346712837656, 'reg_alpha': 0.29256832425308976, 'reg_lambda': 1.416112135147713}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,624] Trial 190 finished with value: 0.755952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.010052867800616249, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9986652694108659, 'colsample_bytree': 0.9742139170707368, 'gamma': 2.3993974336452597, 'reg_alpha': 0.34088528886372965, 'reg_lambda': 1.6376257828253724}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,711] Trial 191 finished with value: 0.755952380952381 and parameters: {'n_estimators': 140, 'learning_rate': 0.010625424616051413, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9938152241258018, 'colsample_bytree': 0.9747948692091652, 'gamma': 2.417842438419524, 'reg_alpha': 0.33917572745499525, 'reg_lambda': 1.625115606142232}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,835] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 139, 'learning_rate': 0.010694792647739423, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9986396368093678, 'colsample_bytree': 0.9745895777766507, 'gamma': 2.347519680916481, 'reg_alpha': 0.3454391538881805, 'reg_lambda': 1.482633029383425}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,927] Trial 193 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 134, 'learning_rate': 0.011855109897025396, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9909334902608595, 'colsample_bytree': 0.9587153050891859, 'gamma': 2.4320032158249183, 'reg_alpha': 0.3195762712180167, 'reg_lambda': 1.6560957834449406}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,035] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.010699441731952608, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9984826937829704, 'colsample_bytree': 0.9709418355450201, 'gamma': 2.485664765716854, 'reg_alpha': 0.36197499049547693, 'reg_lambda': 1.4958820399593535}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,257] Trial 195 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 143, 'learning_rate': 0.01005589506885179, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.990261924887567, 'colsample_bytree': 0.9776096893305521, 'gamma': 2.6968931785648174, 'reg_alpha': 0.2768700560116911, 'reg_lambda': 1.5968450287586538}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,377] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.012118050798667731, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9992358487021165, 'colsample_bytree': 0.9650794662912279, 'gamma': 2.386332535828663, 'reg_alpha': 0.2799782825049439, 'reg_lambda': 1.6115948458224405}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,460] Trial 197 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 136, 'learning_rate': 0.01076698905299995, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9912225154144965, 'colsample_bytree': 0.9775147202260207, 'gamma': 2.6841786109589965, 'reg_alpha': 0.3349193991981194, 'reg_lambda': 1.433262467853853}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,711] Trial 198 finished with value: 0.755952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.010019187062952944, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9876157719233171, 'colsample_bytree': 0.9774351586508472, 'gamma': 2.232425006616278, 'reg_alpha': 0.26011305670614215, 'reg_lambda': 1.566080373641242}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,795] Trial 199 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.0100233980137087, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9888900583199114, 'colsample_bytree': 0.9560638947663069, 'gamma': 2.5265736022230345, 'reg_alpha': 0.26579443435180566, 'reg_lambda': 1.5783680640075304}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,799] A new study created in memory with name: no-name-38c18920-a6a2-4b09-a810-faba89443123
[I 2025-11-03 19:20:22,889] Trial 0 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.02601656663162636, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6023711612150576, 'colsample_bytree': 0.7006335325106186, 'gamma': 1.2714641175492254, 'reg_alpha': 0.8099618377203971, 'reg_lambda': 1.419717838247598}. Best is trial 0 with value: 0.6636904761904762.
[I 2025-11-03 19:20:22,973] Trial 1 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 200, 'learning_rate': 0.018383119579263765, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6642587795756458, 'colsample_bytree': 0.6855826443122037, 'gamma': 4.544745810736966, 'reg_alpha': 0.39944011085377806, 'reg_lambda': 1.632540435620656}. Best is trial 1 with value: 0.6666666666666666.
[I 2025-11-03 19:20:23,157] Trial 2 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 98, 'learning_rate': 0.08925459088446973, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.762292024133759, 'colsample_bytree': 0.6842675487374117, 'gamma': 3.982923061991332, 'reg_alpha': 0.2466812879133159, 'reg_lambda': 1.0975508059420542}. Best is trial 2 with value: 0.7023809523809524.
[I 2025-11-03 19:20:23,248] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.015821792470660602, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.6159761322930949, 'colsample_bytree': 0.8735184380690134, 'gamma': 2.0949527274227338, 'reg_alpha': 0.8660722499272103, 'reg_lambda': 2.0017005133995918}. Best is trial 2 with value: 0.7023809523809524.
[I 2025-11-03 19:20:23,352] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 160, 'learning_rate': 0.21843711728934537, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.6055884954056626, 'colsample_bytree': 0.9517380792445288, 'gamma': 3.228055756532111, 'reg_alpha': 0.943891351063844, 'reg_lambda': 2.412470032159251}. Best is trial 2 with value: 0.7023809523809524.
[I 2025-11-03 19:20:23,572] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.04309546687565205, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.8606761576161539, 'colsample_bytree': 0.6430711114389784, 'gamma': 4.637374959139526, 'reg_alpha': 0.4512378166160349, 'reg_lambda': 1.2638462088876443}. Best is trial 2 with value: 0.7023809523809524.
[I 2025-11-03 19:20:23,673] Trial 6 finished with value: 0.625 and parameters: {'n_estimators': 93, 'learning_rate': 0.23831159121727477, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9891009604188243, 'colsample_bytree': 0.7245745004515218, 'gamma': 3.849537052941674, 'reg_alpha': 0.5310055314939459, 'reg_lambda': 1.223139261525216}. Best is trial 2 with value: 0.7023809523809524.
[I 2025-11-03 19:20:23,735] Trial 7 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.02711831955248689, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9623969182582279, 'colsample_bytree': 0.7980000559747692, 'gamma': 4.078611882207268, 'reg_alpha': 0.7060057256508352, 'reg_lambda': 1.1195016607573245}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:23,848] Trial 8 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 176, 'learning_rate': 0.024391678708443082, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6251263575608119, 'colsample_bytree': 0.7075147860728002, 'gamma': 3.703670693322056, 'reg_alpha': 0.309924515310124, 'reg_lambda': 1.806879322950274}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:23,907] Trial 9 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 86, 'learning_rate': 0.036744332095358274, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.826600688913315, 'colsample_bytree': 0.638573216515854, 'gamma': 1.6147605434245254, 'reg_alpha': 0.9186802658648591, 'reg_lambda': 1.1837669765951093}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:24,003] Trial 10 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 45, 'learning_rate': 0.0995759496450869, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9941896434802273, 'colsample_bytree': 0.8208221728946744, 'gamma': 0.041379659402097424, 'reg_alpha': 0.6529740602848272, 'reg_lambda': 0.5156913218403987}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:24,049] Trial 11 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.10068848612142363, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9972840039614976, 'colsample_bytree': 0.7995720335449645, 'gamma': 0.3143582990233176, 'reg_alpha': 0.6535863361310876, 'reg_lambda': 0.5545740521602633}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:24,142] Trial 12 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.010035888861500891, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9352329408303846, 'colsample_bytree': 0.8017493690176889, 'gamma': 0.06281420278232996, 'reg_alpha': 0.6623550599502241, 'reg_lambda': 0.5391405995079879}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:24,201] Trial 13 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.09306836714890968, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9116400298310172, 'colsample_bytree': 0.8765512474457499, 'gamma': 2.5998424849546975, 'reg_alpha': 0.68635570663921, 'reg_lambda': 0.9024972448020474}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:24,352] Trial 14 finished with value: 0.738095238095238 and parameters: {'n_estimators': 70, 'learning_rate': 0.05989296450351732, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9077218257979625, 'colsample_bytree': 0.9150378847122574, 'gamma': 2.86313771335117, 'reg_alpha': 0.7675909496181306, 'reg_lambda': 0.8713721183951686}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:24,439] Trial 15 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.06001900447080977, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9129812954834623, 'colsample_bytree': 0.989741013873433, 'gamma': 2.94860278408294, 'reg_alpha': 0.03114614028755075, 'reg_lambda': 0.9463741294334806}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:24,552] Trial 16 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 130, 'learning_rate': 0.05194479604339244, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8825317460712845, 'colsample_bytree': 0.9945054066028779, 'gamma': 2.88968623309399, 'reg_alpha': 0.016630194674264687, 'reg_lambda': 2.756495994521356}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:24,626] Trial 17 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 69, 'learning_rate': 0.06501484871459491, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.768169810030312, 'colsample_bytree': 0.9359854031740306, 'gamma': 2.0167852552679353, 'reg_alpha': 0.05974264744115141, 'reg_lambda': 0.8798632790115047}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:24,766] Trial 18 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 115, 'learning_rate': 0.1646413333469914, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8183485391298041, 'colsample_bytree': 0.9952921262351644, 'gamma': 3.2781242201633423, 'reg_alpha': 0.12493310237972993, 'reg_lambda': 2.1266921174503564}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:24,833] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 72, 'learning_rate': 0.14302751083479304, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.896370748720056, 'colsample_bytree': 0.9216215111300645, 'gamma': 1.0114216695027016, 'reg_alpha': 0.20549940242608256, 'reg_lambda': 0.830269440657146}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:24,936] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.06705027360711763, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.8479002712655278, 'colsample_bytree': 0.886642419583981, 'gamma': 2.214828801037589, 'reg_alpha': 0.5554685240548799, 'reg_lambda': 1.4928348166161038}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:25,121] Trial 21 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 113, 'learning_rate': 0.15177974598292876, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8010549478944179, 'colsample_bytree': 0.9957349116877586, 'gamma': 3.2237773809957444, 'reg_alpha': 0.10667819536470524, 'reg_lambda': 2.1577447123058087}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,230] Trial 22 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 150, 'learning_rate': 0.14543172933725637, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7403440453859467, 'colsample_bytree': 0.9545731198881695, 'gamma': 2.980992852733134, 'reg_alpha': 0.14496458682238864, 'reg_lambda': 2.489704406957415}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,298] Trial 23 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 72, 'learning_rate': 0.28109808908956374, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6937154743167014, 'colsample_bytree': 0.9989416452430392, 'gamma': 3.4666335268802544, 'reg_alpha': 0.345336905832003, 'reg_lambda': 2.090387218030973}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,405] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 123, 'learning_rate': 0.07034177813576961, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9244859011003473, 'colsample_bytree': 0.9157949291098715, 'gamma': 2.5812056934859777, 'reg_alpha': 0.002201641757420797, 'reg_lambda': 2.9735601062577732}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,580] Trial 25 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 100, 'learning_rate': 0.03857060118677416, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7860318401589312, 'colsample_bytree': 0.9653996803545033, 'gamma': 2.8147032361947066, 'reg_alpha': 0.11289007194450996, 'reg_lambda': 1.7659972443035032}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,669] Trial 26 finished with value: 0.6875 and parameters: {'n_estimators': 64, 'learning_rate': 0.12583798139759375, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9476045206150151, 'colsample_bytree': 0.8400962105860791, 'gamma': 4.304392550899514, 'reg_alpha': 0.21661073410554565, 'reg_lambda': 2.263128257651367}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,732] Trial 27 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 84, 'learning_rate': 0.05095900661284932, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8822617640114185, 'colsample_bytree': 0.9734014340234636, 'gamma': 4.958970980901521, 'reg_alpha': 0.7850360404831364, 'reg_lambda': 0.8098844650349789}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,839] Trial 28 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 142, 'learning_rate': 0.1926770078573322, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8532937705055554, 'colsample_bytree': 0.9094793228298441, 'gamma': 3.524124144157584, 'reg_alpha': 0.4756405101895654, 'reg_lambda': 0.712802388113509}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,912] Trial 29 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 107, 'learning_rate': 0.07816984036043198, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7208088288550892, 'colsample_bytree': 0.8546173742201324, 'gamma': 1.8169453943633223, 'reg_alpha': 0.8069877453919946, 'reg_lambda': 1.503371363083687}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,006] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.030151172132154246, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8200299589713893, 'colsample_bytree': 0.7596329989061534, 'gamma': 1.2072346934454812, 'reg_alpha': 0.3049601598689771, 'reg_lambda': 1.3735669530518284}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,083] Trial 31 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 115, 'learning_rate': 0.1723285048985027, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8145988773593243, 'colsample_bytree': 0.9818861883444234, 'gamma': 3.328580363823671, 'reg_alpha': 0.13157110155332463, 'reg_lambda': 1.9837989518242711}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,185] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.11701906552685157, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8391715306160389, 'colsample_bytree': 0.9425634060893925, 'gamma': 3.1148903892140787, 'reg_alpha': 0.07737863074377377, 'reg_lambda': 2.2193499866829507}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,328] Trial 33 finished with value: 0.681547619047619 and parameters: {'n_estimators': 85, 'learning_rate': 0.11645244518938738, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.78967958028402, 'colsample_bytree': 0.9419356238691303, 'gamma': 3.0957137895997877, 'reg_alpha': 0.07511722510240097, 'reg_lambda': 2.620082953208391}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,439] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.07927027170874607, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8773314098547693, 'colsample_bytree': 0.8938020573541838, 'gamma': 2.3726705781207036, 'reg_alpha': 0.21619587548914337, 'reg_lambda': 2.268149144153305}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,554] Trial 35 finished with value: 0.699404761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.057828538679689075, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9565861191237373, 'colsample_bytree': 0.9651845536338932, 'gamma': 2.73849552268185, 'reg_alpha': 0.9971729753661843, 'reg_lambda': 1.9033773772395666}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,682] Trial 36 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 56, 'learning_rate': 0.11201308399524318, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9082659934249832, 'colsample_bytree': 0.9341192017283386, 'gamma': 3.5962666658473936, 'reg_alpha': 0.40815926458211815, 'reg_lambda': 1.627187500281028}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,851] Trial 37 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 96, 'learning_rate': 0.0458848396137864, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8421947926002189, 'colsample_bytree': 0.9066878601361414, 'gamma': 2.389267895781617, 'reg_alpha': 0.584831721051311, 'reg_lambda': 1.058554424694916}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,946] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.2119566651168239, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.8652598467474775, 'colsample_bytree': 0.9796465446924817, 'gamma': 4.051851360885064, 'reg_alpha': 0.1712657993779941, 'reg_lambda': 2.2687470322784087}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,992] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.13643324540954815, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7646480681623318, 'colsample_bytree': 0.9522849126845332, 'gamma': 3.1172752074376837, 'reg_alpha': 0.05050412749804442, 'reg_lambda': 1.021390032206394}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,114] Trial 40 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.25526419939985984, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7991114553678097, 'colsample_bytree': 0.9346880816243903, 'gamma': 4.391205809482526, 'reg_alpha': 0.29091268857155905, 'reg_lambda': 2.399310024261155}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,356] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 143, 'learning_rate': 0.1761585723436981, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8312930744748482, 'colsample_bytree': 0.988618356642832, 'gamma': 3.2606428766061386, 'reg_alpha': 0.09056222329117852, 'reg_lambda': 2.079745729523771}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,457] Trial 42 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 111, 'learning_rate': 0.15339943720445057, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8120231329476769, 'colsample_bytree': 0.9660605194993278, 'gamma': 3.772784894746998, 'reg_alpha': 0.1736680797551762, 'reg_lambda': 2.1599280429900527}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,530] Trial 43 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 128, 'learning_rate': 0.08227828416260169, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.744282750758068, 'colsample_bytree': 0.994875426170645, 'gamma': 3.3744519111712097, 'reg_alpha': 0.03350299731137972, 'reg_lambda': 1.8954330161919295}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,652] Trial 44 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 91, 'learning_rate': 0.16680836006919547, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8977954825138682, 'colsample_bytree': 0.9628501050120255, 'gamma': 2.9496252803566563, 'reg_alpha': 0.2565418045531712, 'reg_lambda': 2.486395376426411}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,730] Trial 45 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 158, 'learning_rate': 0.10683162698418774, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9301214003792554, 'colsample_bytree': 0.859698008891051, 'gamma': 3.853566688712319, 'reg_alpha': 0.11696767823898177, 'reg_lambda': 1.6494085738123678}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,855] Trial 46 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 79, 'learning_rate': 0.21359216735522832, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8685425068574002, 'colsample_bytree': 0.601293348982058, 'gamma': 2.612940953246434, 'reg_alpha': 0.37976945772103987, 'reg_lambda': 1.3121457719460095}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,928] Trial 47 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 75, 'learning_rate': 0.02127182880981797, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9799525695084558, 'colsample_bytree': 0.6678722822664841, 'gamma': 2.6159793029423604, 'reg_alpha': 0.750991926370932, 'reg_lambda': 1.2896485844780903}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:28,163] Trial 48 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 45, 'learning_rate': 0.018899980319921288, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9676836416586748, 'colsample_bytree': 0.6081593951673656, 'gamma': 1.9745304898446825, 'reg_alpha': 0.7418218973196674, 'reg_lambda': 1.2969743722635585}. Best is trial 48 with value: 0.7440476190476191.
[I 2025-11-03 19:20:28,219] Trial 49 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.018945144103554686, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9826188085501493, 'colsample_bytree': 0.617728041920892, 'gamma': 1.5509492974576626, 'reg_alpha': 0.7488881371911902, 'reg_lambda': 1.2985355011994457}. Best is trial 49 with value: 0.75.
[I 2025-11-03 19:20:28,381] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 39, 'learning_rate': 0.014835730837153062, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9690889198358456, 'colsample_bytree': 0.6051752239105223, 'gamma': 1.4717153607985265, 'reg_alpha': 0.8765889392344324, 'reg_lambda': 1.1657390296302113}. Best is trial 49 with value: 0.75.
[I 2025-11-03 19:20:28,445] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 60, 'learning_rate': 0.02011261493251105, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9717148761235321, 'colsample_bytree': 0.6506314557349824, 'gamma': 1.9615558168846259, 'reg_alpha': 0.7527283442994469, 'reg_lambda': 1.2721203883965704}. Best is trial 49 with value: 0.75.
[I 2025-11-03 19:20:28,537] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.01483071268925363, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9834707294434594, 'colsample_bytree': 0.6025713172930074, 'gamma': 1.8099799209712504, 'reg_alpha': 0.6086988813942221, 'reg_lambda': 1.4566476362888527}. Best is trial 49 with value: 0.75.
[I 2025-11-03 19:20:28,584] Trial 53 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 21, 'learning_rate': 0.012376920601766792, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9448087563874195, 'colsample_bytree': 0.6226355900923699, 'gamma': 0.7809004897852991, 'reg_alpha': 0.745601061778754, 'reg_lambda': 1.3008147429860935}. Best is trial 49 with value: 0.75.
[I 2025-11-03 19:20:28,649] Trial 54 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 20, 'learning_rate': 0.011203599749270942, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9418110983832391, 'colsample_bytree': 0.6258654461282463, 'gamma': 0.7011125439430347, 'reg_alpha': 0.714072425944196, 'reg_lambda': 1.3001374535473815}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 19:20:28,708] Trial 55 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 21, 'learning_rate': 0.011789053840214232, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.948735424469445, 'colsample_bytree': 0.6294814510226486, 'gamma': 0.7139873162165643, 'reg_alpha': 0.7285797051533468, 'reg_lambda': 1.226045153335954}. Best is trial 55 with value: 0.7589285714285715.
[I 2025-11-03 19:20:28,773] Trial 56 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 21, 'learning_rate': 0.011518010580203701, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.942501638970989, 'colsample_bytree': 0.6283912626887515, 'gamma': 0.7858077133284499, 'reg_alpha': 0.7073913624518067, 'reg_lambda': 1.2291807096142173}. Best is trial 55 with value: 0.7589285714285715.
[I 2025-11-03 19:20:28,820] Trial 57 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 20, 'learning_rate': 0.010095369999386788, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9399226949555592, 'colsample_bytree': 0.624868437747925, 'gamma': 0.6926765204529133, 'reg_alpha': 0.7150586299105834, 'reg_lambda': 1.1280986281052843}. Best is trial 55 with value: 0.7589285714285715.
[I 2025-11-03 19:20:28,912] Trial 58 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 23, 'learning_rate': 0.010621281765491914, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9436357133264835, 'colsample_bytree': 0.6264405077800553, 'gamma': 0.7311259432189592, 'reg_alpha': 0.859525493431686, 'reg_lambda': 1.1291766329354762}. Best is trial 55 with value: 0.7589285714285715.
[I 2025-11-03 19:20:29,061] Trial 59 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 28, 'learning_rate': 0.011539872861465534, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9980403317917951, 'colsample_bytree': 0.6878477566510859, 'gamma': 0.5804521015097244, 'reg_alpha': 0.7016650626879769, 'reg_lambda': 0.9886636552060067}. Best is trial 55 with value: 0.7589285714285715.
[I 2025-11-03 19:20:29,105] Trial 60 finished with value: 0.761904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.012493275106096461, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9493824389308532, 'colsample_bytree': 0.6248560377599811, 'gamma': 0.8472138827843577, 'reg_alpha': 0.6244055435019102, 'reg_lambda': 1.5899825320225118}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,194] Trial 61 finished with value: 0.761904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.013038912926332814, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9513983917458847, 'colsample_bytree': 0.6255684886711832, 'gamma': 0.8655692889442623, 'reg_alpha': 0.6238207591567722, 'reg_lambda': 1.1993103687206006}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,247] Trial 62 finished with value: 0.6875 and parameters: {'n_estimators': 36, 'learning_rate': 0.012873063149906652, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9558737759693048, 'colsample_bytree': 0.6550371520332311, 'gamma': 0.3928208895356833, 'reg_alpha': 0.6299760253431294, 'reg_lambda': 1.5342162702293383}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,366] Trial 63 finished with value: 0.761904761904762 and parameters: {'n_estimators': 30, 'learning_rate': 0.01289463507519389, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9527222813460663, 'colsample_bytree': 0.6236407892758494, 'gamma': 1.0404827447285743, 'reg_alpha': 0.6795768981197271, 'reg_lambda': 1.4213494110971028}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,517] Trial 64 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 29, 'learning_rate': 0.016590248006452004, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9243206837936466, 'colsample_bytree': 0.6696489334635718, 'gamma': 1.0211984667299596, 'reg_alpha': 0.5497769890623248, 'reg_lambda': 1.3650155915570534}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,570] Trial 65 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 32, 'learning_rate': 0.013788215225986264, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9212056924727489, 'colsample_bytree': 0.639427534502964, 'gamma': 0.24887556311944847, 'reg_alpha': 0.663782653079984, 'reg_lambda': 1.597270716548501}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,659] Trial 66 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.017122556774978943, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9821850140535187, 'colsample_bytree': 0.7088070448280737, 'gamma': 0.9842340587916356, 'reg_alpha': 0.5161575288795859, 'reg_lambda': 1.421185403057125}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,711] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.011895718423905617, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9585733246927901, 'colsample_bytree': 0.6185949102287326, 'gamma': 1.3772404894441896, 'reg_alpha': 0.8045957567522247, 'reg_lambda': 1.7033188116828768}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,902] Trial 68 finished with value: 0.693452380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.023520910703162493, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6475237756173238, 'colsample_bytree': 0.6624378522805725, 'gamma': 1.1828579417476086, 'reg_alpha': 0.856737193424263, 'reg_lambda': 1.406573688504937}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,952] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 27, 'learning_rate': 0.01296028337668566, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9928962227231776, 'colsample_bytree': 0.6397275022994436, 'gamma': 0.45568823688885046, 'reg_alpha': 0.6763884076904181, 'reg_lambda': 1.5434155047452598}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,021] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 37, 'learning_rate': 0.015184848361532067, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8916472224004407, 'colsample_bytree': 0.6787167687405627, 'gamma': 0.8560392030568919, 'reg_alpha': 0.6323431830432882, 'reg_lambda': 1.2130350790780047}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,070] Trial 71 finished with value: 0.761904761904762 and parameters: {'n_estimators': 23, 'learning_rate': 0.011200550244651811, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9480416720069104, 'colsample_bytree': 0.6194244555750721, 'gamma': 0.8646871085508357, 'reg_alpha': 0.7256053592623853, 'reg_lambda': 1.2096823240666819}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,154] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.01277205579788593, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9504108891597084, 'colsample_bytree': 0.6190316242594246, 'gamma': 1.1051378636050648, 'reg_alpha': 0.7261488196034711, 'reg_lambda': 1.3641073348321962}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,266] Trial 73 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 20, 'learning_rate': 0.011045665640039788, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9326076496998689, 'colsample_bytree': 0.6511017759883795, 'gamma': 0.5699035938659615, 'reg_alpha': 0.8339950441967786, 'reg_lambda': 1.085259868722887}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,334] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 33, 'learning_rate': 0.014089828109742348, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9734381501131373, 'colsample_bytree': 0.6147090175726165, 'gamma': 0.2216202651353012, 'reg_alpha': 0.7807566059204326, 'reg_lambda': 1.183055592045373}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,390] Trial 75 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 35, 'learning_rate': 0.017982997165503018, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9726737598308163, 'colsample_bytree': 0.7426230079090471, 'gamma': 0.09070225664574455, 'reg_alpha': 0.7822417608027531, 'reg_lambda': 1.1604043516349738}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,647] Trial 76 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 65, 'learning_rate': 0.013929627108427736, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9117704216144726, 'colsample_bytree': 0.63797764665263, 'gamma': 1.3357911843344388, 'reg_alpha': 0.5999307621535048, 'reg_lambda': 0.9653073618311219}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,702] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 42, 'learning_rate': 0.015949178255275316, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9656192723427816, 'colsample_bytree': 0.6145719887905784, 'gamma': 0.20847357460563232, 'reg_alpha': 0.6836481706153656, 'reg_lambda': 0.7271226684117911}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,785] Trial 78 finished with value: 0.6875 and parameters: {'n_estimators': 27, 'learning_rate': 0.029981863045411224, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9997203569405197, 'colsample_bytree': 0.6356937481377262, 'gamma': 0.5396095985223486, 'reg_alpha': 0.5741762205817261, 'reg_lambda': 1.198238761561622}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,850] Trial 79 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 52, 'learning_rate': 0.010218651102726226, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9838449577718439, 'colsample_bytree': 0.6948157164446954, 'gamma': 1.586205742996353, 'reg_alpha': 0.6407598002141754, 'reg_lambda': 1.4975960774361046}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,960] Trial 80 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 33, 'learning_rate': 0.01400892044544343, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9549474351226789, 'colsample_bytree': 0.650314109442945, 'gamma': 0.9682196550285133, 'reg_alpha': 0.8886300779650773, 'reg_lambda': 1.0405471574148062}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,015] Trial 81 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 25, 'learning_rate': 0.012163980263094497, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9345289358963916, 'colsample_bytree': 0.6128658730701925, 'gamma': 0.6586840340260667, 'reg_alpha': 0.8240259742162668, 'reg_lambda': 1.3543670234587468}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,164] Trial 82 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 214, 'learning_rate': 0.011055495038096483, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.947478310201355, 'colsample_bytree': 0.6302837764472468, 'gamma': 0.8575076337761718, 'reg_alpha': 0.768623129724816, 'reg_lambda': 1.261735476270853}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,218] Trial 83 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.013226389622137619, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9181147556712286, 'colsample_bytree': 0.6206996994989467, 'gamma': 0.8806977148888495, 'reg_alpha': 0.7237596373951487, 'reg_lambda': 1.4571871557548468}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,334] Trial 84 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 31, 'learning_rate': 0.01213931579043426, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9004391714696682, 'colsample_bytree': 0.6591612680172263, 'gamma': 0.3790896165682325, 'reg_alpha': 0.7964118839071233, 'reg_lambda': 1.3262180685132856}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,532] Trial 85 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 24, 'learning_rate': 0.015187260051223396, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9609594387590497, 'colsample_bytree': 0.6461098343273344, 'gamma': 1.1442500061128171, 'reg_alpha': 0.6912494661638634, 'reg_lambda': 1.5994993101909336}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,631] Trial 86 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.018134678486555644, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9736600400591889, 'colsample_bytree': 0.6760996594416382, 'gamma': 0.17962600814314988, 'reg_alpha': 0.6550231992512885, 'reg_lambda': 1.0855903642403395}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,691] Trial 87 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 58, 'learning_rate': 0.010031020167579894, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9888562550241217, 'colsample_bytree': 0.6109383854111564, 'gamma': 0.0006279716732680019, 'reg_alpha': 0.7385142855000244, 'reg_lambda': 1.4266141464631752}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,768] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 35, 'learning_rate': 0.021854959929779188, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9463476016858479, 'colsample_bytree': 0.6007740324222001, 'gamma': 0.4866989848679172, 'reg_alpha': 0.9126859338963448, 'reg_lambda': 1.8085860963706906}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,834] Trial 89 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 51, 'learning_rate': 0.020207810946845664, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9288349706025142, 'colsample_bytree': 0.6012635286507402, 'gamma': 0.3162788073071704, 'reg_alpha': 0.9181719331437936, 'reg_lambda': 1.8549210735966657}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,917] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 38, 'learning_rate': 0.023834861376183934, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9756759623226179, 'colsample_bytree': 0.7800840867661888, 'gamma': 0.4910704216945907, 'reg_alpha': 0.61262365796257, 'reg_lambda': 1.774219873512954}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,968] Trial 91 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.016331949092866872, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9398558731513746, 'colsample_bytree': 0.6342257163200157, 'gamma': 0.6581041185302569, 'reg_alpha': 0.9602731260030147, 'reg_lambda': 1.2455381861483892}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,040] Trial 92 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 25, 'learning_rate': 0.01366064065301417, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9513169562522937, 'colsample_bytree': 0.6231196500428594, 'gamma': 0.7857951349856798, 'reg_alpha': 0.7669246989838057, 'reg_lambda': 1.6974094182328991}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,097] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 46, 'learning_rate': 0.012381771737662984, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9643231821310474, 'colsample_bytree': 0.6134768616487065, 'gamma': 1.2789875325550664, 'reg_alpha': 0.835337534961129, 'reg_lambda': 1.9989388616323795}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,251] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.011186156974766643, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9463637501440055, 'colsample_bytree': 0.6285726405739503, 'gamma': 1.052330892809879, 'reg_alpha': 0.6700859549599896, 'reg_lambda': 1.5608397594825942}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,310] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 39, 'learning_rate': 0.02188586154570212, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9170880835225179, 'colsample_bytree': 0.6415617727757957, 'gamma': 0.9237958800907016, 'reg_alpha': 0.46215077696557005, 'reg_lambda': 0.8964454890451234}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,400] Trial 96 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.014508250534899889, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9362418736656754, 'colsample_bytree': 0.6068086708342239, 'gamma': 0.6503318192450759, 'reg_alpha': 0.7716650476473826, 'reg_lambda': 1.2010283049359727}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,452] Trial 97 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 28, 'learning_rate': 0.028179975688493987, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9027779993947799, 'colsample_bytree': 0.660106816389818, 'gamma': 0.45349070010412823, 'reg_alpha': 0.9044604980563039, 'reg_lambda': 1.678330628547568}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,542] Trial 98 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 42, 'learning_rate': 0.019153428450850354, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9642740839883844, 'colsample_bytree': 0.6193899881001069, 'gamma': 1.4831481563410411, 'reg_alpha': 0.7018426147934435, 'reg_lambda': 1.15128447337587}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,585] Trial 99 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 26, 'learning_rate': 0.010780067156107194, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9901565504665679, 'colsample_bytree': 0.6317728425506648, 'gamma': 0.7441257440685267, 'reg_alpha': 0.7374003793151396, 'reg_lambda': 1.3173851231960039}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,762] Trial 100 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 62, 'learning_rate': 0.03547319596782462, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9245470868884125, 'colsample_bytree': 0.6475237829832001, 'gamma': 0.3390310999422794, 'reg_alpha': 0.5683043238351054, 'reg_lambda': 1.4476184854284864}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,805] Trial 101 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 22, 'learning_rate': 0.011597389580923958, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9416999820965242, 'colsample_bytree': 0.626775242539267, 'gamma': 0.8106434488292898, 'reg_alpha': 0.6908449179135492, 'reg_lambda': 1.2447730347113242}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,965] Trial 102 finished with value: 0.761904761904762 and parameters: {'n_estimators': 32, 'learning_rate': 0.012858644353562872, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.952709484192823, 'colsample_bytree': 0.6093743737701852, 'gamma': 1.218666167334385, 'reg_alpha': 0.7133096871160918, 'reg_lambda': 1.020222463956673}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:33,014] Trial 103 finished with value: 0.761904761904762 and parameters: {'n_estimators': 32, 'learning_rate': 0.015622472172649707, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9520674193447901, 'colsample_bytree': 0.6010376667381365, 'gamma': 1.2431282416018221, 'reg_alpha': 0.947938701466656, 'reg_lambda': 1.1020031564659813}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:33,071] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.01724463947292461, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9566836368611241, 'colsample_bytree': 0.6014834177655392, 'gamma': 1.7186928756024302, 'reg_alpha': 0.9701981034555504, 'reg_lambda': 1.0192614318070221}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:33,145] Trial 105 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 33, 'learning_rate': 0.01572568826610671, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9787152920774487, 'colsample_bytree': 0.6137205950198448, 'gamma': 1.207939536790183, 'reg_alpha': 0.5335909304640066, 'reg_lambda': 0.9405811796573482}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:33,234] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 37, 'learning_rate': 0.013188385779337555, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9532378953824747, 'colsample_bytree': 0.6101923762187919, 'gamma': 1.1129232886331564, 'reg_alpha': 0.9986082155879761, 'reg_lambda': 0.8007227823159779}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:33,330] Trial 107 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 28, 'learning_rate': 0.014740264025856775, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.969342387470605, 'colsample_bytree': 0.600165543094752, 'gamma': 1.5340375292791268, 'reg_alpha': 0.9256685632042304, 'reg_lambda': 1.1020595720555795}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:33,385] Trial 108 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 29, 'learning_rate': 0.014712100179218262, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9860418833270119, 'colsample_bytree': 0.642820965592853, 'gamma': 1.450599368049422, 'reg_alpha': 0.6483898200012632, 'reg_lambda': 1.1036907171401755}. Best is trial 108 with value: 0.7678571428571428.
[I 2025-11-03 19:20:33,463] Trial 109 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 30, 'learning_rate': 0.015631423703462478, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.985005849974117, 'colsample_bytree': 0.6351939059734061, 'gamma': 1.4339233147337045, 'reg_alpha': 0.6405847142285254, 'reg_lambda': 1.0997693493164982}. Best is trial 108 with value: 0.7678571428571428.
[I 2025-11-03 19:20:33,515] Trial 110 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 28, 'learning_rate': 0.015800479060830583, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.6857928039534534, 'colsample_bytree': 0.6433269654147888, 'gamma': 1.410135024007715, 'reg_alpha': 0.6164542678879875, 'reg_lambda': 1.1225617585535481}. Best is trial 108 with value: 0.7678571428571428.
[I 2025-11-03 19:20:33,679] Trial 111 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 24, 'learning_rate': 0.014868089039208415, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9852889508566597, 'colsample_bytree': 0.6354693048904736, 'gamma': 1.6660713865188606, 'reg_alpha': 0.649805974825275, 'reg_lambda': 1.0656068012067343}. Best is trial 108 with value: 0.7678571428571428.
[I 2025-11-03 19:20:33,819] Trial 112 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.01468591007755583, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9921167163783898, 'colsample_bytree': 0.6661492936618167, 'gamma': 1.6590128442699266, 'reg_alpha': 0.5881228181904837, 'reg_lambda': 1.0076152872879272}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:33,927] Trial 113 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.01693144710894798, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.989650581354701, 'colsample_bytree': 0.6688963968725133, 'gamma': 1.6661249310735913, 'reg_alpha': 0.586637249332449, 'reg_lambda': 0.8419176672133468}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:33,978] Trial 114 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 24, 'learning_rate': 0.016454545563860137, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9880508787508812, 'colsample_bytree': 0.6708657689186028, 'gamma': 1.7219221242039793, 'reg_alpha': 0.5900044767014438, 'reg_lambda': 0.7663788846191427}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,081] Trial 115 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.017060719403849383, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9894705959851139, 'colsample_bytree': 0.6671633322808443, 'gamma': 1.6537069998965965, 'reg_alpha': 0.5063642415198141, 'reg_lambda': 0.6075189158435466}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,134] Trial 116 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 39, 'learning_rate': 0.01715320257950258, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9906793523125291, 'colsample_bytree': 0.6739530347825659, 'gamma': 2.0938810877172065, 'reg_alpha': 0.48562794686630706, 'reg_lambda': 0.5756002830130766}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,216] Trial 117 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 24, 'learning_rate': 0.017664215921980864, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9878987736466508, 'colsample_bytree': 0.7065819441159299, 'gamma': 1.6862489814886346, 'reg_alpha': 0.5453611733209408, 'reg_lambda': 0.6732725943271993}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,265] Trial 118 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.020062996766410268, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.997302815953677, 'colsample_bytree': 0.6897082593441546, 'gamma': 1.867010317789206, 'reg_alpha': 0.5914868690450964, 'reg_lambda': 0.8503879829595871}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,363] Trial 119 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.01949165596690214, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9986358905237588, 'colsample_bytree': 0.6898580395081693, 'gamma': 1.9022423775447979, 'reg_alpha': 0.5853196213260845, 'reg_lambda': 0.8340616320881196}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,415] Trial 120 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 27, 'learning_rate': 0.016493142555174256, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.981897624519912, 'colsample_bytree': 0.6812827774947184, 'gamma': 1.795552592001246, 'reg_alpha': 0.5111245045461653, 'reg_lambda': 0.7744153808945708}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,491] Trial 121 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 25, 'learning_rate': 0.016610120691591575, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9838747461059332, 'colsample_bytree': 0.7197618683365571, 'gamma': 1.822673490698762, 'reg_alpha': 0.5021450168086677, 'reg_lambda': 0.7489130169901475}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,658] Trial 122 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.013690586182130841, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9996380276065637, 'colsample_bytree': 0.6658812098460848, 'gamma': 2.2055069743281726, 'reg_alpha': 0.5947283530756939, 'reg_lambda': 0.6623604862021693}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,743] Trial 123 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.020898315162246148, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9924956133863324, 'colsample_bytree': 0.6841997342876526, 'gamma': 1.7462107836693133, 'reg_alpha': 0.4276107617409561, 'reg_lambda': 0.6015629291461391}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,803] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.02568412753785962, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9779847503991203, 'colsample_bytree': 0.6911821444214126, 'gamma': 1.6877229267831027, 'reg_alpha': 0.38529899569719883, 'reg_lambda': 0.5802056618427175}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,888] Trial 125 finished with value: 0.7083333333333335 and parameters: {'n_estimators': 30, 'learning_rate': 0.021019493601257343, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9921285644450403, 'colsample_bytree': 0.6856094091761243, 'gamma': 1.7421691896475964, 'reg_alpha': 0.44095288869046484, 'reg_lambda': 0.7732736707401715}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,942] Trial 126 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 36, 'learning_rate': 0.01834045682596044, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9833888262400443, 'colsample_bytree': 0.6734093416040947, 'gamma': 1.865260044339806, 'reg_alpha': 0.42289502772892945, 'reg_lambda': 0.5017878592491185}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,031] Trial 127 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 25, 'learning_rate': 0.01471042142335084, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9914761659979923, 'colsample_bytree': 0.6787620059434425, 'gamma': 2.103516208187277, 'reg_alpha': 0.5107535496088763, 'reg_lambda': 0.8540326346415785}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,133] Trial 128 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.02017447919376595, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9767172506741009, 'colsample_bytree': 0.6977476507602964, 'gamma': 1.6330321594804014, 'reg_alpha': 0.6409504461427359, 'reg_lambda': 0.6391677032936808}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,223] Trial 129 finished with value: 0.711309523809524 and parameters: {'n_estimators': 38, 'learning_rate': 0.022909461035549784, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9658170102031157, 'colsample_bytree': 0.653863127462342, 'gamma': 2.0027744096360403, 'reg_alpha': 0.5636702179703826, 'reg_lambda': 0.9236535727417969}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,279] Trial 130 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.01636564429483331, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9992493004893391, 'colsample_bytree': 0.6624635553132794, 'gamma': 1.398573310824217, 'reg_alpha': 0.5249904304544701, 'reg_lambda': 0.6243891292206393}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,364] Trial 131 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 30, 'learning_rate': 0.01826470203656263, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9858815396901452, 'colsample_bytree': 0.6577222799365157, 'gamma': 1.546047126301949, 'reg_alpha': 0.617271040836168, 'reg_lambda': 0.7178752031760031}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,513] Trial 132 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.01847965257763434, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9837205221452137, 'colsample_bytree': 0.704225711797994, 'gamma': 1.4617710251777505, 'reg_alpha': 0.6234355373978923, 'reg_lambda': 0.7152558603647408}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,555] Trial 133 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.018553133206981706, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9855591794669125, 'colsample_bytree': 0.7057985795581331, 'gamma': 1.5282045098293628, 'reg_alpha': 0.6220032909000993, 'reg_lambda': 0.6939024838187904}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,612] Trial 134 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 27, 'learning_rate': 0.017497422073606148, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9727862407342182, 'colsample_bytree': 0.7153773610013587, 'gamma': 1.6052161329584238, 'reg_alpha': 0.5879393643099052, 'reg_lambda': 0.7817577783946891}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,688] Trial 135 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 34, 'learning_rate': 0.02587738494837589, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9926236726678196, 'colsample_bytree': 0.7328930364093484, 'gamma': 1.7660877222145293, 'reg_alpha': 0.6475485866358428, 'reg_lambda': 0.7248052868042936}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,747] Trial 136 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 45, 'learning_rate': 0.019324769279629624, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.982753239079013, 'colsample_bytree': 0.6802636990629014, 'gamma': 1.445946782325087, 'reg_alpha': 0.5414778157855828, 'reg_lambda': 0.879395803184071}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,844] Trial 137 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 40, 'learning_rate': 0.015514758646778122, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.976096251985385, 'colsample_bytree': 0.6696008173432779, 'gamma': 1.3401034691941278, 'reg_alpha': 0.6087593469377013, 'reg_lambda': 0.6137640683224612}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,974] Trial 138 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.016837827359010932, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9646745609934047, 'colsample_bytree': 0.6559175273320851, 'gamma': 1.9554377013610333, 'reg_alpha': 0.5579217528656888, 'reg_lambda': 0.5477344322138091}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,059] Trial 139 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.02065370412253806, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9677620488082801, 'colsample_bytree': 0.6543545419794176, 'gamma': 2.2574839304904644, 'reg_alpha': 0.5610414935943029, 'reg_lambda': 0.5333471481670538}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,112] Trial 140 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 31, 'learning_rate': 0.020769966192202494, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9636263320649917, 'colsample_bytree': 0.6561904878080067, 'gamma': 1.9103145327134068, 'reg_alpha': 0.4737302529078276, 'reg_lambda': 0.5432334010450216}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,245] Trial 141 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.02217377075444244, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9645923528351069, 'colsample_bytree': 0.6569787844623955, 'gamma': 2.162154119013775, 'reg_alpha': 0.46662088136118884, 'reg_lambda': 0.5687048038676463}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,299] Trial 142 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 36, 'learning_rate': 0.02213721789894549, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9631514657904616, 'colsample_bytree': 0.6651785455806406, 'gamma': 2.4185535096728294, 'reg_alpha': 0.4689167723554119, 'reg_lambda': 0.5391438440662987}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,387] Trial 143 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 25, 'learning_rate': 0.02088524975562191, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9698552719488067, 'colsample_bytree': 0.6830420770094257, 'gamma': 2.2771378054133184, 'reg_alpha': 0.4869905909038851, 'reg_lambda': 0.5708187797424537}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,479] Trial 144 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 168, 'learning_rate': 0.024228871454967382, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.993646851984326, 'colsample_bytree': 0.6580453932662312, 'gamma': 1.8980412319706883, 'reg_alpha': 0.43206580588758475, 'reg_lambda': 0.5003275637271865}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,587] Trial 145 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 31, 'learning_rate': 0.020283133601490106, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9761542377639869, 'colsample_bytree': 0.6509147140913781, 'gamma': 2.048113760986148, 'reg_alpha': 0.5622032961444579, 'reg_lambda': 0.6105476178821364}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,647] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 55, 'learning_rate': 0.017236302975216687, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9999767338972957, 'colsample_bytree': 0.6960346692236573, 'gamma': 2.1991251153557014, 'reg_alpha': 0.49581389206121795, 'reg_lambda': 0.6698911495821271}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,731] Trial 147 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.02209365243045121, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9634266580308073, 'colsample_bytree': 0.6699259195311369, 'gamma': 1.9418318748247587, 'reg_alpha': 0.3563898066589381, 'reg_lambda': 0.8218672838495917}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,785] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.02769506768708777, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9821090430309088, 'colsample_bytree': 0.6825993912234508, 'gamma': 1.8198247537423407, 'reg_alpha': 0.45808540772439404, 'reg_lambda': 0.551371986980193}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,913] Trial 149 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.019492136492517315, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.9900598827557965, 'colsample_bytree': 0.6461176635668867, 'gamma': 1.649747013966464, 'reg_alpha': 0.5234613573743768, 'reg_lambda': 0.7549886996238688}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,962] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.01654250919959329, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.969988590404423, 'colsample_bytree': 0.67475905085824, 'gamma': 2.328469019707014, 'reg_alpha': 0.4118966252882941, 'reg_lambda': 0.9717447366317615}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:37,047] Trial 151 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 29, 'learning_rate': 0.017674972958592626, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9866799315863292, 'colsample_bytree': 0.6572123909713268, 'gamma': 1.571606664490206, 'reg_alpha': 0.5767210139794272, 'reg_lambda': 0.706152026843591}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:37,102] Trial 152 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 29, 'learning_rate': 0.01852690666973848, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.984439382690549, 'colsample_bytree': 0.6655932631872363, 'gamma': 1.7561824090084182, 'reg_alpha': 0.5982585612920701, 'reg_lambda': 0.6029961107012619}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:37,192] Trial 153 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.01881259274989454, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.97639298780655, 'colsample_bytree': 0.6646862597611537, 'gamma': 1.7691342264610102, 'reg_alpha': 0.5464733283623529, 'reg_lambda': 0.6110320107699632}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:37,243] Trial 154 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 36, 'learning_rate': 0.0229524483431912, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.960083680543943, 'colsample_bytree': 0.665529842943957, 'gamma': 2.104636876727315, 'reg_alpha': 0.5510641705899713, 'reg_lambda': 0.6041147100294368}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:37,346] Trial 155 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 31, 'learning_rate': 0.024992766836383573, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9764345130414933, 'colsample_bytree': 0.6397506950617429, 'gamma': 2.495508469971045, 'reg_alpha': 0.5937997557889788, 'reg_lambda': 0.5493212314927975}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,410] Trial 156 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 44, 'learning_rate': 0.0248456986462307, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9728182608505598, 'colsample_bytree': 0.6399258485752685, 'gamma': 2.698922224282735, 'reg_alpha': 0.5620059249090572, 'reg_lambda': 0.5331162501880102}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,512] Trial 157 finished with value: 0.6875 and parameters: {'n_estimators': 32, 'learning_rate': 0.020904894762930667, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9780292518419641, 'colsample_bytree': 0.6524722806594302, 'gamma': 1.974025833475865, 'reg_alpha': 0.6597390729443002, 'reg_lambda': 0.6445830110499522}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,564] Trial 158 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 38, 'learning_rate': 0.019339986633596814, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9951303466468749, 'colsample_bytree': 0.6413609031611011, 'gamma': 2.434144875575732, 'reg_alpha': 0.5986125461270392, 'reg_lambda': 0.5683625058530314}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,727] Trial 159 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.03336036100863067, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9650307297313525, 'colsample_bytree': 0.6487131728100919, 'gamma': 2.179367276786401, 'reg_alpha': 0.5338596202414154, 'reg_lambda': 0.5219183212434065}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,781] Trial 160 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 31, 'learning_rate': 0.03606279627025094, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9617605423257386, 'colsample_bytree': 0.6615805631174996, 'gamma': 2.5250470062539034, 'reg_alpha': 0.53655420075594, 'reg_lambda': 0.5005319165739407}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,843] Trial 161 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.021119359546249734, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.970065849639815, 'colsample_bytree': 0.6489541152031157, 'gamma': 2.184419856255744, 'reg_alpha': 0.5801575209575814, 'reg_lambda': 0.6007496954517421}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,902] Trial 162 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 29, 'learning_rate': 0.02879920705794118, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9703010690767775, 'colsample_bytree': 0.6484913702519288, 'gamma': 2.1844007501689697, 'reg_alpha': 0.5798761109291908, 'reg_lambda': 0.5950820050401762}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,978] Trial 163 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.03311508566390957, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.968306669947716, 'colsample_bytree': 0.808960206403441, 'gamma': 2.1777396015058486, 'reg_alpha': 0.5768838327815936, 'reg_lambda': 0.6163382265605519}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,032] Trial 164 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 26, 'learning_rate': 0.032401312369884035, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.959459572654972, 'colsample_bytree': 0.646449955471783, 'gamma': 2.2941494845395147, 'reg_alpha': 0.5488200121554923, 'reg_lambda': 0.6754100501299437}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,129] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 35, 'learning_rate': 0.04202705011753495, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.97001645410513, 'colsample_bytree': 0.6525946668496114, 'gamma': 2.055050065713743, 'reg_alpha': 0.44574231338450615, 'reg_lambda': 0.5519918327012422}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,305] Trial 166 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.029568019828699176, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9733088938021195, 'colsample_bytree': 0.6642071960285749, 'gamma': 2.173296505854579, 'reg_alpha': 0.4895749834217532, 'reg_lambda': 0.5992926059374043}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,408] Trial 167 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 29, 'learning_rate': 0.02468776433292877, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9788882468228256, 'colsample_bytree': 0.6875334068924928, 'gamma': 2.5062345049990986, 'reg_alpha': 0.5995853269559497, 'reg_lambda': 0.6633161035813949}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,524] Trial 168 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.026357803771931507, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9994315732279666, 'colsample_bytree': 0.6555926589459047, 'gamma': 1.9046473381143425, 'reg_alpha': 0.5271312374769646, 'reg_lambda': 0.5452253791372579}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,642] Trial 169 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 23, 'learning_rate': 0.026798821389067102, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9998459429875768, 'colsample_bytree': 0.6727546144670776, 'gamma': 1.9002576914341025, 'reg_alpha': 0.523944453645176, 'reg_lambda': 0.5449758551727352}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,700] Trial 170 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 48, 'learning_rate': 0.022844515771727695, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9611761767099509, 'colsample_bytree': 0.6586085822111596, 'gamma': 2.2638092254241284, 'reg_alpha': 0.4737389449414583, 'reg_lambda': 0.5803201255330287}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,792] Trial 171 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.028737058115933026, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9954063662871335, 'colsample_bytree': 0.6751065007411229, 'gamma': 1.901625536267464, 'reg_alpha': 0.5227922110063186, 'reg_lambda': 0.5319420942196398}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,844] Trial 172 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 24, 'learning_rate': 0.026218962576516194, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9982193627677245, 'colsample_bytree': 0.7012984328949734, 'gamma': 2.0148046500294905, 'reg_alpha': 0.5086522156637507, 'reg_lambda': 0.6314566731116085}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,967] Trial 173 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.026527699471852045, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9929647649591318, 'colsample_bytree': 0.6697108374644736, 'gamma': 1.8650486436183307, 'reg_alpha': 0.5635622531195366, 'reg_lambda': 0.5664457730260853}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,017] Trial 174 finished with value: 0.6875 and parameters: {'n_estimators': 20, 'learning_rate': 0.03269260576373112, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9774172129108195, 'colsample_bytree': 0.6493940176926798, 'gamma': 2.123475081912325, 'reg_alpha': 0.5783837191767759, 'reg_lambda': 0.5093214048082969}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,135] Trial 175 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 33, 'learning_rate': 0.031029815744560863, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9674388431410031, 'colsample_bytree': 0.6573811346543218, 'gamma': 2.359201977125533, 'reg_alpha': 0.5273574804428761, 'reg_lambda': 0.6997516095293379}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,184] Trial 176 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 28, 'learning_rate': 0.024313866477555193, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9993017046696463, 'colsample_bytree': 0.6901867421264346, 'gamma': 1.9956857168100108, 'reg_alpha': 0.5468468351894649, 'reg_lambda': 0.6465469328386435}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,262] Trial 177 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.021442797685801297, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.979228160161299, 'colsample_bytree': 0.6657944989566466, 'gamma': 1.7854591303448601, 'reg_alpha': 0.5335426293244715, 'reg_lambda': 0.5849785828359406}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,330] Trial 178 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 34, 'learning_rate': 0.02672775592511227, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9892067867376602, 'colsample_bytree': 0.6804588502954958, 'gamma': 1.9312910865719553, 'reg_alpha': 0.5029138527677448, 'reg_lambda': 0.5395692694087963}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,479] Trial 179 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 137, 'learning_rate': 0.023151981155483982, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7445731683077763, 'colsample_bytree': 0.6508275712200978, 'gamma': 1.7325098222345947, 'reg_alpha': 0.583431782872259, 'reg_lambda': 0.6285993983985236}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,528] Trial 180 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.019755802275397926, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9790179313202073, 'colsample_bytree': 0.6695577458471277, 'gamma': 2.213570401571278, 'reg_alpha': 0.6060284624326698, 'reg_lambda': 0.7250972542707619}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,617] Trial 181 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 24, 'learning_rate': 0.028925109555323993, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9924556230997015, 'colsample_bytree': 0.6731574448318222, 'gamma': 1.8921941439758863, 'reg_alpha': 0.521937148923888, 'reg_lambda': 0.5049906162124069}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,670] Trial 182 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 29, 'learning_rate': 0.021155155954116947, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9992577059276845, 'colsample_bytree': 0.6757803722755171, 'gamma': 2.0796695251305537, 'reg_alpha': 0.4753474353448133, 'reg_lambda': 0.5450182650507859}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,754] Trial 183 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 25, 'learning_rate': 0.02904854178575841, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9879961304858392, 'colsample_bytree': 0.6565058993804753, 'gamma': 1.8430933339836393, 'reg_alpha': 0.5543293341465924, 'reg_lambda': 0.6044756826460249}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,804] Trial 184 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 38, 'learning_rate': 0.02489050411633185, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9698742594075009, 'colsample_bytree': 0.6626257508459773, 'gamma': 1.9444231995496788, 'reg_alpha': 0.5710610396233142, 'reg_lambda': 0.6731480572612851}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,889] Trial 185 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.01890803960206346, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.992703145750578, 'colsample_bytree': 0.6443549153765805, 'gamma': 1.654493226310733, 'reg_alpha': 0.45175717338676463, 'reg_lambda': 0.5481918925926053}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,942] Trial 186 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 24, 'learning_rate': 0.0278362754548982, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.982172650917391, 'colsample_bytree': 0.7665337859431214, 'gamma': 1.7697544973104962, 'reg_alpha': 0.5141244565918084, 'reg_lambda': 0.5032428316147234}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,023] Trial 187 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.022463749123469892, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9580237209917476, 'colsample_bytree': 0.6845181899215012, 'gamma': 2.421188406116464, 'reg_alpha': 0.49187422084171534, 'reg_lambda': 0.5881720853394673}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,128] Trial 188 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 20, 'learning_rate': 0.020557841910370998, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9748179903419584, 'colsample_bytree': 0.6770334923663274, 'gamma': 2.0350974885406754, 'reg_alpha': 0.5367510963108902, 'reg_lambda': 0.6550316885756324}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,228] Trial 189 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.018655349251796488, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9930981765851067, 'colsample_bytree': 0.6353613141563786, 'gamma': 1.8549568241795364, 'reg_alpha': 0.5901183762738337, 'reg_lambda': 0.5513872177372118}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,282] Trial 190 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 33, 'learning_rate': 0.023479469228546095, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9649950253603957, 'colsample_bytree': 0.6963110381107449, 'gamma': 2.1241000856475476, 'reg_alpha': 0.5507854747660085, 'reg_lambda': 0.6136507938640938}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,369] Trial 191 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.02134801497681903, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9798751328595703, 'colsample_bytree': 0.6639596937987486, 'gamma': 1.7947861652142278, 'reg_alpha': 0.5303026994890561, 'reg_lambda': 0.580409527804636}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,421] Trial 192 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 23, 'learning_rate': 0.02166091114546753, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9838669659236529, 'colsample_bytree': 0.6653953714486323, 'gamma': 1.5904540766266069, 'reg_alpha': 0.5651975547428316, 'reg_lambda': 0.7012500122140273}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,497] Trial 193 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.025311288912763852, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.9996481605361606, 'colsample_bytree': 0.6550321359081553, 'gamma': 1.7064599095089863, 'reg_alpha': 0.5229625091572395, 'reg_lambda': 0.5889669039251832}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,621] Trial 194 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.01800281430091089, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9773840018961452, 'colsample_bytree': 0.6713080365560405, 'gamma': 1.9751875883311671, 'reg_alpha': 0.5980637125721802, 'reg_lambda': 0.5008498076414816}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,709] Trial 195 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 30, 'learning_rate': 0.03061126231573629, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9876580842896232, 'colsample_bytree': 0.6475606713679084, 'gamma': 2.273534965596745, 'reg_alpha': 0.6297951270848864, 'reg_lambda': 0.6359241332831687}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,762] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 38, 'learning_rate': 0.030819633907123247, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9895319895764558, 'colsample_bytree': 0.6500440484109062, 'gamma': 2.2525040872097972, 'reg_alpha': 0.6175966809228455, 'reg_lambda': 0.6468668549864688}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,870] Trial 197 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 31, 'learning_rate': 0.03198033983008957, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9684401311107527, 'colsample_bytree': 0.6421521563327482, 'gamma': 2.5764757735757216, 'reg_alpha': 0.6277518963142534, 'reg_lambda': 0.7342896928036702}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,921] Trial 198 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 43, 'learning_rate': 0.033730488486778044, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9869153049214454, 'colsample_bytree': 0.6572452561961271, 'gamma': 2.30094026096022, 'reg_alpha': 0.5865924209346298, 'reg_lambda': 0.635482624174573}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:41,084] Trial 199 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 28, 'learning_rate': 0.027648347304370567, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9998140384846697, 'colsample_bytree': 0.6458230944275465, 'gamma': 1.9222257955960589, 'reg_alpha': 0.5665486176379367, 'reg_lambda': 0.5470275847729619}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:41,087] A new study created in memory with name: no-name-727065ed-ef09-418d-ac3c-b5f5f12930a6
[I 2025-11-03 19:20:41,321] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.04705876984922335, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7051094662497663, 'colsample_bytree': 0.8562794746044834, 'gamma': 3.4145632232430185, 'reg_alpha': 0.7122078775619454, 'reg_lambda': 1.2153672115471048}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:20:41,439] Trial 1 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 176, 'learning_rate': 0.2518684971879988, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6555832906639987, 'colsample_bytree': 0.6825596241895562, 'gamma': 0.6462200893861847, 'reg_alpha': 0.35504682798596576, 'reg_lambda': 0.8115850388218058}. Best is trial 1 with value: 0.6220238095238095.
[I 2025-11-03 19:20:41,503] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.08119619897228715, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9255403965959215, 'colsample_bytree': 0.9102401840774809, 'gamma': 2.7406011045322303, 'reg_alpha': 0.7999147053603429, 'reg_lambda': 1.6439445685043648}. Best is trial 1 with value: 0.6220238095238095.
[I 2025-11-03 19:20:41,603] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.0931705972287337, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.6600469679724354, 'colsample_bytree': 0.9620811738188019, 'gamma': 4.183619361138374, 'reg_alpha': 0.5481983376520421, 'reg_lambda': 1.1111374768535378}. Best is trial 1 with value: 0.6220238095238095.
[I 2025-11-03 19:20:41,657] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.0962442180400449, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8617141802914158, 'colsample_bytree': 0.7219441703578715, 'gamma': 3.6233817889921687, 'reg_alpha': 0.7041442300649233, 'reg_lambda': 0.6905995212201073}. Best is trial 1 with value: 0.6220238095238095.
[I 2025-11-03 19:20:41,759] Trial 5 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 138, 'learning_rate': 0.024613587107288084, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7304785939017322, 'colsample_bytree': 0.7846964573702423, 'gamma': 0.7823059047670988, 'reg_alpha': 0.5729298910147447, 'reg_lambda': 1.8624097971722375}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:20:41,824] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.012113102263354825, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.7449407483619331, 'colsample_bytree': 0.6264842151937274, 'gamma': 4.416690413694781, 'reg_alpha': 0.3846160519511109, 'reg_lambda': 0.7226587515031984}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:20:41,866] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.07264794109456404, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9632803520337938, 'colsample_bytree': 0.7043728474043308, 'gamma': 1.1558242031324695, 'reg_alpha': 0.6328746344907943, 'reg_lambda': 0.7633527330936097}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:20:42,056] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.18515984715997014, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7253441883964453, 'colsample_bytree': 0.9094601695608148, 'gamma': 2.8251492771971143, 'reg_alpha': 0.18377021403681126, 'reg_lambda': 2.2711900362605792}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:20:42,120] Trial 9 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 92, 'learning_rate': 0.020449021816184396, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6674898487779167, 'colsample_bytree': 0.6762626483364392, 'gamma': 3.815967472337074, 'reg_alpha': 0.5850968517733904, 'reg_lambda': 2.231022552025452}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:20:42,244] Trial 10 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.02961132715381612, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8143509897888279, 'colsample_bytree': 0.7973877790593105, 'gamma': 1.658776492236284, 'reg_alpha': 0.11409198129026765, 'reg_lambda': 2.874039788885861}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:42,344] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 187, 'learning_rate': 0.02703487105056481, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8112714636864988, 'colsample_bytree': 0.792460989277828, 'gamma': 1.5775903159727847, 'reg_alpha': 0.0035296600745141488, 'reg_lambda': 2.890843661593606}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:42,494] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 213, 'learning_rate': 0.03448963052115476, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8245189930936633, 'colsample_bytree': 0.7881073316256354, 'gamma': 1.7368057224225188, 'reg_alpha': 0.03027836651662026, 'reg_lambda': 2.919674243995996}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:42,616] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 191, 'learning_rate': 0.013416126685007102, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8650632125063458, 'colsample_bytree': 0.8358483522030596, 'gamma': 1.883663348007269, 'reg_alpha': 0.014474667440581956, 'reg_lambda': 2.9755561429096336}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:42,734] Trial 14 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 248, 'learning_rate': 0.02726611182349731, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.792733450638198, 'colsample_bytree': 0.7452614039206793, 'gamma': 1.7826582589986353, 'reg_alpha': 0.18175253407658187, 'reg_lambda': 2.58336108795474}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:42,858] Trial 15 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 176, 'learning_rate': 0.018439433128585488, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7924592028224995, 'colsample_bytree': 0.8548223443517611, 'gamma': 0.11273897597837967, 'reg_alpha': 0.9853170205091636, 'reg_lambda': 2.5906718453894206}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:42,949] Trial 16 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.04647502927218189, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8976924986186305, 'colsample_bytree': 0.7673623922054683, 'gamma': 2.1879277346297434, 'reg_alpha': 0.18863011421716724, 'reg_lambda': 2.66839895714442}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,125] Trial 17 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 160, 'learning_rate': 0.045534286940790536, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6019650079837443, 'colsample_bytree': 0.7582596146248469, 'gamma': 2.3352924101739303, 'reg_alpha': 0.18091850144164223, 'reg_lambda': 2.545359639633381}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,227] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.13730904651682874, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9975233182101741, 'colsample_bytree': 0.6052487811349729, 'gamma': 2.4090218500594816, 'reg_alpha': 0.3307064761910532, 'reg_lambda': 2.000886479896057}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,274] Trial 19 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.055220704674573365, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8862933575154234, 'colsample_bytree': 0.9017894041317001, 'gamma': 3.0826399356793823, 'reg_alpha': 0.265404753700867, 'reg_lambda': 1.4909053597755852}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,412] Trial 20 finished with value: 0.699404761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.035294671650428336, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9136650382431466, 'colsample_bytree': 0.8349419941972414, 'gamma': 1.20820190518093, 'reg_alpha': 0.42336733428294393, 'reg_lambda': 2.319144641808291}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,618] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 196, 'learning_rate': 0.03544849956028473, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8322316913781639, 'colsample_bytree': 0.7996693310706071, 'gamma': 2.063622419951849, 'reg_alpha': 0.10526766609444037, 'reg_lambda': 2.7869053302450144}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,737] Trial 22 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 159, 'learning_rate': 0.060768370488901165, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8374791033749135, 'colsample_bytree': 0.8145323384521695, 'gamma': 2.2292493748391986, 'reg_alpha': 0.10221988552020603, 'reg_lambda': 2.727654582980268}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,844] Trial 23 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 201, 'learning_rate': 0.037499000178678674, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7725417376945006, 'colsample_bytree': 0.7403005823719809, 'gamma': 1.3034327854133188, 'reg_alpha': 0.12662397898311145, 'reg_lambda': 2.7230378339021883}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,965] Trial 24 finished with value: 0.699404761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.017397522926115905, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9184453548053312, 'colsample_bytree': 0.765115985731855, 'gamma': 2.0969064945327176, 'reg_alpha': 0.26683101755332417, 'reg_lambda': 2.3777040850977524}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,075] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 234, 'learning_rate': 0.041854023573442534, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.852502761281255, 'colsample_bytree': 0.8223768197922142, 'gamma': 2.682495807204748, 'reg_alpha': 0.09381292141795833, 'reg_lambda': 2.726021315118199}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,248] Trial 26 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 120, 'learning_rate': 0.029861699365383923, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8891421736427566, 'colsample_bytree': 0.8824679227886179, 'gamma': 3.2053856105343117, 'reg_alpha': 0.4588940509272421, 'reg_lambda': 2.098439000899841}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,342] Trial 27 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 201, 'learning_rate': 0.06550806612711224, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9533338787878765, 'colsample_bytree': 0.9643695221207298, 'gamma': 4.807164532698156, 'reg_alpha': 0.2598943262042076, 'reg_lambda': 2.4586373666591026}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,510] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 241, 'learning_rate': 0.02184991098309562, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7680749693671806, 'colsample_bytree': 0.6547788197326562, 'gamma': 0.7718496417603078, 'reg_alpha': 0.08367414641099395, 'reg_lambda': 2.7942876516486743}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,594] Trial 29 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 154, 'learning_rate': 0.010040230185661312, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8311854530200027, 'colsample_bytree': 0.8670426338377106, 'gamma': 1.4546431974040304, 'reg_alpha': 0.21774235674012377, 'reg_lambda': 1.3028016088999548}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,732] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 220, 'learning_rate': 0.050692289540551765, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8872183739597843, 'colsample_bytree': 0.9965233777991941, 'gamma': 2.0803187169237916, 'reg_alpha': 0.30256133520089856, 'reg_lambda': 2.137101655839465}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,835] Trial 31 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 221, 'learning_rate': 0.051101035876132975, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8800491324462492, 'colsample_bytree': 0.9447285733241672, 'gamma': 2.089935304339505, 'reg_alpha': 0.3055535196092726, 'reg_lambda': 2.980973242273203}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,969] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.04491579849773249, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8992330321981952, 'colsample_bytree': 0.9998764888605026, 'gamma': 1.9360827799487534, 'reg_alpha': 0.12282015938317037, 'reg_lambda': 2.120882635690391}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,056] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 181, 'learning_rate': 0.0482626038300183, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9526573554663988, 'colsample_bytree': 0.9970000177142196, 'gamma': 2.5830009913844396, 'reg_alpha': 0.14800150516248284, 'reg_lambda': 2.0395184339662515}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,285] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 229, 'learning_rate': 0.1162622337906545, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.910334469330573, 'colsample_bytree': 0.9986372982161283, 'gamma': 2.9217982540881224, 'reg_alpha': 0.2388575998073262, 'reg_lambda': 1.7860350522183206}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,380] Trial 35 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 226, 'learning_rate': 0.12143426036826635, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.98272662998025, 'colsample_bytree': 0.9471907014199239, 'gamma': 2.9693157671184913, 'reg_alpha': 0.3918058592536401, 'reg_lambda': 1.7126692701150152}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,618] Trial 36 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 212, 'learning_rate': 0.29407268884970095, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9345520022850269, 'colsample_bytree': 0.9302185240368662, 'gamma': 3.382726713327073, 'reg_alpha': 0.4914727479343897, 'reg_lambda': 1.8811702672406465}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,718] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.0866030500737723, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9352727967203971, 'colsample_bytree': 0.9733641239359156, 'gamma': 0.29038762561714604, 'reg_alpha': 0.3313062157053653, 'reg_lambda': 0.5074860713992457}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,845] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 175, 'learning_rate': 0.10971982619641477, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8667155626508481, 'colsample_bytree': 0.9853504757347766, 'gamma': 2.545854997492191, 'reg_alpha': 0.24546130680697437, 'reg_lambda': 1.4945032466763493}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,927] Trial 39 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 144, 'learning_rate': 0.15052850616418037, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9055611975345703, 'colsample_bytree': 0.717554034258004, 'gamma': 3.750246045556249, 'reg_alpha': 0.8850525530610308, 'reg_lambda': 1.8663358197318172}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:46,038] Trial 40 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 124, 'learning_rate': 0.21631914923477447, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6941762866668824, 'colsample_bytree': 0.9292619439715187, 'gamma': 0.9350208542396576, 'reg_alpha': 0.06408770484757625, 'reg_lambda': 1.0073300208375764}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,123] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 129, 'learning_rate': 0.19847727367293289, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6933359114522715, 'colsample_bytree': 0.9323049746146813, 'gamma': 0.9768185179559788, 'reg_alpha': 0.06090239236411851, 'reg_lambda': 1.0817033267815162}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,348] Trial 42 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 121, 'learning_rate': 0.24047268091031765, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6914942324748562, 'colsample_bytree': 0.9321950245862162, 'gamma': 0.5273942199598314, 'reg_alpha': 0.06137361770487185, 'reg_lambda': 0.9810831277575229}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,420] Trial 43 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 108, 'learning_rate': 0.19196141744688927, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6399052819527875, 'colsample_bytree': 0.8900161800722058, 'gamma': 0.9791736969122018, 'reg_alpha': 0.035823557481742846, 'reg_lambda': 0.9443511515491367}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,524] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 74, 'learning_rate': 0.18736093601768494, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7558159490743728, 'colsample_bytree': 0.9212448934785945, 'gamma': 1.0247682265434743, 'reg_alpha': 0.17203522049899073, 'reg_lambda': 1.1145095164128613}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,605] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.22540213109862828, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7014051296660212, 'colsample_bytree': 0.7693688312119341, 'gamma': 1.598703538207543, 'reg_alpha': 0.2075965685009717, 'reg_lambda': 1.3070787694581156}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,724] Trial 46 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.15567217406250938, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6789895224029265, 'colsample_bytree': 0.8514268572468946, 'gamma': 0.5573697934469188, 'reg_alpha': 0.045540809108355784, 'reg_lambda': 0.9044444914264803}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,801] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 131, 'learning_rate': 0.07361137348302761, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.7163935573129702, 'colsample_bytree': 0.6945216210890979, 'gamma': 1.3824388378132362, 'reg_alpha': 0.009749946322135827, 'reg_lambda': 1.5330000772772723}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,973] Trial 48 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 109, 'learning_rate': 0.1039353182161851, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6187365558618058, 'colsample_bytree': 0.9578640320991237, 'gamma': 0.8748358127613484, 'reg_alpha': 0.16052410477658152, 'reg_lambda': 1.06398664973598}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:47,064] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 169, 'learning_rate': 0.2979514087419393, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.7340277667194973, 'colsample_bytree': 0.780984883631132, 'gamma': 4.047955047517733, 'reg_alpha': 0.06821568244902412, 'reg_lambda': 0.6384153108642037}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:47,153] Trial 50 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 80, 'learning_rate': 0.20655170730783107, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6440953187026549, 'colsample_bytree': 0.8144519507567385, 'gamma': 1.6332875461577891, 'reg_alpha': 0.21613538762827728, 'reg_lambda': 1.2799973679166026}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:47,339] Trial 51 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.2427233799542204, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7033273292545354, 'colsample_bytree': 0.7440728380146773, 'gamma': 1.6059581297294954, 'reg_alpha': 0.22753380864554518, 'reg_lambda': 1.1920163404958446}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:47,447] Trial 52 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 110, 'learning_rate': 0.16368102723336922, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6756438870583796, 'colsample_bytree': 0.7674381594620933, 'gamma': 1.0522924006635632, 'reg_alpha': 0.202878352875181, 'reg_lambda': 1.3078290876103031}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:47,533] Trial 53 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 111, 'learning_rate': 0.15727546129472586, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.686004690599043, 'colsample_bytree': 0.7768001626945448, 'gamma': 1.0987572979943807, 'reg_alpha': 0.14083498835003308, 'reg_lambda': 0.8346695608456991}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:47,644] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.12604353585501268, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6656542926504452, 'colsample_bytree': 0.7270846278442745, 'gamma': 0.7409608883245953, 'reg_alpha': 0.688785734612811, 'reg_lambda': 1.5965707011025627}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:47,740] Trial 55 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 145, 'learning_rate': 0.16932853965361538, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7172046717735489, 'colsample_bytree': 0.8051860353459073, 'gamma': 0.3554307119862613, 'reg_alpha': 0.0020245617243135894, 'reg_lambda': 1.4222879872075778}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:47,831] Trial 56 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 63, 'learning_rate': 0.21923896213518596, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.651902460774956, 'colsample_bytree': 0.8396747234381473, 'gamma': 2.852502526408889, 'reg_alpha': 0.06629875090186817, 'reg_lambda': 1.385305513179286}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:47,944] Trial 57 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 153, 'learning_rate': 0.031095199421357345, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6212676637274013, 'colsample_bytree': 0.8713945756791848, 'gamma': 1.2612005389913814, 'reg_alpha': 0.1948070510510188, 'reg_lambda': 1.1629190409593888}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,060] Trial 58 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 136, 'learning_rate': 0.13326605725860785, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7816846300868107, 'colsample_bytree': 0.7935100279657229, 'gamma': 1.8290824941669714, 'reg_alpha': 0.11724452083009608, 'reg_lambda': 1.0355950255173398}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,155] Trial 59 finished with value: 0.738095238095238 and parameters: {'n_estimators': 187, 'learning_rate': 0.27444560947632746, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8144608645198281, 'colsample_bytree': 0.7608152684576742, 'gamma': 2.3042450010368762, 'reg_alpha': 0.37888831540076984, 'reg_lambda': 0.830089995228112}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,369] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 191, 'learning_rate': 0.07821751524947794, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8124131801959386, 'colsample_bytree': 0.7487255062123701, 'gamma': 2.384248026570969, 'reg_alpha': 0.298105347659417, 'reg_lambda': 0.7083828037326375}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,470] Trial 61 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 209, 'learning_rate': 0.1694189470935102, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.850778883607423, 'colsample_bytree': 0.7255952655285074, 'gamma': 1.4573737156484063, 'reg_alpha': 0.37257386653468155, 'reg_lambda': 0.870154857718882}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,579] Trial 62 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.2669674735898954, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.8053683133135061, 'colsample_bytree': 0.7619646602976881, 'gamma': 0.9417367949555961, 'reg_alpha': 0.4426728652234262, 'reg_lambda': 0.6012725686651554}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,668] Trial 63 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 186, 'learning_rate': 0.2574617171194286, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7458349464473479, 'colsample_bytree': 0.9035629587636291, 'gamma': 2.7671670687939387, 'reg_alpha': 0.557138813171275, 'reg_lambda': 1.0140160418432598}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,770] Trial 64 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 118, 'learning_rate': 0.20216919112234524, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8150754333095043, 'colsample_bytree': 0.8294191427191385, 'gamma': 2.2548107166641507, 'reg_alpha': 0.16581189740490762, 'reg_lambda': 2.624624662712579}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,859] Trial 65 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 119, 'learning_rate': 0.02448101008108423, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8474144340760763, 'colsample_bytree': 0.7531539659989736, 'gamma': 2.198761427806198, 'reg_alpha': 0.16006177719865577, 'reg_lambda': 2.517200553389181}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,969] Trial 66 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 101, 'learning_rate': 0.17054034286916747, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8184813202568607, 'colsample_bytree': 0.8255158553122598, 'gamma': 1.9389494012389714, 'reg_alpha': 0.2447521168193351, 'reg_lambda': 2.6560379893588406}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,038] Trial 67 finished with value: 0.675595238095238 and parameters: {'n_estimators': 89, 'learning_rate': 0.06514011435714902, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7987929829470292, 'colsample_bytree': 0.7102325875365105, 'gamma': 3.179888890359316, 'reg_alpha': 0.28253828264912073, 'reg_lambda': 2.8677633186537643}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,167] Trial 68 finished with value: 0.693452380952381 and parameters: {'n_estimators': 174, 'learning_rate': 0.26677541283553574, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8706490875296133, 'colsample_bytree': 0.7357518415275394, 'gamma': 2.343856578873546, 'reg_alpha': 0.347528937417544, 'reg_lambda': 2.4131045214351516}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,398] Trial 69 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 248, 'learning_rate': 0.21781740016311635, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7843331328419578, 'colsample_bytree': 0.80164182415085, 'gamma': 2.635795006807072, 'reg_alpha': 0.39732917540349894, 'reg_lambda': 2.6375191188255216}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,544] Trial 70 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 250, 'learning_rate': 0.014989675270980272, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7815504307435479, 'colsample_bytree': 0.7867839592565004, 'gamma': 2.4786883315921866, 'reg_alpha': 0.46916238331015425, 'reg_lambda': 2.6352921170106467}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,650] Trial 71 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 230, 'learning_rate': 0.2150606180380146, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8288603784091411, 'colsample_bytree': 0.8083924879513229, 'gamma': 2.239350481730174, 'reg_alpha': 0.38994369552539554, 'reg_lambda': 2.8690796513883146}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,781] Trial 72 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 237, 'learning_rate': 0.2151884158940357, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8366054547489759, 'colsample_bytree': 0.8071922475277497, 'gamma': 2.2339967869165354, 'reg_alpha': 0.3898349253381635, 'reg_lambda': 2.8345112817138185}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,888] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.23561232293358808, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8231893891068879, 'colsample_bytree': 0.7973186411623522, 'gamma': 2.637238193777655, 'reg_alpha': 0.406945800376744, 'reg_lambda': 2.945031808363935}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,031] Trial 74 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 242, 'learning_rate': 0.039922863071352614, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7623757649043132, 'colsample_bytree': 0.7741539846262763, 'gamma': 1.7748598296359197, 'reg_alpha': 0.4984016388417897, 'reg_lambda': 2.7618985737558477}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,197] Trial 75 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 114, 'learning_rate': 0.28436273642399285, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7834350681655716, 'colsample_bytree': 0.8241902894429107, 'gamma': 1.9593645309450907, 'reg_alpha': 0.5930207482629919, 'reg_lambda': 2.6251435354923727}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,264] Trial 76 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 29, 'learning_rate': 0.14451956222119655, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7946750970285519, 'colsample_bytree': 0.8451759659198341, 'gamma': 2.3057393952227443, 'reg_alpha': 0.521395486429927, 'reg_lambda': 0.7863422474266569}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,333] Trial 77 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 102, 'learning_rate': 0.18263023228428005, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8427328829676052, 'colsample_bytree': 0.7585563977197359, 'gamma': 2.088061601292627, 'reg_alpha': 0.33083981069214263, 'reg_lambda': 2.5283464519764633}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,501] Trial 78 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.20796200257291217, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8116977924312814, 'colsample_bytree': 0.8126732802642169, 'gamma': 2.6524313414055385, 'reg_alpha': 0.09350916315721616, 'reg_lambda': 2.298848744324089}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,584] Trial 79 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 153, 'learning_rate': 0.09460527789475967, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8263281681816831, 'colsample_bytree': 0.8307953706490495, 'gamma': 3.0278550464035154, 'reg_alpha': 0.36353330690305774, 'reg_lambda': 2.68794555724074}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,757] Trial 80 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 246, 'learning_rate': 0.05794842711552606, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7449917734399516, 'colsample_bytree': 0.7874789371057285, 'gamma': 2.476529264823657, 'reg_alpha': 0.43464011340691416, 'reg_lambda': 2.8636209418775147}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,852] Trial 81 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 229, 'learning_rate': 0.18777678139065768, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8589819877461036, 'colsample_bytree': 0.7684676180491693, 'gamma': 2.911485462496133, 'reg_alpha': 0.18110885171016775, 'reg_lambda': 2.208970025392746}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,992] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 214, 'learning_rate': 0.25442801413029675, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8841460797283186, 'colsample_bytree': 0.8593479382750169, 'gamma': 2.7303993232626946, 'reg_alpha': 0.13811071932422841, 'reg_lambda': 2.806450625338195}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,087] Trial 83 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 223, 'learning_rate': 0.11212453545584952, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.924708563269244, 'colsample_bytree': 0.798874554543914, 'gamma': 3.318127405585171, 'reg_alpha': 0.2753810108960845, 'reg_lambda': 1.9687581484197145}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,210] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 195, 'learning_rate': 0.2229694139772287, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9115408988651008, 'colsample_bytree': 0.980043560614344, 'gamma': 1.715943461671318, 'reg_alpha': 0.24240798436916663, 'reg_lambda': 2.9081556058195113}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,308] Trial 85 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 234, 'learning_rate': 0.17424217552457932, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8953457785532474, 'colsample_bytree': 0.6557082916016161, 'gamma': 2.2046979895693557, 'reg_alpha': 0.3143435103324738, 'reg_lambda': 2.375431188910984}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,522] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.032332822725923686, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8744224045650987, 'colsample_bytree': 0.7813452389496519, 'gamma': 2.5410117804513916, 'reg_alpha': 0.19259625686668655, 'reg_lambda': 2.9799823021870586}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,599] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.20231397845323834, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9369656791799303, 'colsample_bytree': 0.7322126100059914, 'gamma': 1.176014542658439, 'reg_alpha': 0.08684238411831921, 'reg_lambda': 2.576123176634714}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,716] Trial 88 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 115, 'learning_rate': 0.027396042521433114, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9504781501762087, 'colsample_bytree': 0.6831297526165767, 'gamma': 1.1492930346169687, 'reg_alpha': 0.10210592555017761, 'reg_lambda': 2.4842744153617793}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,801] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 123, 'learning_rate': 0.20038651026079826, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6735055933633253, 'colsample_bytree': 0.7375679097442666, 'gamma': 0.6175075858611123, 'reg_alpha': 0.02237801975427573, 'reg_lambda': 2.7245791619732813}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,912] Trial 90 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 142, 'learning_rate': 0.28014060192141294, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9362871708173756, 'colsample_bytree': 0.7546204463807579, 'gamma': 1.42117254749515, 'reg_alpha': 0.08106403244340399, 'reg_lambda': 2.665602568506958}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,994] Trial 91 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.23687132778043057, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9015378875983254, 'colsample_bytree': 0.7664906694874594, 'gamma': 0.8201384580869058, 'reg_alpha': 0.1148190786001922, 'reg_lambda': 1.788669883982129}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,112] Trial 92 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 138, 'learning_rate': 0.2281258893806618, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8570282213278444, 'colsample_bytree': 0.7719585354099268, 'gamma': 0.8169396502254052, 'reg_alpha': 0.11633352138861439, 'reg_lambda': 2.5468922609113944}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,194] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 159, 'learning_rate': 0.24156876407843433, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9767507238008066, 'colsample_bytree': 0.7647979520657158, 'gamma': 1.0932709822667739, 'reg_alpha': 0.13633805732955293, 'reg_lambda': 2.590848254819792}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,313] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 126, 'learning_rate': 0.15768062597903842, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8071568777653465, 'colsample_bytree': 0.7169456267232435, 'gamma': 0.40358445376490226, 'reg_alpha': 0.15630641205080903, 'reg_lambda': 2.761290503296666}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,468] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.2049496635726517, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9722369064745885, 'colsample_bytree': 0.7322820073785541, 'gamma': 0.6881921678632412, 'reg_alpha': 0.037874749299273286, 'reg_lambda': 2.4501092016941772}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,606] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.27047937363265206, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9437948090996227, 'colsample_bytree': 0.7016839353785536, 'gamma': 1.265830797462056, 'reg_alpha': 0.20177022825001137, 'reg_lambda': 0.9335403226654926}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,682] Trial 97 finished with value: 0.744047619047619 and parameters: {'n_estimators': 94, 'learning_rate': 0.2623848510657127, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9662863089361372, 'colsample_bytree': 0.80706065216967, 'gamma': 1.3311212878064353, 'reg_alpha': 0.046702981976361496, 'reg_lambda': 0.9394992292528167}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,848] Trial 98 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.2703901132320414, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9884365377100165, 'colsample_bytree': 0.6938907894505106, 'gamma': 1.225673492820609, 'reg_alpha': 0.0562889624236976, 'reg_lambda': 0.9155487445365247}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,020] Trial 99 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 81, 'learning_rate': 0.2738061746133801, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9861046440120609, 'colsample_bytree': 0.6510289321821994, 'gamma': 0.12474876710166338, 'reg_alpha': 0.41718427486841236, 'reg_lambda': 0.8790797178322698}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,132] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 94, 'learning_rate': 0.2983513440946902, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9447414809768954, 'colsample_bytree': 0.6995611415985301, 'gamma': 1.32997748029539, 'reg_alpha': 0.20612861721117684, 'reg_lambda': 0.9665872455174878}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,203] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 93, 'learning_rate': 0.2521920195390425, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.955151524993393, 'colsample_bytree': 0.689407355517403, 'gamma': 1.5097066444544627, 'reg_alpha': 0.04827514033510392, 'reg_lambda': 0.9725434016511602}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,309] Trial 102 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 75, 'learning_rate': 0.29301716165791525, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9921302478970999, 'colsample_bytree': 0.6684555877725371, 'gamma': 1.3220412050802721, 'reg_alpha': 0.2073210508397822, 'reg_lambda': 0.924390793353585}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,373] Trial 103 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.29868160147820005, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9921506812131231, 'colsample_bytree': 0.6709126019555602, 'gamma': 1.306094744403703, 'reg_alpha': 0.2010719959995459, 'reg_lambda': 0.7637031444374632}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,510] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 75, 'learning_rate': 0.29407277525348724, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9973013699599281, 'colsample_bytree': 0.6729367337570982, 'gamma': 1.3337590713650846, 'reg_alpha': 0.20256592145370503, 'reg_lambda': 0.7546028438869253}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,605] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.2853731558737303, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9890784412718582, 'colsample_bytree': 0.6614072993470133, 'gamma': 1.0329565056981094, 'reg_alpha': 0.19640215376531456, 'reg_lambda': 0.7582324866777903}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,666] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.2864819536187079, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9969659977739974, 'colsample_bytree': 0.6675975492529392, 'gamma': 1.3406503931069187, 'reg_alpha': 0.2157878990246489, 'reg_lambda': 0.7483641065193111}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,806] Trial 107 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 58, 'learning_rate': 0.2967911236835222, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9660490326587539, 'colsample_bytree': 0.6330199552392359, 'gamma': 1.3310365581602321, 'reg_alpha': 0.21902103514439042, 'reg_lambda': 0.6476329510450973}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,865] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.2990731275139828, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.965141152229923, 'colsample_bytree': 0.6247084802070435, 'gamma': 1.3016616042108078, 'reg_alpha': 0.2281002976063412, 'reg_lambda': 0.6219835868601883}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,959] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 49, 'learning_rate': 0.2975144861330647, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9969240356710422, 'colsample_bytree': 0.6221429805875124, 'gamma': 1.2804207345488885, 'reg_alpha': 0.22516895546507898, 'reg_lambda': 0.6468172652622347}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:54,018] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.2630425372539279, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9659570436653481, 'colsample_bytree': 0.6341063352480708, 'gamma': 1.3764432196184009, 'reg_alpha': 0.2519711121283037, 'reg_lambda': 0.581148266741121}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:54,115] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.2563785497178206, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9663708993799299, 'colsample_bytree': 0.6344940653022098, 'gamma': 1.3797274660140022, 'reg_alpha': 0.2544018518872205, 'reg_lambda': 0.5335241643977379}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:54,171] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.2602301941581349, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9685398685219928, 'colsample_bytree': 0.6367740371994773, 'gamma': 1.5339965440568348, 'reg_alpha': 0.22892910786240014, 'reg_lambda': 0.5159915610354529}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:54,341] Trial 113 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 62, 'learning_rate': 0.2739204344917291, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9632427243736843, 'colsample_bytree': 0.6057625485882935, 'gamma': 1.0763305311778286, 'reg_alpha': 0.2608765956183809, 'reg_lambda': 0.5674495350799189}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,415] Trial 114 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 61, 'learning_rate': 0.28083416647436, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9606128400460986, 'colsample_bytree': 0.6098676352244866, 'gamma': 1.0494521872892228, 'reg_alpha': 0.2681928705744428, 'reg_lambda': 0.5848289536268958}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,525] Trial 115 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 43, 'learning_rate': 0.2520301199588516, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9451757168761902, 'colsample_bytree': 0.635477549285734, 'gamma': 1.225128268028442, 'reg_alpha': 0.288940736458395, 'reg_lambda': 0.7085717303483275}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,581] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.24705084412140063, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9447816651813002, 'colsample_bytree': 0.6400358595835872, 'gamma': 1.180037455064918, 'reg_alpha': 0.26248381718923497, 'reg_lambda': 0.7127824677348462}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,688] Trial 117 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 63, 'learning_rate': 0.27462882016094253, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9805408194482744, 'colsample_bytree': 0.6975197834736125, 'gamma': 0.9038650979986423, 'reg_alpha': 0.28615835972754144, 'reg_lambda': 0.528368898377692}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,755] Trial 118 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.2357311613954323, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9861192287689236, 'colsample_bytree': 0.6094321162361053, 'gamma': 1.4307345398173503, 'reg_alpha': 0.25341533356516766, 'reg_lambda': 0.56535857002424}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,848] Trial 119 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 58, 'learning_rate': 0.25658243149679033, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9983908616199051, 'colsample_bytree': 0.6605554538001621, 'gamma': 1.6871214765576508, 'reg_alpha': 0.17464931007074025, 'reg_lambda': 0.6912985131589306}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,904] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 39, 'learning_rate': 0.2741779049640416, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.9585769722766994, 'colsample_bytree': 0.6004165339592705, 'gamma': 1.0103886803756585, 'reg_alpha': 0.29682420341809845, 'reg_lambda': 0.7946127010834144}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,993] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 53, 'learning_rate': 0.2985927740332237, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9448389639704714, 'colsample_bytree': 0.6211838411832079, 'gamma': 1.1971706044861294, 'reg_alpha': 0.2114696828682182, 'reg_lambda': 0.6297003253586989}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,250] Trial 122 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 46, 'learning_rate': 0.24936221615828716, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9731689239732417, 'colsample_bytree': 0.6353157057761526, 'gamma': 1.5405646488372013, 'reg_alpha': 0.23232936495401596, 'reg_lambda': 0.6779034121297569}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,348] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 43, 'learning_rate': 0.24277496597781642, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9745859352215585, 'colsample_bytree': 0.6428801259709803, 'gamma': 1.553857117144204, 'reg_alpha': 0.31804109729116053, 'reg_lambda': 0.7480007133628311}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,408] Trial 124 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.22841185835441485, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.982902909322552, 'colsample_bytree': 0.6796086244971202, 'gamma': 1.0743333236517394, 'reg_alpha': 0.18633868293125783, 'reg_lambda': 0.6803226524140622}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,493] Trial 125 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 33, 'learning_rate': 0.26128703249044694, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9271339289806956, 'colsample_bytree': 0.6333178228947055, 'gamma': 1.414219612391252, 'reg_alpha': 0.24445231447603868, 'reg_lambda': 0.8424551600314463}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,746] Trial 126 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 88, 'learning_rate': 0.24856854879760268, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9742545407517096, 'colsample_bytree': 0.6454607904558866, 'gamma': 1.2110386422952784, 'reg_alpha': 0.34906576872564543, 'reg_lambda': 0.6624934451687312}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,844] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.2549871454594451, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9741146461965756, 'colsample_bytree': 0.6470873131283025, 'gamma': 0.9048652227466096, 'reg_alpha': 0.3388556740189259, 'reg_lambda': 0.6653652972990345}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,912] Trial 128 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 87, 'learning_rate': 0.23313610351047961, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9490080162936123, 'colsample_bytree': 0.6151289099937183, 'gamma': 1.2244042275175127, 'reg_alpha': 0.2742891734021663, 'reg_lambda': 0.5575991234961037}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,009] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 85, 'learning_rate': 0.2326865553584617, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9521322953243693, 'colsample_bytree': 0.6155147818755804, 'gamma': 1.204280268199388, 'reg_alpha': 0.28022141770002523, 'reg_lambda': 0.5690261806936265}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,076] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 82, 'learning_rate': 0.1892196520069419, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9471772753968859, 'colsample_bytree': 0.7050739588143983, 'gamma': 1.4477172522056725, 'reg_alpha': 0.2588269614146895, 'reg_lambda': 0.5455520016939968}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,298] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.24810723432240073, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9623850104687036, 'colsample_bytree': 0.6307342265245075, 'gamma': 1.0646052344673418, 'reg_alpha': 0.3089999505854045, 'reg_lambda': 0.8063703483415352}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,366] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 79, 'learning_rate': 0.22395215406395613, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9622174783532981, 'colsample_bytree': 0.6278279702501215, 'gamma': 1.5994586543779277, 'reg_alpha': 0.31488835028086876, 'reg_lambda': 0.6008787146581753}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,465] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.2255842695913006, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9599277582969655, 'colsample_bytree': 0.6315301515880389, 'gamma': 1.1392177454585521, 'reg_alpha': 0.35650513987345084, 'reg_lambda': 0.6232657957630173}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,537] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.24580577399040923, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9265892046068269, 'colsample_bytree': 0.6150183255553225, 'gamma': 1.6725506188931751, 'reg_alpha': 0.3166878068845276, 'reg_lambda': 0.5050275638251714}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,630] Trial 135 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 78, 'learning_rate': 0.21445215394284936, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9289141786594239, 'colsample_bytree': 0.6155578821112956, 'gamma': 1.6347907573687541, 'reg_alpha': 0.3077261158801672, 'reg_lambda': 0.5883355264870926}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,697] Trial 136 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 78, 'learning_rate': 0.21262069456071697, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9311110024129512, 'colsample_bytree': 0.6291791097966968, 'gamma': 1.7679939420269406, 'reg_alpha': 0.3114652477775711, 'reg_lambda': 0.5118379054354422}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,797] Trial 137 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 87, 'learning_rate': 0.1836841832321729, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.966925745208473, 'colsample_bytree': 0.6196165285063189, 'gamma': 1.6476826979198638, 'reg_alpha': 0.2897863760472327, 'reg_lambda': 0.5967000546492052}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,856] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.2472927512261604, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9588252387888874, 'colsample_bytree': 0.6133959998678116, 'gamma': 1.5554868677417892, 'reg_alpha': 0.3214713396352049, 'reg_lambda': 0.6819216424886293}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,959] Trial 139 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 98, 'learning_rate': 0.21701540979378536, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9200580686458171, 'colsample_bytree': 0.6050558819511768, 'gamma': 1.5012050986103191, 'reg_alpha': 0.2993489644126004, 'reg_lambda': 0.5035955960335428}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,018] Trial 140 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 64, 'learning_rate': 0.19418369822259712, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9781430833102207, 'colsample_bytree': 0.6425888899490685, 'gamma': 1.8729295355986781, 'reg_alpha': 0.34590557261568783, 'reg_lambda': 0.5796918294014165}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,223] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 56, 'learning_rate': 0.24201651588219786, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9447976089732485, 'colsample_bytree': 0.6275694996741105, 'gamma': 1.226642231697105, 'reg_alpha': 0.27061514850285845, 'reg_lambda': 0.6706224082535842}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,311] Trial 142 finished with value: 0.738095238095238 and parameters: {'n_estimators': 35, 'learning_rate': 0.2413513552750453, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9364504326454921, 'colsample_bytree': 0.6292892508030954, 'gamma': 1.6256822957577324, 'reg_alpha': 0.2799000102509796, 'reg_lambda': 0.6534059993023702}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,370] Trial 143 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.22709007772103873, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9689808276494082, 'colsample_bytree': 0.6007838909703421, 'gamma': 1.210351822667877, 'reg_alpha': 0.33032559356641067, 'reg_lambda': 0.7155612539701148}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,491] Trial 144 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 89, 'learning_rate': 0.2546496313367364, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9538395830472135, 'colsample_bytree': 0.6155799625948173, 'gamma': 0.7449355256062594, 'reg_alpha': 0.2608755866713619, 'reg_lambda': 0.560463097021879}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,542] Trial 145 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 23, 'learning_rate': 0.20466996076959046, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9172553473733719, 'colsample_bytree': 0.6377624482046715, 'gamma': 0.9734939031631974, 'reg_alpha': 0.36087458887420126, 'reg_lambda': 0.6075599203121816}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,641] Trial 146 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.2694708634339172, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9603767802622668, 'colsample_bytree': 0.6475127012051186, 'gamma': 1.116778837503702, 'reg_alpha': 0.2406642009017406, 'reg_lambda': 0.818824755901934}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,702] Trial 147 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.2315466920309011, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9398235850732433, 'colsample_bytree': 0.6257087004614134, 'gamma': 1.399877808488088, 'reg_alpha': 0.30284308418023254, 'reg_lambda': 0.6612215271879783}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,830] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 45, 'learning_rate': 0.17654406287644095, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9767435314382965, 'colsample_bytree': 0.6257860639319374, 'gamma': 1.4180216111796615, 'reg_alpha': 0.300507202182409, 'reg_lambda': 0.6912391114709211}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,898] Trial 149 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 59, 'learning_rate': 0.22229235760375832, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9385153577055635, 'colsample_bytree': 0.6526393020379292, 'gamma': 0.8305974446551211, 'reg_alpha': 0.9738507674138699, 'reg_lambda': 0.808012563174793}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:58,091] Trial 150 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 67, 'learning_rate': 0.21437893294769092, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9504687085278358, 'colsample_bytree': 0.6348492125529228, 'gamma': 1.0927811801246499, 'reg_alpha': 0.26508493102855357, 'reg_lambda': 0.648501097913408}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:58,157] Trial 151 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 65, 'learning_rate': 0.21213209190551258, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9516993835634405, 'colsample_bytree': 0.6332619206803164, 'gamma': 1.2211720936466874, 'reg_alpha': 0.28087216053776715, 'reg_lambda': 0.6541074920822687}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:58,292] Trial 152 finished with value: 0.8214285714285714 and parameters: {'n_estimators': 39, 'learning_rate': 0.23466351741198568, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9658123414866161, 'colsample_bytree': 0.6243328642192587, 'gamma': 1.0753190933079135, 'reg_alpha': 0.2668850163327692, 'reg_lambda': 0.7248335555464288}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,346] Trial 153 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 37, 'learning_rate': 0.1976622870951122, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9428839104319585, 'colsample_bytree': 0.6221516625933614, 'gamma': 1.0843677350619725, 'reg_alpha': 0.2734807077529907, 'reg_lambda': 0.8556759205833766}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,473] Trial 154 finished with value: 0.738095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.1643391911496106, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.942473618533332, 'colsample_bytree': 0.6233050218273178, 'gamma': 1.0646605739523316, 'reg_alpha': 0.337916179034017, 'reg_lambda': 0.8762428218020024}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,528] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.19660879000841835, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9510531480749514, 'colsample_bytree': 0.6105154435104935, 'gamma': 0.9833142268587737, 'reg_alpha': 0.30402614989232923, 'reg_lambda': 0.724292497733205}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,633] Trial 156 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 40, 'learning_rate': 0.19379799510991683, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9325131872653003, 'colsample_bytree': 0.610597391498062, 'gamma': 0.8737042796475929, 'reg_alpha': 0.3007330383050163, 'reg_lambda': 0.740403086930075}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,689] Trial 157 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 41, 'learning_rate': 0.19649511721116872, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9288216995210473, 'colsample_bytree': 0.6186229442989973, 'gamma': 0.6471106399947285, 'reg_alpha': 0.27380732464274454, 'reg_lambda': 0.7903983557152351}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,806] Trial 158 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 29, 'learning_rate': 0.18256765002983452, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9090230585765563, 'colsample_bytree': 0.6063708299708248, 'gamma': 0.8652254100766114, 'reg_alpha': 0.23071181223193912, 'reg_lambda': 0.7205830569039581}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,868] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 50, 'learning_rate': 0.1424448976078119, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9366399679336221, 'colsample_bytree': 0.6442517217241504, 'gamma': 1.1359541627828917, 'reg_alpha': 0.36800930468537996, 'reg_lambda': 0.6230684859852332}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,027] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 24, 'learning_rate': 0.23135494456207842, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9204222606814723, 'colsample_bytree': 0.6247873911978805, 'gamma': 0.5102570888059232, 'reg_alpha': 0.270824820727563, 'reg_lambda': 0.6684930140846508}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,084] Trial 161 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 38, 'learning_rate': 0.19828999105688602, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9503774236666819, 'colsample_bytree': 0.6093734508606083, 'gamma': 0.9677140574946482, 'reg_alpha': 0.30831609761916146, 'reg_lambda': 0.721216241556758}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,181] Trial 162 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 47, 'learning_rate': 0.2103350798595627, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9556765084630213, 'colsample_bytree': 0.6002222482256336, 'gamma': 0.9429401652610417, 'reg_alpha': 0.29409811954676657, 'reg_lambda': 0.8431056499706954}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,245] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 45, 'learning_rate': 0.20437370438709118, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9575181438748714, 'colsample_bytree': 0.602297333347057, 'gamma': 0.7611203964950706, 'reg_alpha': 0.29866499989457523, 'reg_lambda': 0.8574085468122097}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,341] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 35, 'learning_rate': 0.1676916436198756, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9411426482507244, 'colsample_bytree': 0.6109444036877871, 'gamma': 0.926086308388517, 'reg_alpha': 0.3259983626924416, 'reg_lambda': 0.7671849764544809}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,396] Trial 165 finished with value: 0.744047619047619 and parameters: {'n_estimators': 30, 'learning_rate': 0.18697209650471822, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.972465882700249, 'colsample_bytree': 0.6181513361620121, 'gamma': 0.9933745341311262, 'reg_alpha': 0.3477367235530055, 'reg_lambda': 0.7085925672575509}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,476] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.2338078754009489, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9312867428568694, 'colsample_bytree': 0.6008438169296264, 'gamma': 0.8708908005659776, 'reg_alpha': 0.28247196897758486, 'reg_lambda': 0.8110381944901037}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,535] Trial 167 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.2243923037138084, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9599354105468936, 'colsample_bytree': 0.6244636110656315, 'gamma': 0.7015618555288257, 'reg_alpha': 0.3274215505982838, 'reg_lambda': 0.7418739795631188}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,727] Trial 168 finished with value: 0.75 and parameters: {'n_estimators': 52, 'learning_rate': 0.20942811393496125, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9453054245192135, 'colsample_bytree': 0.6102316597416734, 'gamma': 1.2390277457849732, 'reg_alpha': 0.23589282550923724, 'reg_lambda': 0.8452279887437434}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,782] Trial 169 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 43, 'learning_rate': 0.23890747670069293, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.964106187877406, 'colsample_bytree': 0.6269111700495782, 'gamma': 4.837786317691469, 'reg_alpha': 0.31080706328594393, 'reg_lambda': 1.2514973601216512}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,871] Trial 170 finished with value: 0.738095238095238 and parameters: {'n_estimators': 37, 'learning_rate': 0.17968616806849297, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9512621617418666, 'colsample_bytree': 0.6560804573486146, 'gamma': 0.9878946408891932, 'reg_alpha': 0.28985850635719795, 'reg_lambda': 0.6234072931663501}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,939] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 66, 'learning_rate': 0.21543219650808723, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9500612053275216, 'colsample_bytree': 0.6379964898434469, 'gamma': 1.1067806873086323, 'reg_alpha': 0.25449448748113546, 'reg_lambda': 0.6640354922840909}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,034] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.19561000112313542, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9815286241853307, 'colsample_bytree': 0.639693242370869, 'gamma': 1.1697897230354297, 'reg_alpha': 0.2435583467315489, 'reg_lambda': 0.6886269443209809}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,093] Trial 173 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 62, 'learning_rate': 0.21966717169593683, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9712908691076173, 'colsample_bytree': 0.6165277718727035, 'gamma': 1.0827921216480043, 'reg_alpha': 0.26262273404142034, 'reg_lambda': 0.580619035896315}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,184] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 81, 'learning_rate': 0.21679145966995042, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9729258647928448, 'colsample_bytree': 0.6174701045904263, 'gamma': 1.0573487361658063, 'reg_alpha': 0.3051927014477846, 'reg_lambda': 0.5703338718346705}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,253] Trial 175 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 74, 'learning_rate': 0.19827480617158758, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9572870034208982, 'colsample_bytree': 0.6083761231264065, 'gamma': 0.8481117067683364, 'reg_alpha': 0.25251253375440535, 'reg_lambda': 0.6089290014839557}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,361] Trial 176 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 74, 'learning_rate': 0.15947848700771428, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9550684695382595, 'colsample_bytree': 0.6082304064615943, 'gamma': 0.8391891691653252, 'reg_alpha': 0.2184809838377354, 'reg_lambda': 0.7876698967010001}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,542] Trial 177 finished with value: 0.744047619047619 and parameters: {'n_estimators': 73, 'learning_rate': 0.1608694157830953, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9338028997123683, 'colsample_bytree': 0.6090540839965709, 'gamma': 0.7964649759059543, 'reg_alpha': 0.22103446271953106, 'reg_lambda': 0.7772060806436049}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,665] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.17432977477238598, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9547351578741815, 'colsample_bytree': 0.6000888316872887, 'gamma': 0.5556760019305721, 'reg_alpha': 0.2489123502451105, 'reg_lambda': 0.7337255056875582}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,736] Trial 179 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.18950902628557617, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9399543635295425, 'colsample_bytree': 0.61698702527361, 'gamma': 0.8953420607365665, 'reg_alpha': 0.2290655850595047, 'reg_lambda': 0.8855267582570608}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,840] Trial 180 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 72, 'learning_rate': 0.19285955412760294, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9238565113833903, 'colsample_bytree': 0.6155834753353643, 'gamma': 0.8687642338630311, 'reg_alpha': 0.22515758155451235, 'reg_lambda': 1.0391221511574358}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,896] Trial 181 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 47, 'learning_rate': 0.15183384294732644, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9421328739544275, 'colsample_bytree': 0.607860757980172, 'gamma': 0.9478611124370993, 'reg_alpha': 0.2546709529105704, 'reg_lambda': 1.12312043722801}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,044] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.14888019035947705, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9380285091099135, 'colsample_bytree': 0.6081380598376883, 'gamma': 0.9376443582615199, 'reg_alpha': 0.1740144644292532, 'reg_lambda': 0.8710122871460606}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,104] Trial 183 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 45, 'learning_rate': 0.151379760884012, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.957453942904876, 'colsample_bytree': 0.618451972640393, 'gamma': 0.7745618997765066, 'reg_alpha': 0.2278423013384026, 'reg_lambda': 1.1692249766487917}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,217] Trial 184 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 46, 'learning_rate': 0.12849798391061684, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9657957892045701, 'colsample_bytree': 0.6071982630974877, 'gamma': 0.6400639276852799, 'reg_alpha': 0.21522837477406376, 'reg_lambda': 0.9143873642336564}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,286] Trial 185 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 46, 'learning_rate': 0.12130505279158206, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9672734408034075, 'colsample_bytree': 0.6057464248789306, 'gamma': 0.4652423309316529, 'reg_alpha': 0.2142432117227121, 'reg_lambda': 1.1305625270287618}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,460] Trial 186 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.15040620326952564, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9576193803984262, 'colsample_bytree': 0.6184909691455646, 'gamma': 0.49920361448242057, 'reg_alpha': 0.2287740586435585, 'reg_lambda': 1.1914869418792255}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,523] Trial 187 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 42, 'learning_rate': 0.1406449374922048, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9813589981831536, 'colsample_bytree': 0.620073628286485, 'gamma': 0.39322545512216184, 'reg_alpha': 0.19186647180879995, 'reg_lambda': 1.204152971254584}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,616] Trial 188 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 27, 'learning_rate': 0.1380312962100447, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9848327030498535, 'colsample_bytree': 0.6221806506579182, 'gamma': 0.1928285548482953, 'reg_alpha': 0.1878464363539798, 'reg_lambda': 1.368405544173655}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,679] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.126291950147886, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9709696227806413, 'colsample_bytree': 0.6187832927691348, 'gamma': 0.3373151383873888, 'reg_alpha': 0.18679521887562806, 'reg_lambda': 1.1935315984616124}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,782] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 34, 'learning_rate': 0.14009873996430064, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9566514273446747, 'colsample_bytree': 0.6010487160222266, 'gamma': 0.6096748427791725, 'reg_alpha': 0.1460614843742835, 'reg_lambda': 1.135742142615205}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,842] Trial 191 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 41, 'learning_rate': 0.15509955682109497, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9764110017715945, 'colsample_bytree': 0.6148151557879115, 'gamma': 0.4302198710127286, 'reg_alpha': 0.22965142552576456, 'reg_lambda': 1.3290706589110397}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,973] Trial 192 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 41, 'learning_rate': 0.15665757238523081, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9759778537787953, 'colsample_bytree': 0.6189004712823242, 'gamma': 0.4306309545772939, 'reg_alpha': 0.2301635381363804, 'reg_lambda': 1.2338258300309974}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,039] Trial 193 finished with value: 0.755952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.1552701184405475, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9807446300901435, 'colsample_bytree': 0.6178855902614576, 'gamma': 0.3695947350531618, 'reg_alpha': 0.22746722045919143, 'reg_lambda': 1.2342771297407256}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,144] Trial 194 finished with value: 0.761904761904762 and parameters: {'n_estimators': 31, 'learning_rate': 0.13382038985878003, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9775744106386733, 'colsample_bytree': 0.6131656200104885, 'gamma': 0.40641607684149866, 'reg_alpha': 0.19824434426995993, 'reg_lambda': 1.3281770577104959}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,223] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 38, 'learning_rate': 0.11614748702545163, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9883806356685746, 'colsample_bytree': 0.6220891205824193, 'gamma': 0.19989175202669063, 'reg_alpha': 0.7791216838750645, 'reg_lambda': 1.0896103234124916}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,415] Trial 196 finished with value: 0.755952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.1624416009034624, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9699982481546071, 'colsample_bytree': 0.600948906926822, 'gamma': 0.496040262231423, 'reg_alpha': 0.16527818069191796, 'reg_lambda': 1.4476056732342921}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,480] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.15503394534436565, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9579374319677433, 'colsample_bytree': 0.6126574056429535, 'gamma': 0.3117770153343466, 'reg_alpha': 0.2333493843588163, 'reg_lambda': 1.2762851905119672}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,645] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.14650663726459726, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9783323450497927, 'colsample_bytree': 0.6235021131755063, 'gamma': 0.2361515098058969, 'reg_alpha': 0.21215624444099157, 'reg_lambda': 1.1677317658714303}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,702] Trial 199 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 27, 'learning_rate': 0.16972909045025086, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9774128178348804, 'colsample_bytree': 0.6253159677564044, 'gamma': 0.16679929138554966, 'reg_alpha': 0.20854760611156656, 'reg_lambda': 1.3214598557469484}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,705] A new study created in memory with name: no-name-f916ecb7-4de8-4a4f-9112-2348ce82b0a5
[I 2025-11-03 19:21:02,880] Trial 0 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 225, 'learning_rate': 0.0419748551724792, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.920929399921008, 'colsample_bytree': 0.9950119933550055, 'gamma': 1.8318561135953955, 'reg_alpha': 0.37898390934287707, 'reg_lambda': 1.3371254896600424}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:02,929] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 72, 'learning_rate': 0.027041434513628827, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.9472325629450467, 'colsample_bytree': 0.6270016125661297, 'gamma': 1.4866138840484144, 'reg_alpha': 0.5829331501195657, 'reg_lambda': 0.7346735403231309}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,056] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.023643190731125086, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8697735495793758, 'colsample_bytree': 0.8030419368201629, 'gamma': 4.240662303287283, 'reg_alpha': 0.8308613977658422, 'reg_lambda': 1.7607478132740313}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,133] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.06645660830859508, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.7587010818501386, 'colsample_bytree': 0.6873244923327317, 'gamma': 2.398735711572073, 'reg_alpha': 0.423115560656118, 'reg_lambda': 0.6748244404715699}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,341] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.017999100110782113, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9075591591906483, 'colsample_bytree': 0.9625270487212445, 'gamma': 3.8624979161336723, 'reg_alpha': 0.1673073817957501, 'reg_lambda': 2.28183039243277}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,437] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 141, 'learning_rate': 0.038903595397133776, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9360830111903916, 'colsample_bytree': 0.6735392577750943, 'gamma': 4.22361189792322, 'reg_alpha': 0.36844256951969956, 'reg_lambda': 1.3752186127859227}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,537] Trial 6 finished with value: 0.5892857142857143 and parameters: {'n_estimators': 100, 'learning_rate': 0.013384581674949039, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.7903327659449408, 'colsample_bytree': 0.9420663463590988, 'gamma': 0.8927579857401186, 'reg_alpha': 0.9926374461345238, 'reg_lambda': 1.3491066848978257}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,634] Trial 7 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 199, 'learning_rate': 0.010621437457580167, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6615602447835055, 'colsample_bytree': 0.8541961344812892, 'gamma': 0.9328220447681679, 'reg_alpha': 0.8124961267037526, 'reg_lambda': 2.2798976540692464}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,871] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.057248847705329516, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.7526237757140257, 'colsample_bytree': 0.626951206293201, 'gamma': 1.8210352993722405, 'reg_alpha': 0.6139517312032196, 'reg_lambda': 1.9185057175697267}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,971] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.024615792329683337, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.8637263586990127, 'colsample_bytree': 0.7877892570297913, 'gamma': 2.6420760829883227, 'reg_alpha': 0.8257777147979231, 'reg_lambda': 1.1616080317316855}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:04,116] Trial 10 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.1857309713256516, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.997753397335337, 'colsample_bytree': 0.9890679054846134, 'gamma': 0.11555352707323685, 'reg_alpha': 0.0013098211513830615, 'reg_lambda': 2.5906279737945592}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:21:04,335] Trial 11 finished with value: 0.738095238095238 and parameters: {'n_estimators': 246, 'learning_rate': 0.1964955435564897, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9982383937769516, 'colsample_bytree': 0.9999419216614579, 'gamma': 0.06231059758658015, 'reg_alpha': 0.02850854031778392, 'reg_lambda': 2.866297902863941}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:21:04,450] Trial 12 finished with value: 0.744047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.22745998063816839, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9978179900856802, 'colsample_bytree': 0.9116468757457288, 'gamma': 0.01296816338324236, 'reg_alpha': 0.0063900696609782565, 'reg_lambda': 2.970448438988603}. Best is trial 12 with value: 0.744047619047619.
[I 2025-11-03 19:21:04,707] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 171, 'learning_rate': 0.27712173005598556, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9979284616749378, 'colsample_bytree': 0.8885858899601915, 'gamma': 0.1464764160649752, 'reg_alpha': 0.024100772625636244, 'reg_lambda': 2.9257898348935805}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:04,848] Trial 14 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 169, 'learning_rate': 0.2943856181713321, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6080489715980841, 'colsample_bytree': 0.8903877663176629, 'gamma': 0.7328687036937386, 'reg_alpha': 0.21376993143427803, 'reg_lambda': 2.9807810078556405}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:04,980] Trial 15 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 24, 'learning_rate': 0.1046283377762003, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8385782048270237, 'colsample_bytree': 0.8997868775532541, 'gamma': 3.1326046759326087, 'reg_alpha': 0.18750252174504678, 'reg_lambda': 2.5842042082540493}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:05,594] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 177, 'learning_rate': 0.12345577241915462, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9736009691233154, 'colsample_bytree': 0.7955670182826518, 'gamma': 0.471133070379252, 'reg_alpha': 0.10601528364703343, 'reg_lambda': 2.5265543200697014}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:05,736] Trial 17 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 170, 'learning_rate': 0.2912752795446801, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6929786259663661, 'colsample_bytree': 0.8436334229646711, 'gamma': 1.3271118125784753, 'reg_alpha': 0.295282326145568, 'reg_lambda': 2.03159592651409}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:05,804] Trial 18 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 92, 'learning_rate': 0.13543803332744198, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8852808114983325, 'colsample_bytree': 0.9044903953558998, 'gamma': 4.8703292352761896, 'reg_alpha': 0.09587417167680302, 'reg_lambda': 2.848668941403566}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:05,946] Trial 19 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 155, 'learning_rate': 0.07852371203885654, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9553645158665625, 'colsample_bytree': 0.7316626706635213, 'gamma': 0.45650933609738664, 'reg_alpha': 0.27345390070703857, 'reg_lambda': 2.2212953187660616}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,137] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 147, 'learning_rate': 0.08000627939744547, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8279308884282736, 'colsample_bytree': 0.7250784017352123, 'gamma': 1.3386636992007248, 'reg_alpha': 0.29031087116222576, 'reg_lambda': 2.124053391041362}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,283] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.18004446382626182, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9629365677915833, 'colsample_bytree': 0.7401769255366929, 'gamma': 0.03912121813179077, 'reg_alpha': 0.09144351665192385, 'reg_lambda': 2.6873092195808934}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,374] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 161, 'learning_rate': 0.24179135602002036, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9702422818910896, 'colsample_bytree': 0.8420043192362545, 'gamma': 0.5209964950543365, 'reg_alpha': 0.23771264089396354, 'reg_lambda': 2.388461425862538}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,494] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.09617933230645509, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9974097138290284, 'colsample_bytree': 0.9323078883172248, 'gamma': 0.4057062136805563, 'reg_alpha': 0.006864206304698549, 'reg_lambda': 2.7427571046086254}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,603] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 190, 'learning_rate': 0.1565934673792023, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9151882491529217, 'colsample_bytree': 0.7532401321364925, 'gamma': 1.1354939208824528, 'reg_alpha': 0.12398021856333025, 'reg_lambda': 2.983949015940515}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,762] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 156, 'learning_rate': 0.23391133151665072, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9533150825324214, 'colsample_bytree': 0.8789485238671806, 'gamma': 0.4414295091747246, 'reg_alpha': 0.49111238263838064, 'reg_lambda': 2.418303243015677}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,853] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 121, 'learning_rate': 0.04201535461139075, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9703455687624434, 'colsample_bytree': 0.8167844429803445, 'gamma': 1.8320612053813805, 'reg_alpha': 0.10466137803167513, 'reg_lambda': 2.1639309995973655}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,983] Trial 27 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 224, 'learning_rate': 0.0830629528248591, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.906746195604919, 'colsample_bytree': 0.9286104498159289, 'gamma': 0.002556977656910042, 'reg_alpha': 0.2870676283872702, 'reg_lambda': 1.6391014661365155}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,071] Trial 28 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.1321111864437298, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9370243207246192, 'colsample_bytree': 0.6730215002211194, 'gamma': 0.7345896403191333, 'reg_alpha': 0.05436787138537674, 'reg_lambda': 2.790652523334423}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,155] Trial 29 finished with value: 0.693452380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.1405038129175556, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9309583443957573, 'colsample_bytree': 0.6841080051208538, 'gamma': 1.8600869949794636, 'reg_alpha': 0.35561515770437274, 'reg_lambda': 2.751710089243992}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,382] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 153, 'learning_rate': 0.11095660696309924, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8908048348385914, 'colsample_bytree': 0.7091168468147442, 'gamma': 2.379849862655829, 'reg_alpha': 0.4325664605345926, 'reg_lambda': 1.8409603976539402}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,507] Trial 31 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 190, 'learning_rate': 0.22328506621432553, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9315474404177198, 'colsample_bytree': 0.6004253912647212, 'gamma': 0.6076723079274313, 'reg_alpha': 0.05348836201787441, 'reg_lambda': 2.9889432675182017}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,602] Trial 32 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.17184728007348313, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9744303570477014, 'colsample_bytree': 0.6426162355032622, 'gamma': 1.0267845849767552, 'reg_alpha': 0.17598629795481208, 'reg_lambda': 2.814447731293741}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,840] Trial 33 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.2492353015787027, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9456365664426465, 'colsample_bytree': 0.7703285720679255, 'gamma': 0.19446439670065507, 'reg_alpha': 0.07201795215414648, 'reg_lambda': 2.516572209548556}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,935] Trial 34 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 141, 'learning_rate': 0.0710255218383255, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8560066058844186, 'colsample_bytree': 0.7684524048832364, 'gamma': 0.3017743338519172, 'reg_alpha': 0.24611152325414687, 'reg_lambda': 2.559223061748086}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,051] Trial 35 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 110, 'learning_rate': 0.29674563324345693, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9426455802353577, 'colsample_bytree': 0.6605012760663916, 'gamma': 0.7433910544235534, 'reg_alpha': 0.08330129464409722, 'reg_lambda': 2.304493232056244}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,168] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.04750824916705175, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.893897337882601, 'colsample_bytree': 0.7095584944516131, 'gamma': 1.5679409036310599, 'reg_alpha': 0.15573618161351752, 'reg_lambda': 2.458235912262963}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,438] Trial 37 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.14413608634666594, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9185093973645747, 'colsample_bytree': 0.7675481835559682, 'gamma': 0.3285825049560721, 'reg_alpha': 0.6992845665018516, 'reg_lambda': 2.646413612518755}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,566] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 161, 'learning_rate': 0.09129495076723126, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.805359759809977, 'colsample_bytree': 0.7005038714573572, 'gamma': 3.327475572402503, 'reg_alpha': 0.3295322355894488, 'reg_lambda': 0.8805984426738227}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,684] Trial 39 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 80, 'learning_rate': 0.06147028343207034, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9556018573510698, 'colsample_bytree': 0.8154840458472586, 'gamma': 1.135292690890505, 'reg_alpha': 0.05816485984576478, 'reg_lambda': 2.1970050013947637}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,771] Trial 40 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 147, 'learning_rate': 0.11996653929003724, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8755786829499661, 'colsample_bytree': 0.7291988027976224, 'gamma': 0.7756954510526439, 'reg_alpha': 0.4205605141047909, 'reg_lambda': 2.023399759124732}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,903] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 174, 'learning_rate': 0.2226482649075603, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.983916948131544, 'colsample_bytree': 0.8671879679589829, 'gamma': 0.26371763500659356, 'reg_alpha': 0.1563566957753062, 'reg_lambda': 2.8419022235756453}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:09,012] Trial 42 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 203, 'learning_rate': 0.2585890152412154, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9442994951143765, 'colsample_bytree': 0.7733929661645187, 'gamma': 0.2037589148977001, 'reg_alpha': 0.004219932268344176, 'reg_lambda': 2.6958092950085515}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:09,103] Trial 43 finished with value: 0.755952380952381 and parameters: {'n_estimators': 180, 'learning_rate': 0.2082012022948771, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9887456372522632, 'colsample_bytree': 0.6548324802733786, 'gamma': 0.6070832090960621, 'reg_alpha': 0.04903551858031027, 'reg_lambda': 1.618064767077484}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:09,295] Trial 44 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 136, 'learning_rate': 0.032252085974520464, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9549928046229331, 'colsample_bytree': 0.6608210921013848, 'gamma': 0.9359675563033333, 'reg_alpha': 0.13581758820799203, 'reg_lambda': 1.4245390952973758}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:09,398] Trial 45 finished with value: 0.75 and parameters: {'n_estimators': 188, 'learning_rate': 0.18835381400790235, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9827421273169709, 'colsample_bytree': 0.6261059075912369, 'gamma': 0.5953760944710047, 'reg_alpha': 0.05044678002147218, 'reg_lambda': 1.5490184384739059}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:09,551] Trial 46 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 193, 'learning_rate': 0.18048165438869376, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.982745460634646, 'colsample_bytree': 0.6290282647923336, 'gamma': 1.5735751084726546, 'reg_alpha': 0.05418776753989951, 'reg_lambda': 1.6042922058352072}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:09,647] Trial 47 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 211, 'learning_rate': 0.2056718682043558, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9323407673423735, 'colsample_bytree': 0.6499668383470192, 'gamma': 2.114458580240108, 'reg_alpha': 0.19648848490594695, 'reg_lambda': 1.0088937282287962}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:09,786] Trial 48 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 182, 'learning_rate': 0.15923308621943635, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9852963074334258, 'colsample_bytree': 0.6101985979428688, 'gamma': 0.6402595263714456, 'reg_alpha': 0.03590332505631305, 'reg_lambda': 1.6401103017500973}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:09,886] Trial 49 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.2510526114635089, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7436331436723966, 'colsample_bytree': 0.6229231497443857, 'gamma': 1.2947111683163977, 'reg_alpha': 0.6240131877709114, 'reg_lambda': 1.492595191514141}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,021] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.20223156902101894, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.9082941795612164, 'colsample_bytree': 0.6717250952825164, 'gamma': 0.8319084289932323, 'reg_alpha': 0.8782400255259675, 'reg_lambda': 1.292509397459306}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,117] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.263055103077754, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9494929039710787, 'colsample_bytree': 0.6835097807248255, 'gamma': 0.6101787844188098, 'reg_alpha': 0.06651057455657641, 'reg_lambda': 1.8007086905793477}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,334] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.12515174949313335, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9947297060311434, 'colsample_bytree': 0.6402634881948878, 'gamma': 0.18900263798191766, 'reg_alpha': 0.23125093611178482, 'reg_lambda': 1.2622272502428995}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,436] Trial 53 finished with value: 0.755952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.1603851036777867, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9883232440439418, 'colsample_bytree': 0.6384894579720597, 'gamma': 0.19614460336369077, 'reg_alpha': 0.1160650181872121, 'reg_lambda': 1.2138935106102}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,569] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 180, 'learning_rate': 0.15637452263425175, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9758467854252464, 'colsample_bytree': 0.6173800215142887, 'gamma': 0.22285532819913625, 'reg_alpha': 0.1135865617711626, 'reg_lambda': 1.1414010296033716}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,664] Trial 55 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 216, 'learning_rate': 0.20063042913288462, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.99793813110998, 'colsample_bytree': 0.6580833221621117, 'gamma': 0.9425909664518087, 'reg_alpha': 0.03214414455722342, 'reg_lambda': 0.6367684433290152}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,804] Trial 56 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.16918461598174256, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9633786510052911, 'colsample_bytree': 0.977487578737566, 'gamma': 0.5288571542670376, 'reg_alpha': 0.14233497714793364, 'reg_lambda': 1.500597323632881}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,899] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.01816945782750556, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7079855247956828, 'colsample_bytree': 0.6335189996812733, 'gamma': 0.005053892226583229, 'reg_alpha': 0.07583201846838408, 'reg_lambda': 0.5060464569444568}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:11,027] Trial 58 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 184, 'learning_rate': 0.26005138494244884, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6052402822257162, 'colsample_bytree': 0.6732526764115037, 'gamma': 2.8186167132803757, 'reg_alpha': 0.0007783221965300471, 'reg_lambda': 1.1405139984920496}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:11,111] Trial 59 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.21374917031366514, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9292245753689657, 'colsample_bytree': 0.6001611389495609, 'gamma': 4.06593408941008, 'reg_alpha': 0.19689734507698897, 'reg_lambda': 1.7486169164591558}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:11,378] Trial 60 finished with value: 0.6041666666666666 and parameters: {'n_estimators': 148, 'learning_rate': 0.29797771917960414, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9855228345824328, 'colsample_bytree': 0.9565412612207317, 'gamma': 4.66408817519784, 'reg_alpha': 0.10199368110528699, 'reg_lambda': 0.9563756145979753}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:11,482] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.12977437710447773, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9947036689190341, 'colsample_bytree': 0.639642515615304, 'gamma': 0.1562711633804666, 'reg_alpha': 0.22937785315386564, 'reg_lambda': 1.2684584702599648}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:11,625] Trial 62 finished with value: 0.744047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.11914207346708663, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9665417301308878, 'colsample_bytree': 0.6478788312642301, 'gamma': 0.37381578837893115, 'reg_alpha': 0.032534284990191176, 'reg_lambda': 1.209314424376682}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:11,730] Trial 63 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 176, 'learning_rate': 0.1024400513695515, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.987384857742299, 'colsample_bytree': 0.6175629049397655, 'gamma': 0.2345084027712481, 'reg_alpha': 0.1332138746880896, 'reg_lambda': 1.386977518027403}. Best is trial 63 with value: 0.7619047619047619.
[I 2025-11-03 19:21:11,857] Trial 64 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 177, 'learning_rate': 0.10699821712194231, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9804417521458337, 'colsample_bytree': 0.6932295685445324, 'gamma': 0.7306487356571231, 'reg_alpha': 0.11572408412827805, 'reg_lambda': 1.4632444071594886}. Best is trial 63 with value: 0.7619047619047619.
[I 2025-11-03 19:21:11,953] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.18477566491431283, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9600977065632894, 'colsample_bytree': 0.613921690308046, 'gamma': 0.4842878145786781, 'reg_alpha': 0.0758622743092347, 'reg_lambda': 1.5789910733347292}. Best is trial 63 with value: 0.7619047619047619.
[I 2025-11-03 19:21:12,082] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 151, 'learning_rate': 0.09605140940027088, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9416199320082594, 'colsample_bytree': 0.8337524000975745, 'gamma': 1.1387377661043494, 'reg_alpha': 0.17039729774813922, 'reg_lambda': 2.895853465140676}. Best is trial 63 with value: 0.7619047619047619.
[I 2025-11-03 19:21:12,171] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.13662408992063207, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9687271975369324, 'colsample_bytree': 0.6668198581489986, 'gamma': 0.6173411071347185, 'reg_alpha': 0.13497901319996514, 'reg_lambda': 1.692891905565408}. Best is trial 63 with value: 0.7619047619047619.
[I 2025-11-03 19:21:12,302] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 175, 'learning_rate': 0.16395567433549582, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9996366028774699, 'colsample_bytree': 0.7138449831512909, 'gamma': 0.3747348065551191, 'reg_alpha': 0.029694725561781182, 'reg_lambda': 1.3714187014612575}. Best is trial 63 with value: 0.7619047619047619.
[I 2025-11-03 19:21:12,516] Trial 69 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 216, 'learning_rate': 0.14693041523901818, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9855054837110313, 'colsample_bytree': 0.6224964040695043, 'gamma': 0.10847505509742383, 'reg_alpha': 0.08466650661339525, 'reg_lambda': 1.999079690940853}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:12,681] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 215, 'learning_rate': 0.1424040731982377, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9246591696816175, 'colsample_bytree': 0.6110743333479068, 'gamma': 0.05760198834696485, 'reg_alpha': 0.09222665201547053, 'reg_lambda': 2.0197489409948504}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:12,791] Trial 71 finished with value: 0.738095238095238 and parameters: {'n_estimators': 234, 'learning_rate': 0.1916678320522561, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9870604294981163, 'colsample_bytree': 0.6261070995684462, 'gamma': 0.17849371234935432, 'reg_alpha': 0.06072666033603391, 'reg_lambda': 1.8746790040625012}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:12,923] Trial 72 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.15152191801387002, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9765827979267726, 'colsample_bytree': 0.6526272548096953, 'gamma': 0.4205245642995602, 'reg_alpha': 0.03623985210255345, 'reg_lambda': 1.953883218008715}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,022] Trial 73 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.23126688213875282, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.94781285130453, 'colsample_bytree': 0.6297965587385281, 'gamma': 0.35579203999491327, 'reg_alpha': 0.13055075442322805, 'reg_lambda': 1.5527732097526108}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,140] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.1825288390444117, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9631489174755752, 'colsample_bytree': 0.7508904699799479, 'gamma': 0.6641145349618278, 'reg_alpha': 0.08437926843509906, 'reg_lambda': 2.923071468235308}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,247] Trial 75 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 221, 'learning_rate': 0.2699393616761501, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9871280741169786, 'colsample_bytree': 0.6071954757965081, 'gamma': 3.579423245501366, 'reg_alpha': 0.17451777483888548, 'reg_lambda': 2.774485768325589}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,457] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.2360656974297139, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9730528806686832, 'colsample_bytree': 0.6841232483202149, 'gamma': 0.0941576800563857, 'reg_alpha': 0.2653997776452923, 'reg_lambda': 2.5144303339862253}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,564] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 230, 'learning_rate': 0.11006154414252109, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9045160271471736, 'colsample_bytree': 0.6387790216676571, 'gamma': 0.8917162283140689, 'reg_alpha': 0.2065619860805692, 'reg_lambda': 2.3280890223853983}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,717] Trial 78 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.21281848318790256, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9418933646207373, 'colsample_bytree': 0.9133042985448521, 'gamma': 0.25978661164623507, 'reg_alpha': 0.002112438259038202, 'reg_lambda': 2.635038869866761}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,816] Trial 79 finished with value: 0.738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.21681197377445383, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9428968428366287, 'colsample_bytree': 0.9121842401188791, 'gamma': 0.27281815512814905, 'reg_alpha': 0.005427420714318301, 'reg_lambda': 2.6155646708529896}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,921] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 22, 'learning_rate': 0.27226538096397973, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9546731816946641, 'colsample_bytree': 0.8776439771288439, 'gamma': 0.4844872926179248, 'reg_alpha': 0.10790218056798423, 'reg_lambda': 2.7077320205215845}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,023] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 194, 'learning_rate': 0.19531339449994814, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9886571858944804, 'colsample_bytree': 0.9388818776499999, 'gamma': 0.2797820581712102, 'reg_alpha': 0.04017536535570082, 'reg_lambda': 1.717961477548982}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,166] Trial 82 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 204, 'learning_rate': 0.1697013991181504, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.780738814893135, 'colsample_bytree': 0.9027496144972285, 'gamma': 0.002388472250749424, 'reg_alpha': 0.0647660693222025, 'reg_lambda': 1.0691319050805026}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,296] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 182, 'learning_rate': 0.011037262043235905, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9156541999775508, 'colsample_bytree': 0.9265062868259766, 'gamma': 0.5438289478466745, 'reg_alpha': 0.019668886642045608, 'reg_lambda': 1.404698012793645}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,533] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 187, 'learning_rate': 0.15021774740389646, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9377969594886244, 'colsample_bytree': 0.8566302709179487, 'gamma': 1.035469628228848, 'reg_alpha': 0.15273105574173954, 'reg_lambda': 2.805725418852454}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,647] Trial 85 finished with value: 0.7232142857142856 and parameters: {'n_estimators': 214, 'learning_rate': 0.2413339284076545, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9730896379332372, 'colsample_bytree': 0.9180466397525027, 'gamma': 0.7566642877637044, 'reg_alpha': 0.9946326001157411, 'reg_lambda': 2.5065934247656756}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,856] Trial 86 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 158, 'learning_rate': 0.050476907574414115, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.957244441267265, 'colsample_bytree': 0.8830947539196433, 'gamma': 0.1758929125253011, 'reg_alpha': 0.05065757050316161, 'reg_lambda': 1.335947810253205}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,957] Trial 87 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.08638648209424238, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8356362492163867, 'colsample_bytree': 0.7881340180294609, 'gamma': 0.3558656270761156, 'reg_alpha': 0.5506489093314839, 'reg_lambda': 2.9285802248051387}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,095] Trial 88 finished with value: 0.738095238095238 and parameters: {'n_estimators': 193, 'learning_rate': 0.27942484043488963, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9814223238149699, 'colsample_bytree': 0.6218546613280949, 'gamma': 0.1444920416005852, 'reg_alpha': 0.09508543929336534, 'reg_lambda': 2.4344763400225142}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,198] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.21375809613337984, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6437710383952651, 'colsample_bytree': 0.665505343494597, 'gamma': 0.6006343780215171, 'reg_alpha': 0.07660798902610896, 'reg_lambda': 2.3703960715482078}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,308] Trial 90 finished with value: 0.738095238095238 and parameters: {'n_estimators': 121, 'learning_rate': 0.17668819666977695, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9996073135490239, 'colsample_bytree': 0.8919519900284555, 'gamma': 0.4855843045014018, 'reg_alpha': 0.0005494587631044504, 'reg_lambda': 2.6611171664341513}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,416] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 195, 'learning_rate': 0.12854700812975714, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9893216245242512, 'colsample_bytree': 0.6449149147200863, 'gamma': 0.22398969259931134, 'reg_alpha': 0.12233370746500936, 'reg_lambda': 1.2392872264357702}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,664] Trial 92 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 171, 'learning_rate': 0.11614435589246719, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9907366195282061, 'colsample_bytree': 0.65240127000138, 'gamma': 0.26992791861554366, 'reg_alpha': 0.13077535661599304, 'reg_lambda': 1.3291908340870353}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,769] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.12781566300120856, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9667893139284387, 'colsample_bytree': 0.6346059587753855, 'gamma': 0.8168516137925724, 'reg_alpha': 0.05898741761112422, 'reg_lambda': 1.653753599373664}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,914] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 177, 'learning_rate': 0.07537233906637161, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9774454258567832, 'colsample_bytree': 0.9545865693246186, 'gamma': 0.09690920659668395, 'reg_alpha': 0.11894494814181769, 'reg_lambda': 1.5285592210548211}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,963] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 45, 'learning_rate': 0.13591569972430842, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.9510645064022909, 'colsample_bytree': 0.6471587363422899, 'gamma': 0.4156314961271715, 'reg_alpha': 0.1650676564955948, 'reg_lambda': 1.2127066955709256}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,099] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 186, 'learning_rate': 0.14836681097928045, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9910954256562562, 'colsample_bytree': 0.6184664244091688, 'gamma': 0.2682282718441189, 'reg_alpha': 0.01986176029103777, 'reg_lambda': 1.0809135027392762}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,210] Trial 97 finished with value: 0.744047619047619 and parameters: {'n_estimators': 193, 'learning_rate': 0.09842922628441002, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9617739198778295, 'colsample_bytree': 0.8050586716792867, 'gamma': 0.6537157788593903, 'reg_alpha': 0.047016634607968406, 'reg_lambda': 2.8560041106204985}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,344] Trial 98 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 208, 'learning_rate': 0.1627275322578519, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.936025687803467, 'colsample_bytree': 0.6996902572111308, 'gamma': 0.10521423474813199, 'reg_alpha': 0.6870215269370175, 'reg_lambda': 1.4203043267703337}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,433] Trial 99 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 152, 'learning_rate': 0.2015900852584606, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8538854111714314, 'colsample_bytree': 0.6747115728003923, 'gamma': 0.5261776245470957, 'reg_alpha': 0.08908564934475328, 'reg_lambda': 2.114735877131627}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,558] Trial 100 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 164, 'learning_rate': 0.24688579363228688, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9790968925008232, 'colsample_bytree': 0.6567701476456878, 'gamma': 0.7161282710507211, 'reg_alpha': 0.9070295156341586, 'reg_lambda': 1.4588110921684274}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,781] Trial 101 finished with value: 0.738095238095238 and parameters: {'n_estimators': 198, 'learning_rate': 0.10028239210554143, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9913466443478126, 'colsample_bytree': 0.6416546575837219, 'gamma': 0.18797592259846002, 'reg_alpha': 0.14833177039830106, 'reg_lambda': 1.2355790193283849}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,930] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 194, 'learning_rate': 0.1158078343253809, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.999074260586602, 'colsample_bytree': 0.6074749703866846, 'gamma': 0.35010702525999, 'reg_alpha': 0.22207641824522206, 'reg_lambda': 1.179420768451092}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:17,037] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.12594667352469555, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.96996819280844, 'colsample_bytree': 0.6296721639749844, 'gamma': 0.0239401930062767, 'reg_alpha': 0.07684780822847216, 'reg_lambda': 1.2728578825544778}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:17,179] Trial 104 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 220, 'learning_rate': 0.13320829175916313, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9823183280565907, 'colsample_bytree': 0.6426602462519029, 'gamma': 0.15681291873605813, 'reg_alpha': 0.11636699214547906, 'reg_lambda': 1.088739254666075}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:17,282] Trial 105 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 198, 'learning_rate': 0.17433283297725738, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9894111601674619, 'colsample_bytree': 0.6230262976490026, 'gamma': 0.4377179004438889, 'reg_alpha': 0.18896471477145543, 'reg_lambda': 1.6023729493228713}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:17,415] Trial 106 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 210, 'learning_rate': 0.18856426226507764, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9495495354725833, 'colsample_bytree': 0.6184061344337111, 'gamma': 1.0156029703887368, 'reg_alpha': 0.01875099783698591, 'reg_lambda': 1.5954366648646365}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:17,526] Trial 107 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 227, 'learning_rate': 0.2218940296395825, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9255266035959462, 'colsample_bytree': 0.6232948634577234, 'gamma': 0.4210119929698912, 'reg_alpha': 0.18120642190435832, 'reg_lambda': 2.595906483116844}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:17,743] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 173, 'learning_rate': 0.16971802627699673, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.963723804349346, 'colsample_bytree': 0.6011083234665882, 'gamma': 0.5884286509774543, 'reg_alpha': 0.048429621466301885, 'reg_lambda': 1.8146109413499671}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:17,839] Trial 109 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 188, 'learning_rate': 0.15714669778713727, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.899768907314538, 'colsample_bytree': 0.8334069696380314, 'gamma': 2.2129712212176176, 'reg_alpha': 0.021152907937646813, 'reg_lambda': 1.4938114254391204}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:17,989] Trial 110 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 166, 'learning_rate': 0.14295941267037263, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9751213170010127, 'colsample_bytree': 0.6328386656100965, 'gamma': 0.270616302079615, 'reg_alpha': 0.10096744046191176, 'reg_lambda': 2.7521792951023607}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:18,081] Trial 111 finished with value: 0.744047619047619 and parameters: {'n_estimators': 196, 'learning_rate': 0.17804516785967378, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9920143968350459, 'colsample_bytree': 0.6791165155899488, 'gamma': 0.342372315771231, 'reg_alpha': 0.14877070417589544, 'reg_lambda': 1.3199291526184571}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:18,212] Trial 112 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 202, 'learning_rate': 0.20785062683106229, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9847670848170145, 'colsample_bytree': 0.6435600194631911, 'gamma': 2.7288544949474747, 'reg_alpha': 0.20358483889984136, 'reg_lambda': 1.0074552117900866}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:18,379] Trial 113 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 190, 'learning_rate': 0.1227941165799552, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9996056652720313, 'colsample_bytree': 0.6345547743692801, 'gamma': 0.20103300611783168, 'reg_alpha': 0.06931407796332123, 'reg_lambda': 1.3761579856524502}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:18,505] Trial 114 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 185, 'learning_rate': 0.19245702819749183, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9709029229628532, 'colsample_bytree': 0.6625365912819802, 'gamma': 0.45279652369698037, 'reg_alpha': 0.06466207160138551, 'reg_lambda': 1.3810358342158982}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:18,609] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.23380095526000008, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9709868566036765, 'colsample_bytree': 0.6590471047935562, 'gamma': 0.4872597451841912, 'reg_alpha': 0.08279148445524327, 'reg_lambda': 1.4214613184506757}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:18,769] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.06477126805906915, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9588164161175107, 'colsample_bytree': 0.6665022804496703, 'gamma': 0.10435035196780004, 'reg_alpha': 0.06698501207099887, 'reg_lambda': 1.3854248251624002}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:18,959] Trial 117 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.08873490628042642, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.991364957815288, 'colsample_bytree': 0.6660817430403304, 'gamma': 0.04949132001222786, 'reg_alpha': 0.32206454398010276, 'reg_lambda': 1.3856143657415252}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:19,128] Trial 118 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.029930166032602675, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9635415547922779, 'colsample_bytree': 0.6882725733904225, 'gamma': 0.25354826036179695, 'reg_alpha': 0.12316364675502034, 'reg_lambda': 0.8180702183269456}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:19,277] Trial 119 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 217, 'learning_rate': 0.029262067024932916, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9999841526874482, 'colsample_bytree': 0.6511262962910183, 'gamma': 0.24927589025514485, 'reg_alpha': 0.12461330796364706, 'reg_lambda': 0.8732553032566721}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:19,462] Trial 120 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 211, 'learning_rate': 0.03488507519386991, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9999100527336219, 'colsample_bytree': 0.6910310628656509, 'gamma': 0.2717476452040579, 'reg_alpha': 0.1266179734047317, 'reg_lambda': 0.8065402393964566}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:19,603] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.02915761964746039, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9790449417456857, 'colsample_bytree': 0.6493365507102847, 'gamma': 0.24228477428606443, 'reg_alpha': 0.13102165057439366, 'reg_lambda': 0.7895048493328016}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:19,768] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.03823433227976415, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9592124427563146, 'colsample_bytree': 0.7000929680296115, 'gamma': 0.41600746626040425, 'reg_alpha': 0.10741863011276351, 'reg_lambda': 0.8119211468718116}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:19,917] Trial 123 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 208, 'learning_rate': 0.024318131915232705, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9979967010293509, 'colsample_bytree': 0.6888206814204776, 'gamma': 0.11768716198585324, 'reg_alpha': 0.13112162882169437, 'reg_lambda': 0.6172424978091134}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:20,278] Trial 124 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 225, 'learning_rate': 0.023077607783020603, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9999565587812712, 'colsample_bytree': 0.7167273431803383, 'gamma': 0.3076878397856558, 'reg_alpha': 0.1833034039803807, 'reg_lambda': 0.6576778375441681}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:20,442] Trial 125 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 228, 'learning_rate': 0.02122765190747998, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9982223746547898, 'colsample_bytree': 0.6924835991454662, 'gamma': 0.005624539974347281, 'reg_alpha': 0.1853886427782877, 'reg_lambda': 0.666765113439082}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:20,648] Trial 126 finished with value: 0.761904761904762 and parameters: {'n_estimators': 245, 'learning_rate': 0.019808172719553985, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9995268324585718, 'colsample_bytree': 0.6923824357633526, 'gamma': 0.01550402428077971, 'reg_alpha': 0.17653720355812327, 'reg_lambda': 0.6966575535861272}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:20,819] Trial 127 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 248, 'learning_rate': 0.021359274868463302, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9980091508500258, 'colsample_bytree': 0.7168559913181611, 'gamma': 0.03285957800840445, 'reg_alpha': 0.1866144485088869, 'reg_lambda': 0.5646888885658725}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:21,035] Trial 128 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.020733984588368518, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.997090067446989, 'colsample_bytree': 0.719134392080252, 'gamma': 0.013279214295895826, 'reg_alpha': 0.2606694649063635, 'reg_lambda': 0.5833167111927009}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:21,197] Trial 129 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.021777815893498413, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9972129231495834, 'colsample_bytree': 0.7186283675823315, 'gamma': 0.04650460141857602, 'reg_alpha': 0.25072787159519566, 'reg_lambda': 0.6177671067265944}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:21,484] Trial 130 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.02081183783457848, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9988571462477446, 'colsample_bytree': 0.7175277979718593, 'gamma': 0.03810788422812847, 'reg_alpha': 0.24220450734802018, 'reg_lambda': 0.638272094881962}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:21,655] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.02112852801405644, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9991527867389726, 'colsample_bytree': 0.7171094128165452, 'gamma': 0.013945002740052026, 'reg_alpha': 0.2507683020753107, 'reg_lambda': 0.6192834570530702}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:21,961] Trial 132 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 244, 'learning_rate': 0.02380886810866104, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9986110314127763, 'colsample_bytree': 0.7210759181726736, 'gamma': 0.10784954887115417, 'reg_alpha': 0.3056956562276913, 'reg_lambda': 0.5416433413365687}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:22,126] Trial 133 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.02502638273684192, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9988619887924365, 'colsample_bytree': 0.7395511533736336, 'gamma': 0.11907280225674635, 'reg_alpha': 0.3054108264201669, 'reg_lambda': 0.5336696036679077}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:22,334] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.015827559014980293, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9801888442148757, 'colsample_bytree': 0.7219465618938715, 'gamma': 0.0018647990608280061, 'reg_alpha': 0.2604294011240952, 'reg_lambda': 0.6271752859629863}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:22,491] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 228, 'learning_rate': 0.022670960900030353, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9928581720054206, 'colsample_bytree': 0.7340835068315903, 'gamma': 0.13397930213158066, 'reg_alpha': 0.2381295199653192, 'reg_lambda': 0.5671518615442659}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:22,671] Trial 136 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.02607794840123065, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.985169440142706, 'colsample_bytree': 0.7245310796978944, 'gamma': 0.34918228248853, 'reg_alpha': 0.36296548637424897, 'reg_lambda': 0.7422398565224873}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:22,836] Trial 137 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 241, 'learning_rate': 0.01711165331617289, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9998866469591428, 'colsample_bytree': 0.7077626166965845, 'gamma': 0.10909976078108621, 'reg_alpha': 0.2868559136379706, 'reg_lambda': 0.5844746274088268}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:23,017] Trial 138 finished with value: 0.761904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.022990088926489776, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9722841516350729, 'colsample_bytree': 0.7510308158865053, 'gamma': 0.3293253692560676, 'reg_alpha': 0.20998144849897243, 'reg_lambda': 0.6817080307717239}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:23,277] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 248, 'learning_rate': 0.01999604783154797, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9921808682590936, 'colsample_bytree': 0.7120957010096278, 'gamma': 0.1252326968749931, 'reg_alpha': 0.19670821815145742, 'reg_lambda': 0.8780678854387196}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:23,462] Trial 140 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 225, 'learning_rate': 0.03456596375601772, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9811836506527291, 'colsample_bytree': 0.7082559983806838, 'gamma': 0.002041851965171801, 'reg_alpha': 0.2834663933621563, 'reg_lambda': 0.7343844579857985}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:23,618] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 247, 'learning_rate': 0.025890801178783805, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9997322956728351, 'colsample_bytree': 0.7437535122227973, 'gamma': 0.13717568323813634, 'reg_alpha': 0.3202058356276453, 'reg_lambda': 0.5047589971223082}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:23,815] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.024214388509291567, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9926683039488814, 'colsample_bytree': 0.743160955233097, 'gamma': 0.18879814246951823, 'reg_alpha': 0.30370572020279063, 'reg_lambda': 0.5581542680533143}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:23,946] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.02828419439962282, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9851854419730781, 'colsample_bytree': 0.7357897443937049, 'gamma': 0.4500729579467602, 'reg_alpha': 0.22519062496489817, 'reg_lambda': 0.5432719375568872}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:24,150] Trial 144 finished with value: 0.75 and parameters: {'n_estimators': 248, 'learning_rate': 0.02172059956993693, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9760108369140867, 'colsample_bytree': 0.7025179327791599, 'gamma': 0.10445784497617788, 'reg_alpha': 0.3943670349538131, 'reg_lambda': 0.6597078338533234}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:24,289] Trial 145 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 223, 'learning_rate': 0.017338280919668495, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9998887617874135, 'colsample_bytree': 0.7188423513523202, 'gamma': 0.33165252636811754, 'reg_alpha': 0.26733943473615457, 'reg_lambda': 0.7108295481968416}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:24,586] Trial 146 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 232, 'learning_rate': 0.01956736162396668, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9913535486034325, 'colsample_bytree': 0.7315640547552971, 'gamma': 0.23737312528475069, 'reg_alpha': 0.3381611767352158, 'reg_lambda': 0.606417585226974}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:24,732] Trial 147 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.02607571030972055, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8094207552964555, 'colsample_bytree': 0.6999693643255886, 'gamma': 0.09932181087187253, 'reg_alpha': 0.24147730109084922, 'reg_lambda': 0.8658734042352436}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:24,882] Trial 148 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.015820871748501487, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9838627106833246, 'colsample_bytree': 0.7589805456019202, 'gamma': 7.613364710404302e-06, 'reg_alpha': 0.18804788903885236, 'reg_lambda': 0.7713181297473388}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:25,013] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.032993700755135594, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9710964975381969, 'colsample_bytree': 0.6949431064477266, 'gamma': 0.42556435692819067, 'reg_alpha': 0.4812181160107845, 'reg_lambda': 0.6708205695532401}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:25,146] Trial 150 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 218, 'learning_rate': 0.02407158615227047, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9998686938347657, 'colsample_bytree': 0.726181739078602, 'gamma': 0.3092011044125991, 'reg_alpha': 0.2977035919244255, 'reg_lambda': 0.509697993052995}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:25,344] Trial 151 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 243, 'learning_rate': 0.018220462199645595, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9934705654033608, 'colsample_bytree': 0.7092986674222201, 'gamma': 0.12082934546127536, 'reg_alpha': 0.27935677555721894, 'reg_lambda': 0.5914873363027159}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:25,510] Trial 152 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.021420886695733506, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9872936973106098, 'colsample_bytree': 0.6848325843159576, 'gamma': 0.19013351627397368, 'reg_alpha': 0.16569222925212534, 'reg_lambda': 0.5610541635176489}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:25,837] Trial 153 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 249, 'learning_rate': 0.0213577110526072, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9854062485628041, 'colsample_bytree': 0.6859100434814426, 'gamma': 0.19601854233819904, 'reg_alpha': 0.171571724577331, 'reg_lambda': 0.6339723332527826}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:26,003] Trial 154 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.021114722271260072, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9790466746761167, 'colsample_bytree': 0.6797569550024457, 'gamma': 0.21887242031530157, 'reg_alpha': 0.16660624921454506, 'reg_lambda': 0.6486250911020254}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:26,303] Trial 155 finished with value: 0.755952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.020933949988592854, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9772422920898013, 'colsample_bytree': 0.6773485878309742, 'gamma': 0.24163754003150262, 'reg_alpha': 0.16171887431892124, 'reg_lambda': 0.648288207150311}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:26,441] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 231, 'learning_rate': 0.022786632708306106, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9846271512123282, 'colsample_bytree': 0.6813410611044703, 'gamma': 0.5265487720559037, 'reg_alpha': 0.1666164666909099, 'reg_lambda': 0.9377884440484223}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:26,583] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 223, 'learning_rate': 0.01885282486864757, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9694960127963466, 'colsample_bytree': 0.6900364593871587, 'gamma': 3.0373967701190514, 'reg_alpha': 0.21550673492213554, 'reg_lambda': 0.7305595757308084}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:26,728] Trial 158 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 238, 'learning_rate': 0.027535738046249935, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9881795459820663, 'colsample_bytree': 0.6831126455724905, 'gamma': 0.360835283758834, 'reg_alpha': 0.18881127163386424, 'reg_lambda': 0.6259129418477315}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:26,929] Trial 159 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 214, 'learning_rate': 0.021411016835205545, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7236709398942825, 'colsample_bytree': 0.6706894971836856, 'gamma': 0.19812221133336472, 'reg_alpha': 0.14741134980262385, 'reg_lambda': 0.6946661891218342}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:27,208] Trial 160 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.016873492092334363, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.97957382236756, 'colsample_bytree': 0.7041663583926964, 'gamma': 0.27820200960278535, 'reg_alpha': 0.17908696632745777, 'reg_lambda': 0.7621247099397674}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:27,428] Trial 161 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 235, 'learning_rate': 0.023536641826767173, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9913459161127203, 'colsample_bytree': 0.6889548751635448, 'gamma': 0.19143075068505494, 'reg_alpha': 0.21922196016023443, 'reg_lambda': 0.5562193805222548}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:27,596] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.020457945618152312, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9876446201137585, 'colsample_bytree': 0.7187877168326142, 'gamma': 0.08708496832255112, 'reg_alpha': 0.24976805176644817, 'reg_lambda': 0.5974318270066196}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:27,780] Trial 163 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 240, 'learning_rate': 0.022544397384597716, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9759479278302255, 'colsample_bytree': 0.6964672668978701, 'gamma': 0.3936897228863566, 'reg_alpha': 0.15883386176004008, 'reg_lambda': 0.6647878099736307}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:27,935] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.019089165110963244, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9927402774290272, 'colsample_bytree': 0.7143475078577926, 'gamma': 0.29166073248731117, 'reg_alpha': 0.19761796021080882, 'reg_lambda': 0.8150355269253817}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:28,118] Trial 165 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 219, 'learning_rate': 0.031038051464316676, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.984167827416379, 'colsample_bytree': 0.6782938511023555, 'gamma': 0.19279941715329071, 'reg_alpha': 0.15322189340331238, 'reg_lambda': 0.5766601066967908}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:28,255] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 218, 'learning_rate': 0.031155816942019195, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9689216671984943, 'colsample_bytree': 0.6775486459877812, 'gamma': 0.49769210009475107, 'reg_alpha': 0.13652138524037716, 'reg_lambda': 0.6339706616102101}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:28,435] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 227, 'learning_rate': 0.035063866806615246, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9819265505830188, 'colsample_bytree': 0.6841908594372605, 'gamma': 0.003093511402409155, 'reg_alpha': 0.1522379449153448, 'reg_lambda': 0.7243279485148773}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:28,698] Trial 168 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 222, 'learning_rate': 0.04262594446756744, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9848397756411162, 'colsample_bytree': 0.6710211861363083, 'gamma': 0.20884214367640588, 'reg_alpha': 0.17727491462566808, 'reg_lambda': 0.5046878912896782}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:28,846] Trial 169 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.02773456452787551, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9743015797755631, 'colsample_bytree': 0.6630315388778188, 'gamma': 1.6646664899599277, 'reg_alpha': 0.20588365518389973, 'reg_lambda': 0.5801863525156529}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:28,944] Trial 170 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.02863431050840295, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.6752512893271134, 'colsample_bytree': 0.6544060802807743, 'gamma': 0.40710313263130427, 'reg_alpha': 0.19571599541632168, 'reg_lambda': 1.9357367344070726}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:29,103] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 205, 'learning_rate': 0.021906462691460387, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9764551172577322, 'colsample_bytree': 0.6596431965026046, 'gamma': 2.122921707864293, 'reg_alpha': 0.218813734735824, 'reg_lambda': 0.590555014554514}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:29,217] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.026577576165858863, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9921859051743166, 'colsample_bytree': 0.6907019262245662, 'gamma': 1.6644979362948673, 'reg_alpha': 0.16811190261104275, 'reg_lambda': 0.665487794249536}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:29,364] Trial 173 finished with value: 0.738095238095238 and parameters: {'n_estimators': 216, 'learning_rate': 0.024331112267054752, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9854889079257841, 'colsample_bytree': 0.6641331970036225, 'gamma': 2.5456984521287978, 'reg_alpha': 0.14306589482344334, 'reg_lambda': 0.5811168542890384}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:29,502] Trial 174 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 232, 'learning_rate': 0.030268089476535687, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9658428173696614, 'colsample_bytree': 0.6726956662043427, 'gamma': 0.16644779158976686, 'reg_alpha': 0.09700432773982592, 'reg_lambda': 0.7009559252779372}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:29,886] Trial 175 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 225, 'learning_rate': 0.020420352306024927, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9932047855913168, 'colsample_bytree': 0.6798026341941577, 'gamma': 0.30594666953985233, 'reg_alpha': 0.20224741263403354, 'reg_lambda': 0.6276853233389839}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:30,030] Trial 176 finished with value: 0.755952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.015498344772994832, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9743219186684066, 'colsample_bytree': 0.6811040152241328, 'gamma': 0.3172869122865334, 'reg_alpha': 0.19024514220822925, 'reg_lambda': 0.5551908025082555}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:30,184] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 218, 'learning_rate': 0.025722630535874504, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.980397933992623, 'colsample_bytree': 0.6930906940468361, 'gamma': 1.3384286057763422, 'reg_alpha': 0.20631856750455893, 'reg_lambda': 0.7695754367298232}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:30,321] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 202, 'learning_rate': 0.018757908736692724, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.992965707665299, 'colsample_bytree': 0.6608366135935755, 'gamma': 0.21943535957576124, 'reg_alpha': 0.16215315592054774, 'reg_lambda': 0.8500752824007629}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:30,509] Trial 179 finished with value: 0.744047619047619 and parameters: {'n_estimators': 228, 'learning_rate': 0.02736662252856704, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9879652861711448, 'colsample_bytree': 0.676506495374823, 'gamma': 0.43361823922093723, 'reg_alpha': 0.11403439480046955, 'reg_lambda': 0.9467989865098514}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:30,620] Trial 180 finished with value: 0.744047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.05670848811356929, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9661101637707937, 'colsample_bytree': 0.687176189901817, 'gamma': 0.5574824571712669, 'reg_alpha': 0.13142730509590847, 'reg_lambda': 0.6129210881030887}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:30,813] Trial 181 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 238, 'learning_rate': 0.020176378253595396, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9997739319342129, 'colsample_bytree': 0.6987630877716894, 'gamma': 0.11593933063442059, 'reg_alpha': 0.24000509035564332, 'reg_lambda': 0.6528910695044078}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:31,134] Trial 182 finished with value: 0.738095238095238 and parameters: {'n_estimators': 219, 'learning_rate': 0.021527370916781027, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9922379538851569, 'colsample_bytree': 0.6681530692940516, 'gamma': 1.8853239569492497, 'reg_alpha': 0.22823275186853265, 'reg_lambda': 0.6237386181183809}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:31,338] Trial 183 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 233, 'learning_rate': 0.020304319256490115, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9824046739924929, 'colsample_bytree': 0.7049652723809805, 'gamma': 0.076610121586803, 'reg_alpha': 0.17568133482029233, 'reg_lambda': 0.696214056947514}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:31,478] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.022380256157478618, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9994321114123625, 'colsample_bytree': 0.686274739080947, 'gamma': 0.2586839018594025, 'reg_alpha': 0.20594240299153996, 'reg_lambda': 0.5473772405483143}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:31,679] Trial 185 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 214, 'learning_rate': 0.024872466517084336, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9920028198993986, 'colsample_bytree': 0.6490173122992386, 'gamma': 0.01405558571184098, 'reg_alpha': 0.2587789486426368, 'reg_lambda': 0.5994575348279166}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:31,816] Trial 186 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.035845976784234374, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9767915571781124, 'colsample_bytree': 0.7137953176599636, 'gamma': 0.3271997914239226, 'reg_alpha': 0.14585005746271631, 'reg_lambda': 0.5035322459945689}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:32,022] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 206, 'learning_rate': 0.017416097104544625, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9855089811084048, 'colsample_bytree': 0.6757522203751877, 'gamma': 0.17448968714949425, 'reg_alpha': 0.18498278252164793, 'reg_lambda': 0.7520282243565217}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:32,188] Trial 188 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 242, 'learning_rate': 0.02138170494918096, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9995112571577283, 'colsample_bytree': 0.6970338293419136, 'gamma': 0.004008454532897471, 'reg_alpha': 0.10292764785039166, 'reg_lambda': 0.657246298408007}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:32,490] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.018970213505705723, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9914779819791268, 'colsample_bytree': 0.7265463191991258, 'gamma': 0.17279251624800385, 'reg_alpha': 0.16272696832937178, 'reg_lambda': 0.5672677787579804}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:32,631] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 200, 'learning_rate': 0.023548545885227094, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9713773817208124, 'colsample_bytree': 0.6633088777087441, 'gamma': 0.31545181207490564, 'reg_alpha': 0.2257506741971279, 'reg_lambda': 1.8696634115655726}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:32,866] Trial 191 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 244, 'learning_rate': 0.023367236129230026, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9994330655494259, 'colsample_bytree': 0.7062865965243904, 'gamma': 0.06970002110666537, 'reg_alpha': 0.26780217264437345, 'reg_lambda': 0.5509376590477023}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:33,024] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 246, 'learning_rate': 0.03130440940840767, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.986655223957937, 'colsample_bytree': 0.7072507163183364, 'gamma': 0.09115255856698971, 'reg_alpha': 0.19474035574754417, 'reg_lambda': 0.6090187217673435}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:33,290] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.025045407217440693, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9994483533502574, 'colsample_bytree': 0.696423437876834, 'gamma': 0.22566765473504682, 'reg_alpha': 0.2396884388187847, 'reg_lambda': 2.098308459198621}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:33,458] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 244, 'learning_rate': 0.020491921469024094, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9924772149815544, 'colsample_bytree': 0.6842809934678298, 'gamma': 0.09868850515417779, 'reg_alpha': 0.1322948324033679, 'reg_lambda': 0.6995868525763854}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:33,659] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 235, 'learning_rate': 0.022874185117862208, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8793119781011447, 'colsample_bytree': 0.6853053861371767, 'gamma': 0.3936650120181807, 'reg_alpha': 0.12643628050368796, 'reg_lambda': 0.6946216594444286}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:33,947] Trial 196 finished with value: 0.761904761904762 and parameters: {'n_estimators': 214, 'learning_rate': 0.02749429749771568, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9810101791912842, 'colsample_bytree': 0.6318358913057619, 'gamma': 0.17517722417131154, 'reg_alpha': 0.14159805336525058, 'reg_lambda': 1.7507876272084797}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:34,140] Trial 197 finished with value: 0.755952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.019402758360665216, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9916000439269622, 'colsample_bytree': 0.6777452137234967, 'gamma': 0.30222860082412023, 'reg_alpha': 0.0789961214092516, 'reg_lambda': 0.7263271118370025}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:34,209] Trial 198 finished with value: 0.5 and parameters: {'n_estimators': 102, 'learning_rate': 0.02201356126193467, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9812965965086584, 'colsample_bytree': 0.6934974448960664, 'gamma': 4.440618103251374, 'reg_alpha': 0.11327209611973081, 'reg_lambda': 0.5460028220941292}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:34,434] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.020569177998681753, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.77070271000356, 'colsample_bytree': 0.7040578768091242, 'gamma': 0.08721925946076489, 'reg_alpha': 0.16621080204049066, 'reg_lambda': 0.8035552768812064}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:34,438] A new study created in memory with name: no-name-d678dd9f-8e8d-4353-bcd1-7283607233c5
[I 2025-11-03 19:21:34,522] Trial 0 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 22, 'learning_rate': 0.18382875961634776, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8190848139333236, 'colsample_bytree': 0.9801297873393262, 'gamma': 0.22762390648197683, 'reg_alpha': 0.7524963610292628, 'reg_lambda': 0.9937769086076296}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:34,563] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.10413442101107658, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.6732229436549735, 'colsample_bytree': 0.9775536009762291, 'gamma': 0.7018002374941745, 'reg_alpha': 0.8721630071667962, 'reg_lambda': 2.2141562066203444}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:34,846] Trial 2 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 233, 'learning_rate': 0.23537681241763458, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7334028628957023, 'colsample_bytree': 0.9828532681155209, 'gamma': 4.338385558648988, 'reg_alpha': 0.6010919146638962, 'reg_lambda': 1.3691402928967213}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:34,873] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.14938373036546707, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7291129237551466, 'colsample_bytree': 0.652315064211889, 'gamma': 4.363473598526129, 'reg_alpha': 0.6388893132445697, 'reg_lambda': 2.2156000321421594}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:34,989] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.25641334729279724, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7545552145926124, 'colsample_bytree': 0.6179461776481, 'gamma': 3.387820536482631, 'reg_alpha': 0.19303654496281186, 'reg_lambda': 2.327158297397985}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:35,142] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 51, 'learning_rate': 0.018614297775699194, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.615004143178758, 'colsample_bytree': 0.9481462952494563, 'gamma': 2.8741936632554435, 'reg_alpha': 0.7697841854495355, 'reg_lambda': 2.8131978936931703}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:35,251] Trial 6 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 148, 'learning_rate': 0.11518879757120665, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8084447425486944, 'colsample_bytree': 0.9083810146292464, 'gamma': 1.4856392238458822, 'reg_alpha': 0.2299601015307874, 'reg_lambda': 1.887180930857343}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:35,367] Trial 7 finished with value: 0.693452380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.01083376180776353, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8849968706145401, 'colsample_bytree': 0.779801620606587, 'gamma': 2.0517430435589086, 'reg_alpha': 0.14728373145339102, 'reg_lambda': 2.8161020936793446}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:35,443] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.03927935829298076, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8024258459269054, 'colsample_bytree': 0.8035075679781961, 'gamma': 4.9417277308211345, 'reg_alpha': 0.86007375424601, 'reg_lambda': 1.1386429855614262}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:35,607] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.010928669871116571, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8636856692459349, 'colsample_bytree': 0.9890908464628403, 'gamma': 2.369487462494793, 'reg_alpha': 0.6141641147946387, 'reg_lambda': 2.6784764530685017}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:35,759] Trial 10 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 125, 'learning_rate': 0.062644885018213, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9974101506586668, 'colsample_bytree': 0.86321958869414, 'gamma': 0.008887411749572638, 'reg_alpha': 0.3971645237633411, 'reg_lambda': 0.5690337361793398}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:35,882] Trial 11 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.04644996075966709, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9987217500969929, 'colsample_bytree': 0.8601867741623561, 'gamma': 0.03053660310640864, 'reg_alpha': 0.41593786175220093, 'reg_lambda': 0.5000302474718091}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,038] Trial 12 finished with value: 0.75 and parameters: {'n_estimators': 125, 'learning_rate': 0.04344227244362214, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9892168086033504, 'colsample_bytree': 0.847629981774612, 'gamma': 0.0788687369476129, 'reg_alpha': 0.3790314453988573, 'reg_lambda': 0.5854801232169258}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,127] Trial 13 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 133, 'learning_rate': 0.07417000657316959, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.988107220926162, 'colsample_bytree': 0.8641099532879637, 'gamma': 1.0331183356945033, 'reg_alpha': 0.37891648457149224, 'reg_lambda': 0.5190986349159384}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,263] Trial 14 finished with value: 0.761904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.027164401376281438, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9306447753778796, 'colsample_bytree': 0.748396256075641, 'gamma': 1.3976220593332196, 'reg_alpha': 0.003631339468579131, 'reg_lambda': 0.8543720887564292}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,344] Trial 15 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 102, 'learning_rate': 0.06297572141233966, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9297736914632172, 'colsample_bytree': 0.8851191414985086, 'gamma': 0.4991153027720276, 'reg_alpha': 0.4274159493886611, 'reg_lambda': 1.4868330496187996}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,613] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 190, 'learning_rate': 0.029793313597813533, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.9404592211779655, 'colsample_bytree': 0.7277807648085151, 'gamma': 1.7078352533437178, 'reg_alpha': 0.49980935626899825, 'reg_lambda': 0.7443860451549189}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,692] Trial 17 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 105, 'learning_rate': 0.08049160228206757, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8888335236578392, 'colsample_bytree': 0.8251247485688364, 'gamma': 0.8734676779438088, 'reg_alpha': 0.28568600296080626, 'reg_lambda': 1.1938018913919293}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,838] Trial 18 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 164, 'learning_rate': 0.05021756624691823, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9910526688581599, 'colsample_bytree': 0.9215594981656509, 'gamma': 0.11360447768800563, 'reg_alpha': 0.08809324981058364, 'reg_lambda': 1.5955745459268356}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,911] Trial 19 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 90, 'learning_rate': 0.01532603893632268, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9424652649063586, 'colsample_bytree': 0.7067907353395702, 'gamma': 2.9587506756277966, 'reg_alpha': 0.3091190766189982, 'reg_lambda': 0.8011756452623219}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,048] Trial 20 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 177, 'learning_rate': 0.027990646409736645, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8730015923738034, 'colsample_bytree': 0.7910592191256582, 'gamma': 1.1549218861679993, 'reg_alpha': 0.5081390761659912, 'reg_lambda': 1.9187226438546825}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,156] Trial 21 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.030101712252793244, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9557723990957154, 'colsample_bytree': 0.7513997877650148, 'gamma': 1.2522932456677214, 'reg_alpha': 0.03185628818611499, 'reg_lambda': 0.8630381251281789}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,300] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.02161946523122861, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9230672197188974, 'colsample_bytree': 0.6943184787010845, 'gamma': 0.6223758230447552, 'reg_alpha': 0.019709340192501135, 'reg_lambda': 0.5076502069573597}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,413] Trial 23 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 191, 'learning_rate': 0.040391073673851204, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9985213678961808, 'colsample_bytree': 0.8426512652908913, 'gamma': 1.8351054726774318, 'reg_alpha': 0.49756313414245684, 'reg_lambda': 1.0233415917278736}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,547] Trial 24 finished with value: 0.755952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.060452552998222595, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9619195378563992, 'colsample_bytree': 0.7634606469474128, 'gamma': 0.46086343886319503, 'reg_alpha': 0.2946220418626965, 'reg_lambda': 0.7025585064066432}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,696] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.023185153313790893, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9117247848361996, 'colsample_bytree': 0.8763193377421663, 'gamma': 1.406051702973171, 'reg_alpha': 0.11666331045090417, 'reg_lambda': 1.261001014489744}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,821] Trial 26 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 169, 'learning_rate': 0.035560778372585165, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9642959107217814, 'colsample_bytree': 0.8170110791359613, 'gamma': 0.38957774550585916, 'reg_alpha': 0.9424888859440756, 'reg_lambda': 0.9388174271474161}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,928] Trial 27 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 215, 'learning_rate': 0.10240403116305057, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.850269330431994, 'colsample_bytree': 0.9084092486836898, 'gamma': 0.019834508374012044, 'reg_alpha': 0.42543719043004186, 'reg_lambda': 0.6727040610247208}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,054] Trial 28 finished with value: 0.75 and parameters: {'n_estimators': 113, 'learning_rate': 0.051920209932174326, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9053215391327185, 'colsample_bytree': 0.7361651863659388, 'gamma': 0.913357873474717, 'reg_alpha': 0.21130102095532438, 'reg_lambda': 0.8410418272174602}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,143] Trial 29 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 140, 'learning_rate': 0.08372491749126747, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.826520430826305, 'colsample_bytree': 0.6754727416102362, 'gamma': 2.2460690503755365, 'reg_alpha': 0.6736404766610404, 'reg_lambda': 1.0030429653201103}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,245] Trial 30 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 73, 'learning_rate': 0.014540364716267677, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9693486358398405, 'colsample_bytree': 0.9402867620465939, 'gamma': 2.6812258676437466, 'reg_alpha': 0.5588574974259692, 'reg_lambda': 1.0643602798563025}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,364] Trial 31 finished with value: 0.761904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.04654837606355594, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9631058359697373, 'colsample_bytree': 0.7681544595945451, 'gamma': 0.30764043929266227, 'reg_alpha': 0.27653151191598646, 'reg_lambda': 0.7162294967556899}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,673] Trial 32 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.049649724086280024, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9715132425173053, 'colsample_bytree': 0.7762459979254825, 'gamma': 0.7056677205508013, 'reg_alpha': 0.35639345360241875, 'reg_lambda': 0.6754692101361335}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,786] Trial 33 finished with value: 0.744047619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.06448660768260361, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9375476357304913, 'colsample_bytree': 0.8333443913736123, 'gamma': 0.30863538830608306, 'reg_alpha': 0.4385858443353634, 'reg_lambda': 0.5107694032219168}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,907] Trial 34 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.03409338528556943, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9055483421288479, 'colsample_bytree': 0.723727176872324, 'gamma': 0.7324669706460093, 'reg_alpha': 0.2740717255435035, 'reg_lambda': 1.3184575365911588}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,995] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.20379575711917006, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.7530919622066838, 'colsample_bytree': 0.8008202786536168, 'gamma': 0.1782442771364953, 'reg_alpha': 0.15746709345282822, 'reg_lambda': 0.9061116787760277}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:39,133] Trial 36 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 202, 'learning_rate': 0.12237995577809042, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6823251413775933, 'colsample_bytree': 0.6392315297528666, 'gamma': 0.39582527738865236, 'reg_alpha': 0.07022365191343083, 'reg_lambda': 0.623613409648154}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:39,251] Trial 37 finished with value: 0.625 and parameters: {'n_estimators': 249, 'learning_rate': 0.2999702150404476, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8409790134116437, 'colsample_bytree': 0.7519618323173933, 'gamma': 3.614003270861039, 'reg_alpha': 0.719232797154238, 'reg_lambda': 1.424431308975992}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:39,376] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 139, 'learning_rate': 0.02656641307812848, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7792800140278116, 'colsample_bytree': 0.8670998022914768, 'gamma': 1.5942842734850866, 'reg_alpha': 0.24889021149738194, 'reg_lambda': 0.7409204486271429}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:39,446] Trial 39 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.09406448366873041, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9984024407946503, 'colsample_bytree': 0.8886540404231927, 'gamma': 1.2330089777365134, 'reg_alpha': 0.5623210532972904, 'reg_lambda': 2.071631775442056}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:39,677] Trial 40 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 61, 'learning_rate': 0.1641107810435248, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9763165446548658, 'colsample_bytree': 0.9477444783462463, 'gamma': 0.8621687847788868, 'reg_alpha': 0.3339849582280925, 'reg_lambda': 1.0734390395303188}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:39,739] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.1408906593318375, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9559705762453462, 'colsample_bytree': 0.9534554301936122, 'gamma': 0.7770099808666135, 'reg_alpha': 0.3460719840694855, 'reg_lambda': 1.0817505006479364}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:39,837] Trial 42 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.18601109647009598, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9720193834255143, 'colsample_bytree': 0.9993609377226381, 'gamma': 0.042490641177364855, 'reg_alpha': 0.1827146033864623, 'reg_lambda': 0.8611418312602583}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:39,921] Trial 43 finished with value: 0.75 and parameters: {'n_estimators': 117, 'learning_rate': 0.15931937895292378, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9841883371709713, 'colsample_bytree': 0.9579550285341206, 'gamma': 0.30759417716345455, 'reg_alpha': 0.4658203029908673, 'reg_lambda': 0.638919074214878}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,033] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.06820119562961888, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9495693708888496, 'colsample_bytree': 0.9703138237387897, 'gamma': 0.9992120376560212, 'reg_alpha': 0.3946071489826715, 'reg_lambda': 1.1778912043996104}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,106] Trial 45 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 68, 'learning_rate': 0.04365678988254883, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9244354182163959, 'colsample_bytree': 0.8521009507150878, 'gamma': 0.6051567971783725, 'reg_alpha': 0.34836949256864685, 'reg_lambda': 1.703356837513227}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,184] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.01803269352250838, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6241537549201258, 'colsample_bytree': 0.9315254530697185, 'gamma': 0.2821213063332168, 'reg_alpha': 0.23025369412072527, 'reg_lambda': 0.7805681834111392}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,275] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 163, 'learning_rate': 0.03464256922189657, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.9764805333313263, 'colsample_bytree': 0.90050490288738, 'gamma': 0.554327227115748, 'reg_alpha': 0.33269437539687763, 'reg_lambda': 0.5939074470059859}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,326] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 31, 'learning_rate': 0.04599990881981967, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8942043729692088, 'colsample_bytree': 0.8129487421996543, 'gamma': 0.004923181706579127, 'reg_alpha': 0.5629620589355224, 'reg_lambda': 2.51123378107817}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,506] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.055271570975385015, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9815156909597706, 'colsample_bytree': 0.7862405005526217, 'gamma': 1.4073252552263007, 'reg_alpha': 0.4063213092919869, 'reg_lambda': 0.9414896733963246}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,578] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.024434419453469976, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9996243402155275, 'colsample_bytree': 0.7688444387543557, 'gamma': 2.09130530039083, 'reg_alpha': 0.463391077538462, 'reg_lambda': 2.9570967328273428}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,724] Trial 51 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 148, 'learning_rate': 0.05852875987468162, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9528231937793246, 'colsample_bytree': 0.7628058570357967, 'gamma': 0.41273408289281577, 'reg_alpha': 0.29975369429851545, 'reg_lambda': 0.7275551878937818}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,813] Trial 52 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 146, 'learning_rate': 0.08406556482312898, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9430824466540321, 'colsample_bytree': 0.7445478832258992, 'gamma': 1.0111415823818888, 'reg_alpha': 0.26230899222473153, 'reg_lambda': 0.5691757367140404}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,901] Trial 53 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.058065132036662435, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9227418391121998, 'colsample_bytree': 0.7122742668571793, 'gamma': 0.2621212343785611, 'reg_alpha': 0.1704579207275987, 'reg_lambda': 0.7710947666636911}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:41,030] Trial 54 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 159, 'learning_rate': 0.07543694881770963, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9557390274715254, 'colsample_bytree': 0.7630237394052116, 'gamma': 0.5733512203604239, 'reg_alpha': 0.11738245263952299, 'reg_lambda': 0.707026812272351}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:41,125] Trial 55 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 175, 'learning_rate': 0.07432568281876659, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9510510242828327, 'colsample_bytree': 0.6874936169642478, 'gamma': 0.802355761109048, 'reg_alpha': 0.07274404604477694, 'reg_lambda': 0.5979296714496423}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:41,493] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 185, 'learning_rate': 0.1201465444428418, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.877340946530931, 'colsample_bytree': 0.8292247989677709, 'gamma': 0.5312692524624136, 'reg_alpha': 0.006377140712046481, 'reg_lambda': 0.5110682657362512}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:41,608] Trial 57 finished with value: 0.761904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.07442218876668309, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9816167672789564, 'colsample_bytree': 0.7938929671448307, 'gamma': 1.2316274745254228, 'reg_alpha': 0.11778930096642605, 'reg_lambda': 0.9770002954305111}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:41,733] Trial 58 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 147, 'learning_rate': 0.09639009611565677, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9287637356874732, 'colsample_bytree': 0.9188143905470109, 'gamma': 3.5499163996597183, 'reg_alpha': 0.13247904474176106, 'reg_lambda': 0.7961272799712764}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:41,906] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.24828120214144833, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.9142358508156434, 'colsample_bytree': 0.8565870586578683, 'gamma': 1.8586491900558713, 'reg_alpha': 0.31806187792651186, 'reg_lambda': 1.0928846921521722}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,024] Trial 60 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.04066610382958295, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9377710993112283, 'colsample_bytree': 0.7540485492844138, 'gamma': 4.042560087128373, 'reg_alpha': 0.048890763600820175, 'reg_lambda': 1.2230687397557345}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,137] Trial 61 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 153, 'learning_rate': 0.037112359726874926, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9585239834652227, 'colsample_bytree': 0.7693304169403604, 'gamma': 0.45663990401115756, 'reg_alpha': 0.21284457939876608, 'reg_lambda': 0.7235688369635793}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,243] Trial 62 finished with value: 0.693452380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.030460876878537758, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9856174167617846, 'colsample_bytree': 0.7314255555136808, 'gamma': 4.955520218944693, 'reg_alpha': 0.19770924224062333, 'reg_lambda': 0.8854894040743462}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,458] Trial 63 finished with value: 0.744047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.03246091930870395, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9600498476927489, 'colsample_bytree': 0.8059689338648981, 'gamma': 0.48773821239583187, 'reg_alpha': 0.2264843130608003, 'reg_lambda': 0.7171598236863627}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,605] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 169, 'learning_rate': 0.039078958779291045, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9735086352284236, 'colsample_bytree': 0.7836032524305354, 'gamma': 0.16776614277968782, 'reg_alpha': 0.10139989905935559, 'reg_lambda': 0.6347843501893138}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,735] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.019653982741993543, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9514106933670725, 'colsample_bytree': 0.7602944515959704, 'gamma': 0.8915197383190279, 'reg_alpha': 0.3791876734672242, 'reg_lambda': 0.8172478651068378}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,889] Trial 66 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.05173735475182889, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9943489130176031, 'colsample_bytree': 0.715577560049544, 'gamma': 1.0680808478378239, 'reg_alpha': 0.30758223874734036, 'reg_lambda': 0.6832894205749811}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,977] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.06660921475571248, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8943173513544025, 'colsample_bytree': 0.7380247520820901, 'gamma': 0.7018528243375568, 'reg_alpha': 0.15008365058607454, 'reg_lambda': 0.5716775874101002}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:43,141] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.03730877291724604, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9652396101823657, 'colsample_bytree': 0.7771438603593243, 'gamma': 0.17466436150912057, 'reg_alpha': 0.06550639160004176, 'reg_lambda': 0.9406661962174846}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:43,250] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 179, 'learning_rate': 0.027276649754672345, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9383526581717201, 'colsample_bytree': 0.816058525578166, 'gamma': 0.4991837627686132, 'reg_alpha': 0.4560585118298348, 'reg_lambda': 0.5130187889479579}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:43,484] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.13310702873992172, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9875221280352733, 'colsample_bytree': 0.8424085501998809, 'gamma': 0.6192921558753757, 'reg_alpha': 0.5260959483681478, 'reg_lambda': 1.039485585087022}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:43,589] Trial 71 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 155, 'learning_rate': 0.04561347179401852, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9608859802735723, 'colsample_bytree': 0.7529732640651281, 'gamma': 0.36877094898514123, 'reg_alpha': 0.2796527689345447, 'reg_lambda': 0.720626949647371}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:43,757] Trial 72 finished with value: 0.761904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.059718659231748995, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9738300595391435, 'colsample_bytree': 0.7446481893621506, 'gamma': 0.3964625099607888, 'reg_alpha': 0.29308382886707884, 'reg_lambda': 0.7268061224851594}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:43,860] Trial 73 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 135, 'learning_rate': 0.04775581461202114, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9545972442871277, 'colsample_bytree': 0.7676187363180248, 'gamma': 0.1405364977908699, 'reg_alpha': 0.25252404721318267, 'reg_lambda': 0.8557427976355969}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,000] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 157, 'learning_rate': 0.04270982200693031, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9148573481152737, 'colsample_bytree': 0.7266015954030127, 'gamma': 0.8450583997896943, 'reg_alpha': 0.3684791926769785, 'reg_lambda': 0.8004781802867802}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,087] Trial 75 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.05517254634899337, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9340487495591471, 'colsample_bytree': 0.6917403377640426, 'gamma': 0.008744879406217043, 'reg_alpha': 0.4038145206922196, 'reg_lambda': 0.6547228082061833}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,221] Trial 76 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 111, 'learning_rate': 0.031423803646332515, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9635261111363271, 'colsample_bytree': 0.797342074260241, 'gamma': 0.3808096378122802, 'reg_alpha': 0.21365886096583642, 'reg_lambda': 1.1301032960079354}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,291] Trial 77 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.03617903119985924, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.999110328890025, 'colsample_bytree': 0.7747436208898179, 'gamma': 3.124577566248215, 'reg_alpha': 0.33261452905203776, 'reg_lambda': 0.572478787332654}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,476] Trial 78 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 151, 'learning_rate': 0.2124823716008458, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9462825235408228, 'colsample_bytree': 0.7013104786286768, 'gamma': 0.6514543303143301, 'reg_alpha': 0.41828722398076446, 'reg_lambda': 0.9072039733472892}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,589] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 181, 'learning_rate': 0.06876777617139479, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9857191018548395, 'colsample_bytree': 0.9783858215922305, 'gamma': 0.2243283287898863, 'reg_alpha': 0.2428361567858654, 'reg_lambda': 1.003252836226492}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,726] Trial 80 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 193, 'learning_rate': 0.15914935998508323, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.859359502185092, 'colsample_bytree': 0.8765709675968173, 'gamma': 0.4503583435981248, 'reg_alpha': 0.8145695750536084, 'reg_lambda': 0.7432636545990421}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,839] Trial 81 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.04489502295244158, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9599718612051599, 'colsample_bytree': 0.7580489993083175, 'gamma': 0.3193583180067868, 'reg_alpha': 0.28785880570402217, 'reg_lambda': 0.6895462594449501}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,997] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.0443565548516785, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9699552170919055, 'colsample_bytree': 0.7596576632960831, 'gamma': 0.12397291912823241, 'reg_alpha': 0.2950938042612412, 'reg_lambda': 0.6741718244596442}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:45,103] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 129, 'learning_rate': 0.04978154053246722, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6983990313231019, 'colsample_bytree': 0.7377759169188689, 'gamma': 0.33406106867426644, 'reg_alpha': 0.18815954427638162, 'reg_lambda': 0.5622377293102612}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:45,227] Trial 84 finished with value: 0.761904761904762 and parameters: {'n_estimators': 140, 'learning_rate': 0.1087418759596261, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9604136507255707, 'colsample_bytree': 0.7213983458125512, 'gamma': 0.9514354973284229, 'reg_alpha': 0.03575201695127955, 'reg_lambda': 0.8400985838852776}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:45,472] Trial 85 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 173, 'learning_rate': 0.05372522666326377, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9797733586321504, 'colsample_bytree': 0.7507707464398244, 'gamma': 0.7668467445660678, 'reg_alpha': 0.27756325855793884, 'reg_lambda': 1.5250494834678296}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:45,692] Trial 86 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 154, 'learning_rate': 0.08019403452455108, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9047192242744952, 'colsample_bytree': 0.785736984611912, 'gamma': 1.1396667895429033, 'reg_alpha': 0.32552499159843706, 'reg_lambda': 0.6271580251349704}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:45,774] Trial 87 finished with value: 0.75 and parameters: {'n_estimators': 124, 'learning_rate': 0.03984113074801614, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9461379293197276, 'colsample_bytree': 0.8982423522532641, 'gamma': 2.507264345273244, 'reg_alpha': 0.3776488857652759, 'reg_lambda': 0.7738067076516068}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:45,908] Trial 88 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 146, 'learning_rate': 0.06114600543981156, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9910743786320895, 'colsample_bytree': 0.8099807960208829, 'gamma': 0.632283925543115, 'reg_alpha': 0.44443015482904596, 'reg_lambda': 0.6904642860906215}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,013] Trial 89 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 136, 'learning_rate': 0.033709794953977225, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9284254697739394, 'colsample_bytree': 0.8239747517585778, 'gamma': 0.24604804791958068, 'reg_alpha': 0.3544965861280019, 'reg_lambda': 2.2963547914103923}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,109] Trial 90 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 58, 'learning_rate': 0.02444642109472002, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.820872517543007, 'colsample_bytree': 0.7476025455502449, 'gamma': 4.6700867825513015, 'reg_alpha': 0.49057267989169007, 'reg_lambda': 0.547431761223681}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,220] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.04442328041050522, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9625495281645384, 'colsample_bytree': 0.7690206072937142, 'gamma': 0.3600595566862881, 'reg_alpha': 0.2695408090812053, 'reg_lambda': 0.7357989295002247}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,437] Trial 92 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.057171810712315224, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.975397449404297, 'colsample_bytree': 0.6052451684384692, 'gamma': 0.5184792334411172, 'reg_alpha': 0.20742057868794248, 'reg_lambda': 0.6423898581010785}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,548] Trial 93 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 161, 'learning_rate': 0.09039347022364487, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9550651011302759, 'colsample_bytree': 0.7931385139916749, 'gamma': 0.09165036078425914, 'reg_alpha': 0.30785090578306745, 'reg_lambda': 0.8861521451189441}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,686] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.04153274367561518, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9674907887261516, 'colsample_bytree': 0.7586754681222918, 'gamma': 0.2840730056123441, 'reg_alpha': 0.16689592936338282, 'reg_lambda': 1.8689919548880303}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,788] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.04601924447335496, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7918033063800071, 'colsample_bytree': 0.773177445727964, 'gamma': 1.5480478896714889, 'reg_alpha': 0.23813742685817013, 'reg_lambda': 0.9556595733963718}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,918] Trial 96 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 149, 'learning_rate': 0.028586366046680075, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9915609084112932, 'colsample_bytree': 0.73588367188007, 'gamma': 1.3350986697261902, 'reg_alpha': 0.09497993116999492, 'reg_lambda': 0.5036706929268964}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,017] Trial 97 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.029282002792167923, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9933554810657185, 'colsample_bytree': 0.7331467282933384, 'gamma': 1.6856340265820628, 'reg_alpha': 0.09958793421493853, 'reg_lambda': 0.5081840086934817}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,147] Trial 98 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 168, 'learning_rate': 0.029275671507571013, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9917175903254749, 'colsample_bytree': 0.7190002468650553, 'gamma': 1.6846922911853022, 'reg_alpha': 0.13328277640926314, 'reg_lambda': 0.512826778643322}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,253] Trial 99 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.02164801992584002, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9899762210264758, 'colsample_bytree': 0.7203265711818272, 'gamma': 1.7639180038973434, 'reg_alpha': 0.0908370785481525, 'reg_lambda': 0.5135998573586267}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,455] Trial 100 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.02211076331966257, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9920531669900207, 'colsample_bytree': 0.6716199854136661, 'gamma': 1.7492494952254787, 'reg_alpha': 0.13148275887611555, 'reg_lambda': 0.5052563430575483}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,551] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 148, 'learning_rate': 0.02937308950830988, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9803231802371494, 'colsample_bytree': 0.7054237896307352, 'gamma': 1.998733970099771, 'reg_alpha': 0.09646379863522299, 'reg_lambda': 0.5945226484082013}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,708] Trial 102 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 176, 'learning_rate': 0.013953403767704053, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9922701591639272, 'colsample_bytree': 0.6782281040931042, 'gamma': 1.6587879503981857, 'reg_alpha': 0.0860034641220132, 'reg_lambda': 0.5055035736631974}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,818] Trial 103 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.015828302389917448, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9990304182145404, 'colsample_bytree': 0.7162129031817218, 'gamma': 1.3088426591456839, 'reg_alpha': 0.04694092135877327, 'reg_lambda': 0.6163534259779669}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,947] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.02577092632762398, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9865986630220285, 'colsample_bytree': 0.7367725438918754, 'gamma': 1.604272959455227, 'reg_alpha': 0.12093128289146306, 'reg_lambda': 0.5544899226796949}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,052] Trial 105 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 187, 'learning_rate': 0.028949696245286965, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9764618854515257, 'colsample_bytree': 0.7270076791006478, 'gamma': 1.8691374078906653, 'reg_alpha': 0.14535885066204873, 'reg_lambda': 0.6719548151711788}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,191] Trial 106 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 195, 'learning_rate': 0.021839426406404502, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9806363278276613, 'colsample_bytree': 0.7423764019780201, 'gamma': 2.0768015569044134, 'reg_alpha': 0.0636645568758377, 'reg_lambda': 0.6063599274450961}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,413] Trial 107 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 198, 'learning_rate': 0.02024454070791418, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9912817696553231, 'colsample_bytree': 0.6974122943228876, 'gamma': 2.3151578356820233, 'reg_alpha': 5.2786379815455975e-05, 'reg_lambda': 0.5423688701916222}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,538] Trial 108 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 193, 'learning_rate': 0.018357295303103052, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9999733290087983, 'colsample_bytree': 0.9665978247281757, 'gamma': 2.1315923943781456, 'reg_alpha': 0.07439078194899341, 'reg_lambda': 0.6072032828519237}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,647] Trial 109 finished with value: 0.744047619047619 and parameters: {'n_estimators': 222, 'learning_rate': 0.022693501046669024, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9795766108965113, 'colsample_bytree': 0.7113393136144324, 'gamma': 1.931780802875643, 'reg_alpha': 0.1082894151290729, 'reg_lambda': 0.602299685551966}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,815] Trial 110 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 136, 'learning_rate': 0.01731280789759192, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9837399945181478, 'colsample_bytree': 0.7208911682087384, 'gamma': 1.4757508379220665, 'reg_alpha': 0.04336419051039387, 'reg_lambda': 0.5534755442986299}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,873] Trial 111 finished with value: 0.761904761904762 and parameters: {'n_estimators': 28, 'learning_rate': 0.024864456467217758, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9691148964672479, 'colsample_bytree': 0.7407657693149376, 'gamma': 1.7774750271421755, 'reg_alpha': 0.01885816818117589, 'reg_lambda': 0.6878659101319927}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,055] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.02720810145658923, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9700067643679989, 'colsample_bytree': 0.7321396054493242, 'gamma': 1.4362949566527219, 'reg_alpha': 0.17663597390807534, 'reg_lambda': 0.7700329972844947}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,249] Trial 113 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 149, 'learning_rate': 0.07186304357221078, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9905667266492916, 'colsample_bytree': 0.7562496538170282, 'gamma': 1.682096204589625, 'reg_alpha': 0.05750196114260772, 'reg_lambda': 0.5068175602277742}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,343] Trial 114 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 42, 'learning_rate': 0.020822323324742053, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.600267305173332, 'colsample_bytree': 0.7471585817911977, 'gamma': 2.511079473160572, 'reg_alpha': 0.08590801111598666, 'reg_lambda': 0.6435457845351921}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,539] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.06380434329429441, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.94588194522185, 'colsample_bytree': 0.9450932054139898, 'gamma': 2.151625429100908, 'reg_alpha': 0.13856972384512592, 'reg_lambda': 0.81395134462631}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,662] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 123, 'learning_rate': 0.012878250864297525, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.976945021957994, 'colsample_bytree': 0.7321049020400527, 'gamma': 2.0002956508134457, 'reg_alpha': 0.15797713621886528, 'reg_lambda': 0.5871369151543229}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,750] Trial 117 finished with value: 0.773809523809524 and parameters: {'n_estimators': 83, 'learning_rate': 0.03296726609716453, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9545912891515674, 'colsample_bytree': 0.683739799805966, 'gamma': 1.12405759190872, 'reg_alpha': 0.11370415487462003, 'reg_lambda': 0.706114735494906}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,889] Trial 118 finished with value: 0.773809523809524 and parameters: {'n_estimators': 84, 'learning_rate': 0.032108197921335804, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.984804385463639, 'colsample_bytree': 0.6590097759249174, 'gamma': 1.283654245303671, 'reg_alpha': 0.10404149724747926, 'reg_lambda': 0.6469906301695707}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,967] Trial 119 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 87, 'learning_rate': 0.03127698947264048, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9849719988913991, 'colsample_bytree': 0.6494175464419939, 'gamma': 1.354342670231248, 'reg_alpha': 0.12232176326404101, 'reg_lambda': 1.3619399293328747}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,067] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.03326437732538495, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9933793267020544, 'colsample_bytree': 0.625290550050472, 'gamma': 1.1100432278552377, 'reg_alpha': 0.024189718381140327, 'reg_lambda': 0.5025987693435122}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,136] Trial 121 finished with value: 0.761904761904762 and parameters: {'n_estimators': 52, 'learning_rate': 0.02353791040405637, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9526112163788373, 'colsample_bytree': 0.6596706992954671, 'gamma': 1.2794447542652527, 'reg_alpha': 0.09514737534853897, 'reg_lambda': 0.6503848014175027}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,264] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.028237326181038056, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9710740451920574, 'colsample_bytree': 0.666588027288578, 'gamma': 1.5178911057638933, 'reg_alpha': 0.07255035985664193, 'reg_lambda': 0.5619334932117153}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,351] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 65, 'learning_rate': 0.03749484670787582, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9997313689027091, 'colsample_bytree': 0.6807753442794073, 'gamma': 1.0340635361252017, 'reg_alpha': 0.10480043758628606, 'reg_lambda': 0.7017960411153676}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,581] Trial 124 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 97, 'learning_rate': 0.27502439660293904, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9812534963596006, 'colsample_bytree': 0.6427975219210218, 'gamma': 1.2197608472262642, 'reg_alpha': 0.1448811695500539, 'reg_lambda': 0.6286880802245075}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,665] Trial 125 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 89, 'learning_rate': 0.026572289850908617, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9674735793795888, 'colsample_bytree': 0.7078892516932063, 'gamma': 1.3588717226112175, 'reg_alpha': 0.051322282926101234, 'reg_lambda': 0.7714696279063247}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,833] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 103, 'learning_rate': 0.031959820039335174, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9405395037254434, 'colsample_bytree': 0.9162914783954085, 'gamma': 0.9020024342680897, 'reg_alpha': 0.11362086537333799, 'reg_lambda': 0.5622492743580535}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,916] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.03501537879349201, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7573674595963569, 'colsample_bytree': 0.6874234183567254, 'gamma': 1.1878067873657754, 'reg_alpha': 0.41834683641788056, 'reg_lambda': 0.6928790395682258}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,020] Trial 128 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.021837138722907233, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9568374305981073, 'colsample_bytree': 0.9365268049597915, 'gamma': 1.5976081304552563, 'reg_alpha': 0.07936447923677342, 'reg_lambda': 0.6107784897550578}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,100] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.019551772369996327, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6440604377425111, 'colsample_bytree': 0.7196059538728765, 'gamma': 1.818146986626228, 'reg_alpha': 0.16368391502330665, 'reg_lambda': 0.747823867293165}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,221] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 63, 'learning_rate': 0.02954883214144084, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9872166778802178, 'colsample_bytree': 0.6557687636321821, 'gamma': 0.0006142435612983103, 'reg_alpha': 0.4766305651095862, 'reg_lambda': 0.6496684608921461}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,338] Trial 131 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 157, 'learning_rate': 0.04862848794278333, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9588871336302865, 'colsample_bytree': 0.761154820621821, 'gamma': 0.21451459442855914, 'reg_alpha': 0.3403153133613115, 'reg_lambda': 0.8349120748065268}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,533] Trial 132 finished with value: 0.761904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.03903644265998837, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9770368223601907, 'colsample_bytree': 0.7808118733036842, 'gamma': 0.6608069942400896, 'reg_alpha': 0.36547503351850447, 'reg_lambda': 0.7130069237480069}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,649] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 167, 'learning_rate': 0.050553573503576935, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9640646648582671, 'colsample_bytree': 0.7444852064545127, 'gamma': 0.09251670974675696, 'reg_alpha': 0.3946716401048338, 'reg_lambda': 2.484756205975778}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,775] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.05269774334951477, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9923774473972795, 'colsample_bytree': 0.8616572862339639, 'gamma': 0.8150710643733703, 'reg_alpha': 0.1879366141023296, 'reg_lambda': 0.537133750627325}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,882] Trial 135 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 161, 'learning_rate': 0.058086832395172726, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9487060043512967, 'colsample_bytree': 0.7528242647761301, 'gamma': 0.5726239887893152, 'reg_alpha': 0.31114021108825357, 'reg_lambda': 0.5904922694809724}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,059] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.02558655627076348, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.97157500986331, 'colsample_bytree': 0.999403826439502, 'gamma': 0.4337846203077519, 'reg_alpha': 0.2848134986597609, 'reg_lambda': 1.6409877941261943}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,183] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.016657513532603394, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9809408795232609, 'colsample_bytree': 0.730136214890218, 'gamma': 0.9571720436162099, 'reg_alpha': 0.13325759261371956, 'reg_lambda': 0.5040330148550077}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,330] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 132, 'learning_rate': 0.042873228616870804, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9879035835771387, 'colsample_bytree': 0.7010361207511545, 'gamma': 0.7482727414111663, 'reg_alpha': 0.5339780024121686, 'reg_lambda': 0.6693516867861508}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,454] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 137, 'learning_rate': 0.0329413274865191, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9205155541857497, 'colsample_bytree': 0.8881799293456233, 'gamma': 1.096728086056308, 'reg_alpha': 0.06477232183350737, 'reg_lambda': 2.0760752229593944}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,637] Trial 140 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 36, 'learning_rate': 0.07934675474068827, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9634200155379826, 'colsample_bytree': 0.7645161571051446, 'gamma': 1.6729193375068558, 'reg_alpha': 0.2543431342751209, 'reg_lambda': 0.7350409641580766}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,729] Trial 141 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 150, 'learning_rate': 0.06456693876737603, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9926445953517147, 'colsample_bytree': 0.7539831927530875, 'gamma': 1.7111009616608142, 'reg_alpha': 0.04970103145040139, 'reg_lambda': 0.5435114154981545}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,862] Trial 142 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 149, 'learning_rate': 0.06764140827021944, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9982985004932009, 'colsample_bytree': 0.7398287797949614, 'gamma': 1.9157747915399204, 'reg_alpha': 0.031326935366006496, 'reg_lambda': 0.554801419084724}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,953] Trial 143 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 150, 'learning_rate': 0.06669528502323654, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9999943166982246, 'colsample_bytree': 0.7400604550478435, 'gamma': 1.9382971826138404, 'reg_alpha': 0.027428527756443208, 'reg_lambda': 0.5459825817758559}. Best is trial 143 with value: 0.7916666666666666.
[I 2025-11-03 19:21:53,074] Trial 144 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 146, 'learning_rate': 0.07650495434503508, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9993111406964275, 'colsample_bytree': 0.740815826456183, 'gamma': 1.9267821979826216, 'reg_alpha': 0.02447477346136633, 'reg_lambda': 0.5493057256763506}. Best is trial 143 with value: 0.7916666666666666.
[I 2025-11-03 19:21:53,166] Trial 145 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 163, 'learning_rate': 0.07475130160685797, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9892885679865143, 'colsample_bytree': 0.7251750887969051, 'gamma': 2.0589903481042677, 'reg_alpha': 0.010786204173412195, 'reg_lambda': 0.610250224053764}. Best is trial 143 with value: 0.7916666666666666.
[I 2025-11-03 19:21:53,282] Trial 146 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 142, 'learning_rate': 0.08820792442197829, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9998841944175889, 'colsample_bytree': 0.7359674723060746, 'gamma': 1.7426372865505817, 'reg_alpha': 0.028003812497419085, 'reg_lambda': 0.5568627039732004}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:53,484] Trial 147 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.0998911112940879, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9982726060735291, 'colsample_bytree': 0.8379785306412322, 'gamma': 1.959684759391801, 'reg_alpha': 0.03263990540357301, 'reg_lambda': 0.600383928173461}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:53,599] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.09353458424520424, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9807155456555261, 'colsample_bytree': 0.7169784111818907, 'gamma': 1.4713259828979095, 'reg_alpha': 0.09751691113534543, 'reg_lambda': 0.5419690794071589}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:53,667] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 73, 'learning_rate': 0.07869499154168452, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9849916403046405, 'colsample_bytree': 0.7360422464614096, 'gamma': 1.7969260782247876, 'reg_alpha': 0.0607827515883242, 'reg_lambda': 0.5005359802625484}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:53,792] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.07021272092885773, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9993127232119007, 'colsample_bytree': 0.7105506739352913, 'gamma': 2.2837850823391364, 'reg_alpha': 0.016576003815690396, 'reg_lambda': 0.6562277804303523}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:53,880] Trial 151 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 139, 'learning_rate': 0.08586303398546816, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9906610331159773, 'colsample_bytree': 0.7460923275627568, 'gamma': 2.214868837615174, 'reg_alpha': 0.04544193438999174, 'reg_lambda': 0.5656197365130238}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,031] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 140, 'learning_rate': 0.08717579238000835, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9751923676762825, 'colsample_bytree': 0.7438958662814611, 'gamma': 2.1473386740179623, 'reg_alpha': 0.07819884025033322, 'reg_lambda': 0.574337921834797}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,111] Trial 153 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 145, 'learning_rate': 0.11337204627311562, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9911728926180745, 'colsample_bytree': 0.7251582378041331, 'gamma': 2.2398263646076435, 'reg_alpha': 0.035056473069153105, 'reg_lambda': 0.5028014163999732}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,230] Trial 154 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 122, 'learning_rate': 0.0828953336975244, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9830427932077017, 'colsample_bytree': 0.7323799886866771, 'gamma': 2.4561157700792124, 'reg_alpha': 0.0034390894393431723, 'reg_lambda': 0.614300086677967}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,423] Trial 155 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 127, 'learning_rate': 0.18610270414246669, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9746550134269035, 'colsample_bytree': 0.6303485053383007, 'gamma': 2.025737456696306, 'reg_alpha': 0.10659481137866175, 'reg_lambda': 0.6507526487727965}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,559] Trial 156 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 55, 'learning_rate': 0.0750847396950819, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9940161001854549, 'colsample_bytree': 0.7418145364057654, 'gamma': 1.8538241546934922, 'reg_alpha': 0.08742647730711933, 'reg_lambda': 0.5721253547823933}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,622] Trial 157 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 54, 'learning_rate': 0.0747565337045943, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9999365934628575, 'colsample_bytree': 0.7418247104500322, 'gamma': 1.883218625361201, 'reg_alpha': 0.05888550719381225, 'reg_lambda': 0.5970136655746421}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,742] Trial 158 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 52, 'learning_rate': 0.07573325475911506, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.999739876387086, 'colsample_bytree': 0.7436995358340541, 'gamma': 2.1860213525025842, 'reg_alpha': 0.05017715401701058, 'reg_lambda': 0.6840072954278589}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,805] Trial 159 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 54, 'learning_rate': 0.08726506193812937, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9993426495507592, 'colsample_bytree': 0.7489206532722774, 'gamma': 2.2333846233022308, 'reg_alpha': 0.05889723012156335, 'reg_lambda': 0.5846591307214654}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,906] Trial 160 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.08916787914272359, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9969396145147472, 'colsample_bytree': 0.7503151728726897, 'gamma': 2.626536146535091, 'reg_alpha': 0.05888833096294981, 'reg_lambda': 0.7942097538689747}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,972] Trial 161 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 59, 'learning_rate': 0.07655471714951928, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9995629621395803, 'colsample_bytree': 0.7432151143533984, 'gamma': 2.1707944764348, 'reg_alpha': 0.03879004526101647, 'reg_lambda': 0.5906480754832223}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,073] Trial 162 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 58, 'learning_rate': 0.07511901467221248, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9991800936871312, 'colsample_bytree': 0.7423259028552515, 'gamma': 2.2167208865497727, 'reg_alpha': 0.03428460875682989, 'reg_lambda': 0.5868043089006985}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,135] Trial 163 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 48, 'learning_rate': 0.07610837211488206, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9896789878559987, 'colsample_bytree': 0.743393486051211, 'gamma': 2.2005598637998, 'reg_alpha': 0.027831281071998934, 'reg_lambda': 0.5994258983776888}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,274] Trial 164 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 55, 'learning_rate': 0.07604359795768605, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9995832936716859, 'colsample_bytree': 0.740625947319934, 'gamma': 2.223633476450253, 'reg_alpha': 0.03088350844178029, 'reg_lambda': 0.5840111102434679}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,337] Trial 165 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 56, 'learning_rate': 0.07556824594650173, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9996866624025469, 'colsample_bytree': 0.7451016920143413, 'gamma': 2.2238800777852723, 'reg_alpha': 0.03231214719776848, 'reg_lambda': 0.5841417944145739}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,432] Trial 166 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 47, 'learning_rate': 0.08539015736488464, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9994110372663084, 'colsample_bytree': 0.7486624045283264, 'gamma': 2.372247979432982, 'reg_alpha': 0.0014948167162147225, 'reg_lambda': 0.5952167634088608}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,499] Trial 167 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 47, 'learning_rate': 0.08448919233876019, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9878321634327403, 'colsample_bytree': 0.745854915279202, 'gamma': 2.430160336210297, 'reg_alpha': 0.008949507579060018, 'reg_lambda': 0.6207071039538337}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,667] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 36, 'learning_rate': 0.09745521508748325, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9801472369068283, 'colsample_bytree': 0.7648610128109028, 'gamma': 2.3486571498304243, 'reg_alpha': 0.053144738068083903, 'reg_lambda': 0.5568150938590994}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,728] Trial 169 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 46, 'learning_rate': 0.10373822922391562, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9902267777622983, 'colsample_bytree': 0.7532896787766649, 'gamma': 2.6483099227248905, 'reg_alpha': 0.01898660662367116, 'reg_lambda': 0.6719152404155654}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,830] Trial 170 finished with value: 0.761904761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.07087291047781186, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9930587300461976, 'colsample_bytree': 0.7358155922817028, 'gamma': 2.0678225365458482, 'reg_alpha': 0.07170981716058597, 'reg_lambda': 0.5713647445609575}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,995] Trial 171 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 57, 'learning_rate': 0.08338500521786302, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9971263466752128, 'colsample_bytree': 0.7461388709429783, 'gamma': 2.250975618380138, 'reg_alpha': 0.0295354093048487, 'reg_lambda': 0.6047399836744181}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,129] Trial 172 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 51, 'learning_rate': 0.0748296288969802, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9992634542173059, 'colsample_bytree': 0.7278309264767128, 'gamma': 2.1693059112215107, 'reg_alpha': 0.04123466504081377, 'reg_lambda': 0.5720255983269679}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,189] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 51, 'learning_rate': 0.09146809476156939, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9998388899078426, 'colsample_bytree': 0.72287672662546, 'gamma': 2.376026551663457, 'reg_alpha': 0.0009097747997691627, 'reg_lambda': 0.6436073208638222}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,296] Trial 174 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 68, 'learning_rate': 0.07946001869889156, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9781020324214373, 'colsample_bytree': 0.7295007206876797, 'gamma': 1.8800974531549923, 'reg_alpha': 0.04514394460353572, 'reg_lambda': 0.5380682120221425}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,358] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 41, 'learning_rate': 0.06704280939987864, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9872790339116845, 'colsample_bytree': 0.7586692186445153, 'gamma': 2.0830238260781386, 'reg_alpha': 0.06409128462955806, 'reg_lambda': 0.679670970075192}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,457] Trial 176 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 49, 'learning_rate': 0.0744759599211129, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9840074759797193, 'colsample_bytree': 0.7379620401466478, 'gamma': 2.1917472878640827, 'reg_alpha': 0.052348186845810274, 'reg_lambda': 0.5726836807758604}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,524] Trial 177 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 64, 'learning_rate': 0.08746235721551127, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9907382066785728, 'colsample_bytree': 0.7493202281174164, 'gamma': 1.9862782860373982, 'reg_alpha': 0.9793541058697928, 'reg_lambda': 0.6224970635752527}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,615] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 37, 'learning_rate': 0.0629040847313913, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9736813956848035, 'colsample_bytree': 0.7309560957575165, 'gamma': 2.5634192436250607, 'reg_alpha': 0.08047179407993754, 'reg_lambda': 0.5442741114086405}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,676] Trial 179 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 44, 'learning_rate': 0.0717642837657367, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9993321612755001, 'colsample_bytree': 0.7687581922738834, 'gamma': 2.746528433216859, 'reg_alpha': 0.015218434093448086, 'reg_lambda': 0.7470664333286114}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,813] Trial 180 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 52, 'learning_rate': 0.0784595789984811, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9830683562252561, 'colsample_bytree': 0.7396898544174678, 'gamma': 2.403799075112957, 'reg_alpha': 0.04234958037464712, 'reg_lambda': 0.6952223964273586}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,878] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 58, 'learning_rate': 0.07594143696020636, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9997033956589214, 'colsample_bytree': 0.7392125396184901, 'gamma': 2.1520935064439484, 'reg_alpha': 0.026967681450500155, 'reg_lambda': 0.5942589073325323}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,982] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 69, 'learning_rate': 0.08425183882430841, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9868767356625762, 'colsample_bytree': 0.7476619737051944, 'gamma': 2.322650496844623, 'reg_alpha': 0.04330993950017015, 'reg_lambda': 0.5915332013191849}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,050] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 59, 'learning_rate': 0.07054148793309555, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9939375656284682, 'colsample_bytree': 0.7268421929834283, 'gamma': 1.898757742733216, 'reg_alpha': 0.08205819760884075, 'reg_lambda': 0.6439145593204261}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,147] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 55, 'learning_rate': 0.06580964784413779, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9995239780451657, 'colsample_bytree': 0.7568610641899715, 'gamma': 2.1220709209516966, 'reg_alpha': 0.023286794150732544, 'reg_lambda': 0.5033347399761323}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,211] Trial 185 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 50, 'learning_rate': 0.08140304093650222, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9920929069830979, 'colsample_bytree': 0.7437030549683923, 'gamma': 2.2142410692640127, 'reg_alpha': 0.055016686594189804, 'reg_lambda': 0.559729911205772}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,315] Trial 186 finished with value: 0.75 and parameters: {'n_estimators': 50, 'learning_rate': 0.09228192988769472, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9753760955345294, 'colsample_bytree': 0.7177890450390837, 'gamma': 2.0072793210846713, 'reg_alpha': 0.0019474860797143306, 'reg_lambda': 0.5001535367024054}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,482] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 48, 'learning_rate': 0.0813461121222724, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9904913962639581, 'colsample_bytree': 0.7742988147097034, 'gamma': 2.290653224456062, 'reg_alpha': 0.0659780163270359, 'reg_lambda': 0.5544652795161321}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,573] Trial 188 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.12561119115854286, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9805429430942474, 'colsample_bytree': 0.7511388228404889, 'gamma': 2.08385361781502, 'reg_alpha': 0.08651733947002359, 'reg_lambda': 0.6352556570522688}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,629] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 26, 'learning_rate': 0.10800086397492248, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9899994011573259, 'colsample_bytree': 0.733249977870152, 'gamma': 1.8649460900682115, 'reg_alpha': 0.05807265842423465, 'reg_lambda': 0.5507642790398243}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,737] Trial 190 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 62, 'learning_rate': 0.010134909603668177, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9692725442735953, 'colsample_bytree': 0.7608281717059099, 'gamma': 1.9630349812466013, 'reg_alpha': 0.04152863697601829, 'reg_lambda': 0.7024290027640521}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,811] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.07418780423783139, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9930629143566988, 'colsample_bytree': 0.7453971964402353, 'gamma': 2.259546941107761, 'reg_alpha': 0.03373677038561246, 'reg_lambda': 0.6049488941679411}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,911] Trial 192 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 59, 'learning_rate': 0.08807354047535915, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9993883485866689, 'colsample_bytree': 0.7422454900925661, 'gamma': 2.227556603495783, 'reg_alpha': 0.02090078966437968, 'reg_lambda': 1.2644084058704215}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,975] Trial 193 finished with value: 0.744047619047619 and parameters: {'n_estimators': 65, 'learning_rate': 0.07946981093170967, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9838885583654536, 'colsample_bytree': 0.724313008469605, 'gamma': 2.179238649757084, 'reg_alpha': 0.06692746259656972, 'reg_lambda': 0.5926308924863702}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,067] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 38, 'learning_rate': 0.06975496528776266, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.999956280155571, 'colsample_bytree': 0.7365421363485273, 'gamma': 2.396060778930531, 'reg_alpha': 0.04337661241488168, 'reg_lambda': 0.5416797756235997}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,127] Trial 195 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 32, 'learning_rate': 0.07629329150343366, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9906508419217035, 'colsample_bytree': 0.7436250664369025, 'gamma': 2.0765287370338017, 'reg_alpha': 0.0008012898358192994, 'reg_lambda': 0.643365505806056}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,295] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 51, 'learning_rate': 0.062138453213998635, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9793236992091495, 'colsample_bytree': 0.7130290178043978, 'gamma': 2.174088880073699, 'reg_alpha': 0.08642688422990427, 'reg_lambda': 0.5651096054569548}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,359] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.0849261826497126, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.98667201493104, 'colsample_bytree': 0.7518518035237827, 'gamma': 1.8043130975482633, 'reg_alpha': 0.05856889395411434, 'reg_lambda': 0.500415195390767}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,448] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.09667301803842963, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9920914669678991, 'colsample_bytree': 0.7314077593528409, 'gamma': 2.330599604425171, 'reg_alpha': 0.024736000048200868, 'reg_lambda': 0.6756977234062226}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,506] Trial 199 finished with value: 0.6547619047619049 and parameters: {'n_estimators': 43, 'learning_rate': 0.07286435322790906, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9745235741922105, 'colsample_bytree': 0.7613227828701574, 'gamma': 2.5305080221642644, 'reg_alpha': 0.6512356330088572, 'reg_lambda': 0.6071895801074689}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,509] A new study created in memory with name: no-name-7f760e20-794e-4fe9-8efd-bc5df557127b
[I 2025-11-03 19:21:58,551] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.011242540396593078, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.7213902920211746, 'colsample_bytree': 0.9207973205891504, 'gamma': 1.1223456928285125, 'reg_alpha': 0.7480040987413179, 'reg_lambda': 2.085877069265779}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:21:58,644] Trial 1 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 80, 'learning_rate': 0.010595676288822192, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9823848404025171, 'colsample_bytree': 0.8975550714150007, 'gamma': 2.5216391822626267, 'reg_alpha': 0.16284186385761035, 'reg_lambda': 1.563382880071445}. Best is trial 1 with value: 0.7083333333333333.
[I 2025-11-03 19:21:58,738] Trial 2 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 199, 'learning_rate': 0.11097541128840978, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8458788541594335, 'colsample_bytree': 0.6050789890767431, 'gamma': 1.957633736525175, 'reg_alpha': 0.5504080930300169, 'reg_lambda': 2.3590103478249134}. Best is trial 1 with value: 0.7083333333333333.
[I 2025-11-03 19:21:58,940] Trial 3 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 97, 'learning_rate': 0.2012975603201707, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8987083499695343, 'colsample_bytree': 0.8199747087042568, 'gamma': 0.9551838022011244, 'reg_alpha': 0.6720505743657252, 'reg_lambda': 2.954700993131477}. Best is trial 1 with value: 0.7083333333333333.
[I 2025-11-03 19:21:59,050] Trial 4 finished with value: 0.6577380952380953 and parameters: {'n_estimators': 242, 'learning_rate': 0.08756757854476592, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.609652641377206, 'colsample_bytree': 0.799534629516619, 'gamma': 4.69329767913146, 'reg_alpha': 0.47596485941878075, 'reg_lambda': 0.7416273077548035}. Best is trial 1 with value: 0.7083333333333333.
[I 2025-11-03 19:21:59,130] Trial 5 finished with value: 0.6875 and parameters: {'n_estimators': 30, 'learning_rate': 0.2002942137861368, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8050518468360279, 'colsample_bytree': 0.7525798674858967, 'gamma': 1.7417080979342814, 'reg_alpha': 0.8073088904757988, 'reg_lambda': 0.9969623194656905}. Best is trial 1 with value: 0.7083333333333333.
[I 2025-11-03 19:21:59,184] Trial 6 finished with value: 0.6875 and parameters: {'n_estimators': 52, 'learning_rate': 0.1370552401652118, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8637938672638319, 'colsample_bytree': 0.8498208109247922, 'gamma': 4.5098945207817245, 'reg_alpha': 0.08036736086317564, 'reg_lambda': 2.9713544399791916}. Best is trial 1 with value: 0.7083333333333333.
[I 2025-11-03 19:21:59,311] Trial 7 finished with value: 0.738095238095238 and parameters: {'n_estimators': 135, 'learning_rate': 0.07323780359731849, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7085106711230911, 'colsample_bytree': 0.6115790504653428, 'gamma': 0.34844105114369806, 'reg_alpha': 0.9527694079695532, 'reg_lambda': 1.6885667565186677}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:21:59,395] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.05399861278925198, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.848845430447342, 'colsample_bytree': 0.6591797486726231, 'gamma': 1.0229964269023966, 'reg_alpha': 0.6097093040541828, 'reg_lambda': 2.7677916996937966}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:21:59,526] Trial 9 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 92, 'learning_rate': 0.012802582664067278, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8688029563109878, 'colsample_bytree': 0.793456192915689, 'gamma': 1.2024667032319218, 'reg_alpha': 0.36269776489709915, 'reg_lambda': 2.9017032287121616}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:21:59,603] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.03585436502961131, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.7090493681152706, 'colsample_bytree': 0.996207556731757, 'gamma': 0.15699091321760206, 'reg_alpha': 0.9584665505905685, 'reg_lambda': 1.3430269629197622}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:21:59,789] Trial 11 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.029428078935089457, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9871211608495672, 'colsample_bytree': 0.7091343951471483, 'gamma': 3.332913940791691, 'reg_alpha': 0.002330105533230209, 'reg_lambda': 1.6168900733336904}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:21:59,874] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 132, 'learning_rate': 0.025999022028, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9996582054274706, 'colsample_bytree': 0.7003817728773978, 'gamma': 3.244567476449686, 'reg_alpha': 0.24583751037030216, 'reg_lambda': 1.935742855676727}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,004] Trial 13 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 143, 'learning_rate': 0.023508875428994207, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6832254992164745, 'colsample_bytree': 0.6062574495990992, 'gamma': 3.6243585177872895, 'reg_alpha': 0.005576028288798107, 'reg_lambda': 1.3082995963244244}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,086] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.05682178837722831, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7620490844280254, 'colsample_bytree': 0.6873029260185917, 'gamma': 3.208957276863192, 'reg_alpha': 0.9777685868653543, 'reg_lambda': 1.695959939586574}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,345] Trial 15 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 181, 'learning_rate': 0.05655437095166563, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9336096037384649, 'colsample_bytree': 0.7316256425825818, 'gamma': 3.9009158661432624, 'reg_alpha': 0.3731588607995176, 'reg_lambda': 2.2179229695488702}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,424] Trial 16 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.019080692509713365, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.645240320620614, 'colsample_bytree': 0.6404302029272098, 'gamma': 0.07807943392441263, 'reg_alpha': 0.8859537037579265, 'reg_lambda': 0.5293822359242719}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,539] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.03909532045963525, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7706525249822022, 'colsample_bytree': 0.7293579309114796, 'gamma': 2.51375773073977, 'reg_alpha': 0.2804792527758107, 'reg_lambda': 2.5241288729837246}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,625] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.07806987224444031, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9249747417183013, 'colsample_bytree': 0.6566391751911177, 'gamma': 2.952564460350321, 'reg_alpha': 0.466616520433474, 'reg_lambda': 1.1728637096347385}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,831] Trial 19 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 214, 'learning_rate': 0.038036756938090284, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8022168991573609, 'colsample_bytree': 0.6918541840818877, 'gamma': 4.090246467600431, 'reg_alpha': 0.7448130576456686, 'reg_lambda': 1.860592123956737}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,911] Trial 20 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 104, 'learning_rate': 0.018607695531898255, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6594470747308447, 'colsample_bytree': 0.7506768605545364, 'gamma': 2.0269838316051136, 'reg_alpha': 0.19943977615135935, 'reg_lambda': 1.6410463902469206}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,006] Trial 21 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 65, 'learning_rate': 0.016968536926594304, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6071923407674493, 'colsample_bytree': 0.6347157440940387, 'gamma': 0.14452053213733926, 'reg_alpha': 0.8734982356775195, 'reg_lambda': 0.6964386511691179}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,075] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 51, 'learning_rate': 0.024866272479987822, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6566702586936283, 'colsample_bytree': 0.645705180090261, 'gamma': 0.43822378819836155, 'reg_alpha': 0.9120538071239465, 'reg_lambda': 0.9331806346876111}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,147] Trial 23 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 78, 'learning_rate': 0.01649375521153418, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7433867004728734, 'colsample_bytree': 0.6194004244114006, 'gamma': 0.4805772819427462, 'reg_alpha': 0.8497721921825472, 'reg_lambda': 0.5663771148987367}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,276] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 153, 'learning_rate': 0.03178835488650775, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7524605268163781, 'colsample_bytree': 0.6031557559211703, 'gamma': 1.3924991080226694, 'reg_alpha': 0.7785707289069186, 'reg_lambda': 1.4056884688757076}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,369] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.016415847496339477, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7296514009611552, 'colsample_bytree': 0.6846261896307403, 'gamma': 0.5842792318752701, 'reg_alpha': 0.9934539178515858, 'reg_lambda': 1.1142891293446486}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,565] Trial 26 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 84, 'learning_rate': 0.07770592218429119, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6926808917418548, 'colsample_bytree': 0.7157161721565691, 'gamma': 0.6865557847008781, 'reg_alpha': 0.623806288387194, 'reg_lambda': 1.5176963694935615}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,658] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 130, 'learning_rate': 0.046917589314313626, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8210112886555943, 'colsample_bytree': 0.7682496521987734, 'gamma': 1.4258321300582661, 'reg_alpha': 0.8574397430654701, 'reg_lambda': 1.9805512445766733}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,795] Trial 28 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 157, 'learning_rate': 0.1481230760364194, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7779684550934257, 'colsample_bytree': 0.6235702815862045, 'gamma': 2.770640258799575, 'reg_alpha': 0.684883764301297, 'reg_lambda': 2.541221723400342}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,845] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.013512048597356078, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.7294819240687778, 'colsample_bytree': 0.6665099510119825, 'gamma': 2.052849059213584, 'reg_alpha': 0.7279999512199988, 'reg_lambda': 2.219446889047674}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,956] Trial 30 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 48, 'learning_rate': 0.02890700485426506, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9588424402254568, 'colsample_bytree': 0.6716202458954381, 'gamma': 3.5596938359592687, 'reg_alpha': 0.8135867496149641, 'reg_lambda': 1.7629460488395645}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,025] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.01878966098056399, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6410734748051305, 'colsample_bytree': 0.6304720101429443, 'gamma': 0.038273234749621216, 'reg_alpha': 0.866030356477889, 'reg_lambda': 0.5990201606611945}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,128] Trial 32 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 66, 'learning_rate': 0.010201710750039042, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6840420674675791, 'colsample_bytree': 0.6323008654720306, 'gamma': 0.41924713599728336, 'reg_alpha': 0.9174401479644462, 'reg_lambda': 0.9039951879218067}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,211] Trial 33 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 105, 'learning_rate': 0.02133755325587829, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6362875791240992, 'colsample_bytree': 0.6175115193320408, 'gamma': 0.8658440006140257, 'reg_alpha': 0.9301504410673552, 'reg_lambda': 1.1874330972391451}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,404] Trial 34 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 87, 'learning_rate': 0.012860856748806415, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7403637160756007, 'colsample_bytree': 0.6492534851893693, 'gamma': 0.37351576972561373, 'reg_alpha': 0.5218307455145871, 'reg_lambda': 0.5180499015150019}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,482] Trial 35 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 88, 'learning_rate': 0.013649617064340957, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7409606594286693, 'colsample_bytree': 0.6015630103355243, 'gamma': 1.6918517396172028, 'reg_alpha': 0.5259264908597948, 'reg_lambda': 0.8544413922735902}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,550] Trial 36 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 83, 'learning_rate': 0.013146694586613146, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7443248140630861, 'colsample_bytree': 0.8792133632122285, 'gamma': 1.5301097625658446, 'reg_alpha': 0.5977983842696234, 'reg_lambda': 0.7885795894630188}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,740] Trial 37 finished with value: 0.693452380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.01173429346680124, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7100651576346598, 'colsample_bytree': 0.6002154820022041, 'gamma': 0.7496657314220743, 'reg_alpha': 0.5382062674503162, 'reg_lambda': 0.5114346741202157}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,791] Trial 38 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 39, 'learning_rate': 0.26187466704819934, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7912591577818141, 'colsample_bytree': 0.9858688101454969, 'gamma': 2.2594984119763932, 'reg_alpha': 0.44044024369013945, 'reg_lambda': 0.6746109370710535}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,904] Trial 39 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 57, 'learning_rate': 0.10338514340077852, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8228810565563076, 'colsample_bytree': 0.6509617672302673, 'gamma': 1.0650237614196814, 'reg_alpha': 0.4158357158170032, 'reg_lambda': 0.8298374318303997}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:03,017] Trial 40 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 246, 'learning_rate': 0.016203817544832633, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.74078819454566, 'colsample_bytree': 0.9403239927252051, 'gamma': 0.33498586777884765, 'reg_alpha': 0.5367072889270739, 'reg_lambda': 0.651143897645575}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:03,332] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 101, 'learning_rate': 0.014475250266675519, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7092864520579176, 'colsample_bytree': 0.6717896468693725, 'gamma': 1.2289136878028777, 'reg_alpha': 0.11487196736120087, 'reg_lambda': 0.7852947795413547}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:03,540] Trial 42 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.011258483488342094, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7714741866491852, 'colsample_bytree': 0.6151506748214974, 'gamma': 1.709351987791953, 'reg_alpha': 0.30985295879950453, 'reg_lambda': 1.0327475168822542}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:03,668] Trial 43 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 94, 'learning_rate': 0.010101425467914598, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6748896116469332, 'colsample_bytree': 0.8261341455696863, 'gamma': 0.5628794157716241, 'reg_alpha': 0.5070954489883711, 'reg_lambda': 0.532629339472618}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:03,759] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.04569964267622709, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8960247037342456, 'colsample_bytree': 0.7084616809774367, 'gamma': 0.8285879655508719, 'reg_alpha': 0.5834348235036595, 'reg_lambda': 1.5492755507479283}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:03,875] Trial 45 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 123, 'learning_rate': 0.07273103555084501, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8845806522259417, 'colsample_bytree': 0.6492807309406009, 'gamma': 0.9566958667173103, 'reg_alpha': 0.6799493237280628, 'reg_lambda': 1.265597651103802}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:03,958] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.13718771317516676, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7216143750106854, 'colsample_bytree': 0.6198114256730234, 'gamma': 0.35683126959094724, 'reg_alpha': 0.5978066495624077, 'reg_lambda': 1.4572812707923997}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,085] Trial 47 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 143, 'learning_rate': 0.06657612588681981, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8360254136165366, 'colsample_bytree': 0.6727368812040392, 'gamma': 0.8592721513385669, 'reg_alpha': 0.6355218966500046, 'reg_lambda': 1.7972425805117822}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,157] Trial 48 finished with value: 0.6964285714285713 and parameters: {'n_estimators': 94, 'learning_rate': 0.09854388107569992, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7874265180805498, 'colsample_bytree': 0.6033521044063912, 'gamma': 1.2208614060123795, 'reg_alpha': 0.38853857686227933, 'reg_lambda': 0.9852763883694686}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,409] Trial 49 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 137, 'learning_rate': 0.05043262855332439, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7554938873806925, 'colsample_bytree': 0.7105163863930302, 'gamma': 0.24796022029106568, 'reg_alpha': 0.8128239121151992, 'reg_lambda': 2.1096578994117743}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,488] Trial 50 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.04232504707768914, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9176787166399076, 'colsample_bytree': 0.645134298663584, 'gamma': 1.7165018158264504, 'reg_alpha': 0.564785909896254, 'reg_lambda': 0.8278806969728137}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,602] Trial 51 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 129, 'learning_rate': 0.03440956369579627, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9849692897620407, 'colsample_bytree': 0.775584654107783, 'gamma': 4.364430760420193, 'reg_alpha': 0.3313345763835694, 'reg_lambda': 1.5885260731507183}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,693] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.021578368326288653, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6977396861094335, 'colsample_bytree': 0.7265067595324411, 'gamma': 0.0072384197714681076, 'reg_alpha': 0.49161462765898195, 'reg_lambda': 1.6762231459302304}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,841] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.028790004678259908, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9686119138914429, 'colsample_bytree': 0.703246626399252, 'gamma': 2.339650194318648, 'reg_alpha': 0.7099637450416216, 'reg_lambda': 1.8945746702349524}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,921] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.06391437797794836, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.9016502663099936, 'colsample_bytree': 0.686898981351836, 'gamma': 2.731724704770735, 'reg_alpha': 0.2309670441069751, 'reg_lambda': 1.5244094558130676}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:05,087] Trial 55 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 61, 'learning_rate': 0.014796433532230988, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9992530084834412, 'colsample_bytree': 0.6310652278304543, 'gamma': 4.84609705334956, 'reg_alpha': 0.006007950345974452, 'reg_lambda': 1.390543790395963}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:05,208] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 109, 'learning_rate': 0.04246228454487745, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9459184889060629, 'colsample_bytree': 0.6581407097196169, 'gamma': 0.5749809454280214, 'reg_alpha': 0.4528991483131919, 'reg_lambda': 2.0242824973648643}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:06,046] Trial 57 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 73, 'learning_rate': 0.021540003178964838, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.871982212980111, 'colsample_bytree': 0.7431369825260917, 'gamma': 3.4393357014227424, 'reg_alpha': 0.9531308718970282, 'reg_lambda': 1.0878135642456872}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:06,131] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 164, 'learning_rate': 0.011479549343844073, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.8514347658233774, 'colsample_bytree': 0.8150572016118213, 'gamma': 0.7059421932309795, 'reg_alpha': 0.648220384588199, 'reg_lambda': 0.5984271751386001}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:06,334] Trial 59 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 121, 'learning_rate': 0.09070483141591282, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8115344691597093, 'colsample_bytree': 0.6150615095479546, 'gamma': 0.2180648491485515, 'reg_alpha': 0.5780772888394828, 'reg_lambda': 0.731236902627172}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:06,447] Trial 60 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.11409756138875528, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.816618456116962, 'colsample_bytree': 0.6149499437849133, 'gamma': 0.237230361949268, 'reg_alpha': 0.5751945609873103, 'reg_lambda': 0.731668181406317}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:06,589] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.11907236496441587, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8141685802821567, 'colsample_bytree': 0.6167126689822449, 'gamma': 0.21610687173669035, 'reg_alpha': 0.5607249297569394, 'reg_lambda': 0.8850622532980187}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:06,707] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 186, 'learning_rate': 0.0892563523183445, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7370495970244006, 'colsample_bytree': 0.6099611759219782, 'gamma': 0.5275368671481452, 'reg_alpha': 0.5239179694408542, 'reg_lambda': 0.6905849279745526}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:06,841] Trial 63 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 124, 'learning_rate': 0.15563804562672348, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7607289248030698, 'colsample_bytree': 0.6408741537084192, 'gamma': 0.1933109287284401, 'reg_alpha': 0.5636803158526273, 'reg_lambda': 0.7562044004500187}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,067] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.11511864564631479, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7957731838148111, 'colsample_bytree': 0.6251332765679769, 'gamma': 0.41546052568753133, 'reg_alpha': 0.7639010289083348, 'reg_lambda': 0.6217758229915001}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,234] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.11592660585111995, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8388356952549129, 'colsample_bytree': 0.6280598843081534, 'gamma': 0.3949648755800362, 'reg_alpha': 0.7666731975073129, 'reg_lambda': 0.6165949523298856}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,337] Trial 66 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.12394536859627213, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8338776448680899, 'colsample_bytree': 0.6270382645777888, 'gamma': 0.726557560322153, 'reg_alpha': 0.7620494264659453, 'reg_lambda': 0.9624457769710423}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,512] Trial 67 finished with value: 0.738095238095238 and parameters: {'n_estimators': 200, 'learning_rate': 0.11351067867746262, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8402095663574275, 'colsample_bytree': 0.6280076618582205, 'gamma': 0.7697951273948611, 'reg_alpha': 0.7588741504035145, 'reg_lambda': 0.9427089936450892}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,612] Trial 68 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 202, 'learning_rate': 0.18518680768829626, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8588508926201398, 'colsample_bytree': 0.6635478657003139, 'gamma': 1.0898134991929571, 'reg_alpha': 0.77380565160389, 'reg_lambda': 0.734745140868695}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,806] Trial 69 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 214, 'learning_rate': 0.12358143276802881, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.878699245318708, 'colsample_bytree': 0.6786227940618965, 'gamma': 0.2835399324923319, 'reg_alpha': 0.6527031411358257, 'reg_lambda': 0.6251280152783116}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,929] Trial 70 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 229, 'learning_rate': 0.17991854252623105, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8820471204527759, 'colsample_bytree': 0.6772771912626608, 'gamma': 0.1573452997529055, 'reg_alpha': 0.6508712501677467, 'reg_lambda': 0.6083507650713311}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:08,155] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 186, 'learning_rate': 0.12922223309596365, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8305534070152766, 'colsample_bytree': 0.6341861509411457, 'gamma': 0.007811385303468643, 'reg_alpha': 0.7311075172263892, 'reg_lambda': 0.7069051153667099}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:08,253] Trial 72 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 186, 'learning_rate': 0.12892260536969266, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8294945977781384, 'colsample_bytree': 0.6382085205493901, 'gamma': 0.3035309160128674, 'reg_alpha': 0.7114229694047522, 'reg_lambda': 0.6518185198779359}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:08,402] Trial 73 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 183, 'learning_rate': 0.08916620994340331, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8029820007660711, 'colsample_bytree': 0.6572238526033124, 'gamma': 0.020541913965352265, 'reg_alpha': 0.700364559409884, 'reg_lambda': 0.6444465598405844}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:08,508] Trial 74 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 186, 'learning_rate': 0.096778825176578, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8097566634151254, 'colsample_bytree': 0.6939172828359337, 'gamma': 0.001506348737768004, 'reg_alpha': 0.7149860808028115, 'reg_lambda': 0.7516027959455518}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:08,647] Trial 75 finished with value: 0.738095238095238 and parameters: {'n_estimators': 212, 'learning_rate': 0.08425783257153284, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7942409015246386, 'colsample_bytree': 0.6613923218181629, 'gamma': 0.27136454082713446, 'reg_alpha': 0.5971229023119697, 'reg_lambda': 0.6631058912991888}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:08,744] Trial 76 finished with value: 0.744047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.16246467465862788, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8206961636077055, 'colsample_bytree': 0.6369796737469372, 'gamma': 0.14083953256081883, 'reg_alpha': 0.6900483780613713, 'reg_lambda': 0.7108280091409936}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:08,899] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.13007408123730152, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8020545190334982, 'colsample_bytree': 0.6530018992416113, 'gamma': 0.5022031156012438, 'reg_alpha': 0.6650960787498399, 'reg_lambda': 1.0333122140711741}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,000] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 191, 'learning_rate': 0.22779175831425474, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7848666514498491, 'colsample_bytree': 0.6812537966983563, 'gamma': 0.6207088206506823, 'reg_alpha': 0.7248403469368138, 'reg_lambda': 0.5095005418813463}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,269] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.13852400617747104, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8507483903375762, 'colsample_bytree': 0.6411870979335142, 'gamma': 0.25424939638518956, 'reg_alpha': 0.6244773485033942, 'reg_lambda': 0.8387569219417507}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,379] Trial 80 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 164, 'learning_rate': 0.10543667912239489, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9023541545019265, 'colsample_bytree': 0.6115200482399837, 'gamma': 0.09908304356508635, 'reg_alpha': 0.830756886432468, 'reg_lambda': 0.5689632663598302}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,532] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 173, 'learning_rate': 0.10387155929267011, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9036135226562984, 'colsample_bytree': 0.6142080737624632, 'gamma': 0.008103561182278451, 'reg_alpha': 0.8109937537189166, 'reg_lambda': 0.5819106477073642}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,634] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 169, 'learning_rate': 0.09018160525417258, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9026749583215534, 'colsample_bytree': 0.6103901175774314, 'gamma': 0.08275282796642441, 'reg_alpha': 0.8368297331911889, 'reg_lambda': 0.5768137848204472}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,760] Trial 83 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 157, 'learning_rate': 0.10723723473016478, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8267291463936892, 'colsample_bytree': 0.6169429849961877, 'gamma': 0.014118045196722773, 'reg_alpha': 0.7961843798576802, 'reg_lambda': 0.6700604877283158}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,853] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.14843235964843582, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9180536396051039, 'colsample_bytree': 0.6001641572813238, 'gamma': 0.41130396169473565, 'reg_alpha': 0.7432307112517572, 'reg_lambda': 0.7833619644811086}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,004] Trial 85 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 191, 'learning_rate': 0.08089562762440398, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8728483275289977, 'colsample_bytree': 0.6355563450705539, 'gamma': 0.3127918170004257, 'reg_alpha': 0.8379568671495035, 'reg_lambda': 0.567457094231893}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,127] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 219, 'learning_rate': 0.09806772218550569, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8607110639601163, 'colsample_bytree': 0.6200638986197646, 'gamma': 0.17644323795421896, 'reg_alpha': 0.898690469120554, 'reg_lambda': 0.8931122038803785}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,353] Trial 87 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 207, 'learning_rate': 0.12494515911533875, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8094830855303567, 'colsample_bytree': 0.6571878016304851, 'gamma': 0.47514683448539125, 'reg_alpha': 0.7957402467732662, 'reg_lambda': 0.6365378299751199}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,467] Trial 88 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 192, 'learning_rate': 0.10781517570168525, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7719640901554554, 'colsample_bytree': 0.6120799397040995, 'gamma': 0.12207583673278466, 'reg_alpha': 0.6989354066735647, 'reg_lambda': 0.7124553852562785}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,615] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.07198450331199373, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7694666638119307, 'colsample_bytree': 0.6093768573495938, 'gamma': 0.3279310302817476, 'reg_alpha': 0.6976704356260724, 'reg_lambda': 0.8236177335720996}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,732] Trial 90 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.11013619085241605, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7780215894184719, 'colsample_bytree': 0.6226475830144166, 'gamma': 0.6293967266832798, 'reg_alpha': 0.666188221907641, 'reg_lambda': 0.5691994366494479}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,903] Trial 91 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 192, 'learning_rate': 0.09322774936485327, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7986880970359536, 'colsample_bytree': 0.6411808149437574, 'gamma': 0.11116610214928829, 'reg_alpha': 0.7361987612440869, 'reg_lambda': 0.7141355585202906}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:11,137] Trial 92 finished with value: 0.761904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.10141612907395571, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7994793692770864, 'colsample_bytree': 0.6448692456279043, 'gamma': 0.11497774104977172, 'reg_alpha': 0.8250026578684385, 'reg_lambda': 0.742173812426874}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:11,327] Trial 93 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 179, 'learning_rate': 0.10258449443277036, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7930816719944632, 'colsample_bytree': 0.6419853234882098, 'gamma': 0.1094999968328145, 'reg_alpha': 0.8757184310031669, 'reg_lambda': 0.6208546190493651}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:11,558] Trial 94 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 174, 'learning_rate': 0.10084044463747503, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7964521019703767, 'colsample_bytree': 0.6432987838904334, 'gamma': 0.12078580528809967, 'reg_alpha': 0.8693242877413436, 'reg_lambda': 0.5561263358911364}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:11,696] Trial 95 finished with value: 0.761904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.09397667784288372, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7933302047102186, 'colsample_bytree': 0.645344900548766, 'gamma': 0.14728749044839007, 'reg_alpha': 0.8796634162088832, 'reg_lambda': 0.5220518981680076}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:11,801] Trial 96 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 162, 'learning_rate': 0.06322273939536119, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7757074625120313, 'colsample_bytree': 0.6461459059902941, 'gamma': 0.15172341936685912, 'reg_alpha': 0.9257685006820903, 'reg_lambda': 0.503735963083807}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:11,969] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 205, 'learning_rate': 0.09520224971197994, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7856744897301997, 'colsample_bytree': 0.6678748931215127, 'gamma': 0.12884986639436924, 'reg_alpha': 0.8909535432440123, 'reg_lambda': 0.7773150077869531}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,080] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.07629809281204157, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7961172808834268, 'colsample_bytree': 0.6400453501009199, 'gamma': 0.3293571845839835, 'reg_alpha': 0.8547431266793308, 'reg_lambda': 0.5405181679319445}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,207] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.08472064727396932, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7650969572553297, 'colsample_bytree': 0.6498361195620779, 'gamma': 0.5277881454825513, 'reg_alpha': 0.9696958554728686, 'reg_lambda': 0.8752735821347543}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,297] Trial 100 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 179, 'learning_rate': 0.16735203534934354, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.810499035981921, 'colsample_bytree': 0.8606997901840299, 'gamma': 0.9187663398380012, 'reg_alpha': 0.8749211024915001, 'reg_lambda': 2.833638967121496}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,475] Trial 101 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 161, 'learning_rate': 0.10014486852988042, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.78933131336917, 'colsample_bytree': 0.6508967199522998, 'gamma': 0.11753295143288675, 'reg_alpha': 0.938277442355144, 'reg_lambda': 0.5049093375857017}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,582] Trial 102 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 194, 'learning_rate': 0.14345252105634002, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7516364221753535, 'colsample_bytree': 0.6757454447484013, 'gamma': 0.11679818928675628, 'reg_alpha': 0.8301761365976358, 'reg_lambda': 0.6888191223427054}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,716] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.0927901553639591, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7804369624192171, 'colsample_bytree': 0.6676422802595245, 'gamma': 0.26967456477434126, 'reg_alpha': 0.9382010401682612, 'reg_lambda': 0.5082653553431689}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,809] Trial 104 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 161, 'learning_rate': 0.10422850001746305, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.791516567581544, 'colsample_bytree': 0.6434146030520056, 'gamma': 0.47916819106650954, 'reg_alpha': 0.9922421870429539, 'reg_lambda': 0.6246455235335533}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,941] Trial 105 finished with value: 0.761904761904762 and parameters: {'n_estimators': 138, 'learning_rate': 0.06854491137076069, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8026043411244054, 'colsample_bytree': 0.6319757006354542, 'gamma': 0.24263101648385144, 'reg_alpha': 0.9130330754932978, 'reg_lambda': 0.8047312983962025}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:13,052] Trial 106 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.06977059788200014, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8226219641396268, 'colsample_bytree': 0.9221238567636304, 'gamma': 0.6577669402023466, 'reg_alpha': 0.9088594052124332, 'reg_lambda': 0.7928308169201594}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:13,168] Trial 107 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.06132746608690112, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.8015045687000473, 'colsample_bytree': 0.6973977030703551, 'gamma': 0.21615464363907222, 'reg_alpha': 0.8780586059062528, 'reg_lambda': 0.7219225155562211}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:13,257] Trial 108 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.0819652365900902, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.7712666460997489, 'colsample_bytree': 0.6511644592225424, 'gamma': 0.3988908687255858, 'reg_alpha': 0.9485486535692432, 'reg_lambda': 0.912320607139706}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:13,380] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.07714713300865612, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8436683700146035, 'colsample_bytree': 0.662314333174118, 'gamma': 0.30727747058456306, 'reg_alpha': 0.7845587516353104, 'reg_lambda': 0.6421398280876622}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:13,600] Trial 110 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 182, 'learning_rate': 0.12298909927587623, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7599894254296882, 'colsample_bytree': 0.6383463576552338, 'gamma': 0.21829917299245954, 'reg_alpha': 0.8603706881690526, 'reg_lambda': 2.4022686829880646}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:13,762] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 181, 'learning_rate': 0.12436852642532624, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7617527763910222, 'colsample_bytree': 0.6291606464923348, 'gamma': 0.1053316793863554, 'reg_alpha': 0.8593097266039752, 'reg_lambda': 2.4925656721443152}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:13,891] Trial 112 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 202, 'learning_rate': 0.09915457585142676, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.78175712496013, 'colsample_bytree': 0.6351182545342049, 'gamma': 0.21198570319771892, 'reg_alpha': 0.9108895376855162, 'reg_lambda': 2.585173120467797}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,051] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 177, 'learning_rate': 0.09613525664966283, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7514796584476962, 'colsample_bytree': 0.638660738208271, 'gamma': 0.20690354650210063, 'reg_alpha': 0.9127448002065901, 'reg_lambda': 2.7231318972994245}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,163] Trial 114 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 202, 'learning_rate': 0.08659157027259579, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7847585702318562, 'colsample_bytree': 0.6234486363820063, 'gamma': 0.4348839769026534, 'reg_alpha': 0.9700196280808979, 'reg_lambda': 2.352155072330446}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,319] Trial 115 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 195, 'learning_rate': 0.05737774809770342, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7852631035939467, 'colsample_bytree': 0.6247354510242991, 'gamma': 0.4343636706686863, 'reg_alpha': 0.9804372031485041, 'reg_lambda': 2.3752499122689703}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,421] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 203, 'learning_rate': 0.10293410375333507, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7786046299810672, 'colsample_bytree': 0.6342634665659274, 'gamma': 0.5636752129942464, 'reg_alpha': 0.8925808680572201, 'reg_lambda': 2.608693704030614}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,638] Trial 117 finished with value: 0.761904761904762 and parameters: {'n_estimators': 184, 'learning_rate': 0.08525712158177813, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7978059521123981, 'colsample_bytree': 0.6460248601805345, 'gamma': 0.10932609304717722, 'reg_alpha': 0.938341720190512, 'reg_lambda': 2.4466163700014936}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,739] Trial 118 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.13252363324864833, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7578662082516828, 'colsample_bytree': 0.6553038781422575, 'gamma': 0.35531463389866313, 'reg_alpha': 0.9610500871183235, 'reg_lambda': 2.6765362591607786}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,933] Trial 119 finished with value: 0.761904761904762 and parameters: {'n_estimators': 210, 'learning_rate': 0.11176779290361712, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7903301197557305, 'colsample_bytree': 0.6337579572063274, 'gamma': 0.47319050638004445, 'reg_alpha': 0.920984650787201, 'reg_lambda': 2.279018679901223}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,049] Trial 120 finished with value: 0.761904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.07000286493632542, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8059822000639107, 'colsample_bytree': 0.6629440493469132, 'gamma': 0.09199774900508267, 'reg_alpha': 0.8700389717978813, 'reg_lambda': 2.351789948532639}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,198] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 183, 'learning_rate': 0.08453774715379503, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.798775561964688, 'colsample_bytree': 0.6474480005619347, 'gamma': 0.18082044790112783, 'reg_alpha': 0.9338311106139107, 'reg_lambda': 2.45814531969712}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,312] Trial 122 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.07775223911047908, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8178548602022835, 'colsample_bytree': 0.6462998853392117, 'gamma': 0.2259376538706899, 'reg_alpha': 0.9789778066117618, 'reg_lambda': 2.633112363766892}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,456] Trial 123 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 203, 'learning_rate': 0.09731024353109417, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7697072864495174, 'colsample_bytree': 0.6226284906710583, 'gamma': 0.3756588691306561, 'reg_alpha': 0.8973916767305631, 'reg_lambda': 2.5571879196856946}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,565] Trial 124 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.09987950263024367, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7685794942172123, 'colsample_bytree': 0.6065969815782957, 'gamma': 0.36294021243127045, 'reg_alpha': 0.8930333141567707, 'reg_lambda': 2.5253131434515206}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,768] Trial 125 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 186, 'learning_rate': 0.11833583453773193, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7468114333133743, 'colsample_bytree': 0.6225053898267134, 'gamma': 0.004548729382688146, 'reg_alpha': 0.8502803772444907, 'reg_lambda': 2.4236002564769983}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,867] Trial 126 finished with value: 0.744047619047619 and parameters: {'n_estimators': 206, 'learning_rate': 0.08972626801204374, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7806181179571894, 'colsample_bytree': 0.6544501167013584, 'gamma': 0.77276546638358, 'reg_alpha': 0.9405307186047879, 'reg_lambda': 2.328262735276978}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,981] Trial 127 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.0975334878766094, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7335594305587176, 'colsample_bytree': 0.6398600909974353, 'gamma': 0.6006973509637241, 'reg_alpha': 0.8115706890061992, 'reg_lambda': 2.575242846088715}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,097] Trial 128 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.10936010552892958, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7719153908291576, 'colsample_bytree': 0.6246186549685737, 'gamma': 0.14974858551457337, 'reg_alpha': 0.9984738110412202, 'reg_lambda': 2.1696121779014494}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,241] Trial 129 finished with value: 0.744047619047619 and parameters: {'n_estimators': 217, 'learning_rate': 0.08568736480914312, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7890205185892885, 'colsample_bytree': 0.6712536971346322, 'gamma': 0.41802734674508385, 'reg_alpha': 0.9654407975084507, 'reg_lambda': 2.439220255499019}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,339] Trial 130 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 195, 'learning_rate': 0.1388141075253547, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7637489922507014, 'colsample_bytree': 0.6867036273081222, 'gamma': 1.8702896391658983, 'reg_alpha': 0.8769580534224864, 'reg_lambda': 2.499095881232502}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,459] Trial 131 finished with value: 0.693452380952381 and parameters: {'n_estimators': 169, 'learning_rate': 0.0790973628549911, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8018551755211439, 'colsample_bytree': 0.6292350192343229, 'gamma': 3.090619103352017, 'reg_alpha': 0.9265388779991354, 'reg_lambda': 2.564350246580197}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,564] Trial 132 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.09392594010204468, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8291307681858718, 'colsample_bytree': 0.6348569334874028, 'gamma': 0.2779306279547936, 'reg_alpha': 0.9095783474608276, 'reg_lambda': 2.6766849443033087}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,816] Trial 133 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 205, 'learning_rate': 0.11855294800728494, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.814232539748706, 'colsample_bytree': 0.6481781660867808, 'gamma': 0.20441609594504076, 'reg_alpha': 0.9028654661784615, 'reg_lambda': 2.841793037772007}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,941] Trial 134 finished with value: 0.761904761904762 and parameters: {'n_estimators': 188, 'learning_rate': 0.106340985684898, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7965365500414222, 'colsample_bytree': 0.6185973017366541, 'gamma': 0.07307697233744295, 'reg_alpha': 0.8236095733157579, 'reg_lambda': 2.304352290414523}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,081] Trial 135 finished with value: 0.738095238095238 and parameters: {'n_estimators': 199, 'learning_rate': 0.08759264476693285, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7811448141348759, 'colsample_bytree': 0.6067586263117941, 'gamma': 0.36187684863947933, 'reg_alpha': 0.8463809362509792, 'reg_lambda': 2.3814682582881583}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,204] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.07346250324207686, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7881161150768283, 'colsample_bytree': 0.6414440081172003, 'gamma': 0.2960141151176785, 'reg_alpha': 0.8667997437459962, 'reg_lambda': 2.223791606907854}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,336] Trial 137 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 194, 'learning_rate': 0.10138248287126224, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8046668381270214, 'colsample_bytree': 0.6614216308790957, 'gamma': 0.5296693686244097, 'reg_alpha': 0.9527202773069268, 'reg_lambda': 2.7502909666498914}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,446] Trial 138 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 202, 'learning_rate': 0.08205192790365032, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7755584700272724, 'colsample_bytree': 0.6300777878142336, 'gamma': 0.198161709955907, 'reg_alpha': 0.9252471102927385, 'reg_lambda': 0.6745400716184842}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,682] Trial 139 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 210, 'learning_rate': 0.11125852509947012, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7573864744300844, 'colsample_bytree': 0.9635200696859341, 'gamma': 0.13849494540209578, 'reg_alpha': 0.9325111968025609, 'reg_lambda': 0.5440325632649246}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,815] Trial 140 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 220, 'learning_rate': 0.09268006237129725, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.720472020141034, 'colsample_bytree': 0.6529114366554619, 'gamma': 0.015267234369680499, 'reg_alpha': 0.7949511595343594, 'reg_lambda': 2.4733632774543794}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,941] Trial 141 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.06699064885320183, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7758142789964019, 'colsample_bytree': 0.6304837960803822, 'gamma': 3.9690851501910895, 'reg_alpha': 0.8858273927914764, 'reg_lambda': 0.6829709523937405}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,049] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 184, 'learning_rate': 0.08149346316646026, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7927709742826051, 'colsample_bytree': 0.7801440161217147, 'gamma': 0.20858042421231582, 'reg_alpha': 0.9130242482453976, 'reg_lambda': 0.590820146674409}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,189] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 201, 'learning_rate': 0.1022279039905034, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7687427487870988, 'colsample_bytree': 0.6220295872169144, 'gamma': 0.30141032982257043, 'reg_alpha': 0.9557327454159349, 'reg_lambda': 0.684123659447982}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,297] Trial 144 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 178, 'learning_rate': 0.08730973154968008, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8121353965561112, 'colsample_bytree': 0.6392150319913107, 'gamma': 0.10078371276632704, 'reg_alpha': 0.8906797685812045, 'reg_lambda': 0.8029619245216317}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,535] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 191, 'learning_rate': 0.11749964291979052, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8186148954109257, 'colsample_bytree': 0.6381447723454573, 'gamma': 0.1294874781356624, 'reg_alpha': 0.8486500642396946, 'reg_lambda': 0.7541072759795263}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,646] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 177, 'learning_rate': 0.09325626610191742, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7835459819707469, 'colsample_bytree': 0.6138377466571658, 'gamma': 0.4310090033704946, 'reg_alpha': 0.8966620888001229, 'reg_lambda': 2.61491268923271}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,871] Trial 147 finished with value: 0.744047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.12715731940956632, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8081538269547789, 'colsample_bytree': 0.6480075203281647, 'gamma': 0.08692403844440984, 'reg_alpha': 0.8673082354182757, 'reg_lambda': 0.5672844755746849}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,982] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.15239369437758624, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8257029848685269, 'colsample_bytree': 0.6419276724814874, 'gamma': 0.005530082283140017, 'reg_alpha': 0.7414783110454567, 'reg_lambda': 0.6265481335013046}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,109] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.08256091255000436, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7749765932555162, 'colsample_bytree': 0.6285252028636227, 'gamma': 0.18357900328149612, 'reg_alpha': 0.975505002433784, 'reg_lambda': 2.3942151763026693}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,214] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.1098718317271261, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7952199231338357, 'colsample_bytree': 0.6554373784165528, 'gamma': 0.35118040035600384, 'reg_alpha': 0.8200524524624399, 'reg_lambda': 0.5008176683618479}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,448] Trial 151 finished with value: 0.761904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.07518915368759951, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8001115098843876, 'colsample_bytree': 0.6330487140792779, 'gamma': 0.24854247026223322, 'reg_alpha': 0.9302174960289664, 'reg_lambda': 0.7999870717750022}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,562] Trial 152 finished with value: 0.761904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.08802029147300423, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8119346310383819, 'colsample_bytree': 0.6174082479054713, 'gamma': 0.22506126479587577, 'reg_alpha': 0.8872326839096895, 'reg_lambda': 0.8558048000137624}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,698] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.10210678336113614, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7874151045198295, 'colsample_bytree': 0.6002597203412307, 'gamma': 0.4699065412721529, 'reg_alpha': 0.9152104631603115, 'reg_lambda': 0.7247400443711912}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,809] Trial 154 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 174, 'learning_rate': 0.09559259557588055, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7638774018990157, 'colsample_bytree': 0.6428228050379676, 'gamma': 0.08690212513015819, 'reg_alpha': 0.9504448398980578, 'reg_lambda': 0.6585634488111638}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,956] Trial 155 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 185, 'learning_rate': 0.05963774035629477, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8051948340726458, 'colsample_bytree': 0.6252671860022057, 'gamma': 0.30541840377541896, 'reg_alpha': 0.8640423321395239, 'reg_lambda': 0.741453094236494}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,064] Trial 156 finished with value: 0.738095238095238 and parameters: {'n_estimators': 203, 'learning_rate': 0.0845109421344059, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8358917474564512, 'colsample_bytree': 0.6254360590704198, 'gamma': 0.6645571082041767, 'reg_alpha': 0.8405572766146068, 'reg_lambda': 1.2264764180995011}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,203] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.05720563182564878, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7468881644299933, 'colsample_bytree': 0.608940025328153, 'gamma': 0.3452630129184802, 'reg_alpha': 0.8590259771334887, 'reg_lambda': 0.5962663545839071}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,407] Trial 158 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.13388180604982405, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7945687102211398, 'colsample_bytree': 0.6658109389327287, 'gamma': 0.1628802568996213, 'reg_alpha': 0.8888427574108367, 'reg_lambda': 0.747954395021597}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,562] Trial 159 finished with value: 0.738095238095238 and parameters: {'n_estimators': 196, 'learning_rate': 0.11862149429250579, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7801190060368628, 'colsample_bytree': 0.6364701493202806, 'gamma': 0.5105733669417666, 'reg_alpha': 0.87134112587417, 'reg_lambda': 1.8136435032327414}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,676] Trial 160 finished with value: 0.744047619047619 and parameters: {'n_estimators': 213, 'learning_rate': 0.099135280743226, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8199204457999182, 'colsample_bytree': 0.6504333473628383, 'gamma': 0.303072737505521, 'reg_alpha': 0.7799021123819836, 'reg_lambda': 2.969334419196499}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,822] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.06920442974961241, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8051515186662349, 'colsample_bytree': 0.6219525962987539, 'gamma': 0.23476323213556605, 'reg_alpha': 0.9086378925797004, 'reg_lambda': 0.7026740890853057}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,935] Trial 162 finished with value: 0.761904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.061398943418234556, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8004421245984943, 'colsample_bytree': 0.6291000673234016, 'gamma': 0.08612524599483941, 'reg_alpha': 0.9349641986709722, 'reg_lambda': 0.8277273204670953}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,119] Trial 163 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 203, 'learning_rate': 0.05303168691566323, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.623768972307618, 'colsample_bytree': 0.6362818122916332, 'gamma': 0.4101976026341624, 'reg_alpha': 0.9005392144134853, 'reg_lambda': 0.7810204653229953}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,231] Trial 164 finished with value: 0.744047619047619 and parameters: {'n_estimators': 171, 'learning_rate': 0.07439214691415512, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7898901487250151, 'colsample_bytree': 0.6458576960428442, 'gamma': 0.18167194993289093, 'reg_alpha': 0.8786495231707311, 'reg_lambda': 0.6526831340057024}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,517] Trial 165 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.07904567532879575, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8085813606655561, 'colsample_bytree': 0.6588836929473669, 'gamma': 0.2782028250399052, 'reg_alpha': 0.9231594247327719, 'reg_lambda': 2.563360928021679}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,619] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.08840454139893134, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7745876659482454, 'colsample_bytree': 0.6158872142560943, 'gamma': 0.0828380107853273, 'reg_alpha': 0.8288291131906805, 'reg_lambda': 0.548514063118089}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,736] Trial 167 finished with value: 0.5 and parameters: {'n_estimators': 183, 'learning_rate': 0.09275393001193193, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.7853011531919284, 'colsample_bytree': 0.6304868463125348, 'gamma': 0.42040783644731144, 'reg_alpha': 0.9967407692900435, 'reg_lambda': 0.9411430928498132}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,864] Trial 168 finished with value: 0.744047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.06565064397498899, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8138947146092643, 'colsample_bytree': 0.6421115681299907, 'gamma': 0.020576280216124565, 'reg_alpha': 0.9647377910896866, 'reg_lambda': 0.6174878880851293}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,993] Trial 169 finished with value: 0.761904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.11032813937313916, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7551617014487275, 'colsample_bytree': 0.6215618206259514, 'gamma': 0.5812346975429542, 'reg_alpha': 0.8579654247489358, 'reg_lambda': 2.510410193184561}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:22,095] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 188, 'learning_rate': 0.10461737545215077, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7665062365200994, 'colsample_bytree': 0.6534096756601013, 'gamma': 0.18602837292964822, 'reg_alpha': 0.9403541733288616, 'reg_lambda': 2.039756487415098}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:22,383] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 185, 'learning_rate': 0.08794443384381334, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7949252550993824, 'colsample_bytree': 0.6414881875039575, 'gamma': 0.10202674937201485, 'reg_alpha': 0.9425699396252395, 'reg_lambda': 2.4337892079189145}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:22,489] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 180, 'learning_rate': 0.08177315129182128, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.80039237563079, 'colsample_bytree': 0.6483875854004195, 'gamma': 0.28631145607191977, 'reg_alpha': 0.919468687886204, 'reg_lambda': 2.4547069017754475}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:22,706] Trial 173 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 167, 'learning_rate': 0.09865508336836065, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7844617449462424, 'colsample_bytree': 0.6314018840836432, 'gamma': 0.145627591181065, 'reg_alpha': 0.8940168017512471, 'reg_lambda': 2.276331496972837}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:22,817] Trial 174 finished with value: 0.738095238095238 and parameters: {'n_estimators': 176, 'learning_rate': 0.08623675017081324, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8276292483515458, 'colsample_bytree': 0.6102021242011783, 'gamma': 0.009702165888077041, 'reg_alpha': 0.9740136090140348, 'reg_lambda': 2.6475774437242814}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:22,972] Trial 175 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 193, 'learning_rate': 0.04885744002962178, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7988325513740666, 'colsample_bytree': 0.636871047933696, 'gamma': 0.3581697010604722, 'reg_alpha': 0.8795964799693363, 'reg_lambda': 0.6870526409260619}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,082] Trial 176 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 184, 'learning_rate': 0.09555200855799793, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7757779991424935, 'colsample_bytree': 0.6572403389202406, 'gamma': 0.19098236349979847, 'reg_alpha': 0.9274193562012464, 'reg_lambda': 2.5271368713622615}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,223] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 200, 'learning_rate': 0.07487679856332888, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8086469008790337, 'colsample_bytree': 0.835199759617734, 'gamma': 0.3013716720623262, 'reg_alpha': 0.8414096995386573, 'reg_lambda': 0.7466651087119257}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,322] Trial 178 finished with value: 0.761904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.10532743734605109, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7927804666823889, 'colsample_bytree': 0.6719159527470998, 'gamma': 0.10830695610958146, 'reg_alpha': 0.9012267352959713, 'reg_lambda': 0.5687663442369487}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,522] Trial 179 finished with value: 0.738095238095238 and parameters: {'n_estimators': 190, 'learning_rate': 0.0811596244223845, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8185145656125757, 'colsample_bytree': 0.6242471079116074, 'gamma': 0.005166008895516758, 'reg_alpha': 0.8683480474914997, 'reg_lambda': 2.4692459873628683}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,614] Trial 180 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 174, 'learning_rate': 0.09205330094837477, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7816921802169379, 'colsample_bytree': 0.647149781462046, 'gamma': 2.7324792468259615, 'reg_alpha': 0.7101050958570221, 'reg_lambda': 0.81316041049989}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,758] Trial 181 finished with value: 0.755952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.11208451571436616, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7903336901073221, 'colsample_bytree': 0.6320744146688082, 'gamma': 0.46894201755125753, 'reg_alpha': 0.9194114735525808, 'reg_lambda': 2.237077365970092}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,875] Trial 182 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 209, 'learning_rate': 0.12141824663097814, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8035699619691113, 'colsample_bytree': 0.6355204659620265, 'gamma': 0.24667526792643224, 'reg_alpha': 0.9523103731288349, 'reg_lambda': 2.357151542862493}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,992] Trial 183 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 129, 'learning_rate': 0.11933045185825741, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8015955012062048, 'colsample_bytree': 0.644334472543232, 'gamma': 0.25880488111987476, 'reg_alpha': 0.9568477633531421, 'reg_lambda': 2.381762689116777}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:24,104] Trial 184 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 205, 'learning_rate': 0.12212502578655623, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8029915866717444, 'colsample_bytree': 0.6182182437271453, 'gamma': 0.2366819875784047, 'reg_alpha': 0.9553217380033368, 'reg_lambda': 2.147706990627372}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:24,387] Trial 185 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 128, 'learning_rate': 0.132284363398226, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.810689842706698, 'colsample_bytree': 0.6256165452694414, 'gamma': 0.36670758442734397, 'reg_alpha': 0.9573563969938764, 'reg_lambda': 2.138428811864079}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:24,500] Trial 186 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 206, 'learning_rate': 0.12097147394128845, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7707741307131084, 'colsample_bytree': 0.6172309418827091, 'gamma': 0.24285564372623786, 'reg_alpha': 0.9862810010568358, 'reg_lambda': 2.358208541458437}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:24,650] Trial 187 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 206, 'learning_rate': 0.12349300645488429, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7613123665196323, 'colsample_bytree': 0.614325590208473, 'gamma': 0.23803723634032387, 'reg_alpha': 0.9816147372205077, 'reg_lambda': 2.395836574147572}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:24,762] Trial 188 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 208, 'learning_rate': 0.14247448905979948, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7613482179315827, 'colsample_bytree': 0.611334552395829, 'gamma': 0.24926498484411697, 'reg_alpha': 0.9681820152763154, 'reg_lambda': 2.3140329416821612}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:24,953] Trial 189 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 217, 'learning_rate': 0.14364006119633543, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7604852757892295, 'colsample_bytree': 0.6071339819008501, 'gamma': 0.24971918526843084, 'reg_alpha': 0.9784515177710672, 'reg_lambda': 2.3432252020733033}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,057] Trial 190 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 222, 'learning_rate': 0.16460495204368003, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7464626734164689, 'colsample_bytree': 0.6155698097916266, 'gamma': 2.243646029461114, 'reg_alpha': 0.9998614607362484, 'reg_lambda': 2.389639229657357}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,289] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 208, 'learning_rate': 0.12842107557191562, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7707079886391249, 'colsample_bytree': 0.6107753957798426, 'gamma': 0.37454863028397306, 'reg_alpha': 0.98192954786365, 'reg_lambda': 2.2846905231611596}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,409] Trial 192 finished with value: 0.738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.12243594243037545, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7545788164383157, 'colsample_bytree': 0.600238890402235, 'gamma': 0.26057860623616624, 'reg_alpha': 0.9618157781404052, 'reg_lambda': 2.3118065473591924}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,573] Trial 193 finished with value: 0.738095238095238 and parameters: {'n_estimators': 209, 'learning_rate': 0.1434734615689048, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7632670125309567, 'colsample_bytree': 0.6187211833229205, 'gamma': 0.5173744189371081, 'reg_alpha': 0.9588418127482634, 'reg_lambda': 2.4054685347086435}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,683] Trial 194 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 203, 'learning_rate': 0.126166128043557, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7713436799578515, 'colsample_bytree': 0.6191173994412217, 'gamma': 0.2069921032842486, 'reg_alpha': 0.9868142099996359, 'reg_lambda': 2.34651536721426}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,817] Trial 195 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 199, 'learning_rate': 0.11617284395648089, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7784910301692334, 'colsample_bytree': 0.611685927949416, 'gamma': 4.483230984474825, 'reg_alpha': 0.9423061548758734, 'reg_lambda': 2.236908823974807}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,933] Trial 196 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 206, 'learning_rate': 0.13579137644880285, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7661536500740894, 'colsample_bytree': 0.6250482562710108, 'gamma': 0.33625892073493535, 'reg_alpha': 0.9731970569736761, 'reg_lambda': 2.3471656013141393}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:26,058] Trial 197 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 217, 'learning_rate': 0.136322511485469, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.758305181887666, 'colsample_bytree': 0.6050341838883727, 'gamma': 3.6749357131358815, 'reg_alpha': 0.971554535848648, 'reg_lambda': 2.3807763862447637}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:26,209] Trial 198 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 207, 'learning_rate': 0.12028505428898448, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7363122332163476, 'colsample_bytree': 0.6181959897089297, 'gamma': 0.42046189294587566, 'reg_alpha': 0.9557070640013284, 'reg_lambda': 2.3295920071354312}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:26,436] Trial 199 finished with value: 0.738095238095238 and parameters: {'n_estimators': 211, 'learning_rate': 0.1457197211214649, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7710744919874669, 'colsample_bytree': 0.6351520261692115, 'gamma': 0.17580985727740256, 'reg_alpha': 0.9939033354409597, 'reg_lambda': 2.16712368100967}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:26,439] A new study created in memory with name: no-name-07f6b583-6147-45b0-a57a-de918972e415
[I 2025-11-03 19:22:26,539] Trial 0 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 177, 'learning_rate': 0.1460022782393653, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7472165989050076, 'colsample_bytree': 0.8604342002414209, 'gamma': 2.3177712210690506, 'reg_alpha': 0.5316153084260197, 'reg_lambda': 2.671878091847333}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:26,623] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 73, 'learning_rate': 0.07354715333870568, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8136059486662527, 'colsample_bytree': 0.7484875744395396, 'gamma': 1.3135182802685652, 'reg_alpha': 0.7306494684347342, 'reg_lambda': 2.9155528504059993}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:26,725] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.05548507541355168, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.6541305410637631, 'colsample_bytree': 0.6120767711151031, 'gamma': 2.866299736134288, 'reg_alpha': 0.5253774323723399, 'reg_lambda': 1.9102505248831778}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:26,875] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.2080905381139905, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.7838679130078728, 'colsample_bytree': 0.8484117517560654, 'gamma': 4.197352711758192, 'reg_alpha': 0.16075375005773007, 'reg_lambda': 1.4642956087926953}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:26,925] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.05691593361528732, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.9592730149534253, 'colsample_bytree': 0.8491133067206128, 'gamma': 2.674021858684814, 'reg_alpha': 0.8300468802244446, 'reg_lambda': 0.6796588901719696}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:27,137] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.22356371088050095, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.817945650509741, 'colsample_bytree': 0.8680430369448904, 'gamma': 3.3635112573502153, 'reg_alpha': 0.38159372044046214, 'reg_lambda': 1.734559880928408}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:27,238] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.0763657324516201, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.6439064074515368, 'colsample_bytree': 0.7691448532396079, 'gamma': 4.394295471999475, 'reg_alpha': 0.04525386302205603, 'reg_lambda': 2.7668260575186054}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:27,349] Trial 7 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.2677935978342164, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8262242030217719, 'colsample_bytree': 0.6542750137447783, 'gamma': 3.0333429747960294, 'reg_alpha': 0.5293886829367754, 'reg_lambda': 1.496214801230333}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:27,432] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.0176499964460495, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.623847496027082, 'colsample_bytree': 0.6905197975002728, 'gamma': 1.5845675124765768, 'reg_alpha': 0.3106968487819526, 'reg_lambda': 2.840768785025416}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:27,568] Trial 9 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 232, 'learning_rate': 0.046569822109644624, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9131742386625394, 'colsample_bytree': 0.8296598772376339, 'gamma': 1.832818917647641, 'reg_alpha': 0.9675882485235787, 'reg_lambda': 2.156846047465217}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:27,741] Trial 10 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 248, 'learning_rate': 0.01618355168694427, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9944341453542851, 'colsample_bytree': 0.9258816468318287, 'gamma': 0.30203793337893714, 'reg_alpha': 0.9735519030542145, 'reg_lambda': 2.213229359338131}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:27,884] Trial 11 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 241, 'learning_rate': 0.130707792750423, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.91073794600599, 'colsample_bytree': 0.9912949521054597, 'gamma': 1.4927475627971283, 'reg_alpha': 0.6677762508221412, 'reg_lambda': 2.262453252270931}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:28,057] Trial 12 finished with value: 0.693452380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.028585001836147313, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8794000110606653, 'colsample_bytree': 0.9263548833281645, 'gamma': 1.9964056438981834, 'reg_alpha': 0.9661674003628129, 'reg_lambda': 2.4057799335547507}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:28,206] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 221, 'learning_rate': 0.12648974072557556, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7212476677653745, 'colsample_bytree': 0.8012906115516759, 'gamma': 0.6198913652533475, 'reg_alpha': 0.6622858904311342, 'reg_lambda': 2.442087769191145}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:28,300] Trial 14 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 125, 'learning_rate': 0.031999707480304375, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7226511593729329, 'colsample_bytree': 0.9056137982599556, 'gamma': 2.1358126082916344, 'reg_alpha': 0.825296252960665, 'reg_lambda': 0.5427174851473848}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:28,442] Trial 15 finished with value: 0.693452380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.010216346773343848, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7201433231652281, 'colsample_bytree': 0.8026868120925914, 'gamma': 3.6197798600748343, 'reg_alpha': 0.26945419461437403, 'reg_lambda': 1.951641224204867}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:28,492] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 27, 'learning_rate': 0.12012502115293143, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9038931807454713, 'colsample_bytree': 0.9997983085836842, 'gamma': 0.9116750703920082, 'reg_alpha': 0.4320522401349576, 'reg_lambda': 1.0934031497013705}. Best is trial 16 with value: 0.7142857142857143.
[I 2025-11-03 19:22:28,722] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.03366781920393821, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8903950717971056, 'colsample_bytree': 0.9864525416729115, 'gamma': 0.6520636745168007, 'reg_alpha': 0.44086257285278996, 'reg_lambda': 0.9676218141503244}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 19:22:28,778] Trial 18 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 23, 'learning_rate': 0.03408254787862283, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8871912302888292, 'colsample_bytree': 0.9998770791845041, 'gamma': 0.741516785489402, 'reg_alpha': 0.4010277017103302, 'reg_lambda': 0.9769298966468639}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 19:22:28,899] Trial 19 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.08418505490650573, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8648043417146681, 'colsample_bytree': 0.9647161139404341, 'gamma': 0.024015952008439756, 'reg_alpha': 0.19265439868291107, 'reg_lambda': 1.0204816038208253}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 19:22:29,085] Trial 20 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 100, 'learning_rate': 0.086982616378051, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8569437387076738, 'colsample_bytree': 0.9617751447926637, 'gamma': 0.10386568807038132, 'reg_alpha': 0.17208139373307232, 'reg_lambda': 1.0352374719858455}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 19:22:29,181] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.09873049522796797, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9636172691784216, 'colsample_bytree': 0.9568144348601325, 'gamma': 0.9324806376499699, 'reg_alpha': 0.4419976105347503, 'reg_lambda': 1.0719795105466863}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 19:22:29,267] Trial 22 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 101, 'learning_rate': 0.18275167124525826, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.93380099840003, 'colsample_bytree': 0.9573753145366717, 'gamma': 0.0372765740733173, 'reg_alpha': 0.004676223248733569, 'reg_lambda': 1.28964294234716}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 19:22:29,392] Trial 23 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 99, 'learning_rate': 0.04411947720916096, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9460564552325429, 'colsample_bytree': 0.893160741500523, 'gamma': 0.011300328884325677, 'reg_alpha': 0.022898498510221098, 'reg_lambda': 1.3894816936308887}. Best is trial 23 with value: 0.7440476190476191.
[I 2025-11-03 19:22:29,488] Trial 24 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 144, 'learning_rate': 0.04331442168367109, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9447549678121876, 'colsample_bytree': 0.8958174971341694, 'gamma': 0.5042275648873684, 'reg_alpha': 0.024136985881609438, 'reg_lambda': 1.4223187470405478}. Best is trial 23 with value: 0.7440476190476191.
[I 2025-11-03 19:22:29,622] Trial 25 finished with value: 0.75 and parameters: {'n_estimators': 104, 'learning_rate': 0.022304362572345585, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9958921523972417, 'colsample_bytree': 0.9380073415477024, 'gamma': 1.1925455419550188, 'reg_alpha': 0.09062645845303494, 'reg_lambda': 1.2921428550821301}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:29,831] Trial 26 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.019459463604404908, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9867508463468032, 'colsample_bytree': 0.8857915053957444, 'gamma': 1.1421725875991386, 'reg_alpha': 0.10482658918004809, 'reg_lambda': 0.7612288137029102}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:29,955] Trial 27 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.022258788408224164, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9976995664884114, 'colsample_bytree': 0.890354478203009, 'gamma': 1.236153108901184, 'reg_alpha': 0.10062081702510317, 'reg_lambda': 0.741787796255556}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,030] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.011991754727932543, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9759337355088997, 'colsample_bytree': 0.9234203814987981, 'gamma': 1.2182850482598235, 'reg_alpha': 0.10656573971288563, 'reg_lambda': 1.699240567551751}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,134] Trial 29 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 86, 'learning_rate': 0.023329649669377457, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9380433486288355, 'colsample_bytree': 0.8735403988102334, 'gamma': 2.2590593580893286, 'reg_alpha': 0.27516387125161, 'reg_lambda': 1.300644604325308}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,195] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.015730487198306532, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.973771350056529, 'colsample_bytree': 0.8182981156455811, 'gamma': 4.799797517040535, 'reg_alpha': 0.10820721259692517, 'reg_lambda': 0.7196532589399806}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,327] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 114, 'learning_rate': 0.024343897889032292, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9994283775494103, 'colsample_bytree': 0.936627193852168, 'gamma': 0.38043652023022934, 'reg_alpha': 0.21252171991735652, 'reg_lambda': 0.8736265059019784}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,433] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 135, 'learning_rate': 0.03655242076611735, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.928989829865063, 'colsample_bytree': 0.9014501677651406, 'gamma': 0.9949995485470312, 'reg_alpha': 0.07424923530622028, 'reg_lambda': 1.237231946816928}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,607] Trial 33 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 88, 'learning_rate': 0.01892620733773542, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9668613164405201, 'colsample_bytree': 0.9752762097756666, 'gamma': 1.5852356946372523, 'reg_alpha': 0.6045637376010116, 'reg_lambda': 0.8339507988988996}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,705] Trial 34 finished with value: 0.75 and parameters: {'n_estimators': 108, 'learning_rate': 0.05852590964996546, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7756346364697646, 'colsample_bytree': 0.9388400634623483, 'gamma': 0.6402295093777254, 'reg_alpha': 0.3530590315505585, 'reg_lambda': 1.6100182523027091}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,830] Trial 35 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 73, 'learning_rate': 0.05434172215191862, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7959582329619092, 'colsample_bytree': 0.7523903792512858, 'gamma': 0.3619976011060015, 'reg_alpha': 0.33155565901118617, 'reg_lambda': 1.594205708351486}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,923] Trial 36 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 136, 'learning_rate': 0.06443710153246578, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7676071307485142, 'colsample_bytree': 0.8751446450380631, 'gamma': 1.0458186923514785, 'reg_alpha': 0.22954594268197712, 'reg_lambda': 1.8950588435050821}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,027] Trial 37 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.04432280091273843, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8459824909361069, 'colsample_bytree': 0.8443482622910398, 'gamma': 2.4845555227036926, 'reg_alpha': 0.14690857164164464, 'reg_lambda': 0.5362645011506686}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,104] Trial 38 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.013490013351669381, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6879671946432786, 'colsample_bytree': 0.944434348798413, 'gamma': 1.3253883350176277, 'reg_alpha': 0.14730601074642885, 'reg_lambda': 1.4509495424717025}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,329] Trial 39 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 157, 'learning_rate': 0.026308069833227216, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7696047142609282, 'colsample_bytree': 0.9098938422954012, 'gamma': 1.7938689030262123, 'reg_alpha': 0.05215320876819207, 'reg_lambda': 1.6291290306994726}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,390] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.021171980902124823, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8319512510878664, 'colsample_bytree': 0.8580735515805116, 'gamma': 0.7487970416620047, 'reg_alpha': 0.3297078356561357, 'reg_lambda': 1.8413535531836254}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,520] Trial 41 finished with value: 0.744047619047619 and parameters: {'n_estimators': 105, 'learning_rate': 0.06362255925741027, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9442995137663293, 'colsample_bytree': 0.979155575246125, 'gamma': 0.6099465913293123, 'reg_alpha': 0.0012070007118136772, 'reg_lambda': 1.180247401942208}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,610] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.05650646449122598, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9475755943700359, 'colsample_bytree': 0.698653727168246, 'gamma': 0.2926010665163767, 'reg_alpha': 0.0007937622342973113, 'reg_lambda': 1.1787021448179933}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,732] Trial 43 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 110, 'learning_rate': 0.0692399951623435, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.982781914349692, 'colsample_bytree': 0.9379376299447867, 'gamma': 0.5816881344699427, 'reg_alpha': 0.06836948383453237, 'reg_lambda': 1.3741604363733821}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,963] Trial 44 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.04847133512110602, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9213307830797017, 'colsample_bytree': 0.8822255421400753, 'gamma': 0.2551238372678165, 'reg_alpha': 0.12760213202184484, 'reg_lambda': 1.5731872139538117}. Best is trial 44 with value: 0.7559523809523809.
[I 2025-11-03 19:22:32,212] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 143, 'learning_rate': 0.04990807513948356, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9188960021090561, 'colsample_bytree': 0.8759951698154343, 'gamma': 0.190135292522416, 'reg_alpha': 0.2212800364120774, 'reg_lambda': 2.0591504328016677}. Best is trial 44 with value: 0.7559523809523809.
[I 2025-11-03 19:22:32,315] Trial 46 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 164, 'learning_rate': 0.039530316094570875, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9573539677677277, 'colsample_bytree': 0.8352672677201005, 'gamma': 1.4026208614736027, 'reg_alpha': 0.12672762311247526, 'reg_lambda': 1.5580520002691813}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:32,446] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.039484559408273216, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.750191340410178, 'colsample_bytree': 0.8263309534550941, 'gamma': 1.3951994400925178, 'reg_alpha': 0.2628170462381505, 'reg_lambda': 1.5613127571602021}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:32,536] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 169, 'learning_rate': 0.04179039750614144, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8115834724054743, 'colsample_bytree': 0.7808694216977566, 'gamma': 2.8250650622007445, 'reg_alpha': 0.14156435055229027, 'reg_lambda': 1.7698605976726638}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:32,672] Trial 49 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 201, 'learning_rate': 0.02692403945821523, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9610679344365455, 'colsample_bytree': 0.8488731825333874, 'gamma': 1.8308281776993813, 'reg_alpha': 0.49923410972596743, 'reg_lambda': 1.5219761241049572}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:32,772] Trial 50 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 129, 'learning_rate': 0.03185481684175019, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9033682232812683, 'colsample_bytree': 0.9167937830043312, 'gamma': 0.7996801042152444, 'reg_alpha': 0.06111296578605874, 'reg_lambda': 1.7027898409806828}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,017] Trial 51 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 184, 'learning_rate': 0.04917922560981353, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9839875058616377, 'colsample_bytree': 0.8852505833205332, 'gamma': 1.1027006848651328, 'reg_alpha': 0.10505189196346343, 'reg_lambda': 1.3769043484358536}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,120] Trial 52 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 185, 'learning_rate': 0.05354831562173877, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9507178292465294, 'colsample_bytree': 0.8606200220272897, 'gamma': 1.6098727233363403, 'reg_alpha': 0.1640256302361422, 'reg_lambda': 1.3973211830874386}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,267] Trial 53 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 167, 'learning_rate': 0.07642105689488923, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6023992762279253, 'colsample_bytree': 0.8388518017290979, 'gamma': 0.31179877710050086, 'reg_alpha': 0.12009094906967327, 'reg_lambda': 1.3168321358351627}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,395] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.047847833504568026, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9213015722051731, 'colsample_bytree': 0.8137878600985244, 'gamma': 0.4465130401272185, 'reg_alpha': 0.1886552186595003, 'reg_lambda': 1.4992271594697737}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,536] Trial 55 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.061977544741509315, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9753952987814691, 'colsample_bytree': 0.8884751200377133, 'gamma': 0.8743150318327372, 'reg_alpha': 0.36739926273469103, 'reg_lambda': 1.653733592978261}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,630] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.029733624746179584, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9576464907111577, 'colsample_bytree': 0.6236905174046063, 'gamma': 3.2886911240982046, 'reg_alpha': 0.04569808046394883, 'reg_lambda': 1.7996306163819145}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,798] Trial 57 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 131, 'learning_rate': 0.03760306388854474, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9879970230608157, 'colsample_bytree': 0.9115670834571596, 'gamma': 0.13005417502828695, 'reg_alpha': 0.24541630937549108, 'reg_lambda': 2.993442097198185}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,896] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.10123482031764632, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8719648053995759, 'colsample_bytree': 0.7826457642236657, 'gamma': 1.4395974200669575, 'reg_alpha': 0.28790332884046754, 'reg_lambda': 1.135760919412237}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,075] Trial 59 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 161, 'learning_rate': 0.049857178112160026, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.891396916030589, 'colsample_bytree': 0.9499620933891396, 'gamma': 1.0744177652133855, 'reg_alpha': 0.08130594724288778, 'reg_lambda': 2.002750884935484}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,152] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 79, 'learning_rate': 0.035944142761269046, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9297771023239607, 'colsample_bytree': 0.9295531771987445, 'gamma': 2.064854528375177, 'reg_alpha': 0.8212096735568548, 'reg_lambda': 1.3659203795715706}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,297] Trial 61 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 120, 'learning_rate': 0.018205532234823935, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9863006783362184, 'colsample_bytree': 0.8872037720492141, 'gamma': 1.0511786630960913, 'reg_alpha': 0.11664578908277934, 'reg_lambda': 1.559793556006222}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,384] Trial 62 finished with value: 0.75 and parameters: {'n_estimators': 96, 'learning_rate': 0.014913100548390032, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9656149300569957, 'colsample_bytree': 0.8646399256561187, 'gamma': 1.1916574717278583, 'reg_alpha': 0.18480694568149328, 'reg_lambda': 1.2388210475941526}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,503] Trial 63 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 92, 'learning_rate': 0.0158037795681237, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9646743603647533, 'colsample_bytree': 0.8656335391749507, 'gamma': 0.7470306946872987, 'reg_alpha': 0.18956475561918015, 'reg_lambda': 1.2413045128851223}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,607] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 150, 'learning_rate': 0.07603835171522647, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9030129203054242, 'colsample_bytree': 0.9016765271590992, 'gamma': 0.5014662470071745, 'reg_alpha': 0.043686964896774205, 'reg_lambda': 1.452907455048213}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,816] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.08529859118651378, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9083329522016552, 'colsample_bytree': 0.902854093727924, 'gamma': 1.726666752173909, 'reg_alpha': 0.13574024786997674, 'reg_lambda': 1.2408269749995047}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,934] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 138, 'learning_rate': 0.010241199682886781, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7902224566320217, 'colsample_bytree': 0.8376404622539284, 'gamma': 3.9884104248949095, 'reg_alpha': 0.09023991092962327, 'reg_lambda': 1.6412298456841028}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,065] Trial 67 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 181, 'learning_rate': 0.07296188513280788, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9984392850897595, 'colsample_bytree': 0.9204750680690101, 'gamma': 1.2316864997650505, 'reg_alpha': 0.03681157009217634, 'reg_lambda': 1.5228999634624663}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,161] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.1471974176127656, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.739231836956956, 'colsample_bytree': 0.8558103111969477, 'gamma': 0.5243671433670617, 'reg_alpha': 0.1793026592739903, 'reg_lambda': 1.4433406589548254}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,273] Trial 69 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 163, 'learning_rate': 0.09500868286197257, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6938073241729955, 'colsample_bytree': 0.8788498115391423, 'gamma': 0.669065752721572, 'reg_alpha': 0.474254237674916, 'reg_lambda': 1.3204319603354964}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,367] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 107, 'learning_rate': 0.012909603885625596, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9753892472596833, 'colsample_bytree': 0.9714774072564236, 'gamma': 0.917556593180704, 'reg_alpha': 0.210574243034226, 'reg_lambda': 1.1031945936124874}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,672] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 97, 'learning_rate': 0.04079641388217202, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9533977121969628, 'colsample_bytree': 0.9013329654372236, 'gamma': 0.20890177208418947, 'reg_alpha': 0.029617137854577678, 'reg_lambda': 1.4467929788201828}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,774] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 123, 'learning_rate': 0.05592042379579742, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9578127823777693, 'colsample_bytree': 0.9003230412044725, 'gamma': 0.22475273182500627, 'reg_alpha': 0.5714478551637572, 'reg_lambda': 1.4672767195044625}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,903] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.04022035041778825, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8968542226659713, 'colsample_bytree': 0.9390231297607279, 'gamma': 0.4755469055036946, 'reg_alpha': 0.02938664605091222, 'reg_lambda': 1.7166472119230163}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,979] Trial 74 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 82, 'learning_rate': 0.1130296144221585, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9372481810575806, 'colsample_bytree': 0.9274924778469003, 'gamma': 1.2182077671231901, 'reg_alpha': 0.07198419145094175, 'reg_lambda': 1.6279682879075534}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,100] Trial 75 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 95, 'learning_rate': 0.059869768794615905, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9253760218226778, 'colsample_bytree': 0.867156106275236, 'gamma': 0.8515855682049067, 'reg_alpha': 0.12481142185338026, 'reg_lambda': 0.9722403532422887}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,165] Trial 76 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 63, 'learning_rate': 0.07869844650895627, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9191873420715954, 'colsample_bytree': 0.8209707214447766, 'gamma': 1.5347777834046792, 'reg_alpha': 0.16092996008712274, 'reg_lambda': 1.0251908325005985}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,399] Trial 77 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 116, 'learning_rate': 0.061289039083309696, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9265633941887195, 'colsample_bytree': 0.8652728350357809, 'gamma': 0.8303948280055369, 'reg_alpha': 0.1353350159445386, 'reg_lambda': 0.8760872103434989}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,493] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.06218492563811574, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8505564675998902, 'colsample_bytree': 0.8361210045057167, 'gamma': 0.8385367588300164, 'reg_alpha': 0.12697174552312546, 'reg_lambda': 0.9137649926142927}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,598] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.0703942195212692, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.8811753977639579, 'colsample_bytree': 0.8533403575694515, 'gamma': 0.9828967493962707, 'reg_alpha': 0.10206907046097147, 'reg_lambda': 0.6483447747258749}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,688] Trial 80 finished with value: 0.75 and parameters: {'n_estimators': 112, 'learning_rate': 0.04633784688804757, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9267466192229368, 'colsample_bytree': 0.8095596023098651, 'gamma': 0.6458602120060506, 'reg_alpha': 0.30749456057694247, 'reg_lambda': 0.6317411002250481}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,800] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 119, 'learning_rate': 0.05988708857876934, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.774840332911742, 'colsample_bytree': 0.8691091510074755, 'gamma': 1.1237429350612982, 'reg_alpha': 0.20309019474382484, 'reg_lambda': 0.833033598825809}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,888] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 92, 'learning_rate': 0.050381593860551424, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9424505977672814, 'colsample_bytree': 0.8818796303304004, 'gamma': 0.4113454254615671, 'reg_alpha': 0.24158931716966392, 'reg_lambda': 0.9080531534426868}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,061] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.014236781496864968, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9703304686886155, 'colsample_bytree': 0.8642041361107913, 'gamma': 1.2720517622358924, 'reg_alpha': 0.15949732125150048, 'reg_lambda': 1.2031648983748893}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,148] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.06909493925418332, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.98462711770268, 'colsample_bytree': 0.8469476988665819, 'gamma': 1.377350306979947, 'reg_alpha': 0.1533380214489565, 'reg_lambda': 1.140172776212336}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,375] Trial 85 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 156, 'learning_rate': 0.053088590620691045, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9107062017213666, 'colsample_bytree': 0.9130986447285602, 'gamma': 1.7021966037444918, 'reg_alpha': 0.08718221159696046, 'reg_lambda': 0.9527104023049234}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,479] Trial 86 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.09160449373145928, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9713281186743002, 'colsample_bytree': 0.829480777596225, 'gamma': 0.8266092961933151, 'reg_alpha': 0.06080364416153285, 'reg_lambda': 1.0359867431976546}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,633] Trial 87 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 193, 'learning_rate': 0.09190797659949015, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9754678657649238, 'colsample_bytree': 0.7862147464377852, 'gamma': 1.9624904331054485, 'reg_alpha': 0.06532311209106938, 'reg_lambda': 0.7753110776342592}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,730] Trial 88 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 189, 'learning_rate': 0.14418340748093197, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9700463706900959, 'colsample_bytree': 0.7880655359754668, 'gamma': 1.9223997040588283, 'reg_alpha': 0.052935560846636344, 'reg_lambda': 0.8137758394791853}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,871] Trial 89 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 192, 'learning_rate': 0.10831464149551151, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9709438402176758, 'colsample_bytree': 0.7971859143825072, 'gamma': 2.359644523429999, 'reg_alpha': 0.12632163954688602, 'reg_lambda': 0.8162063155293294}. Best is trial 89 with value: 0.7738095238095237.
[I 2025-11-03 19:22:37,967] Trial 90 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 191, 'learning_rate': 0.13663170919183573, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9716863808489555, 'colsample_bytree': 0.7910775198056406, 'gamma': 2.4646203142270062, 'reg_alpha': 0.0644556432026394, 'reg_lambda': 0.8003629969423094}. Best is trial 89 with value: 0.7738095238095237.
[I 2025-11-03 19:22:38,189] Trial 91 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 205, 'learning_rate': 0.17517648232327881, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9799413358103745, 'colsample_bytree': 0.7589408805184694, 'gamma': 1.935949750416009, 'reg_alpha': 0.12532340869033057, 'reg_lambda': 0.6979214106170971}. Best is trial 89 with value: 0.7738095238095237.
[I 2025-11-03 19:22:38,289] Trial 92 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.18464922066844122, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9815058147545229, 'colsample_bytree': 0.7397663323511346, 'gamma': 2.338976499034239, 'reg_alpha': 0.015946733940519875, 'reg_lambda': 0.7150709527470314}. Best is trial 89 with value: 0.7738095238095237.
[I 2025-11-03 19:22:38,428] Trial 93 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 228, 'learning_rate': 0.23220969168808517, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9919295547211933, 'colsample_bytree': 0.7596684423909681, 'gamma': 1.937277348125871, 'reg_alpha': 0.11989386323920775, 'reg_lambda': 0.6045704368307454}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:38,537] Trial 94 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 237, 'learning_rate': 0.22978334825878016, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9924246088038619, 'colsample_bytree': 0.7574092480153752, 'gamma': 2.1567644486955904, 'reg_alpha': 0.16424450019636952, 'reg_lambda': 0.5240850917407784}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:38,662] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.27088492385388785, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9913224518562572, 'colsample_bytree': 0.7583659814209616, 'gamma': 2.2470116565617952, 'reg_alpha': 0.15442505368939632, 'reg_lambda': 0.5669112441310005}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:38,767] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.20893114800314447, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9503227549647721, 'colsample_bytree': 0.7352533501178605, 'gamma': 1.9516093745598095, 'reg_alpha': 0.11627115242602805, 'reg_lambda': 0.6088316944448654}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:38,942] Trial 97 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 228, 'learning_rate': 0.2986060436078982, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9986045939190952, 'colsample_bytree': 0.7721835810727607, 'gamma': 2.6547527515902862, 'reg_alpha': 0.16547224536822652, 'reg_lambda': 0.508312878783485}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:39,222] Trial 98 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 240, 'learning_rate': 0.17118545837921798, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9587377753508805, 'colsample_bytree': 0.7982026758373357, 'gamma': 2.1220559566214794, 'reg_alpha': 0.13647979968268437, 'reg_lambda': 0.6759608069416001}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:39,359] Trial 99 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.16461282886624717, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9586641147803627, 'colsample_bytree': 0.7154086952223151, 'gamma': 2.0552895545913183, 'reg_alpha': 0.13161774328548237, 'reg_lambda': 0.7038854890413987}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:39,477] Trial 100 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 250, 'learning_rate': 0.23333516012329367, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9892956768374961, 'colsample_bytree': 0.7659412947675751, 'gamma': 2.158979497152152, 'reg_alpha': 0.09618001967568705, 'reg_lambda': 0.5921227772673503}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:39,614] Trial 101 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 243, 'learning_rate': 0.23898171275646363, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9889593239831351, 'colsample_bytree': 0.7633996370760122, 'gamma': 2.356015329848959, 'reg_alpha': 0.09501289228824084, 'reg_lambda': 0.6099748144914395}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:39,726] Trial 102 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 246, 'learning_rate': 0.23621946380493597, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9894091446547295, 'colsample_bytree': 0.7696995771173237, 'gamma': 2.3316410683797115, 'reg_alpha': 0.10150651329024704, 'reg_lambda': 0.5814305528542048}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:39,863] Trial 103 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.2339941149489863, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9821341161532783, 'colsample_bytree': 0.7599643667179581, 'gamma': 2.208741274770933, 'reg_alpha': 0.09403391060874017, 'reg_lambda': 0.6677984384791307}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,087] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 246, 'learning_rate': 0.19203282921377773, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9820858189572792, 'colsample_bytree': 0.7955687430297095, 'gamma': 2.6364443989641213, 'reg_alpha': 0.7119379970498014, 'reg_lambda': 0.5177970337546037}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,229] Trial 105 finished with value: 0.738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.1574169099128316, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9937231884706436, 'colsample_bytree': 0.8032028804221123, 'gamma': 1.919450259808491, 'reg_alpha': 0.11953133389874429, 'reg_lambda': 0.748764234445579}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,326] Trial 106 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 204, 'learning_rate': 0.21705509452072438, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9648975715108166, 'colsample_bytree': 0.7402235811073958, 'gamma': 2.1396093340283597, 'reg_alpha': 0.23490137774620964, 'reg_lambda': 0.6830517453669274}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,469] Trial 107 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.2530779004260168, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9550306276882481, 'colsample_bytree': 0.7742250636927783, 'gamma': 2.407538847926041, 'reg_alpha': 0.1794394356061133, 'reg_lambda': 0.6010839353301747}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,571] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 220, 'learning_rate': 0.17049198298511656, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9367582504268742, 'colsample_bytree': 0.7200067754454551, 'gamma': 2.4187884705538716, 'reg_alpha': 0.17602098955835654, 'reg_lambda': 0.8075007223965809}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,702] Trial 109 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.265828357929599, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9528885721716597, 'colsample_bytree': 0.7747357334240413, 'gamma': 2.8024470079967023, 'reg_alpha': 0.08108786097648425, 'reg_lambda': 0.637634447649773}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,806] Trial 110 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 220, 'learning_rate': 0.26947003663527797, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9530813074583249, 'colsample_bytree': 0.7758740134108044, 'gamma': 2.986552104162125, 'reg_alpha': 0.20197991706743734, 'reg_lambda': 0.6310352490921127}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:41,097] Trial 111 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 242, 'learning_rate': 0.1952003986399244, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.945190523452838, 'colsample_bytree': 0.7464535511306604, 'gamma': 2.5614841340901857, 'reg_alpha': 0.08420009969306522, 'reg_lambda': 0.7441027759378583}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:41,197] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.19943114039931137, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9626242917848797, 'colsample_bytree': 0.7530224202007307, 'gamma': 2.589180472481569, 'reg_alpha': 0.04787218490996399, 'reg_lambda': 0.5600539636449369}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:41,425] Trial 113 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 242, 'learning_rate': 0.2606426136292941, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9502509572648219, 'colsample_bytree': 0.7453814358160864, 'gamma': 2.7268399586618437, 'reg_alpha': 0.9066201533417428, 'reg_lambda': 0.7420606724512955}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:41,635] Trial 114 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 230, 'learning_rate': 0.17621388210653993, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9790208579256321, 'colsample_bytree': 0.7327527274152914, 'gamma': 2.7658430206705917, 'reg_alpha': 0.07466267417642457, 'reg_lambda': 0.6840409413854879}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:41,801] Trial 115 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 237, 'learning_rate': 0.24814386013224854, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9410427445376384, 'colsample_bytree': 0.7799687339011636, 'gamma': 2.548108680278911, 'reg_alpha': 0.1436688604735726, 'reg_lambda': 0.8581687576482546}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:41,909] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.28807585085744963, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9995183324339033, 'colsample_bytree': 0.7646386231120331, 'gamma': 2.9028715501466817, 'reg_alpha': 0.014391621269578589, 'reg_lambda': 0.6174884740482088}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,014] Trial 117 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 225, 'learning_rate': 0.20516899794670468, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9679018208414394, 'colsample_bytree': 0.8038407716516439, 'gamma': 3.184238106332356, 'reg_alpha': 0.07754685640388859, 'reg_lambda': 2.668268432820712}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,151] Trial 118 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 215, 'learning_rate': 0.14888139862005964, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9587683963667635, 'colsample_bytree': 0.790851928341067, 'gamma': 1.857865791141309, 'reg_alpha': 0.10779806456977958, 'reg_lambda': 0.500035099489735}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,353] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 216, 'learning_rate': 0.12220384161706153, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.958347843606775, 'colsample_bytree': 0.7522752249283546, 'gamma': 2.4119141229650496, 'reg_alpha': 0.17485112094373545, 'reg_lambda': 0.5354103187358988}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,480] Trial 120 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.21757443729256942, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9341752754620535, 'colsample_bytree': 0.7245811641383335, 'gamma': 1.6641204540131558, 'reg_alpha': 0.22114055066770832, 'reg_lambda': 0.5009981767089107}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,577] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 198, 'learning_rate': 0.15179657428084226, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9763418436899819, 'colsample_bytree': 0.7927475500901232, 'gamma': 1.8382298528988579, 'reg_alpha': 0.09455530959424514, 'reg_lambda': 0.6555791088351792}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,703] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.13733456590956966, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9674271124014326, 'colsample_bytree': 0.7863926912443057, 'gamma': 2.0456276846710253, 'reg_alpha': 0.042833379676830256, 'reg_lambda': 0.7810910249888192}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,808] Trial 123 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 233, 'learning_rate': 0.24921648744444402, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9460992279849402, 'colsample_bytree': 0.8114636708636047, 'gamma': 1.7859536052006952, 'reg_alpha': 0.12167418336450722, 'reg_lambda': 0.569857936736816}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,938] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.18820638756926686, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9545769301683579, 'colsample_bytree': 0.7748633334170701, 'gamma': 2.241677894714296, 'reg_alpha': 0.11001330118021437, 'reg_lambda': 0.7204124134448862}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:43,217] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 239, 'learning_rate': 0.16171184180670092, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9908715248127001, 'colsample_bytree': 0.7599219404075686, 'gamma': 2.3667058505128957, 'reg_alpha': 0.14402506036516846, 'reg_lambda': 0.6056183234598804}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:43,356] Trial 126 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.14136499350741447, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9773770040583051, 'colsample_bytree': 0.7988180036256561, 'gamma': 2.516715823180258, 'reg_alpha': 0.08086554689210161, 'reg_lambda': 0.6652661570626428}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:43,456] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.1117177997502482, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9644378696039465, 'colsample_bytree': 0.8194552762171773, 'gamma': 1.8748792188623111, 'reg_alpha': 0.05714336168864022, 'reg_lambda': 0.7577393639026052}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:43,590] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 205, 'learning_rate': 0.17425801767992857, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9847183422883149, 'colsample_bytree': 0.7464306524846375, 'gamma': 2.0980213587787104, 'reg_alpha': 0.1888870844848352, 'reg_lambda': 0.9145660492705946}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:43,695] Trial 129 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 244, 'learning_rate': 0.22130125998316277, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9447567139287839, 'colsample_bytree': 0.787523419648892, 'gamma': 1.9669663048344932, 'reg_alpha': 0.027751829086694435, 'reg_lambda': 0.8222439798783934}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:43,828] Trial 130 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 244, 'learning_rate': 0.2013833830451875, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9410864873446148, 'colsample_bytree': 0.7786565847504978, 'gamma': 2.2844275817555655, 'reg_alpha': 0.14115433127784352, 'reg_lambda': 0.5361952867174151}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,044] Trial 131 finished with value: 0.738095238095238 and parameters: {'n_estimators': 233, 'learning_rate': 0.22339358285148536, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9708702121067788, 'colsample_bytree': 0.790723277606811, 'gamma': 1.531687556831497, 'reg_alpha': 0.04048298662621913, 'reg_lambda': 0.6902916969274923}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,186] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.24996020703391558, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.958406111708259, 'colsample_bytree': 0.7697316877833672, 'gamma': 1.9425357513594894, 'reg_alpha': 0.01787600421414269, 'reg_lambda': 0.8274255812186584}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,287] Trial 133 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 239, 'learning_rate': 0.28402418845304267, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9800738895760817, 'colsample_bytree': 0.8068913759123786, 'gamma': 2.022831348260999, 'reg_alpha': 0.11312576315348727, 'reg_lambda': 0.6033724783657453}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,416] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 185, 'learning_rate': 0.19244716024344777, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9505244422408807, 'colsample_bytree': 0.7839885651483309, 'gamma': 2.1681605173871663, 'reg_alpha': 0.004003202739986167, 'reg_lambda': 0.7822552604359607}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,524] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.13001814705632814, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9928960006749928, 'colsample_bytree': 0.7083831802309567, 'gamma': 1.745513641160492, 'reg_alpha': 0.08165230900637792, 'reg_lambda': 0.7254719811328314}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,669] Trial 136 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.23154756907990612, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9333869085290376, 'colsample_bytree': 0.7597484784559846, 'gamma': 2.887702842432444, 'reg_alpha': 0.397724404189998, 'reg_lambda': 0.5010350474526849}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,766] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.20880351137706904, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9691795211148175, 'colsample_bytree': 0.729620548327392, 'gamma': 1.6183364046047009, 'reg_alpha': 0.05729098185809969, 'reg_lambda': 0.8688899789936082}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,006] Trial 138 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 246, 'learning_rate': 0.17963622771841645, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9437294773397188, 'colsample_bytree': 0.7510305862461379, 'gamma': 2.4477290948359833, 'reg_alpha': 0.09715096636410213, 'reg_lambda': 0.6278800385755484}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,102] Trial 139 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 188, 'learning_rate': 0.259210362190098, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9998230254933108, 'colsample_bytree': 0.7927549513686797, 'gamma': 2.3135985058581645, 'reg_alpha': 0.15699967156311362, 'reg_lambda': 0.5570415169708223}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,241] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.15919647749598748, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9596506208180194, 'colsample_bytree': 0.7703136892168025, 'gamma': 2.07985832932205, 'reg_alpha': 0.03086397327012328, 'reg_lambda': 0.6647737559050138}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,356] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.24377698297455414, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9494174737024729, 'colsample_bytree': 0.814491272247526, 'gamma': 1.7872401050319164, 'reg_alpha': 0.12082953781856554, 'reg_lambda': 0.5511187332356433}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,506] Trial 142 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.21957896025640938, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9863241524048111, 'colsample_bytree': 0.7996259409929448, 'gamma': 1.8222471304588885, 'reg_alpha': 0.12455544580583165, 'reg_lambda': 0.5823981504796696}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,616] Trial 143 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 241, 'learning_rate': 0.2779388738325538, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6454739992904996, 'colsample_bytree': 0.8095474676052757, 'gamma': 1.4526907813600636, 'reg_alpha': 0.10735245417501126, 'reg_lambda': 0.6403349939939516}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,761] Trial 144 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 223, 'learning_rate': 0.25142396476250317, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9455520189555433, 'colsample_bytree': 0.7850701827950118, 'gamma': 1.9250757720388032, 'reg_alpha': 0.1707623727282429, 'reg_lambda': 0.7151583281356372}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,957] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.14893484988915445, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9757812767484056, 'colsample_bytree': 0.8220012566499864, 'gamma': 1.998916749886624, 'reg_alpha': 0.07423118860278667, 'reg_lambda': 0.8317387473914977}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,078] Trial 146 finished with value: 0.744047619047619 and parameters: {'n_estimators': 172, 'learning_rate': 0.19150943421324032, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9639939182436316, 'colsample_bytree': 0.7434582146488169, 'gamma': 2.1896177855157557, 'reg_alpha': 0.1398229741794599, 'reg_lambda': 0.5891711101727393}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,181] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 232, 'learning_rate': 0.22559786128994505, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.9146934831306289, 'colsample_bytree': 0.763210605021844, 'gamma': 2.7279600930097017, 'reg_alpha': 0.055691503040749844, 'reg_lambda': 0.7926901560565511}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,309] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.2685338778100348, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9552048703074117, 'colsample_bytree': 0.7742540156708457, 'gamma': 1.6829407738880788, 'reg_alpha': 0.10473982216604151, 'reg_lambda': 0.7404311108811528}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,416] Trial 149 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 238, 'learning_rate': 0.20841527385367786, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9887684067037691, 'colsample_bytree': 0.7975836635300382, 'gamma': 2.5720227203018666, 'reg_alpha': 0.2018799284115361, 'reg_lambda': 0.672335643373457}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,564] Trial 150 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 243, 'learning_rate': 0.1683697066453564, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.973820503441297, 'colsample_bytree': 0.7538244161297764, 'gamma': 1.8718721440977275, 'reg_alpha': 0.08487039216386824, 'reg_lambda': 0.9343576096784275}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,623] Trial 151 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 38, 'learning_rate': 0.23473707788963688, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9262556043366091, 'colsample_bytree': 0.8330000746776539, 'gamma': 4.977531384582447, 'reg_alpha': 0.1323979952553324, 'reg_lambda': 0.9637527507866914}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,959] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.29784418216114106, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9369338828131453, 'colsample_bytree': 0.7810253881200538, 'gamma': 2.1294390134557313, 'reg_alpha': 0.12352247116711969, 'reg_lambda': 0.8830653720805589}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,059] Trial 153 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 206, 'learning_rate': 0.11043923416828902, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.945227472281747, 'colsample_bytree': 0.8104977628428026, 'gamma': 2.2885851922254634, 'reg_alpha': 0.16015335477487655, 'reg_lambda': 1.0048821263963024}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,208] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.03254115665966571, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9588848365529882, 'colsample_bytree': 0.7679860022224955, 'gamma': 1.3583425375368328, 'reg_alpha': 0.09081595647844201, 'reg_lambda': 0.549263061784936}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,314] Trial 155 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 235, 'learning_rate': 0.24818345600050615, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9689054227768782, 'colsample_bytree': 0.7880587506063679, 'gamma': 1.9871706759171934, 'reg_alpha': 0.14797431011505, 'reg_lambda': 0.6235969294803131}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,459] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 225, 'learning_rate': 0.04433364267155906, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9302010614678503, 'colsample_bytree': 0.7760531513504503, 'gamma': 2.508383743513004, 'reg_alpha': 0.11767467943190006, 'reg_lambda': 0.5006503894970407}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,568] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 246, 'learning_rate': 0.1774757642779188, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9823590671597041, 'colsample_bytree': 0.6485633180459879, 'gamma': 1.762952692637782, 'reg_alpha': 0.03439808812149153, 'reg_lambda': 2.2991344228468362}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,825] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.03558577050299792, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9490811707698027, 'colsample_bytree': 0.7575826182183181, 'gamma': 3.053942759953185, 'reg_alpha': 0.17848650354460258, 'reg_lambda': 0.7718313840250344}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,937] Trial 159 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 241, 'learning_rate': 0.20011137148510294, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9624024573848814, 'colsample_bytree': 0.7999138952772585, 'gamma': 3.642167857607018, 'reg_alpha': 0.06956290224207137, 'reg_lambda': 0.6923107020000899}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,106] Trial 160 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 250, 'learning_rate': 0.21668036263024226, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9790582251118459, 'colsample_bytree': 0.8276493118943946, 'gamma': 2.3759943174253184, 'reg_alpha': 0.10191723653377485, 'reg_lambda': 0.8342495853508235}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,224] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 248, 'learning_rate': 0.23640962180731642, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9911507583728216, 'colsample_bytree': 0.7645672055904787, 'gamma': 2.1564990820483496, 'reg_alpha': 0.09244003698642125, 'reg_lambda': 0.5853529805455615}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,384] Trial 162 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 236, 'learning_rate': 0.2578417168341771, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9928178766741113, 'colsample_bytree': 0.76575521453044, 'gamma': 2.204980235447749, 'reg_alpha': 0.11626954525905626, 'reg_lambda': 0.6091596841572596}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,490] Trial 163 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 238, 'learning_rate': 0.28113193965930966, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9739987503482245, 'colsample_bytree': 0.7804941372948607, 'gamma': 2.2391152711963977, 'reg_alpha': 0.13649087274801006, 'reg_lambda': 0.6396647128789971}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,626] Trial 164 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.26065812744927885, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9937544731593656, 'colsample_bytree': 0.7478761472959322, 'gamma': 2.0329804644735483, 'reg_alpha': 0.06325202497289062, 'reg_lambda': 0.7181935123696853}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,797] Trial 165 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 219, 'learning_rate': 0.2614798663725341, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9815597711438603, 'colsample_bytree': 0.8430912762879207, 'gamma': 1.8886242935504516, 'reg_alpha': 0.1252714493309202, 'reg_lambda': 0.542033024633989}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,923] Trial 166 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 164, 'learning_rate': 0.18847909116993397, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9690221786332216, 'colsample_bytree': 0.73781828797502, 'gamma': 2.3988949635190497, 'reg_alpha': 0.15450266332759716, 'reg_lambda': 0.5874245609000077}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:49,021] Trial 167 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 201, 'learning_rate': 0.22104030891326878, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9551885115736081, 'colsample_bytree': 0.7923381545134446, 'gamma': 2.6514263477925417, 'reg_alpha': 0.1104747148497317, 'reg_lambda': 0.6818699300345853}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:49,190] Trial 168 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 228, 'learning_rate': 0.15004794879507496, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8347653008978593, 'colsample_bytree': 0.7668804154397433, 'gamma': 2.80057606973984, 'reg_alpha': 0.04692028908270213, 'reg_lambda': 0.7542634536315465}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:49,294] Trial 169 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.24438803668387324, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.9862768799967618, 'colsample_bytree': 0.8046517436375062, 'gamma': 1.603052849654511, 'reg_alpha': 0.08070649016936844, 'reg_lambda': 0.6277330665167566}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:49,441] Trial 170 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.038869556041976935, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9422380718209056, 'colsample_bytree': 0.7751881418426275, 'gamma': 2.1118407521795564, 'reg_alpha': 0.1334991517137381, 'reg_lambda': 1.8340633601169767}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:49,652] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.22966676628551547, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9950839534401539, 'colsample_bytree': 0.7620661511464897, 'gamma': 2.1991707532149376, 'reg_alpha': 0.10420581025597196, 'reg_lambda': 0.5835374285836851}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:49,792] Trial 172 finished with value: 0.8065476190476191 and parameters: {'n_estimators': 237, 'learning_rate': 0.20936348878660632, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9998903144507598, 'colsample_bytree': 0.7544141255205741, 'gamma': 2.2770643835590705, 'reg_alpha': 0.09162058017364325, 'reg_lambda': 0.5715137508850954}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:49,912] Trial 173 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.20935051915784744, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9971017079299075, 'colsample_bytree': 0.7542204807581573, 'gamma': 2.4781912917735296, 'reg_alpha': 0.17007619998010953, 'reg_lambda': 0.6544655777707036}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,053] Trial 174 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 240, 'learning_rate': 0.18320927045388793, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9856808112785241, 'colsample_bytree': 0.745737373908768, 'gamma': 2.296855941225528, 'reg_alpha': 0.07873160343489734, 'reg_lambda': 0.7120197332186798}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,159] Trial 175 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 222, 'learning_rate': 0.19446275206664548, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9657214583362684, 'colsample_bytree': 0.7874492524282574, 'gamma': 1.980752160774034, 'reg_alpha': 0.12413372634500482, 'reg_lambda': 0.5028353189682008}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,294] Trial 176 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.16348951115928825, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9749376553879415, 'colsample_bytree': 0.7837354393101524, 'gamma': 2.0543580207889036, 'reg_alpha': 0.5539719319916586, 'reg_lambda': 0.5051330920625531}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,516] Trial 177 finished with value: 0.738095238095238 and parameters: {'n_estimators': 222, 'learning_rate': 0.16426787461025344, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.964034856749784, 'colsample_bytree': 0.783804153928571, 'gamma': 1.928264264178537, 'reg_alpha': 0.5679600815201173, 'reg_lambda': 0.5234208667068971}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,684] Trial 178 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 214, 'learning_rate': 0.1425093042758242, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9739403181835763, 'colsample_bytree': 0.7910006324849388, 'gamma': 2.053214509781852, 'reg_alpha': 0.03127186533158394, 'reg_lambda': 0.5090110423441563}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,854] Trial 179 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 209, 'learning_rate': 0.2019574005820086, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9627937774204842, 'colsample_bytree': 0.816864885695958, 'gamma': 1.7779226443733114, 'reg_alpha': 0.5233386594383138, 'reg_lambda': 0.5687972988503922}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,999] Trial 180 finished with value: 0.636904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.19774177756868985, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6738128207702323, 'colsample_bytree': 0.7996295214195601, 'gamma': 1.9806886505830121, 'reg_alpha': 0.5150341992165315, 'reg_lambda': 0.5524213237926685}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,110] Trial 181 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 230, 'learning_rate': 0.17487464700354766, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.954307817074048, 'colsample_bytree': 0.8166314154857168, 'gamma': 1.6782864831760975, 'reg_alpha': 0.5895826921656893, 'reg_lambda': 0.5008573602882898}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,256] Trial 182 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 211, 'learning_rate': 0.1762180036753574, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9545038702020747, 'colsample_bytree': 0.8136734494216273, 'gamma': 1.7310546505534652, 'reg_alpha': 0.6283483296312925, 'reg_lambda': 0.5042527225136932}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,362] Trial 183 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 212, 'learning_rate': 0.1810827648760224, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.955807006789728, 'colsample_bytree': 0.818294148736779, 'gamma': 1.698433176501662, 'reg_alpha': 0.6131249999700095, 'reg_lambda': 0.5026674013488477}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,527] Trial 184 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 209, 'learning_rate': 0.17120662586637408, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9625139821490392, 'colsample_bytree': 0.8167891230386728, 'gamma': 1.5599675114351779, 'reg_alpha': 0.6355191538595535, 'reg_lambda': 0.5556881564740564}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,631] Trial 185 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 219, 'learning_rate': 0.1990757098891951, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.97844688152561, 'colsample_bytree': 0.8025763922277941, 'gamma': 1.8423477747990467, 'reg_alpha': 0.5687321650099791, 'reg_lambda': 0.5024738396706304}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,781] Trial 186 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 217, 'learning_rate': 0.1586290866786767, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9521370154172939, 'colsample_bytree': 0.8267562623254503, 'gamma': 1.780389957563332, 'reg_alpha': 0.5544289995508893, 'reg_lambda': 2.6309327734934698}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,889] Trial 187 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 226, 'learning_rate': 0.20520294156233734, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9763763931582411, 'colsample_bytree': 0.8067269437903675, 'gamma': 1.4534249860313728, 'reg_alpha': 0.596382429501958, 'reg_lambda': 0.5410152921410386}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,029] Trial 188 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 223, 'learning_rate': 0.1937709966807951, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9789678551614454, 'colsample_bytree': 0.806673594232226, 'gamma': 1.8298781805323845, 'reg_alpha': 0.6051320776284871, 'reg_lambda': 0.5009435131883779}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,134] Trial 189 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 223, 'learning_rate': 0.19244734470077224, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9782927448193717, 'colsample_bytree': 0.8110437327197312, 'gamma': 1.8530907414150781, 'reg_alpha': 0.597145934531007, 'reg_lambda': 0.5006476421904982}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,413] Trial 190 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 226, 'learning_rate': 0.2008981091919892, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9714684343566313, 'colsample_bytree': 0.8219639132987802, 'gamma': 1.766491532434473, 'reg_alpha': 0.6743607938150616, 'reg_lambda': 0.5537439194912799}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,526] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.17632588915193734, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8078383783481506, 'colsample_bytree': 0.8059437371839114, 'gamma': 1.5152399710735744, 'reg_alpha': 0.5410167667018294, 'reg_lambda': 0.5739315084710923}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,669] Trial 192 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 229, 'learning_rate': 0.2121872983023664, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9666738461266051, 'colsample_bytree': 0.7959137243988355, 'gamma': 1.6283113601247647, 'reg_alpha': 0.59228862594746, 'reg_lambda': 0.6177228190311896}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,766] Trial 193 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 212, 'learning_rate': 0.1886965189421977, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9813345106377708, 'colsample_bytree': 0.8037990209361011, 'gamma': 1.873480522195693, 'reg_alpha': 0.4826862228700994, 'reg_lambda': 0.541454383660756}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,901] Trial 194 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 213, 'learning_rate': 0.18730962814978513, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9993213216253771, 'colsample_bytree': 0.8038449111719034, 'gamma': 1.6932270107165959, 'reg_alpha': 0.6219092153301637, 'reg_lambda': 0.5035696641253161}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:53,008] Trial 195 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 221, 'learning_rate': 0.16812175173422617, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9828889012056117, 'colsample_bytree': 0.8066964425942861, 'gamma': 1.8229822170197154, 'reg_alpha': 0.5734089264691699, 'reg_lambda': 0.5493795050235507}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:53,289] Trial 196 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.19641928293498861, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.977615540962072, 'colsample_bytree': 0.8141550548632015, 'gamma': 1.992916595443949, 'reg_alpha': 0.6460844167669044, 'reg_lambda': 0.6330975009802426}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:53,397] Trial 197 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 216, 'learning_rate': 0.20808698382164037, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9868498659495917, 'colsample_bytree': 0.7979290861121673, 'gamma': 1.8756822442769787, 'reg_alpha': 0.5336076322522532, 'reg_lambda': 0.5540823860421125}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:53,538] Trial 198 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 230, 'learning_rate': 0.17679829307780073, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9726457712210251, 'colsample_bytree': 0.7879277612456528, 'gamma': 2.063396480687494, 'reg_alpha': 0.593907219687765, 'reg_lambda': 0.5923981626794075}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:53,646] Trial 199 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 230, 'learning_rate': 0.18159685579656207, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9654540486019251, 'colsample_bytree': 0.785947538706639, 'gamma': 2.1011599622164687, 'reg_alpha': 0.5858226274660894, 'reg_lambda': 0.5818176842729779}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:53,649] A new study created in memory with name: no-name-e60a403c-c67b-4fea-9458-3c63c62eafe9
[I 2025-11-03 19:22:53,749] Trial 0 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 56, 'learning_rate': 0.033091173576519264, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6007254465580579, 'colsample_bytree': 0.6542088818886596, 'gamma': 2.3604035383808704, 'reg_alpha': 0.6829109958329856, 'reg_lambda': 0.6275876010636743}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:22:53,849] Trial 1 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 208, 'learning_rate': 0.028401779331437595, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8187446507300967, 'colsample_bytree': 0.8404518846434804, 'gamma': 4.8473385157851885, 'reg_alpha': 0.31440821367916116, 'reg_lambda': 2.281910131648075}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:22:54,086] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.026446504499601297, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.7887595651484103, 'colsample_bytree': 0.9792892566713148, 'gamma': 4.454080398719043, 'reg_alpha': 0.34003422919381576, 'reg_lambda': 0.679941732525768}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:22:54,187] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 111, 'learning_rate': 0.08378256453050911, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.7853331800037856, 'colsample_bytree': 0.8126929847302007, 'gamma': 1.0779654457315668, 'reg_alpha': 0.3910096287156424, 'reg_lambda': 2.4508545719885806}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:22:54,264] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 95, 'learning_rate': 0.13304616260993357, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.887397295366087, 'colsample_bytree': 0.9203430594524903, 'gamma': 4.433454663786277, 'reg_alpha': 0.4125340179222041, 'reg_lambda': 1.6715421971908135}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:22:54,395] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 75, 'learning_rate': 0.09941707812209279, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7235539809976845, 'colsample_bytree': 0.812134030673197, 'gamma': 0.2698045989980369, 'reg_alpha': 0.8176189026878989, 'reg_lambda': 1.6825454190695752}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:22:54,541] Trial 6 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 31, 'learning_rate': 0.20119523331038497, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8411345349336365, 'colsample_bytree': 0.768971614238858, 'gamma': 3.5641886635801905, 'reg_alpha': 0.34869217060430613, 'reg_lambda': 0.721713592751428}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:22:54,636] Trial 7 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 71, 'learning_rate': 0.0292741982407537, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9538777596955478, 'colsample_bytree': 0.8051517170742344, 'gamma': 4.902921420756762, 'reg_alpha': 0.7938539855811585, 'reg_lambda': 2.580920204831744}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:54,722] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 155, 'learning_rate': 0.17747854729856308, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.8820819858278164, 'colsample_bytree': 0.9147181016443677, 'gamma': 3.2194402326931106, 'reg_alpha': 0.2838156815227848, 'reg_lambda': 1.4047730910977223}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:54,907] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.026923071310936943, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.6850167939770526, 'colsample_bytree': 0.9057404871490062, 'gamma': 2.191806772978342, 'reg_alpha': 0.4915953079413524, 'reg_lambda': 2.873245431745139}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,029] Trial 10 finished with value: 0.675595238095238 and parameters: {'n_estimators': 248, 'learning_rate': 0.011873965797327907, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9851291467515016, 'colsample_bytree': 0.714659024829762, 'gamma': 3.469501733718241, 'reg_alpha': 0.9844185089402655, 'reg_lambda': 2.980140889948532}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,190] Trial 11 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.014962453849420552, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9849092234347286, 'colsample_bytree': 0.8460820731484914, 'gamma': 4.964590428780003, 'reg_alpha': 0.13603607948397028, 'reg_lambda': 2.3088569496831552}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,290] Trial 12 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.03948827553377309, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9237544304949072, 'colsample_bytree': 0.7227562044632445, 'gamma': 4.798547021139032, 'reg_alpha': 0.6494305084984284, 'reg_lambda': 2.3131267997550546}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,405] Trial 13 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 125, 'learning_rate': 0.05974741682818986, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9299426306447413, 'colsample_bytree': 0.8696192126335633, 'gamma': 3.8286817643364266, 'reg_alpha': 0.05454868375527788, 'reg_lambda': 2.5547637777278642}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,460] Trial 14 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 25, 'learning_rate': 0.01693804145543658, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7518081873051083, 'colsample_bytree': 0.7655618617219326, 'gamma': 4.114514112094251, 'reg_alpha': 0.6142777557574022, 'reg_lambda': 2.0472374342273323}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,697] Trial 15 finished with value: 0.699404761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.05557129667489001, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8401576773862434, 'colsample_bytree': 0.6333905353728146, 'gamma': 2.831432236845571, 'reg_alpha': 0.9049353413298402, 'reg_lambda': 2.0322922802441075}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,807] Trial 16 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 243, 'learning_rate': 0.05584918340603555, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8646829907029858, 'colsample_bytree': 0.6008635828353343, 'gamma': 1.4969133718701555, 'reg_alpha': 0.9724275857980267, 'reg_lambda': 1.1050463783287459}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,934] Trial 17 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.04507883516337391, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9358438093999488, 'colsample_bytree': 0.6718284840877057, 'gamma': 2.9658498901118864, 'reg_alpha': 0.8073589395560832, 'reg_lambda': 1.9806564864179754}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:56,027] Trial 18 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 167, 'learning_rate': 0.07859164033664576, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9934688974350668, 'colsample_bytree': 0.6076343264621246, 'gamma': 1.5556202866143207, 'reg_alpha': 0.826847415575902, 'reg_lambda': 2.6888620014193756}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:56,160] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.02003780676216946, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.6633312617095469, 'colsample_bytree': 0.7290471699247414, 'gamma': 2.7244611614323913, 'reg_alpha': 0.88863224538129, 'reg_lambda': 1.9918045219070928}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:56,249] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 129, 'learning_rate': 0.010009312596336016, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.940321447466445, 'colsample_bytree': 0.6536140021839288, 'gamma': 1.8729402404077815, 'reg_alpha': 0.7279963857112582, 'reg_lambda': 1.3456827484027651}. Best is trial 20 with value: 0.7083333333333334.
[I 2025-11-03 19:22:56,487] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 124, 'learning_rate': 0.011543457735519336, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9545025910604008, 'colsample_bytree': 0.6609951839666497, 'gamma': 1.6465165087223554, 'reg_alpha': 0.7184722055001432, 'reg_lambda': 1.1818755222700352}. Best is trial 21 with value: 0.7202380952380952.
[I 2025-11-03 19:22:56,602] Trial 22 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 132, 'learning_rate': 0.010114783105309496, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9510630032375362, 'colsample_bytree': 0.6779316898929103, 'gamma': 1.8881407362676474, 'reg_alpha': 0.6988849617571598, 'reg_lambda': 1.1846795424048147}. Best is trial 21 with value: 0.7202380952380952.
[I 2025-11-03 19:22:56,727] Trial 23 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 131, 'learning_rate': 0.01005752417348541, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9045736888262706, 'colsample_bytree': 0.6797739419326898, 'gamma': 1.8208909905613069, 'reg_alpha': 0.5760975605663554, 'reg_lambda': 1.1119729386898383}. Best is trial 21 with value: 0.7202380952380952.
[I 2025-11-03 19:22:56,826] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.012032400291676671, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9594650775115444, 'colsample_bytree': 0.6887065306221674, 'gamma': 0.7141186791904335, 'reg_alpha': 0.7210609521910487, 'reg_lambda': 1.2136753002259288}. Best is trial 24 with value: 0.7261904761904762.
[I 2025-11-03 19:22:56,983] Trial 25 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.014511818970711068, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9651465380599978, 'colsample_bytree': 0.6968598213031147, 'gamma': 0.7060276631322084, 'reg_alpha': 0.5301612913044793, 'reg_lambda': 0.9371932255503707}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:57,114] Trial 26 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.01472748555631953, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9701459846253316, 'colsample_bytree': 0.704733979535532, 'gamma': 0.12181322969092512, 'reg_alpha': 0.5361221206838528, 'reg_lambda': 0.8556388616491691}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:57,274] Trial 27 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 175, 'learning_rate': 0.020523902419181127, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9964001107485835, 'colsample_bytree': 0.7480515127889067, 'gamma': 0.20012237042264125, 'reg_alpha': 0.48674466976561725, 'reg_lambda': 0.9305704112691733}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:57,556] Trial 28 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.021384654834708743, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9963350299562248, 'colsample_bytree': 0.7525397611284789, 'gamma': 0.0022796354580251893, 'reg_alpha': 0.4942747556849263, 'reg_lambda': 0.8845855469266865}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:57,772] Trial 29 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.015642328630708795, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9074055193331093, 'colsample_bytree': 0.7124854962729759, 'gamma': 0.8625784819511377, 'reg_alpha': 0.5511775122655992, 'reg_lambda': 0.5311528463724757}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:57,902] Trial 30 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.019544393807276794, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6066494083046906, 'colsample_bytree': 0.7781446628681357, 'gamma': 0.561134707152399, 'reg_alpha': 0.21065268390919167, 'reg_lambda': 0.6375339748693086}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:58,056] Trial 31 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 189, 'learning_rate': 0.01560545731491893, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9084145972880063, 'colsample_bytree': 0.7048564065715449, 'gamma': 1.104103221397966, 'reg_alpha': 0.5560268808509472, 'reg_lambda': 0.5226391730703482}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:58,238] Trial 32 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 222, 'learning_rate': 0.2946929469598181, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9689887217320988, 'colsample_bytree': 0.7455985815648268, 'gamma': 0.6581823088231653, 'reg_alpha': 0.453681105242775, 'reg_lambda': 0.9217873227137008}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:58,372] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 174, 'learning_rate': 0.014494691885619816, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9090563924431779, 'colsample_bytree': 0.7027108352925493, 'gamma': 0.04457882481177691, 'reg_alpha': 0.5779786805396897, 'reg_lambda': 0.8612593673480391}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:58,482] Trial 34 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.0234508715255227, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.963814232015812, 'colsample_bytree': 0.6319586335026415, 'gamma': 1.0151750581990753, 'reg_alpha': 0.5339997601672914, 'reg_lambda': 0.7650300388655193}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:58,696] Trial 35 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.023455307327542717, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.853197425196067, 'colsample_bytree': 0.6364241546563514, 'gamma': 1.0361598644645715, 'reg_alpha': 0.44244082403207513, 'reg_lambda': 0.5521563333154829}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:58,796] Trial 36 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 158, 'learning_rate': 0.0362269603613746, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.809489036627058, 'colsample_bytree': 0.6389143678772845, 'gamma': 1.229578377381922, 'reg_alpha': 0.44318810895350436, 'reg_lambda': 0.7663089815213944}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:58,944] Trial 37 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 147, 'learning_rate': 0.023224464444811042, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7704703136046838, 'colsample_bytree': 0.6196147614984769, 'gamma': 0.4106952856459305, 'reg_alpha': 0.2905077066338654, 'reg_lambda': 1.5144021207928589}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,054] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 196, 'learning_rate': 0.031052990554785158, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8594597005135647, 'colsample_bytree': 0.6373276371322016, 'gamma': 0.9197728529964465, 'reg_alpha': 0.3912251612195797, 'reg_lambda': 1.0050904024959315}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,200] Trial 39 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 160, 'learning_rate': 0.023952828556716113, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8285547766819719, 'colsample_bytree': 0.9921867679251087, 'gamma': 0.36018450029955595, 'reg_alpha': 0.3357268922222949, 'reg_lambda': 0.7264453134336066}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,304] Trial 40 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.018807133366821816, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8819418190054737, 'colsample_bytree': 0.652260052333205, 'gamma': 1.3222342080468787, 'reg_alpha': 0.6369157365276805, 'reg_lambda': 0.51173365313211}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,497] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.01848743960882268, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8866764711075983, 'colsample_bytree': 0.6502417706449967, 'gamma': 1.2872474369137876, 'reg_alpha': 0.6329164983919939, 'reg_lambda': 0.5009463095536693}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,586] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 115, 'learning_rate': 0.026230102465318657, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7920921141893343, 'colsample_bytree': 0.6249032940568937, 'gamma': 2.3289636173250634, 'reg_alpha': 0.4609611522436989, 'reg_lambda': 0.6278538871987116}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,718] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 143, 'learning_rate': 0.03360088146739012, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9726719790180214, 'colsample_bytree': 0.7878230493329317, 'gamma': 0.9088609206593906, 'reg_alpha': 0.3779106091180673, 'reg_lambda': 1.0057114011987924}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,816] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.044786517720980724, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8550999473978366, 'colsample_bytree': 0.7367149996956488, 'gamma': 1.3447888322377743, 'reg_alpha': 0.5102642366045699, 'reg_lambda': 0.7610976810133048}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,921] Trial 45 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 54, 'learning_rate': 0.012746373219725786, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8750526927760236, 'colsample_bytree': 0.663832871516812, 'gamma': 0.5198906193040519, 'reg_alpha': 0.6667845485748405, 'reg_lambda': 0.6286442150529432}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,008] Trial 46 finished with value: 0.744047619047619 and parameters: {'n_estimators': 97, 'learning_rate': 0.028023125087707844, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9983742360705095, 'colsample_bytree': 0.6859644448266407, 'gamma': 0.290394425967062, 'reg_alpha': 0.4065203508059943, 'reg_lambda': 0.9905920210979977}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,283] Trial 47 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 151, 'learning_rate': 0.01739106170272667, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8232498290504747, 'colsample_bytree': 0.6157306574117201, 'gamma': 1.019027726999476, 'reg_alpha': 0.6012685532642627, 'reg_lambda': 0.7696507199871346}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,396] Trial 48 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.02138483949198081, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9241179760020387, 'colsample_bytree': 0.6433667803921228, 'gamma': 2.1599511658688515, 'reg_alpha': 0.4988444535473234, 'reg_lambda': 1.3863034901016869}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,502] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 116, 'learning_rate': 0.024390280860515513, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8965476143251586, 'colsample_bytree': 0.8247007643011354, 'gamma': 0.6975149404770025, 'reg_alpha': 0.7643032298765172, 'reg_lambda': 1.561003314636248}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,587] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.01346386079745041, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.9747836048835948, 'colsample_bytree': 0.9490400684429623, 'gamma': 1.1699218543054317, 'reg_alpha': 0.43018261020773013, 'reg_lambda': 1.7718372592735636}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,756] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 201, 'learning_rate': 0.01698052619169326, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9277505377236693, 'colsample_bytree': 0.6997586570569491, 'gamma': 0.8077090502731613, 'reg_alpha': 0.533587108517806, 'reg_lambda': 0.533558082460609}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,908] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.017691691759594428, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9432941458102604, 'colsample_bytree': 0.6969787065184464, 'gamma': 0.21964268502363005, 'reg_alpha': 0.5311265197179094, 'reg_lambda': 0.5625785600716318}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:01,070] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 222, 'learning_rate': 0.02131632081467003, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9292999441175578, 'colsample_bytree': 0.7556592100958933, 'gamma': 0.7966814525190493, 'reg_alpha': 0.6005005564558216, 'reg_lambda': 0.7010966007394647}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:01,311] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.04123680439195369, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9185408270242562, 'colsample_bytree': 0.7246744321154283, 'gamma': 0.7961720322927777, 'reg_alpha': 0.6103090108139352, 'reg_lambda': 0.6805504151194414}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:01,445] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.029678921756587935, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.8764826782638461, 'colsample_bytree': 0.6027525343639051, 'gamma': 1.5442425958500634, 'reg_alpha': 0.6753627982225493, 'reg_lambda': 0.8195274404114868}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:01,552] Trial 56 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 201, 'learning_rate': 0.06889628788021052, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8451730557046433, 'colsample_bytree': 0.6695195946046812, 'gamma': 1.416014679264666, 'reg_alpha': 0.6375215947700279, 'reg_lambda': 0.5907001993359379}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:01,689] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.10816149804252355, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9325217103150107, 'colsample_bytree': 0.6583677935775956, 'gamma': 1.0883294978666909, 'reg_alpha': 0.59553994347897, 'reg_lambda': 0.6885263748551443}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:01,957] Trial 58 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 85, 'learning_rate': 0.016132521039853027, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8961914438415408, 'colsample_bytree': 0.6265034392352961, 'gamma': 0.4863628629536688, 'reg_alpha': 0.5338836453632155, 'reg_lambda': 0.6659188959749075}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:02,125] Trial 59 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.013826464199637897, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9486115628859567, 'colsample_bytree': 0.7582763037079137, 'gamma': 1.6295144099841035, 'reg_alpha': 0.7637427114621322, 'reg_lambda': 1.0891421491508013}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:02,227] Trial 60 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 166, 'learning_rate': 0.022779756802709213, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8712900911564567, 'colsample_bytree': 0.6858178025047661, 'gamma': 1.0006384139330102, 'reg_alpha': 0.3630925201407321, 'reg_lambda': 0.5041171401642364}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:02,387] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 248, 'learning_rate': 0.013207317996360261, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9466677340189505, 'colsample_bytree': 0.7665402227779972, 'gamma': 1.7876259322315577, 'reg_alpha': 0.7600690830259222, 'reg_lambda': 1.0794041131694572}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:02,693] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.019006386935370708, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9595016405140425, 'colsample_bytree': 0.82092593985351, 'gamma': 1.9959045742623465, 'reg_alpha': 0.8521563189951379, 'reg_lambda': 1.2795494336797777}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:02,910] Trial 63 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.025552153961623573, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9192860610548176, 'colsample_bytree': 0.7186601447622329, 'gamma': 1.3820109447099707, 'reg_alpha': 0.4722397032503986, 'reg_lambda': 0.8056400546543852}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:03,046] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 220, 'learning_rate': 0.01140075695006454, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9791558040971006, 'colsample_bytree': 0.785880897186975, 'gamma': 1.66333160908078, 'reg_alpha': 0.6859553180488003, 'reg_lambda': 0.6126687051987235}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:03,220] Trial 65 finished with value: 0.738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.01100662063441094, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9773657678520246, 'colsample_bytree': 0.8057798651865967, 'gamma': 2.5897854903737856, 'reg_alpha': 0.6912853509716954, 'reg_lambda': 0.6138606082945606}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:03,348] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.011177532174495405, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9824571611834816, 'colsample_bytree': 0.8425829713983253, 'gamma': 0.773168837086882, 'reg_alpha': 0.5697894919413193, 'reg_lambda': 0.6929790704421408}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:03,488] Trial 67 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 193, 'learning_rate': 0.015865068409484588, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9633017913577965, 'colsample_bytree': 0.8856930617571005, 'gamma': 1.232476300273978, 'reg_alpha': 0.6434730902711691, 'reg_lambda': 0.5807281188588322}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:03,794] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 217, 'learning_rate': 0.016993735870412932, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9319491339576623, 'colsample_bytree': 0.7877551102531691, 'gamma': 0.6176353882847134, 'reg_alpha': 0.518886067035093, 'reg_lambda': 0.9219688467268383}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:04,011] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.01237518729646503, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8974190394190328, 'colsample_bytree': 0.6759255805531622, 'gamma': 0.915367016145963, 'reg_alpha': 0.587128325874594, 'reg_lambda': 0.8137540889005178}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:04,108] Trial 70 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 137, 'learning_rate': 0.02194798020503783, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.987102302218203, 'colsample_bytree': 0.74209959780996, 'gamma': 1.658852872980772, 'reg_alpha': 0.23540557161374576, 'reg_lambda': 0.7404109462561698}. Best is trial 70 with value: 0.7619047619047619.
[I 2025-11-03 19:23:04,251] Trial 71 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 106, 'learning_rate': 0.020965118383091504, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.990559874006835, 'colsample_bytree': 0.7335326497395008, 'gamma': 1.7580541677866728, 'reg_alpha': 0.1042923873167605, 'reg_lambda': 0.7198098792006313}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:04,345] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 106, 'learning_rate': 0.019679361806349115, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.987320364425414, 'colsample_bytree': 0.7414897176614026, 'gamma': 2.0287263806475915, 'reg_alpha': 0.13278212737018158, 'reg_lambda': 0.5650507190922996}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:04,494] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.014459593929454303, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9858395751393502, 'colsample_bytree': 0.7328726884703035, 'gamma': 1.7416252938327454, 'reg_alpha': 0.03184245421044084, 'reg_lambda': 0.8542808876155237}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:04,733] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.026815345580538465, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9592834553115349, 'colsample_bytree': 0.694514678188075, 'gamma': 1.452387102725021, 'reg_alpha': 0.21025018152681116, 'reg_lambda': 2.1713499623762202}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:04,862] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 137, 'learning_rate': 0.03136730073188341, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9692541919577204, 'colsample_bytree': 0.7111151666651938, 'gamma': 1.688912388383317, 'reg_alpha': 0.08920256726979878, 'reg_lambda': 0.7441467343148955}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:04,959] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.03529022823676957, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.940684250046781, 'colsample_bytree': 0.7759840379833512, 'gamma': 2.276841336108598, 'reg_alpha': 0.1946541068802224, 'reg_lambda': 0.9576023875224385}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,092] Trial 77 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 101, 'learning_rate': 0.02223709965706063, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9878459007569969, 'colsample_bytree': 0.6318046395641126, 'gamma': 1.5497069350624988, 'reg_alpha': 0.25221300795908047, 'reg_lambda': 0.6070586799161112}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,165] Trial 78 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 56, 'learning_rate': 0.023609540864884142, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9892430125496333, 'colsample_bytree': 0.6180217264390777, 'gamma': 2.4774998423510484, 'reg_alpha': 0.2801241754533157, 'reg_lambda': 0.8827242643158435}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,316] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.016941079377357574, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7273222246103663, 'colsample_bytree': 0.6318592584931249, 'gamma': 1.5509080641608366, 'reg_alpha': 0.17526261147503142, 'reg_lambda': 0.6381279049379696}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,403] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.021404441291644136, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9985764619154015, 'colsample_bytree': 0.6446440732238327, 'gamma': 1.9676777661053468, 'reg_alpha': 0.25990258845445385, 'reg_lambda': 0.7784230272678103}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,604] Trial 81 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 102, 'learning_rate': 0.018450996853593155, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9809570774199303, 'colsample_bytree': 0.6496665108588041, 'gamma': 1.1831440556620418, 'reg_alpha': 0.13705536858182055, 'reg_lambda': 0.5006288530318972}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,705] Trial 82 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 101, 'learning_rate': 0.014956241817597167, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9785627309859796, 'colsample_bytree': 0.6101230693707974, 'gamma': 1.124347935648266, 'reg_alpha': 0.11086467999843325, 'reg_lambda': 0.7250386549704697}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,826] Trial 83 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 99, 'learning_rate': 0.01115688933750788, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9816288753381123, 'colsample_bytree': 0.610326895300461, 'gamma': 1.133350356064828, 'reg_alpha': 0.1130180423225419, 'reg_lambda': 0.7275820311885619}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,922] Trial 84 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 101, 'learning_rate': 0.011767485624616656, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9770272943997615, 'colsample_bytree': 0.611687136172528, 'gamma': 1.1790296632026231, 'reg_alpha': 0.09820369647516378, 'reg_lambda': 0.7250347210679622}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:06,155] Trial 85 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 100, 'learning_rate': 0.012551967236171689, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9539602722448175, 'colsample_bytree': 0.6100326267164782, 'gamma': 1.1813298840001796, 'reg_alpha': 0.08838505433384229, 'reg_lambda': 0.72562589737775}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:06,243] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 89, 'learning_rate': 0.012630555107928314, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.955827519164129, 'colsample_bytree': 0.6104616147039665, 'gamma': 1.1759476170124277, 'reg_alpha': 0.09729793941915078, 'reg_lambda': 1.0302005446659561}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:06,376] Trial 87 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 100, 'learning_rate': 0.010278552940644755, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9899815146993829, 'colsample_bytree': 0.6139597842627329, 'gamma': 1.295588206374838, 'reg_alpha': 0.07148654884149942, 'reg_lambda': 0.8466356523448393}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:06,569] Trial 88 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 101, 'learning_rate': 0.010375719217582707, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9887769137116309, 'colsample_bytree': 0.6059958417824485, 'gamma': 1.491118590324053, 'reg_alpha': 0.07533358733719647, 'reg_lambda': 0.8428503861075117}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:06,689] Trial 89 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 66, 'learning_rate': 0.010635034180811378, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9904179248937476, 'colsample_bytree': 0.6019563964778356, 'gamma': 1.4869182941214425, 'reg_alpha': 0.14402993242435896, 'reg_lambda': 0.8678610267508163}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:06,905] Trial 90 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.010662736710212886, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9909392526217237, 'colsample_bytree': 0.602627859542875, 'gamma': 2.148477945920051, 'reg_alpha': 0.009780343352093046, 'reg_lambda': 0.85091323888324}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,067] Trial 91 finished with value: 0.761904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.010623940826905643, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9902503709039101, 'colsample_bytree': 0.6043271206211109, 'gamma': 1.8134230819076194, 'reg_alpha': 0.02595277255717693, 'reg_lambda': 0.8554636474989782}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,141] Trial 92 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 64, 'learning_rate': 0.010398179686327924, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9998353901571182, 'colsample_bytree': 0.600930872793325, 'gamma': 2.2042499144133623, 'reg_alpha': 0.004758079336355053, 'reg_lambda': 0.8931964802177277}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,249] Trial 93 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 44, 'learning_rate': 0.010289253094890084, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9904076167606255, 'colsample_bytree': 0.6223534865586656, 'gamma': 1.8694691922231932, 'reg_alpha': 0.05881912337864584, 'reg_lambda': 0.9707462286441919}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,329] Trial 94 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 69, 'learning_rate': 0.010812686035986107, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9696377214382976, 'colsample_bytree': 0.6051588260781607, 'gamma': 1.4153694107952643, 'reg_alpha': 0.14460976578162804, 'reg_lambda': 0.8340124595282149}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,564] Trial 95 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.010925929235452912, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9698483393976949, 'colsample_bytree': 0.6016617510034692, 'gamma': 1.398457157376681, 'reg_alpha': 0.15419968392565547, 'reg_lambda': 1.225849441392349}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,654] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 79, 'learning_rate': 0.010026888058378584, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9683709997798935, 'colsample_bytree': 0.6211869237630265, 'gamma': 1.4400717459016903, 'reg_alpha': 0.14668636872331547, 'reg_lambda': 1.2716094539908018}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,755] Trial 97 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 48, 'learning_rate': 0.011756563755169664, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9776608001073193, 'colsample_bytree': 0.6120619910838109, 'gamma': 2.113328677883985, 'reg_alpha': 0.15056754079749202, 'reg_lambda': 1.1164219341865589}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,841] Trial 98 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.013499776548002789, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9669724935202562, 'colsample_bytree': 0.6496777329943051, 'gamma': 1.327554276205118, 'reg_alpha': 0.11823835068718973, 'reg_lambda': 1.8509989893087928}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,956] Trial 99 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 74, 'learning_rate': 0.0110864509792359, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9999311885806897, 'colsample_bytree': 0.6012674129056796, 'gamma': 1.2894563050082724, 'reg_alpha': 0.06694290500052552, 'reg_lambda': 0.925051426932346}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,030] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.010953135887464402, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9516908944552146, 'colsample_bytree': 0.6016110376880658, 'gamma': 1.4752736707032263, 'reg_alpha': 0.0647164973986396, 'reg_lambda': 0.825488837881135}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,260] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 68, 'learning_rate': 0.01415838606365547, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9998090479249542, 'colsample_bytree': 0.6260491922312872, 'gamma': 1.2864765356836387, 'reg_alpha': 0.16585542496838715, 'reg_lambda': 1.038794097692481}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,349] Trial 102 finished with value: 0.755952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.012081693519211595, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9800073239496032, 'colsample_bytree': 0.6002588529395164, 'gamma': 1.0855505277901398, 'reg_alpha': 0.1179316631489388, 'reg_lambda': 0.9082374586373221}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,461] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.015398652348266983, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9713186976205793, 'colsample_bytree': 0.6158018386735008, 'gamma': 1.392233781372544, 'reg_alpha': 0.030314989415156646, 'reg_lambda': 1.14539664931449}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,545] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 90, 'learning_rate': 0.010872348859206436, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6453484687996578, 'colsample_bytree': 0.6402841421682869, 'gamma': 1.5300826231201594, 'reg_alpha': 0.073646716103399, 'reg_lambda': 1.04505658134983}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,656] Trial 105 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 36, 'learning_rate': 0.013149549454170021, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9943368538140163, 'colsample_bytree': 0.6086689229177931, 'gamma': 3.0398392509085657, 'reg_alpha': 0.0043891484236788375, 'reg_lambda': 0.9541907613223869}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,717] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 34, 'learning_rate': 0.013205208536025453, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9904323595052199, 'colsample_bytree': 0.6279382367322401, 'gamma': 2.9901240580342723, 'reg_alpha': 0.005724534397483674, 'reg_lambda': 0.9595232156623911}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,779] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.01126125316348637, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9633781630921174, 'colsample_bytree': 0.609479075266813, 'gamma': 4.16280627164461, 'reg_alpha': 0.11206593485249554, 'reg_lambda': 1.1909986305842213}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,869] Trial 108 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 44, 'learning_rate': 0.011908301923909338, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9940819487976003, 'colsample_bytree': 0.6167788020239932, 'gamma': 3.5102759478192067, 'reg_alpha': 0.047474105323843455, 'reg_lambda': 0.8490262493467639}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,096] Trial 109 finished with value: 0.5 and parameters: {'n_estimators': 112, 'learning_rate': 0.012736867522536253, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.9388294183933766, 'colsample_bytree': 0.6211707551044897, 'gamma': 2.8552128954959146, 'reg_alpha': 0.07592445237967305, 'reg_lambda': 0.7878966057286654}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,208] Trial 110 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.010113062440900102, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9729137068720325, 'colsample_bytree': 0.6346091391190027, 'gamma': 1.892984672446319, 'reg_alpha': 0.04162652294078774, 'reg_lambda': 0.9352389677648508}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,294] Trial 111 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 83, 'learning_rate': 0.013960217886691743, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9821301502789553, 'colsample_bytree': 0.6063264002138227, 'gamma': 1.2686451889503991, 'reg_alpha': 0.17355044154123597, 'reg_lambda': 0.6680052829186103}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,551] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 21, 'learning_rate': 0.014997590426295877, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9820041216293088, 'colsample_bytree': 0.6071227071511386, 'gamma': 3.6949099172432334, 'reg_alpha': 0.1661803211238848, 'reg_lambda': 1.4720902270850558}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,628] Trial 113 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.01384459326905484, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9954296383505288, 'colsample_bytree': 0.6007876393387828, 'gamma': 3.323929925031154, 'reg_alpha': 0.18562462800505553, 'reg_lambda': 0.8033032522003608}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,747] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.010973289978391754, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9594395345424447, 'colsample_bytree': 0.6153490239419958, 'gamma': 0.9456447332000475, 'reg_alpha': 0.11264806948929643, 'reg_lambda': 0.6863301209965003}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,965] Trial 115 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 94, 'learning_rate': 0.15703377580182948, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9734757611353156, 'colsample_bytree': 0.6252728159024097, 'gamma': 1.2773338839203014, 'reg_alpha': 0.0019987191009904507, 'reg_lambda': 1.0009178628723043}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:10,076] Trial 116 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 52, 'learning_rate': 0.01147629461754546, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9833707877249376, 'colsample_bytree': 0.6417084744354976, 'gamma': 1.6185917797535714, 'reg_alpha': 0.07634021931626087, 'reg_lambda': 0.8810678993883838}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:10,164] Trial 117 finished with value: 0.755952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.012335846069974527, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9475411659697583, 'colsample_bytree': 0.607861866406392, 'gamma': 1.7368615591955665, 'reg_alpha': 0.1990122822490551, 'reg_lambda': 0.6613073618386032}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:10,287] Trial 118 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 86, 'learning_rate': 0.01000983330180378, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.990826219503766, 'colsample_bytree': 0.6297015219232835, 'gamma': 2.4418795505854245, 'reg_alpha': 0.053685207588902856, 'reg_lambda': 0.7620747916095695}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:10,367] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.010598828317670204, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9926711993609586, 'colsample_bytree': 0.6335849997329774, 'gamma': 2.580690134301184, 'reg_alpha': 0.05180254454213709, 'reg_lambda': 0.8365763694774417}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:10,470] Trial 120 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 109, 'learning_rate': 0.012988179134225538, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9995945842420967, 'colsample_bytree': 0.6668573378718432, 'gamma': 2.49806713637698, 'reg_alpha': 0.029068364137407016, 'reg_lambda': 0.7593492393017783}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:10,585] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 86, 'learning_rate': 0.010049508230335498, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9830689323021624, 'colsample_bytree': 0.6179386118203254, 'gamma': 2.3948145518679005, 'reg_alpha': 0.1285369267464292, 'reg_lambda': 0.9206799173440956}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:10,723] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.011951011184054155, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9672809094382829, 'colsample_bytree': 0.6099988281344784, 'gamma': 3.028715613957276, 'reg_alpha': 0.09546143084367761, 'reg_lambda': 0.7928707885858521}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:10,801] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 71, 'learning_rate': 0.014434693528325718, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9741507350380451, 'colsample_bytree': 0.6000851492192167, 'gamma': 2.7271407233563587, 'reg_alpha': 0.15812984424019022, 'reg_lambda': 0.7157469655869821}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:10,910] Trial 124 finished with value: 0.773809523809524 and parameters: {'n_estimators': 60, 'learning_rate': 0.01140861606647338, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9891984257007017, 'colsample_bytree': 0.6247709329406025, 'gamma': 1.061759214746545, 'reg_alpha': 0.01821822702776124, 'reg_lambda': 0.6650291987793125}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,087] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 59, 'learning_rate': 0.011412532292073169, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9901199920578189, 'colsample_bytree': 0.6572514320008943, 'gamma': 1.038761188410263, 'reg_alpha': 0.024289960816760683, 'reg_lambda': 0.871633620873119}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,182] Trial 126 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.0107301882416671, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7700866635573218, 'colsample_bytree': 0.628040146992564, 'gamma': 2.0602808500349625, 'reg_alpha': 0.06203771393676607, 'reg_lambda': 2.8687664397574024}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,251] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.012771073582002464, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9590278785314252, 'colsample_bytree': 0.6226622187601313, 'gamma': 3.1440700942748223, 'reg_alpha': 0.01576538604672101, 'reg_lambda': 0.9801040330708556}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,370] Trial 128 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 64, 'learning_rate': 0.01005008317363593, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9924294143085965, 'colsample_bytree': 0.6161605390918188, 'gamma': 1.3755885263978043, 'reg_alpha': 0.04381902074389478, 'reg_lambda': 1.0664749786965873}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,434] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 42, 'learning_rate': 0.010007468437122061, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9772335542209404, 'colsample_bytree': 0.6421906724096994, 'gamma': 1.434763873566718, 'reg_alpha': 0.039219515412434736, 'reg_lambda': 1.0945899258956922}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,557] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.01183929684913225, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9655659994297812, 'colsample_bytree': 0.6343838624008921, 'gamma': 1.1015695095395057, 'reg_alpha': 0.10274905784162597, 'reg_lambda': 1.6172004057940126}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,821] Trial 131 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.0108747365681075, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.999986863115935, 'colsample_bytree': 0.6151346441276287, 'gamma': 1.3836362708174574, 'reg_alpha': 0.07930663214454085, 'reg_lambda': 1.0477853694693886}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,969] Trial 132 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 54, 'learning_rate': 0.01071488558642924, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9909039479125651, 'colsample_bytree': 0.6180771043452934, 'gamma': 1.6018264076484325, 'reg_alpha': 0.08765325890169515, 'reg_lambda': 1.042975091857918}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,043] Trial 133 finished with value: 0.761904761904762 and parameters: {'n_estimators': 63, 'learning_rate': 0.01000558149610708, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9850672213483166, 'colsample_bytree': 0.6130503184372145, 'gamma': 1.4637004278460752, 'reg_alpha': 0.13742318023173541, 'reg_lambda': 1.2408247069285485}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,152] Trial 134 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 58, 'learning_rate': 0.01154255117415675, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9724165974627259, 'colsample_bytree': 0.6273727253524702, 'gamma': 1.3917353952665779, 'reg_alpha': 0.04995095692736691, 'reg_lambda': 1.1498458815521666}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,231] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 58, 'learning_rate': 0.013234413288571662, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9919405113157933, 'colsample_bytree': 0.8591139529743432, 'gamma': 0.8616519425029145, 'reg_alpha': 0.04109300431336803, 'reg_lambda': 1.136737704240314}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,350] Trial 136 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 97, 'learning_rate': 0.01209721998718592, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9767697928264789, 'colsample_bytree': 0.6277406598365091, 'gamma': 0.9786850910297548, 'reg_alpha': 0.052206498724345886, 'reg_lambda': 1.0754022166064778}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,519] Trial 137 finished with value: 0.75 and parameters: {'n_estimators': 26, 'learning_rate': 0.011513198427437093, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9841035101857274, 'colsample_bytree': 0.647188538190486, 'gamma': 1.335572926322413, 'reg_alpha': 0.015016044400714149, 'reg_lambda': 1.311243450420502}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,645] Trial 138 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 104, 'learning_rate': 0.01527266710681228, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9994215158682507, 'colsample_bytree': 0.6359369426744301, 'gamma': 2.3850159073246595, 'reg_alpha': 0.08022017934397277, 'reg_lambda': 0.989203986681703}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,713] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 50, 'learning_rate': 0.26436849721384426, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9520194036266924, 'colsample_bytree': 0.6203369647013833, 'gamma': 1.7990665536447157, 'reg_alpha': 0.0007382109352330607, 'reg_lambda': 0.7496665279650965}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,817] Trial 140 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.012414969584727006, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.99149059011163, 'colsample_bytree': 0.6283537662697517, 'gamma': 2.2165897091864375, 'reg_alpha': 0.06615070377823218, 'reg_lambda': 2.4245416119406555}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,895] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.01091998557892, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9689496895802907, 'colsample_bytree': 0.6111725572645436, 'gamma': 1.3728549533553709, 'reg_alpha': 0.12112544120744174, 'reg_lambda': 0.8344322427935139}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,029] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.010635501416942982, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9777798730316417, 'colsample_bytree': 0.6142901027475516, 'gamma': 1.1324545080609907, 'reg_alpha': 0.09552584844298498, 'reg_lambda': 1.1499820801234166}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,168] Trial 143 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 56, 'learning_rate': 0.011567060358075103, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9623343847549637, 'colsample_bytree': 0.6224143994312622, 'gamma': 1.5236384321729377, 'reg_alpha': 0.14464834983016953, 'reg_lambda': 0.7956480070358197}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,310] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 88, 'learning_rate': 0.013244461656420833, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9848250503506333, 'colsample_bytree': 0.6066202919753317, 'gamma': 1.2296724069143998, 'reg_alpha': 0.05212925593422388, 'reg_lambda': 0.8987189096172993}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,391] Trial 145 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 69, 'learning_rate': 0.010022699359634986, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9725095849397399, 'colsample_bytree': 0.9463817640583437, 'gamma': 1.6992539672185352, 'reg_alpha': 0.02618645903731283, 'reg_lambda': 1.218921424643584}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,495] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.01120658795838406, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9998915435842469, 'colsample_bytree': 0.6004949188446642, 'gamma': 1.3832845480699212, 'reg_alpha': 0.10677512417150772, 'reg_lambda': 0.9726406131806996}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,583] Trial 147 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 93, 'learning_rate': 0.012365939290133621, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9898289897349289, 'colsample_bytree': 0.6146350998193728, 'gamma': 1.912093504237114, 'reg_alpha': 0.0792439911442772, 'reg_lambda': 0.7107322560847026}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,687] Trial 148 finished with value: 0.5 and parameters: {'n_estimators': 112, 'learning_rate': 0.013986237404045886, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.970249138831179, 'colsample_bytree': 0.6390455834746557, 'gamma': 1.5450500503497244, 'reg_alpha': 0.042450104413133585, 'reg_lambda': 0.6408091382660156}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,766] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 77, 'learning_rate': 0.052082139167943804, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9813918056455853, 'colsample_bytree': 0.6582215991792116, 'gamma': 1.1041397190027518, 'reg_alpha': 0.12279364342068766, 'reg_lambda': 1.0530577522740454}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,886] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.010674769801181507, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7090063632268433, 'colsample_bytree': 0.6284198677780717, 'gamma': 1.2169832706928514, 'reg_alpha': 0.9569808450606612, 'reg_lambda': 0.8760317584750795}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,061] Trial 151 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.011282018982050954, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9992076462871432, 'colsample_bytree': 0.6081169831979066, 'gamma': 1.292773939380508, 'reg_alpha': 0.0652411001619192, 'reg_lambda': 0.9330301377923792}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,185] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.011554295871481487, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9926901698153203, 'colsample_bytree': 0.6072048682265896, 'gamma': 1.4541256390712014, 'reg_alpha': 0.06553968511133354, 'reg_lambda': 0.9304471725070858}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,349] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 99, 'learning_rate': 0.011886004077234082, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.995647914047128, 'colsample_bytree': 0.6193696854196009, 'gamma': 1.3155755138570737, 'reg_alpha': 0.06310786888636756, 'reg_lambda': 0.9103794993368943}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,476] Trial 154 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 121, 'learning_rate': 0.012921607978272243, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9883193789606267, 'colsample_bytree': 0.6128463792977216, 'gamma': 1.6040502717794567, 'reg_alpha': 0.019486352940569537, 'reg_lambda': 0.9999687373662597}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,573] Trial 155 finished with value: 0.761904761904762 and parameters: {'n_estimators': 109, 'learning_rate': 0.011237230622916062, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9925300643316458, 'colsample_bytree': 0.6072998213484003, 'gamma': 1.460865208223373, 'reg_alpha': 0.08110223676493732, 'reg_lambda': 1.159409552767409}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,691] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 92, 'learning_rate': 0.016237159086054928, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9783645765679424, 'colsample_bytree': 0.625415529666322, 'gamma': 1.011995562124631, 'reg_alpha': 0.04469849412593463, 'reg_lambda': 0.7602033321420312}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,868] Trial 157 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 72, 'learning_rate': 0.011901995709742994, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9845800245251799, 'colsample_bytree': 0.6071313739989518, 'gamma': 2.630544013294315, 'reg_alpha': 0.09928418539852739, 'reg_lambda': 0.9441648944042176}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,979] Trial 158 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 85, 'learning_rate': 0.010607835826704503, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9931083037856591, 'colsample_bytree': 0.6325590477299203, 'gamma': 1.7024965065908482, 'reg_alpha': 0.0623635437223533, 'reg_lambda': 1.097785428773124}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,053] Trial 159 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 65, 'learning_rate': 0.013339839491789641, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9760887852342461, 'colsample_bytree': 0.6212927523772673, 'gamma': 1.1618379004493224, 'reg_alpha': 0.03650066478089521, 'reg_lambda': 1.0244389618968839}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,182] Trial 160 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 103, 'learning_rate': 0.011451004753334396, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9990145284200549, 'colsample_bytree': 0.6001597722665222, 'gamma': 1.4964707526531558, 'reg_alpha': 0.0006711564432077006, 'reg_lambda': 0.8017231959810426}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,266] Trial 161 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.01003558747325748, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9993561089626759, 'colsample_bytree': 0.6005157621562656, 'gamma': 4.632414387658871, 'reg_alpha': 0.003916515973493198, 'reg_lambda': 0.810726881492055}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,394] Trial 162 finished with value: 0.6875 and parameters: {'n_estimators': 108, 'learning_rate': 0.011526130587515355, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9861975288510622, 'colsample_bytree': 0.6123614523450897, 'gamma': 1.503426336774626, 'reg_alpha': 0.030741037352987742, 'reg_lambda': 0.8602779903738114}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,495] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 102, 'learning_rate': 0.012476489259222576, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9931125502801674, 'colsample_bytree': 0.6160851513819722, 'gamma': 1.3902548238817425, 'reg_alpha': 0.07679209073249683, 'reg_lambda': 0.7042868924003608}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,695] Trial 164 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 105, 'learning_rate': 0.012719515025765484, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9990446983274894, 'colsample_bytree': 0.6179079433071443, 'gamma': 1.3280043930482346, 'reg_alpha': 0.0014841249730022429, 'reg_lambda': 0.5898412829945843}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,798] Trial 165 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 103, 'learning_rate': 0.014338180505590813, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9821310404281242, 'colsample_bytree': 0.6106644036660733, 'gamma': 1.208356568477495, 'reg_alpha': 0.07570835000959901, 'reg_lambda': 0.6951926850020631}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,932] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 112, 'learning_rate': 0.012403031837869742, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9631449320822362, 'colsample_bytree': 0.6348521499578295, 'gamma': 1.3696955461884124, 'reg_alpha': 0.05833784567399105, 'reg_lambda': 0.7461087219375374}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,016] Trial 167 finished with value: 0.761904761904762 and parameters: {'n_estimators': 97, 'learning_rate': 0.07882463187423318, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9754581948813424, 'colsample_bytree': 0.645020029671802, 'gamma': 1.5980033504937003, 'reg_alpha': 0.021899234871763075, 'reg_lambda': 0.6409851941944578}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,134] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 88, 'learning_rate': 0.01134821941634816, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9925259816823729, 'colsample_bytree': 0.6229804866744035, 'gamma': 1.2653963793139666, 'reg_alpha': 0.10609020227133051, 'reg_lambda': 0.7919388228076001}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,217] Trial 169 finished with value: 0.738095238095238 and parameters: {'n_estimators': 89, 'learning_rate': 0.10613045841535151, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9848972427042443, 'colsample_bytree': 0.6254209010256927, 'gamma': 1.0708151482910662, 'reg_alpha': 0.10626600562120646, 'reg_lambda': 1.3756947199790817}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,396] Trial 170 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 80, 'learning_rate': 0.013585181216581763, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9937663078317599, 'colsample_bytree': 0.620282256501849, 'gamma': 0.9257025612302143, 'reg_alpha': 0.08845414299650442, 'reg_lambda': 0.7847673811337955}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,497] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 95, 'learning_rate': 0.011183625993220639, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.999540118355418, 'colsample_bytree': 0.6094618994179065, 'gamma': 1.2587657400973753, 'reg_alpha': 0.06016189228256254, 'reg_lambda': 0.7102002393494173}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,624] Trial 172 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 95, 'learning_rate': 0.011506182632811276, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9925595216319755, 'colsample_bytree': 0.6083940734235618, 'gamma': 1.4214322413733518, 'reg_alpha': 0.044652652339471535, 'reg_lambda': 0.6961095706587492}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,714] Trial 173 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 85, 'learning_rate': 0.011049545894983252, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9986114548553688, 'colsample_bytree': 0.6004174627559065, 'gamma': 1.1955016140656367, 'reg_alpha': 0.02049414433982228, 'reg_lambda': 0.7375632224424807}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,867] Trial 174 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 86, 'learning_rate': 0.012168889053643706, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9994734108918976, 'colsample_bytree': 0.6018908613851125, 'gamma': 1.2264332489568903, 'reg_alpha': 0.02055211462790606, 'reg_lambda': 0.5975994757139387}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,960] Trial 175 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 85, 'learning_rate': 0.012189994563052642, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9962229015246075, 'colsample_bytree': 0.6010941068475538, 'gamma': 1.2783009509710659, 'reg_alpha': 0.01846373083957959, 'reg_lambda': 0.5553741706357598}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:17,133] Trial 176 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 77, 'learning_rate': 0.012251125751075722, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9999749401858, 'colsample_bytree': 0.6002934587404044, 'gamma': 1.2765990731076353, 'reg_alpha': 0.019855780444912915, 'reg_lambda': 0.5510311223162864}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:17,247] Trial 177 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 77, 'learning_rate': 0.012526370219143658, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9884212299486443, 'colsample_bytree': 0.6008549037509475, 'gamma': 1.503451246428767, 'reg_alpha': 0.02115446512716841, 'reg_lambda': 0.5561355677195536}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:17,331] Trial 178 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.012424189911692026, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9864410620927756, 'colsample_bytree': 0.6012215989434788, 'gamma': 1.768473494454303, 'reg_alpha': 0.016913443844804494, 'reg_lambda': 0.5696531589758553}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:17,449] Trial 179 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 79, 'learning_rate': 0.013589099213455956, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9994678728868627, 'colsample_bytree': 0.6003282275217923, 'gamma': 1.6264570131844687, 'reg_alpha': 0.03756064430034263, 'reg_lambda': 0.5319928707208419}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:17,692] Trial 180 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 78, 'learning_rate': 0.013639044816475421, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9841187737669754, 'colsample_bytree': 0.6003864272991255, 'gamma': 1.6058924485212553, 'reg_alpha': 0.0005964313964525701, 'reg_lambda': 0.5376786965563756}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:17,776] Trial 181 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 75, 'learning_rate': 0.01246597133415864, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9921425511985187, 'colsample_bytree': 0.617072024519413, 'gamma': 1.4737868006158688, 'reg_alpha': 0.032035821886984596, 'reg_lambda': 0.5106678993457864}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,033] Trial 182 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 72, 'learning_rate': 0.011998325703501109, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9995905911761169, 'colsample_bytree': 0.6080757295218527, 'gamma': 1.4467037481236655, 'reg_alpha': 0.03571917553161792, 'reg_lambda': 0.5765714331256205}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,117] Trial 183 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 74, 'learning_rate': 0.014315997020072403, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9997765741107634, 'colsample_bytree': 0.6004197361604595, 'gamma': 1.6644310282197345, 'reg_alpha': 0.035674954513343855, 'reg_lambda': 0.5940847326311147}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,214] Trial 184 finished with value: 0.773809523809524 and parameters: {'n_estimators': 70, 'learning_rate': 0.013049153464421405, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.999619874061665, 'colsample_bytree': 0.6162403166537812, 'gamma': 1.5120664327651103, 'reg_alpha': 0.020691543341453678, 'reg_lambda': 0.5032811822083733}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,313] Trial 185 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 60, 'learning_rate': 0.015140706674347673, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9863173384585752, 'colsample_bytree': 0.6156613517098339, 'gamma': 1.5640962360574127, 'reg_alpha': 0.026170738954318044, 'reg_lambda': 0.5597184962770382}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,383] Trial 186 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 56, 'learning_rate': 0.015938797716201065, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9736416550387524, 'colsample_bytree': 0.6296558638671705, 'gamma': 1.8057009907161037, 'reg_alpha': 0.023123715789664427, 'reg_lambda': 0.5387923778797105}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,505] Trial 187 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 82, 'learning_rate': 0.01469436445148748, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9839022419713079, 'colsample_bytree': 0.6173486179167819, 'gamma': 1.5471694870924142, 'reg_alpha': 0.038648104601159444, 'reg_lambda': 0.507998733197782}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,589] Trial 188 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 81, 'learning_rate': 0.01537226597835056, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9854613959062719, 'colsample_bytree': 0.6191932164252435, 'gamma': 1.557482922793085, 'reg_alpha': 0.00024458176585973046, 'reg_lambda': 0.503137282019317}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,759] Trial 189 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 83, 'learning_rate': 0.016710387333104322, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9778885773472911, 'colsample_bytree': 0.6214915439028135, 'gamma': 1.5835088233720713, 'reg_alpha': 0.0006230220710611856, 'reg_lambda': 0.5155590650753609}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,848] Trial 190 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 82, 'learning_rate': 0.017009179154084626, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9814401700598849, 'colsample_bytree': 0.635184136041851, 'gamma': 1.9440213101208843, 'reg_alpha': 0.021519200737373068, 'reg_lambda': 0.5071864262916919}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,012] Trial 191 finished with value: 0.761904761904762 and parameters: {'n_estimators': 80, 'learning_rate': 0.01474140314472579, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9701305719536879, 'colsample_bytree': 0.6220054363391019, 'gamma': 1.5506394499972886, 'reg_alpha': 0.03430733384238499, 'reg_lambda': 0.5704182753323809}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,088] Trial 192 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 70, 'learning_rate': 0.015789055725544416, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.985425303669467, 'colsample_bytree': 0.6157266291118328, 'gamma': 1.7139727238924307, 'reg_alpha': 0.004185783126122604, 'reg_lambda': 0.5024395738425768}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,212] Trial 193 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 84, 'learning_rate': 0.016032192782363265, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.986406370437261, 'colsample_bytree': 0.6270434710849329, 'gamma': 1.7305191813402345, 'reg_alpha': 0.0001511281090033588, 'reg_lambda': 0.5044091362594212}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,295] Trial 194 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 77, 'learning_rate': 0.018201915158724994, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9796032047936208, 'colsample_bytree': 0.6263774036470848, 'gamma': 1.6761404624428797, 'reg_alpha': 0.017564761810716423, 'reg_lambda': 0.539811640382549}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,413] Trial 195 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 87, 'learning_rate': 0.017200826248766465, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9862820995823633, 'colsample_bytree': 0.6386064229978208, 'gamma': 1.7136381579207087, 'reg_alpha': 0.004091499705361165, 'reg_lambda': 0.5029808089672925}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,610] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 85, 'learning_rate': 0.015692949420505628, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9853600161635269, 'colsample_bytree': 0.6396871527101347, 'gamma': 1.7613395319385483, 'reg_alpha': 0.0003251121858024869, 'reg_lambda': 0.5046366416050916}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,727] Trial 197 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 82, 'learning_rate': 0.017448785222666754, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9760158743213087, 'colsample_bytree': 0.62978647941898, 'gamma': 1.8707890364815973, 'reg_alpha': 0.0357440825273178, 'reg_lambda': 0.6040435161991567}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,811] Trial 198 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 72, 'learning_rate': 0.01610692048011095, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9849300518642667, 'colsample_bytree': 0.6493740956199737, 'gamma': 1.6593068644934943, 'reg_alpha': 0.0030556079519453035, 'reg_lambda': 0.5582916414506731}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,933] Trial 199 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 85, 'learning_rate': 0.015184187873294652, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9859057439960369, 'colsample_bytree': 0.6179384200239534, 'gamma': 1.5497595967639919, 'reg_alpha': 8.940044440787758e-05, 'reg_lambda': 0.5039437989630678}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,937] A new study created in memory with name: no-name-6ffda346-db34-4d0a-876f-8d84aab41eca
[I 2025-11-03 19:23:20,031] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.21463331005583747, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.9904755096245345, 'colsample_bytree': 0.8428894438389986, 'gamma': 3.550887808631027, 'reg_alpha': 0.8516177199599133, 'reg_lambda': 1.6211882589312525}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:23:20,257] Trial 1 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 187, 'learning_rate': 0.03155246229460914, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6097773890141772, 'colsample_bytree': 0.9816670024989014, 'gamma': 4.470468943817602, 'reg_alpha': 0.3812816724647874, 'reg_lambda': 2.2552172742284}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 19:23:20,323] Trial 2 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 77, 'learning_rate': 0.26996220852786185, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6857039114121096, 'colsample_bytree': 0.9547995231069022, 'gamma': 1.6298348837545347, 'reg_alpha': 0.43396188912360245, 'reg_lambda': 1.9521275946809866}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 19:23:20,427] Trial 3 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 95, 'learning_rate': 0.06478487094908703, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6187696726274056, 'colsample_bytree': 0.8397171192097113, 'gamma': 4.933511573226313, 'reg_alpha': 0.18477320299374878, 'reg_lambda': 2.0882912399491738}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 19:23:20,479] Trial 4 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 34, 'learning_rate': 0.06424737421684841, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6223653883789851, 'colsample_bytree': 0.9167076800609412, 'gamma': 0.31898947414278234, 'reg_alpha': 0.9625825935885599, 'reg_lambda': 1.6731745847613095}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 19:23:20,640] Trial 5 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 232, 'learning_rate': 0.25798928493291706, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9449705743598051, 'colsample_bytree': 0.8879789918300647, 'gamma': 2.5265401739086784, 'reg_alpha': 0.12301456175068815, 'reg_lambda': 2.677261212654455}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 19:23:20,887] Trial 6 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.04791674115092362, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9187091797484843, 'colsample_bytree': 0.6265900178371114, 'gamma': 2.671130902087222, 'reg_alpha': 0.7987131168094046, 'reg_lambda': 2.5581615548124}. Best is trial 6 with value: 0.7142857142857143.
[I 2025-11-03 19:23:21,008] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.293173183717573, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8548429509556048, 'colsample_bytree': 0.8622900399863866, 'gamma': 2.095636057155987, 'reg_alpha': 0.3594113437639045, 'reg_lambda': 1.9473215462706477}. Best is trial 6 with value: 0.7142857142857143.
[I 2025-11-03 19:23:21,180] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.12881303208692121, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8459967735598655, 'colsample_bytree': 0.6088989296315206, 'gamma': 0.5145456780774449, 'reg_alpha': 0.17261813485434507, 'reg_lambda': 1.4912571404796626}. Best is trial 6 with value: 0.7142857142857143.
[I 2025-11-03 19:23:21,224] Trial 9 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.02321264352643441, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.663801089635032, 'colsample_bytree': 0.6992993329573989, 'gamma': 3.170016856480649, 'reg_alpha': 0.45890302472238564, 'reg_lambda': 1.9666404380006146}. Best is trial 6 with value: 0.7142857142857143.
[I 2025-11-03 19:23:21,426] Trial 10 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 239, 'learning_rate': 0.011381107257988307, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7533253950835306, 'colsample_bytree': 0.7469012096437637, 'gamma': 1.2666637071945208, 'reg_alpha': 0.7016130707922176, 'reg_lambda': 0.6518490965501671}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:23:21,600] Trial 11 finished with value: 0.738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.012526735223014878, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7504055565031189, 'colsample_bytree': 0.7318997804967124, 'gamma': 1.300096640753672, 'reg_alpha': 0.6948947777462909, 'reg_lambda': 0.5714998805315226}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:21,745] Trial 12 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.010451663610594976, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7551626157896056, 'colsample_bytree': 0.7429930245572098, 'gamma': 1.1937313967270797, 'reg_alpha': 0.6581356700112515, 'reg_lambda': 0.6153615529191482}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:21,895] Trial 13 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 238, 'learning_rate': 0.010283884420673012, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7419622145532363, 'colsample_bytree': 0.7264517098061123, 'gamma': 1.1391089151387919, 'reg_alpha': 0.6380354538289343, 'reg_lambda': 0.6876075321464744}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,019] Trial 14 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 214, 'learning_rate': 0.01897339803929845, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7840584820101935, 'colsample_bytree': 0.7677932369739654, 'gamma': 0.03685806333722175, 'reg_alpha': 0.6056805395808923, 'reg_lambda': 1.0744282697779641}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,300] Trial 15 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 134, 'learning_rate': 0.015323462841623238, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7098915299904394, 'colsample_bytree': 0.669044803095048, 'gamma': 0.887051920193843, 'reg_alpha': 0.5742684467992035, 'reg_lambda': 1.1133447509297532}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,420] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.027035144484706494, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8274582848345066, 'colsample_bytree': 0.785273913936788, 'gamma': 1.8142912582888169, 'reg_alpha': 0.7729864876545939, 'reg_lambda': 0.503775039800187}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,552] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.015189570185565065, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.7893012954628246, 'colsample_bytree': 0.6748215320386796, 'gamma': 0.9033858285709052, 'reg_alpha': 0.9617246256963445, 'reg_lambda': 1.0202435665932668}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,646] Trial 18 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 140, 'learning_rate': 0.04086283586069282, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8823158575038934, 'colsample_bytree': 0.8067623565775992, 'gamma': 1.5194622112099199, 'reg_alpha': 0.27174480082542485, 'reg_lambda': 1.3223257718619217}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,776] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 217, 'learning_rate': 0.0983904348212346, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.7292648664089652, 'colsample_bytree': 0.7181790554170892, 'gamma': 2.0294399783174537, 'reg_alpha': 0.036059350179257044, 'reg_lambda': 0.8429734569386127}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,868] Trial 20 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 154, 'learning_rate': 0.013588902380841372, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.669392095634763, 'colsample_bytree': 0.6530649963962414, 'gamma': 3.112909440165045, 'reg_alpha': 0.5255638601165177, 'reg_lambda': 2.965283478346452}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:23,079] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 247, 'learning_rate': 0.010000595347644628, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7621067113786648, 'colsample_bytree': 0.7549889370578153, 'gamma': 1.1848948777251491, 'reg_alpha': 0.6943927862663851, 'reg_lambda': 0.5294275708263192}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:23,240] Trial 22 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 220, 'learning_rate': 0.01267568129828783, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8006383976841831, 'colsample_bytree': 0.7407421664454563, 'gamma': 0.6293774490136645, 'reg_alpha': 0.7118859400424093, 'reg_lambda': 0.8037787117147017}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:23,488] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 204, 'learning_rate': 0.019143358313555365, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7474030289694704, 'colsample_bytree': 0.8066988844691286, 'gamma': 1.264756473105365, 'reg_alpha': 0.8771964757386128, 'reg_lambda': 1.2738343629530329}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:23:23,601] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 202, 'learning_rate': 0.019757436093147177, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7196074861528271, 'colsample_bytree': 0.8080587652723863, 'gamma': 2.151958666460776, 'reg_alpha': 0.8611627235851328, 'reg_lambda': 1.34385609277588}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:23:23,761] Trial 25 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 229, 'learning_rate': 0.018002864700469884, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8155360775157674, 'colsample_bytree': 0.8024857396083066, 'gamma': 0.009443392997292799, 'reg_alpha': 0.9028963080568492, 'reg_lambda': 0.9295294964207956}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:23:23,867] Trial 26 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.03327508447739331, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7674423806333366, 'colsample_bytree': 0.6970108494774764, 'gamma': 1.551881169163131, 'reg_alpha': 0.7576603241608659, 'reg_lambda': 1.2045660211629907}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 19:23:24,014] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.03122380055812238, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6923838951778608, 'colsample_bytree': 0.6928333696455535, 'gamma': 1.7378903085531023, 'reg_alpha': 0.7751429866382611, 'reg_lambda': 1.4349080549414341}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 19:23:24,094] Trial 28 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.039969857998634666, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7656162160671889, 'colsample_bytree': 0.6408203326681932, 'gamma': 2.3948430525486635, 'reg_alpha': 0.9870687319644408, 'reg_lambda': 1.166513342875052}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 19:23:24,302] Trial 29 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 194, 'learning_rate': 0.026400665754671346, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.65722445422128, 'colsample_bytree': 0.8415060253705255, 'gamma': 1.448395384474413, 'reg_alpha': 0.8857389120782726, 'reg_lambda': 1.5633769013444503}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 19:23:24,394] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 178, 'learning_rate': 0.022966469245542097, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8749641661864225, 'colsample_bytree': 0.7804364055616988, 'gamma': 3.672853678687612, 'reg_alpha': 0.8171081226544155, 'reg_lambda': 1.226056619087995}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 19:23:24,560] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 207, 'learning_rate': 0.01620854849809856, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.772260053341509, 'colsample_bytree': 0.7106140899075623, 'gamma': 0.8690118548094119, 'reg_alpha': 0.6420395739116659, 'reg_lambda': 0.726072535827651}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:24,688] Trial 32 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 206, 'learning_rate': 0.015423866877728202, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7808897346465901, 'colsample_bytree': 0.7062141879281478, 'gamma': 0.7775366150739537, 'reg_alpha': 0.5527514877096711, 'reg_lambda': 0.819060832540215}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:24,902] Trial 33 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 167, 'learning_rate': 0.03426531603946466, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6997554647157507, 'colsample_bytree': 0.6800366105215383, 'gamma': 0.46603914002180646, 'reg_alpha': 0.7238513895350711, 'reg_lambda': 0.9058554613448523}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:25,016] Trial 34 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 194, 'learning_rate': 0.02078601867768648, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7318557160523068, 'colsample_bytree': 0.7243520872915528, 'gamma': 0.9703709276925785, 'reg_alpha': 0.9033824043425746, 'reg_lambda': 1.7624700704971648}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:25,272] Trial 35 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 224, 'learning_rate': 0.017192858578366214, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8145021751150148, 'colsample_bytree': 0.770452403135427, 'gamma': 1.4904676350762778, 'reg_alpha': 0.7550763867797099, 'reg_lambda': 0.7124942799706258}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:25,357] Trial 36 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.027979420552311996, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7802604685257857, 'colsample_bytree': 0.831946768739724, 'gamma': 1.8405973250119994, 'reg_alpha': 0.6361365799326957, 'reg_lambda': 1.0221362866971253}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:25,491] Trial 37 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 189, 'learning_rate': 0.05621777033114378, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6400664558824742, 'colsample_bytree': 0.8711344395889201, 'gamma': 0.28086898471051513, 'reg_alpha': 0.8304016311260863, 'reg_lambda': 1.7106728132357443}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:25,557] Trial 38 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 47, 'learning_rate': 0.02329924114836372, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8353484065135748, 'colsample_bytree': 0.9095461045964376, 'gamma': 4.3760965808416685, 'reg_alpha': 0.4089792583124004, 'reg_lambda': 1.2211053058329786}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:25,703] Trial 39 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.01354893383741316, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9752957726585215, 'colsample_bytree': 0.9534469038409821, 'gamma': 2.808146651678326, 'reg_alpha': 0.92543038678941, 'reg_lambda': 1.3529276140777815}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:25,806] Trial 40 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 168, 'learning_rate': 0.03633958205678045, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9682613217018636, 'colsample_bytree': 0.9968930288946802, 'gamma': 2.896085102534223, 'reg_alpha': 0.9520323434527662, 'reg_lambda': 1.8388606493323139}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,028] Trial 41 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 141, 'learning_rate': 0.012855235367975544, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9410798133799689, 'colsample_bytree': 0.9319401181741701, 'gamma': 3.708998039844955, 'reg_alpha': 0.8415271699791442, 'reg_lambda': 1.3268204955475265}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,126] Trial 42 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 122, 'learning_rate': 0.012910829558764483, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.802773945039315, 'colsample_bytree': 0.9674331700269374, 'gamma': 2.2318291635619456, 'reg_alpha': 0.9204888890220168, 'reg_lambda': 2.1717464744280557}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,251] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 156, 'learning_rate': 0.016213928599014625, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8647678659919915, 'colsample_bytree': 0.6066494549448095, 'gamma': 2.5787931402484587, 'reg_alpha': 0.4919647603628201, 'reg_lambda': 1.5366791305485428}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,342] Trial 44 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 180, 'learning_rate': 0.18987327556718087, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6011724464798555, 'colsample_bytree': 0.6510584073609098, 'gamma': 3.3783509599207036, 'reg_alpha': 0.7440117936283038, 'reg_lambda': 1.6310991906147145}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,440] Trial 45 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 74, 'learning_rate': 0.04725336090060439, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8965750533328296, 'colsample_bytree': 0.6908984436671964, 'gamma': 2.812525503749918, 'reg_alpha': 0.673256294816997, 'reg_lambda': 2.362609851969233}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,572] Trial 46 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 211, 'learning_rate': 0.021285078315238695, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9952733826326762, 'colsample_bytree': 0.9417734453431612, 'gamma': 0.682998762214234, 'reg_alpha': 0.7953672671129699, 'reg_lambda': 1.4008523610256156}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,836] Trial 47 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 234, 'learning_rate': 0.011958370363841992, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7474487382691795, 'colsample_bytree': 0.8991461953224553, 'gamma': 1.3544158166236624, 'reg_alpha': 0.6098390736873645, 'reg_lambda': 0.9725432312360579}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,954] Trial 48 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.08062757422590212, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.766614540495984, 'colsample_bytree': 0.8213913374222124, 'gamma': 1.0506853437721144, 'reg_alpha': 0.9957852634568046, 'reg_lambda': 0.7434666640187872}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:27,087] Trial 49 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.014030011822448936, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7103744990407184, 'colsample_bytree': 0.8645399593311616, 'gamma': 1.93789049843223, 'reg_alpha': 0.8626098206141165, 'reg_lambda': 0.5835811163292073}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:27,198] Trial 50 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 188, 'learning_rate': 0.018177808885285137, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7373056013561675, 'colsample_bytree': 0.6261991004552352, 'gamma': 1.6523549099691333, 'reg_alpha': 0.8105515500266733, 'reg_lambda': 1.1228921060954615}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:27,320] Trial 51 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 83, 'learning_rate': 0.026101790086105636, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8342895885546167, 'colsample_bytree': 0.9100656360260821, 'gamma': 0.32278817628847545, 'reg_alpha': 0.35986439269038345, 'reg_lambda': 1.2371955954954796}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:27,392] Trial 52 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 53, 'learning_rate': 0.022353131847818786, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9730523508571297, 'colsample_bytree': 0.9708945010746292, 'gamma': 4.904191929898578, 'reg_alpha': 0.4111787924618289, 'reg_lambda': 1.172654476904023}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:27,609] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 49, 'learning_rate': 0.011046944210101477, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9717990869099606, 'colsample_bytree': 0.9457452884740408, 'gamma': 4.7043432276028465, 'reg_alpha': 0.5871619776219307, 'reg_lambda': 1.4496751934543979}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:27,704] Trial 54 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 144, 'learning_rate': 0.029582703971846175, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9141160561183485, 'colsample_bytree': 0.9809697215390487, 'gamma': 4.994874925517639, 'reg_alpha': 0.4251136556582513, 'reg_lambda': 1.0701797126707457}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:27,814] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.01440957625301669, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.9585803203487252, 'colsample_bytree': 0.9717297444421744, 'gamma': 4.523712154011425, 'reg_alpha': 0.46865094878369096, 'reg_lambda': 0.6384238567191952}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:27,926] Trial 56 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 239, 'learning_rate': 0.02264505458890585, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9269564282275549, 'colsample_bytree': 0.9986220287053393, 'gamma': 3.8690861260248166, 'reg_alpha': 0.2826249519438536, 'reg_lambda': 0.8931268980227736}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,142] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.017026639237254376, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9787291183318693, 'colsample_bytree': 0.7072939084396813, 'gamma': 4.202291888834493, 'reg_alpha': 0.28094115885088666, 'reg_lambda': 1.2176232255756274}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,260] Trial 58 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 227, 'learning_rate': 0.024650002557459357, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.774000619372847, 'colsample_bytree': 0.7562857791895837, 'gamma': 1.218510028123455, 'reg_alpha': 0.5319632982621207, 'reg_lambda': 0.7739711339733394}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,369] Trial 59 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 26, 'learning_rate': 0.019162796477304397, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7553578067748824, 'colsample_bytree': 0.7347318593084523, 'gamma': 2.3634725438908157, 'reg_alpha': 0.6752190935456921, 'reg_lambda': 1.3249551210000607}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,593] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 214, 'learning_rate': 0.011769131781753523, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.79666284798885, 'colsample_bytree': 0.8841533925329927, 'gamma': 3.9714672076176063, 'reg_alpha': 0.3312963499709493, 'reg_lambda': 0.5259943423383305}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,687] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 46, 'learning_rate': 0.02044950840473876, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9459314064869713, 'colsample_bytree': 0.9242983457465089, 'gamma': 4.630699299717046, 'reg_alpha': 0.40786732284547833, 'reg_lambda': 1.1792204474436203}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,757] Trial 62 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.03315680582351298, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.7276350177080729, 'colsample_bytree': 0.9608791972284038, 'gamma': 4.2773586313127465, 'reg_alpha': 0.4031692078367312, 'reg_lambda': 1.0312577646279746}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,854] Trial 63 finished with value: 0.5922619047619048 and parameters: {'n_estimators': 46, 'learning_rate': 0.015435427052759382, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9986823397195009, 'colsample_bytree': 0.6664789546067876, 'gamma': 4.294425704583508, 'reg_alpha': 0.4959580454049347, 'reg_lambda': 1.265066990089049}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,926] Trial 64 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 60, 'learning_rate': 0.022613998581446273, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8333005048834563, 'colsample_bytree': 0.9432556257165823, 'gamma': 4.720988927136904, 'reg_alpha': 0.4502371942994767, 'reg_lambda': 1.4011630042218162}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,019] Trial 65 finished with value: 0.744047619047619 and parameters: {'n_estimators': 40, 'learning_rate': 0.024620759961138758, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7474906721415921, 'colsample_bytree': 0.7145554648736603, 'gamma': 4.8595487764602225, 'reg_alpha': 0.6325694644142823, 'reg_lambda': 1.1162592682078476}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,074] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.017575997367198438, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7489456057551247, 'colsample_bytree': 0.7193932465318392, 'gamma': 1.361171980694712, 'reg_alpha': 0.6200201101530769, 'reg_lambda': 1.5334732261495838}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,162] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.018637596835456037, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7448117089357209, 'colsample_bytree': 0.7084988615718757, 'gamma': 4.878594770313302, 'reg_alpha': 0.6165452128160049, 'reg_lambda': 1.5459929561284824}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,224] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 37, 'learning_rate': 0.029515369695194908, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6777972165882087, 'colsample_bytree': 0.6848538456243615, 'gamma': 1.057216091556736, 'reg_alpha': 0.5604604770517299, 'reg_lambda': 1.7969235972179072}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,322] Trial 69 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 37, 'learning_rate': 0.026108663592089312, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.716013541037943, 'colsample_bytree': 0.7124783525159261, 'gamma': 0.8178888889410233, 'reg_alpha': 0.6492862523290078, 'reg_lambda': 1.6427620002300256}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,420] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 57, 'learning_rate': 0.03919445597444812, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6973037843765941, 'colsample_bytree': 0.7492336218488044, 'gamma': 1.579562162549654, 'reg_alpha': 0.726077939825991, 'reg_lambda': 1.4804186518888527}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,504] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 30, 'learning_rate': 0.013950647887600915, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.770740399937685, 'colsample_bytree': 0.7302074399530415, 'gamma': 1.3062799230838087, 'reg_alpha': 0.7038417670950513, 'reg_lambda': 1.119707025082501}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,602] Trial 72 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 148, 'learning_rate': 0.016421118703822905, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7585777817747336, 'colsample_bytree': 0.7213643948286341, 'gamma': 1.3799724167952134, 'reg_alpha': 0.7757735662996496, 'reg_lambda': 1.3041211156539594}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,744] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 150, 'learning_rate': 0.016617254100790273, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7907471586543092, 'colsample_bytree': 0.7635155500097699, 'gamma': 1.4061826796411234, 'reg_alpha': 0.7699338277813739, 'reg_lambda': 1.283429132626838}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,850] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.015883767257902952, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8141328042794489, 'colsample_bytree': 0.7843647367918883, 'gamma': 1.715857745530485, 'reg_alpha': 0.9312623147455187, 'reg_lambda': 1.2982918761842093}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,974] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 134, 'learning_rate': 0.0197821823117556, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.790875868928496, 'colsample_bytree': 0.7677100558286345, 'gamma': 1.8681349925800799, 'reg_alpha': 0.7554815057522095, 'reg_lambda': 1.3632912308350047}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:30,072] Trial 76 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 106, 'learning_rate': 0.021520154645418434, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7600534534654686, 'colsample_bytree': 0.665347837072145, 'gamma': 0.5815106539349477, 'reg_alpha': 0.7882584622563913, 'reg_lambda': 0.9799075899810004}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:30,192] Trial 77 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.02160796745286517, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.759260871959137, 'colsample_bytree': 0.6612054517607071, 'gamma': 0.6156240732976204, 'reg_alpha': 0.7909325286443519, 'reg_lambda': 0.9746146075469093}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:30,355] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.024726165087814864, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8064446311149396, 'colsample_bytree': 0.696754644111591, 'gamma': 0.2634925470705624, 'reg_alpha': 0.7736214213559088, 'reg_lambda': 0.8729395691091564}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:30,486] Trial 79 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 128, 'learning_rate': 0.04389182160088377, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8096505824705699, 'colsample_bytree': 0.6394256669248748, 'gamma': 0.14909085760734098, 'reg_alpha': 0.7729520127223288, 'reg_lambda': 0.8695360935038389}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 19:23:30,581] Trial 80 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 110, 'learning_rate': 0.053391167597279916, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7884993747621999, 'colsample_bytree': 0.6363102025910007, 'gamma': 0.39968751333262814, 'reg_alpha': 0.8478082799379877, 'reg_lambda': 0.9809160080326491}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:30,710] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 109, 'learning_rate': 0.04627451229238876, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8509799833533155, 'colsample_bytree': 0.6319603182088752, 'gamma': 0.12468022176545512, 'reg_alpha': 0.8405577815069674, 'reg_lambda': 0.959581635933069}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:30,811] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.053804984751319576, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7882420329721302, 'colsample_bytree': 0.6226706004937993, 'gamma': 0.5003714722178423, 'reg_alpha': 0.8634944035218736, 'reg_lambda': 0.8227157440488689}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:30,946] Trial 83 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 129, 'learning_rate': 0.06842150061889432, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7804217563949661, 'colsample_bytree': 0.6751692473088283, 'gamma': 0.14794697909401422, 'reg_alpha': 0.888574630653677, 'reg_lambda': 0.7060726642067133}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:31,125] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 94, 'learning_rate': 0.05507802461422213, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.820355269784117, 'colsample_bytree': 0.6422011421277344, 'gamma': 0.7411205674438558, 'reg_alpha': 0.7377167888850568, 'reg_lambda': 1.0391096999641432}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:31,270] Trial 85 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 146, 'learning_rate': 0.06719728979977428, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9816132294761976, 'colsample_bytree': 0.6554125493880465, 'gamma': 0.40160500647114017, 'reg_alpha': 0.8210580022096019, 'reg_lambda': 1.1446084306695272}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:31,471] Trial 86 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 151, 'learning_rate': 0.07132177947038101, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9839309392065376, 'colsample_bytree': 0.6518459010207932, 'gamma': 0.90532292679842, 'reg_alpha': 0.8075423854231303, 'reg_lambda': 1.1786031146395475}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:31,603] Trial 87 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 148, 'learning_rate': 0.07963686222652827, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9853697271824758, 'colsample_bytree': 0.649685488011588, 'gamma': 0.3706967591185971, 'reg_alpha': 0.8310994273278673, 'reg_lambda': 1.1520761067574536}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:31,698] Trial 88 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 147, 'learning_rate': 0.10741116292927179, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9868255574378719, 'colsample_bytree': 0.6513478872288846, 'gamma': 0.3753847048808425, 'reg_alpha': 0.8237581439749555, 'reg_lambda': 1.1577620998526328}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:31,836] Trial 89 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.12076517649603459, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9866785867437372, 'colsample_bytree': 0.6170273169146572, 'gamma': 0.161643731469284, 'reg_alpha': 0.9622606152792881, 'reg_lambda': 1.0712803089420917}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:31,934] Trial 90 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.08775455325423352, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9551464222918199, 'colsample_bytree': 0.6441864513236433, 'gamma': 0.3794634475863835, 'reg_alpha': 0.9382656440033925, 'reg_lambda': 1.1697900798993004}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,065] Trial 91 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 161, 'learning_rate': 0.0904260074492455, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9573652939471753, 'colsample_bytree': 0.6411139538577865, 'gamma': 0.47006361199119706, 'reg_alpha': 0.9217167060440908, 'reg_lambda': 1.257583404139393}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,165] Trial 92 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 159, 'learning_rate': 0.09265461152638424, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9558817323462523, 'colsample_bytree': 0.6421020839638893, 'gamma': 0.3933021853723141, 'reg_alpha': 0.9227911923414023, 'reg_lambda': 1.3869617760677642}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,412] Trial 93 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.09204831485647193, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9553469107777897, 'colsample_bytree': 0.641741333635539, 'gamma': 0.3870765888153745, 'reg_alpha': 0.9123871183882187, 'reg_lambda': 1.174522078754784}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,528] Trial 94 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 172, 'learning_rate': 0.07629773028876646, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9630717739147298, 'colsample_bytree': 0.6011248328134696, 'gamma': 0.017373305531867556, 'reg_alpha': 0.9427091165787329, 'reg_lambda': 1.1879184989088798}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,677] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.07714084373203438, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9651729654186009, 'colsample_bytree': 0.6059628924513394, 'gamma': 0.012522447380126561, 'reg_alpha': 0.9841215598387946, 'reg_lambda': 0.9237013944969308}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,780] Trial 96 finished with value: 0.761904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.10912264807756192, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9363797136946053, 'colsample_bytree': 0.6177867415537769, 'gamma': 0.23282302795974788, 'reg_alpha': 0.9462778168578685, 'reg_lambda': 1.057427369688627}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,918] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.11385500556108615, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9314370297431438, 'colsample_bytree': 0.6332166935136639, 'gamma': 0.1821302412459923, 'reg_alpha': 0.878690621938538, 'reg_lambda': 2.9515671690962586}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,009] Trial 98 finished with value: 0.761904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.14081809612153207, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9914327726306535, 'colsample_bytree': 0.613024409527246, 'gamma': 0.5254339975255191, 'reg_alpha': 0.8462429066849485, 'reg_lambda': 1.0568863300860487}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,132] Trial 99 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 154, 'learning_rate': 0.15009657295767756, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9856598094861373, 'colsample_bytree': 0.6131141768277258, 'gamma': 0.2579268440300308, 'reg_alpha': 0.84293369307404, 'reg_lambda': 1.028171513540941}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,340] Trial 100 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.1611601567668239, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9895517209284821, 'colsample_bytree': 0.6000386300303387, 'gamma': 0.27363006825597064, 'reg_alpha': 0.8963697244975192, 'reg_lambda': 0.8774978470754908}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,468] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 183, 'learning_rate': 0.14103270927849212, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9439208548887611, 'colsample_bytree': 0.6163530438254029, 'gamma': 0.5334098259244988, 'reg_alpha': 0.8349368913715149, 'reg_lambda': 1.0918404307619392}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,568] Trial 102 finished with value: 0.761904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.10609706636435981, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9646583981840634, 'colsample_bytree': 0.6322156871786029, 'gamma': 0.09547889219674754, 'reg_alpha': 0.866021449981813, 'reg_lambda': 1.0078568050348105}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,731] Trial 103 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 142, 'learning_rate': 0.06024654229618224, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9840955626634222, 'colsample_bytree': 0.6140380777069194, 'gamma': 0.09948062376701716, 'reg_alpha': 0.8688858107040297, 'reg_lambda': 1.0201204906378276}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,825] Trial 104 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 154, 'learning_rate': 0.10477134290520762, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9639979282076439, 'colsample_bytree': 0.6316283428955601, 'gamma': 0.6913646848228341, 'reg_alpha': 0.8090363932107566, 'reg_lambda': 0.784748690882502}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,001] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.13686502596496436, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9961336415328496, 'colsample_bytree': 0.6507338073902246, 'gamma': 0.26107097185925443, 'reg_alpha': 0.8530063073428699, 'reg_lambda': 0.9387997474838334}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,101] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 168, 'learning_rate': 0.07383055867374423, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9142944228786439, 'colsample_bytree': 0.6242732565116872, 'gamma': 0.49456721836185263, 'reg_alpha': 0.9827565288087736, 'reg_lambda': 1.0276877127148738}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,316] Trial 107 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 162, 'learning_rate': 0.10301214490556436, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9351077635847685, 'colsample_bytree': 0.6014405699337314, 'gamma': 0.05437768656704012, 'reg_alpha': 0.938186973246036, 'reg_lambda': 0.86093339414579}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,414] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 153, 'learning_rate': 0.16187597911607027, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9749625286699286, 'colsample_bytree': 0.6354729621672525, 'gamma': 0.22223957708825032, 'reg_alpha': 0.899795518552715, 'reg_lambda': 1.0703473244204045}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,534] Trial 109 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 119, 'learning_rate': 0.11308143746214934, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9918182151177745, 'colsample_bytree': 0.6154668037965184, 'gamma': 0.9468760654308972, 'reg_alpha': 0.9590765424114497, 'reg_lambda': 1.2488563605714404}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,616] Trial 110 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 116, 'learning_rate': 0.08267683312968706, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9996176471465406, 'colsample_bytree': 0.611833373444125, 'gamma': 0.9239313661122075, 'reg_alpha': 0.9512268473910351, 'reg_lambda': 1.2522929968417222}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,762] Trial 111 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.11495729702672686, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9880176179967896, 'colsample_bytree': 0.6186249904087278, 'gamma': 0.010666661970733932, 'reg_alpha': 0.846713352689194, 'reg_lambda': 1.2116282415842174}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,846] Trial 112 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 134, 'learning_rate': 0.12772464723171637, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9860939341712446, 'colsample_bytree': 0.6209184823466889, 'gamma': 0.6155616560733808, 'reg_alpha': 0.824356186249259, 'reg_lambda': 1.125177044966445}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,953] Trial 113 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.1532749396133255, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9912577247523067, 'colsample_bytree': 0.6548446871642315, 'gamma': 0.4537104346811859, 'reg_alpha': 0.9763039790466795, 'reg_lambda': 1.2073751129291252}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:35,147] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 144, 'learning_rate': 0.18335637393730778, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9775753961975214, 'colsample_bytree': 0.6107233628572672, 'gamma': 0.32457714266832094, 'reg_alpha': 0.8483607172421175, 'reg_lambda': 1.2338227875819117}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:35,284] Trial 115 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 111, 'learning_rate': 0.1208045733490369, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9503512721219863, 'colsample_bytree': 0.6261518204349129, 'gamma': 0.009833549837656259, 'reg_alpha': 0.8814693770700143, 'reg_lambda': 1.0685356017965808}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,382] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.1126814405505622, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.96987487648565, 'colsample_bytree': 0.6472691813423804, 'gamma': 0.028026049006045106, 'reg_alpha': 0.8893551413532637, 'reg_lambda': 1.1180088041880722}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,500] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 111, 'learning_rate': 0.09598054351777471, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9508714571847228, 'colsample_bytree': 0.6243811448300379, 'gamma': 0.20850633583222072, 'reg_alpha': 0.9553170777479737, 'reg_lambda': 1.1703568646512978}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,592] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.08616956397776328, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.90382511982027, 'colsample_bytree': 0.6569620823620012, 'gamma': 0.8329802525010195, 'reg_alpha': 0.9153090584297061, 'reg_lambda': 2.010684242012831}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,713] Trial 119 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 121, 'learning_rate': 0.07303527647754608, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9246846523698663, 'colsample_bytree': 0.67738533914883, 'gamma': 0.30066383300256255, 'reg_alpha': 0.8194681934531085, 'reg_lambda': 0.925554027272171}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,790] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 89, 'learning_rate': 0.05019556168737129, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9479154805253687, 'colsample_bytree': 0.6357109277067411, 'gamma': 0.002491831536683106, 'reg_alpha': 0.7950579200430588, 'reg_lambda': 1.2771519527421675}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,908] Trial 121 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 132, 'learning_rate': 0.1199301920107593, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9813225598644822, 'colsample_bytree': 0.6053063732559708, 'gamma': 0.5336374936995422, 'reg_alpha': 0.8461289623736121, 'reg_lambda': 1.0596064484842516}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,994] Trial 122 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 128, 'learning_rate': 0.11951523367429553, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9806140285015608, 'colsample_bytree': 0.6048289736254835, 'gamma': 0.7377541434817343, 'reg_alpha': 0.042157979551489144, 'reg_lambda': 0.9750893363490472}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:36,162] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 126, 'learning_rate': 0.1227768145898421, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9775306491908203, 'colsample_bytree': 0.6059221155356981, 'gamma': 1.062326537814831, 'reg_alpha': 0.20366121677924798, 'reg_lambda': 0.958996510679629}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:36,247] Trial 124 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 131, 'learning_rate': 0.060477474500506674, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.964419734390147, 'colsample_bytree': 0.6273756982186511, 'gamma': 0.6751590222588698, 'reg_alpha': 0.8839405404629178, 'reg_lambda': 0.9930508534133302}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:36,371] Trial 125 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 119, 'learning_rate': 0.12882555693992137, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9824526332177826, 'colsample_bytree': 0.6037254166152509, 'gamma': 0.9909991535896533, 'reg_alpha': 0.13659360060975168, 'reg_lambda': 1.2067813019967222}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:36,467] Trial 126 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 115, 'learning_rate': 0.044645431747172386, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9719527389318282, 'colsample_bytree': 0.6699447390141609, 'gamma': 0.7122070128358289, 'reg_alpha': 0.04038852978197973, 'reg_lambda': 1.4441816668292338}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:36,721] Trial 127 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 134, 'learning_rate': 0.09684327999532365, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9991254333043602, 'colsample_bytree': 0.6220995628645584, 'gamma': 0.39707493337078414, 'reg_alpha': 0.8334647595042982, 'reg_lambda': 0.8397739947070819}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:36,807] Trial 128 finished with value: 0.75 and parameters: {'n_estimators': 125, 'learning_rate': 0.11329359318804189, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9583842270526791, 'colsample_bytree': 0.63815404798294, 'gamma': 0.7748852239599037, 'reg_alpha': 0.8043835090810477, 'reg_lambda': 1.0913284405208725}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,046] Trial 129 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 138, 'learning_rate': 0.09944156651389115, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9886109672990026, 'colsample_bytree': 0.6472355764938995, 'gamma': 0.5909357177388577, 'reg_alpha': 0.9058580321169364, 'reg_lambda': 1.3426892690510506}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,128] Trial 130 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.1208221309143169, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.9823481806248346, 'colsample_bytree': 0.6093597260988604, 'gamma': 0.14031263018062526, 'reg_alpha': 0.8621182200883862, 'reg_lambda': 1.1402757330469369}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,290] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.10886784087317368, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9383714766397466, 'colsample_bytree': 0.6209014950864079, 'gamma': 0.3300529142698629, 'reg_alpha': 0.9478369315107419, 'reg_lambda': 1.0578937869871448}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,391] Trial 132 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 163, 'learning_rate': 0.08838182629936864, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9618283495643613, 'colsample_bytree': 0.6166707041105568, 'gamma': 0.4418484760497349, 'reg_alpha': 0.9997193208145578, 'reg_lambda': 0.9039712264415516}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,516] Trial 133 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 146, 'learning_rate': 0.08752538691782974, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.969276896960041, 'colsample_bytree': 0.6624793298007239, 'gamma': 0.49342761750914665, 'reg_alpha': 0.9705400627814581, 'reg_lambda': 0.7517116788654623}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,611] Trial 134 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 149, 'learning_rate': 0.0786307327918216, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9675560535299933, 'colsample_bytree': 0.6004841456493593, 'gamma': 0.878415218862434, 'reg_alpha': 0.9656624726756174, 'reg_lambda': 0.6501416150791799}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,703] Trial 135 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.08245849253411526, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9698133342429063, 'colsample_bytree': 0.6002612383219714, 'gamma': 0.43261037443216954, 'reg_alpha': 0.9983953717843658, 'reg_lambda': 0.6648174675548069}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,915] Trial 136 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 119, 'learning_rate': 0.06273177094490297, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9629031434784819, 'colsample_bytree': 0.6279242649088232, 'gamma': 0.5702369221573748, 'reg_alpha': 0.9833577310953521, 'reg_lambda': 0.5909592753356636}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,010] Trial 137 finished with value: 0.75 and parameters: {'n_estimators': 177, 'learning_rate': 0.25041527635706995, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9729072670841253, 'colsample_bytree': 0.6115881211352906, 'gamma': 0.18775361857722672, 'reg_alpha': 0.9302890126189536, 'reg_lambda': 0.7637420750362462}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,156] Trial 138 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 130, 'learning_rate': 0.14919910856123114, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9502575740888062, 'colsample_bytree': 0.6151013980560915, 'gamma': 0.12753924017035845, 'reg_alpha': 0.0005659250621711381, 'reg_lambda': 0.7315406225415907}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,252] Trial 139 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.18065213484162776, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.948809140679128, 'colsample_bytree': 0.6080979416135489, 'gamma': 0.009895080930408633, 'reg_alpha': 0.06705724589751098, 'reg_lambda': 0.6697456475921497}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,344] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 135, 'learning_rate': 0.1456014013708232, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9905073087435036, 'colsample_bytree': 0.6606768667491093, 'gamma': 0.11775593185932313, 'reg_alpha': 0.9655795104389017, 'reg_lambda': 0.7609481357908066}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,473] Trial 141 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 102, 'learning_rate': 0.12880224048223668, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9770142109589784, 'colsample_bytree': 0.6169515794181677, 'gamma': 0.28095840955039436, 'reg_alpha': 0.9630682876682003, 'reg_lambda': 0.8144678180205774}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,672] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 112, 'learning_rate': 0.07809089848665496, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9640266401102675, 'colsample_bytree': 0.6301931733902331, 'gamma': 0.36530151064173905, 'reg_alpha': 0.01942322814725025, 'reg_lambda': 0.7229403522243978}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,788] Trial 143 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 127, 'learning_rate': 0.16649743890860172, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9999979408333907, 'colsample_bytree': 0.6172497768037526, 'gamma': 0.49938718217980327, 'reg_alpha': 0.013408829160948236, 'reg_lambda': 0.6254473172059877}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,874] Trial 144 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 125, 'learning_rate': 0.19927661553042647, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9949750815348115, 'colsample_bytree': 0.6020920155153435, 'gamma': 0.17970081413134237, 'reg_alpha': 0.06873265779608626, 'reg_lambda': 0.7252422013134577}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,989] Trial 145 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 139, 'learning_rate': 0.21522978137131962, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9999478561669355, 'colsample_bytree': 0.6045741334208407, 'gamma': 0.7893998287226941, 'reg_alpha': 0.06991092962061585, 'reg_lambda': 0.6276883773900862}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:39,070] Trial 146 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 123, 'learning_rate': 0.20593006528492305, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9925460541493151, 'colsample_bytree': 0.6228132781143126, 'gamma': 0.5247200863366653, 'reg_alpha': 0.011626653260665712, 'reg_lambda': 0.566463983122723}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:39,189] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 118, 'learning_rate': 0.17026959924114374, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9803526414640272, 'colsample_bytree': 0.6245384163924163, 'gamma': 0.6572614891641915, 'reg_alpha': 0.016515236794090636, 'reg_lambda': 0.5823876918208689}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:39,279] Trial 148 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 130, 'learning_rate': 0.2123039108234171, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9913512546849677, 'colsample_bytree': 0.6125514346504991, 'gamma': 0.5219838916576119, 'reg_alpha': 0.0020272914398389782, 'reg_lambda': 0.5663067063949209}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:39,492] Trial 149 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.2217409308074794, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9885159947500665, 'colsample_bytree': 0.62977333708587, 'gamma': 0.5514712744409026, 'reg_alpha': 0.0011629728177088815, 'reg_lambda': 0.5423551764886634}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:39,582] Trial 150 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 122, 'learning_rate': 0.23420311493576187, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9924798117137766, 'colsample_bytree': 0.6130487795695118, 'gamma': 0.5086648631099269, 'reg_alpha': 0.033605451383883746, 'reg_lambda': 0.5130530097478496}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:39,704] Trial 151 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 131, 'learning_rate': 0.28708604648968644, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9854648797863786, 'colsample_bytree': 0.6256621858079702, 'gamma': 0.5539318253979549, 'reg_alpha': 0.00817903033163337, 'reg_lambda': 0.5563786103133859}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:39,794] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 133, 'learning_rate': 0.1525021176370809, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9822930258529015, 'colsample_bytree': 0.6219187282049161, 'gamma': 0.34779238418028446, 'reg_alpha': 0.047191971410898134, 'reg_lambda': 0.5668348039351996}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,003] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.19313809361283518, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9740846381383793, 'colsample_bytree': 0.6343853437171431, 'gamma': 0.6419245366046361, 'reg_alpha': 0.009951024153356827, 'reg_lambda': 0.6185531459928679}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,091] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.28804338369511007, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9993617109250511, 'colsample_bytree': 0.6159358647339073, 'gamma': 0.27008242099147184, 'reg_alpha': 0.09112969987494124, 'reg_lambda': 0.5241159096176818}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,300] Trial 155 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 106, 'learning_rate': 0.17015198095199924, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9864139803154833, 'colsample_bytree': 0.6265491694235896, 'gamma': 0.4678490684955247, 'reg_alpha': 0.103525883402001, 'reg_lambda': 0.6908919891724123}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,385] Trial 156 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 105, 'learning_rate': 0.1364372390410468, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9820256562540299, 'colsample_bytree': 0.6435406994164564, 'gamma': 0.7352381349116001, 'reg_alpha': 0.03447853781885448, 'reg_lambda': 0.6907457837948864}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,499] Trial 157 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 120, 'learning_rate': 0.26536345756922125, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9904929888490033, 'colsample_bytree': 0.6282381312844285, 'gamma': 0.43609425329020723, 'reg_alpha': 0.09123903160380263, 'reg_lambda': 0.5670259970673887}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,591] Trial 158 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 109, 'learning_rate': 0.20105813495249591, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9881810691307729, 'colsample_bytree': 0.6275156066097285, 'gamma': 0.09026299275191785, 'reg_alpha': 0.10434604327428401, 'reg_lambda': 0.5104285397604337}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,719] Trial 159 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 107, 'learning_rate': 0.24527761935417486, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9908862025143517, 'colsample_bytree': 0.6277359647530787, 'gamma': 0.3455009568012086, 'reg_alpha': 0.12931141316117623, 'reg_lambda': 0.5016528281819069}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,799] Trial 160 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 92, 'learning_rate': 0.20668549092454905, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9806307839862317, 'colsample_bytree': 0.6377440761775547, 'gamma': 0.2440431972564116, 'reg_alpha': 0.10559701979750853, 'reg_lambda': 0.5630253587935764}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,923] Trial 161 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 75, 'learning_rate': 0.28004039091516064, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9772422395157736, 'colsample_bytree': 0.635340780420306, 'gamma': 0.26071692874226077, 'reg_alpha': 0.15594065849113803, 'reg_lambda': 0.5617596342855999}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,103] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 96, 'learning_rate': 0.2117961495966024, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9851604284127665, 'colsample_bytree': 0.6105151528112416, 'gamma': 0.1047636957872014, 'reg_alpha': 0.10090853544701152, 'reg_lambda': 0.5560055677022253}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,240] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 112, 'learning_rate': 0.20174110626091998, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.991272302646407, 'colsample_bytree': 0.6510922665026555, 'gamma': 0.18963100442096906, 'reg_alpha': 0.11292409239413093, 'reg_lambda': 0.5965971715800111}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,318] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 84, 'learning_rate': 0.2595237640453, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9759891425403598, 'colsample_bytree': 0.6273813809119657, 'gamma': 0.4101319148034174, 'reg_alpha': 0.09174354360128834, 'reg_lambda': 0.500345487256243}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,631] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 100, 'learning_rate': 0.23521370121846027, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9535757368220249, 'colsample_bytree': 0.6379067222730199, 'gamma': 0.6091918206668242, 'reg_alpha': 0.057488118217236386, 'reg_lambda': 0.639700658857771}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,713] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 90, 'learning_rate': 0.17612292858991332, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9832900702322143, 'colsample_bytree': 0.6093263777675476, 'gamma': 0.4178023766023295, 'reg_alpha': 0.07904267266529014, 'reg_lambda': 0.6845147117916436}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,873] Trial 167 finished with value: 0.761904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.2705551064449549, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9713611243926699, 'colsample_bytree': 0.6464100604844166, 'gamma': 0.11034544424502318, 'reg_alpha': 0.2013376826445495, 'reg_lambda': 0.5908892393883716}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,953] Trial 168 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 104, 'learning_rate': 0.22674697011921588, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9933357107850402, 'colsample_bytree': 0.6244233832593905, 'gamma': 0.27170969794620237, 'reg_alpha': 0.049681429861673856, 'reg_lambda': 0.5514350701950592}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,172] Trial 169 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 121, 'learning_rate': 0.15323708057667587, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9782141726606702, 'colsample_bytree': 0.6370165643480148, 'gamma': 0.3486818515260078, 'reg_alpha': 0.1538334696006784, 'reg_lambda': 0.6854141755524602}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,246] Trial 170 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 92, 'learning_rate': 0.2950064517257848, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9861734638288546, 'colsample_bytree': 0.6196423600813737, 'gamma': 0.5464198690806005, 'reg_alpha': 0.02244299559590034, 'reg_lambda': 0.601992093776797}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,406] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 110, 'learning_rate': 0.2633630868692827, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9868952496789972, 'colsample_bytree': 0.6185687706898938, 'gamma': 0.5274028969477518, 'reg_alpha': 0.02854238236494627, 'reg_lambda': 0.6336602091611643}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,476] Trial 172 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 88, 'learning_rate': 0.2880305717367958, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.992434579722134, 'colsample_bytree': 0.609023251285552, 'gamma': 0.6409061143537939, 'reg_alpha': 0.11049489285121261, 'reg_lambda': 2.32440406502331}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,585] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.28681734491647065, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9694648397177357, 'colsample_bytree': 0.6073484585210568, 'gamma': 0.6892585162927172, 'reg_alpha': 0.003367528769648853, 'reg_lambda': 2.293922597220278}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,660] Trial 174 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 78, 'learning_rate': 0.24632053226761308, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9588698214347198, 'colsample_bytree': 0.6285165487914592, 'gamma': 0.5837195553644725, 'reg_alpha': 0.11104121472755946, 'reg_lambda': 0.5821139652011214}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,765] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 90, 'learning_rate': 0.2942180996750055, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9997479534434146, 'colsample_bytree': 0.6224184763535059, 'gamma': 0.4422074218691493, 'reg_alpha': 0.0878901270722999, 'reg_lambda': 0.5258836195691137}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,843] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 78, 'learning_rate': 0.19334167383373102, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9811801085258255, 'colsample_bytree': 0.8505692513510726, 'gamma': 0.23371858932646059, 'reg_alpha': 0.061380184423003734, 'reg_lambda': 0.6070131792878458}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,118] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 92, 'learning_rate': 0.20912013417595476, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.985315005264614, 'colsample_bytree': 0.600331131018575, 'gamma': 0.3371782215571251, 'reg_alpha': 0.03829471060067591, 'reg_lambda': 0.500574232952306}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,194] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.2623330762686666, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9740609654351352, 'colsample_bytree': 0.6327178398737339, 'gamma': 0.09496513868723783, 'reg_alpha': 0.14121576499531613, 'reg_lambda': 0.6755494840922345}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,379] Trial 179 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 85, 'learning_rate': 0.0510065677122134, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9935800622211446, 'colsample_bytree': 0.6106483702469295, 'gamma': 0.19186980455384786, 'reg_alpha': 0.032383215362287894, 'reg_lambda': 0.8030294680513449}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,460] Trial 180 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 130, 'learning_rate': 0.17998772625989795, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9657234618876824, 'colsample_bytree': 0.644875021306802, 'gamma': 3.0673821271387673, 'reg_alpha': 0.17230755002481987, 'reg_lambda': 2.8387461987208136}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,577] Trial 181 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 118, 'learning_rate': 0.296215286409318, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9885608330718428, 'colsample_bytree': 0.6153028737991046, 'gamma': 0.8134302390965947, 'reg_alpha': 0.11773249484385082, 'reg_lambda': 1.0153975366482546}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,657] Trial 182 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 100, 'learning_rate': 0.29990457067975884, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.987175555250538, 'colsample_bytree': 0.6203895395436495, 'gamma': 0.8053251007500419, 'reg_alpha': 0.11985491201486426, 'reg_lambda': 2.1045429946047522}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,860] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 136, 'learning_rate': 0.27588243553241326, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9799297165596967, 'colsample_bytree': 0.6111511016574821, 'gamma': 0.5984864418725738, 'reg_alpha': 0.08883596860469767, 'reg_lambda': 1.0082185400993395}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,950] Trial 184 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 115, 'learning_rate': 0.22655695557610403, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9925476139066504, 'colsample_bytree': 0.6249891281105838, 'gamma': 0.739835192457154, 'reg_alpha': 0.05075511343328427, 'reg_lambda': 1.003375821276856}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,067] Trial 185 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 125, 'learning_rate': 0.23737540063653256, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9936487131725297, 'colsample_bytree': 0.624041272275251, 'gamma': 0.7528002470097137, 'reg_alpha': 0.05619283365004764, 'reg_lambda': 2.568434422777901}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,145] Trial 186 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 114, 'learning_rate': 0.22690997462949256, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.975662820644038, 'colsample_bytree': 0.6086772341899046, 'gamma': 0.6712924841914987, 'reg_alpha': 0.07599928724359309, 'reg_lambda': 0.9700775937048384}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,272] Trial 187 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 128, 'learning_rate': 0.2643196329130045, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9867671185586044, 'colsample_bytree': 0.6173400769511875, 'gamma': 0.5179866566108404, 'reg_alpha': 0.0040194108571494965, 'reg_lambda': 1.0966334492608967}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,357] Trial 188 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 116, 'learning_rate': 0.205300562482592, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9948089075753178, 'colsample_bytree': 0.601044839102749, 'gamma': 0.4820394574629404, 'reg_alpha': 0.023772382023742267, 'reg_lambda': 1.8624859243465557}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,455] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 71, 'learning_rate': 0.24470298035838012, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9697142662146662, 'colsample_bytree': 0.6305792570955382, 'gamma': 0.8274228455145034, 'reg_alpha': 0.11054198947207264, 'reg_lambda': 0.5812490029012961}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,529] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 106, 'learning_rate': 0.2748588561183413, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9991182740724801, 'colsample_bytree': 0.61373302579105, 'gamma': 1.1281110137895078, 'reg_alpha': 0.00047911117768855045, 'reg_lambda': 1.0471437480498118}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,642] Trial 191 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 110, 'learning_rate': 0.18947923546834206, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9823554418816821, 'colsample_bytree': 0.6377534792867667, 'gamma': 0.41890936365367143, 'reg_alpha': 0.050245487211065545, 'reg_lambda': 0.9325513253789203}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,820] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.18621105882636976, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9812672234846966, 'colsample_bytree': 0.6370881893185386, 'gamma': 0.5832373372995806, 'reg_alpha': 0.050169518696586014, 'reg_lambda': 0.9096840812477629}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,938] Trial 193 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 102, 'learning_rate': 0.16709908007349286, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9888080692756998, 'colsample_bytree': 0.6260549722660794, 'gamma': 0.4036155203718954, 'reg_alpha': 0.07265145237044472, 'reg_lambda': 1.110061618025137}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,019] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 101, 'learning_rate': 0.15795699980339456, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9885677699857097, 'colsample_bytree': 0.6241670379713478, 'gamma': 0.017996443795791184, 'reg_alpha': 0.07627071148163891, 'reg_lambda': 0.6397194398841982}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,127] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 97, 'learning_rate': 0.22025520777200994, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9588618996917815, 'colsample_bytree': 0.6068295578573165, 'gamma': 0.7092217875590191, 'reg_alpha': 0.10411685459380966, 'reg_lambda': 1.1390593186568418}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,234] Trial 196 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 136, 'learning_rate': 0.2568005617323332, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9759585475822445, 'colsample_bytree': 0.6187738110677409, 'gamma': 0.31556107074252826, 'reg_alpha': 0.022039435345089835, 'reg_lambda': 1.0253042582895486}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,355] Trial 197 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 133, 'learning_rate': 0.29843075819252923, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9740075679192294, 'colsample_bytree': 0.6174266524807716, 'gamma': 0.2850758032791938, 'reg_alpha': 0.0235862900930648, 'reg_lambda': 1.1011729359677243}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,542] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 138, 'learning_rate': 0.16959927418563986, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9696381587771041, 'colsample_bytree': 0.6001535511791962, 'gamma': 0.1786772980982903, 'reg_alpha': 0.027752690104111574, 'reg_lambda': 0.5479440676753558}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,695] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 140, 'learning_rate': 0.13377653266733897, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9450175204070225, 'colsample_bytree': 0.6141873957166197, 'gamma': 0.34056196390684856, 'reg_alpha': 0.1283591519592275, 'reg_lambda': 0.7143715342459156}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,698] A new study created in memory with name: no-name-6ca2e85a-8476-40e5-8991-71dcb312a333
[I 2025-11-03 19:23:45,809] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.01828917176558606, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.7612344413715529, 'colsample_bytree': 0.7581836315058413, 'gamma': 2.808506163037869, 'reg_alpha': 0.7821749740448612, 'reg_lambda': 1.5250119343878392}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:23:45,927] Trial 1 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 125, 'learning_rate': 0.05877195286043557, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.618657170887796, 'colsample_bytree': 0.8976755315505263, 'gamma': 0.45823686463836943, 'reg_alpha': 0.12171898044983298, 'reg_lambda': 2.2285894887270095}. Best is trial 1 with value: 0.6904761904761905.
[I 2025-11-03 19:23:46,016] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.12854775180350955, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.769773903018267, 'colsample_bytree': 0.7010951994242006, 'gamma': 1.3725779379152185, 'reg_alpha': 0.1280409778285354, 'reg_lambda': 2.700135039146063}. Best is trial 1 with value: 0.6904761904761905.
[I 2025-11-03 19:23:46,250] Trial 3 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.11070313392559149, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8971849501635605, 'colsample_bytree': 0.621153884263527, 'gamma': 3.8609354556178523, 'reg_alpha': 0.45946902019826563, 'reg_lambda': 2.840489345251411}. Best is trial 3 with value: 0.7053571428571429.
[I 2025-11-03 19:23:46,332] Trial 4 finished with value: 0.6875 and parameters: {'n_estimators': 139, 'learning_rate': 0.26393837569015305, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7172509821680633, 'colsample_bytree': 0.7250933113283646, 'gamma': 3.763897500969357, 'reg_alpha': 0.40622446297711456, 'reg_lambda': 1.1244583001305926}. Best is trial 3 with value: 0.7053571428571429.
[I 2025-11-03 19:23:46,523] Trial 5 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 35, 'learning_rate': 0.10027675738074544, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8945549762227678, 'colsample_bytree': 0.667679677204533, 'gamma': 1.7794532932384588, 'reg_alpha': 0.20332428030985616, 'reg_lambda': 0.7533886190860788}. Best is trial 3 with value: 0.7053571428571429.
[I 2025-11-03 19:23:46,566] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.13776815507499687, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.996688060307094, 'colsample_bytree': 0.9551009986951139, 'gamma': 2.3131382147936113, 'reg_alpha': 0.9792457306435629, 'reg_lambda': 2.209715619986857}. Best is trial 3 with value: 0.7053571428571429.
[I 2025-11-03 19:23:46,674] Trial 7 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 103, 'learning_rate': 0.041821762466681144, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.937845710851767, 'colsample_bytree': 0.6281717205317867, 'gamma': 4.46009109379666, 'reg_alpha': 0.6584803958353742, 'reg_lambda': 2.9872527365138444}. Best is trial 3 with value: 0.7053571428571429.
[I 2025-11-03 19:23:46,785] Trial 8 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.18284288618582434, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8744988530826652, 'colsample_bytree': 0.6343365272106326, 'gamma': 0.7664755133186263, 'reg_alpha': 0.447930494212085, 'reg_lambda': 1.4617137324458507}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:46,907] Trial 9 finished with value: 0.6339285714285715 and parameters: {'n_estimators': 176, 'learning_rate': 0.19039320149411204, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6413028935786054, 'colsample_bytree': 0.989496098955101, 'gamma': 4.471201697547974, 'reg_alpha': 0.9315685999948473, 'reg_lambda': 1.498589383424443}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,008] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 195, 'learning_rate': 0.011458051242588536, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8393214455620607, 'colsample_bytree': 0.8585517553731702, 'gamma': 0.254418389378803, 'reg_alpha': 0.3365877692938173, 'reg_lambda': 0.5975241527064379}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,155] Trial 11 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 247, 'learning_rate': 0.06713041091637915, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8643228387056061, 'colsample_bytree': 0.605530747995405, 'gamma': 3.3091270211863395, 'reg_alpha': 0.6101994792234215, 'reg_lambda': 1.9047608564865195}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,340] Trial 12 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 204, 'learning_rate': 0.25023850671354664, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9562282413563026, 'colsample_bytree': 0.7956215810174069, 'gamma': 4.928701875796711, 'reg_alpha': 0.5324628739870448, 'reg_lambda': 1.184938378827952}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,483] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.03462664357782765, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.900600138695707, 'colsample_bytree': 0.6489359113203992, 'gamma': 1.1547082216547588, 'reg_alpha': 0.33781220761987474, 'reg_lambda': 2.4000057176814225}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,581] Trial 14 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 171, 'learning_rate': 0.029109339626588085, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.850781231956323, 'colsample_bytree': 0.6750498104337221, 'gamma': 1.0916602279165506, 'reg_alpha': 0.27404529897108515, 'reg_lambda': 2.3970660090519895}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,804] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.029651940276693635, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8105356884411666, 'colsample_bytree': 0.7576211997507571, 'gamma': 0.8595133784478328, 'reg_alpha': 0.01576499610719867, 'reg_lambda': 1.8818380700284605}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,897] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 165, 'learning_rate': 0.04008836402474081, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9311829241936084, 'colsample_bytree': 0.6588945472528288, 'gamma': 1.942298274912435, 'reg_alpha': 0.3871168325333325, 'reg_lambda': 2.4917389408013744}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,039] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.07479565594698617, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9959293165326092, 'colsample_bytree': 0.8596330653258143, 'gamma': 0.12117392247939662, 'reg_alpha': 0.7535273796350215, 'reg_lambda': 1.6067455185548152}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,123] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.016569805753579792, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7003178749174241, 'colsample_bytree': 0.7163347103007075, 'gamma': 1.5767389697815437, 'reg_alpha': 0.5256417962699806, 'reg_lambda': 1.9421500552443784}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,223] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.023597536994493733, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.8941704788596183, 'colsample_bytree': 0.8049996073209997, 'gamma': 0.7772412263285587, 'reg_alpha': 0.2841175243949203, 'reg_lambda': 1.102088526765927}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,421] Trial 20 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 155, 'learning_rate': 0.17296071840189772, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8089704778793759, 'colsample_bytree': 0.6004597886531514, 'gamma': 2.5992361902748136, 'reg_alpha': 0.6261923596284832, 'reg_lambda': 1.3360538601269798}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,496] Trial 21 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 78, 'learning_rate': 0.010189875500848801, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6927182698682421, 'colsample_bytree': 0.705441648626832, 'gamma': 1.444633749524648, 'reg_alpha': 0.5386242826435682, 'reg_lambda': 2.049806863940001}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,605] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 82, 'learning_rate': 0.014016365340127944, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.733166925274135, 'colsample_bytree': 0.6502422481626505, 'gamma': 1.292023978204851, 'reg_alpha': 0.47317559822197813, 'reg_lambda': 2.1296243265605304}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,700] Trial 23 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.010464257514040688, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7107392974200244, 'colsample_bytree': 0.6924149644597437, 'gamma': 2.143415922596186, 'reg_alpha': 0.4791680809161213, 'reg_lambda': 2.019139881248186}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,808] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 69, 'learning_rate': 0.010802363095287815, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.661124956549365, 'colsample_bytree': 0.6936396893344203, 'gamma': 2.1424596050066533, 'reg_alpha': 0.7148316229983089, 'reg_lambda': 1.7428922157455657}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,886] Trial 25 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 65, 'learning_rate': 0.010031150947210273, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6775501013819892, 'colsample_bytree': 0.7486366242034936, 'gamma': 0.6503196019549489, 'reg_alpha': 0.5591854328601574, 'reg_lambda': 2.083426822179903}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,086] Trial 26 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 22, 'learning_rate': 0.01862645704880514, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6656915529383804, 'colsample_bytree': 0.7525275460168425, 'gamma': 0.6578469908143239, 'reg_alpha': 0.8442164773686345, 'reg_lambda': 1.7027566821137854}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,165] Trial 27 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 52, 'learning_rate': 0.013517241285094113, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7608010139262457, 'colsample_bytree': 0.8078791963216607, 'gamma': 0.010037819716597118, 'reg_alpha': 0.5891792667897289, 'reg_lambda': 0.8932680492573499}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,280] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 104, 'learning_rate': 0.024144172077857403, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6273994051662715, 'colsample_bytree': 0.7822689891337817, 'gamma': 2.9672511678945757, 'reg_alpha': 0.41890335709742255, 'reg_lambda': 1.3406426668663793}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,350] Trial 29 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 57, 'learning_rate': 0.08687835760544148, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6016414623483279, 'colsample_bytree': 0.7230046616846167, 'gamma': 2.7850184118899985, 'reg_alpha': 0.8475306435766294, 'reg_lambda': 1.4999621855724965}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,477] Trial 30 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 114, 'learning_rate': 0.01901150418777918, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7645004187087453, 'colsample_bytree': 0.739850974554163, 'gamma': 0.4311607516202012, 'reg_alpha': 0.6917844664814974, 'reg_lambda': 2.595383962831257}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,579] Trial 31 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 111, 'learning_rate': 0.016890088512990956, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7622356726297617, 'colsample_bytree': 0.744243487484565, 'gamma': 0.4671181607272793, 'reg_alpha': 0.6756712571483862, 'reg_lambda': 2.5596624530456906}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,786] Trial 32 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 122, 'learning_rate': 0.020863231405191838, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7346546556747748, 'colsample_bytree': 0.7823788510958932, 'gamma': 0.9431656822764305, 'reg_alpha': 0.5821820017013737, 'reg_lambda': 2.2885189080559067}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,969] Trial 33 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 66, 'learning_rate': 0.01340111159633195, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.782742112056208, 'colsample_bytree': 0.8330092992516734, 'gamma': 0.4661867254413731, 'reg_alpha': 0.8012129212502435, 'reg_lambda': 2.7718125219088625}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,083] Trial 34 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 93, 'learning_rate': 0.05627674480636318, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6814008765694185, 'colsample_bytree': 0.6871726449539657, 'gamma': 0.5303560714857882, 'reg_alpha': 0.48250528824213096, 'reg_lambda': 2.6298986691544806}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,179] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 149, 'learning_rate': 0.010001817084959664, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7473225349054825, 'colsample_bytree': 0.7338513447909188, 'gamma': 1.650770580607071, 'reg_alpha': 0.7024098648021274, 'reg_lambda': 2.0065926107609107}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,296] Trial 36 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 120, 'learning_rate': 0.013036373403256881, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7183721389160149, 'colsample_bytree': 0.7687311574534959, 'gamma': 0.36642692474264593, 'reg_alpha': 0.4268508820578796, 'reg_lambda': 1.795883375116359}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,352] Trial 37 finished with value: 0.613095238095238 and parameters: {'n_estimators': 27, 'learning_rate': 0.015272212686083177, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7858966480397598, 'colsample_bytree': 0.6363731574582018, 'gamma': 0.9613481805231849, 'reg_alpha': 0.1932980247208031, 'reg_lambda': 2.278678645956494}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,439] Trial 38 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 128, 'learning_rate': 0.04829296482576533, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8319048925556166, 'colsample_bytree': 0.6829170257136502, 'gamma': 2.2038166727363544, 'reg_alpha': 0.34947650076064996, 'reg_lambda': 2.9767147775741405}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,559] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.020857400815031995, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.7112573634110939, 'colsample_bytree': 0.7045796334113055, 'gamma': 1.8692669347480484, 'reg_alpha': 0.5677781142368463, 'reg_lambda': 2.1522158839630463}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,628] Trial 40 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 67, 'learning_rate': 0.1270271900075542, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6622542228809891, 'colsample_bytree': 0.926150824310475, 'gamma': 1.3113768003165307, 'reg_alpha': 0.6470898142694553, 'reg_lambda': 1.5930319171209666}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,747] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 79, 'learning_rate': 0.012010558987845879, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6891254653273353, 'colsample_bytree': 0.7026704592835402, 'gamma': 1.4644518655699872, 'reg_alpha': 0.5296599969964283, 'reg_lambda': 2.0191787086791453}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,821] Trial 42 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 89, 'learning_rate': 0.01125463977168078, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6799153662714816, 'colsample_bytree': 0.740278479232476, 'gamma': 0.7296550367797857, 'reg_alpha': 0.4995854731445946, 'reg_lambda': 1.8435566480404797}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,918] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.011991271368359693, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6405670571467198, 'colsample_bytree': 0.6209682791610214, 'gamma': 0.24167422273695793, 'reg_alpha': 0.44986939819029736, 'reg_lambda': 2.1036838058585614}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,005] Trial 44 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 103, 'learning_rate': 0.015577142131934108, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7304384457547171, 'colsample_bytree': 0.6675308224577243, 'gamma': 1.2039299744903744, 'reg_alpha': 0.549743058151207, 'reg_lambda': 2.41081436556695}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,120] Trial 45 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 61, 'learning_rate': 0.019399768004439346, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6939657020116737, 'colsample_bytree': 0.7156706718792332, 'gamma': 2.412719466619276, 'reg_alpha': 0.36505239263761496, 'reg_lambda': 1.3776854792820874}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,219] Trial 46 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 75, 'learning_rate': 0.24121589983986302, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.748101452385935, 'colsample_bytree': 0.7722251437259616, 'gamma': 1.9708728600650958, 'reg_alpha': 0.49734247426258477, 'reg_lambda': 2.2428024823293047}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,423] Trial 47 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 135, 'learning_rate': 0.01232152654777721, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7929923908801092, 'colsample_bytree': 0.6327319339626389, 'gamma': 3.3354670524676777, 'reg_alpha': 0.285889337453225, 'reg_lambda': 2.0058216008226433}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,508] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 100, 'learning_rate': 0.026609114368842366, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.879094109252841, 'colsample_bytree': 0.67247691533681, 'gamma': 1.5475411492515156, 'reg_alpha': 0.7385905365397732, 'reg_lambda': 1.6291944843376014}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,688] Trial 49 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 239, 'learning_rate': 0.03595128940622908, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6364220695444309, 'colsample_bytree': 0.6978465438422877, 'gamma': 1.0308452775206245, 'reg_alpha': 0.664030221059929, 'reg_lambda': 2.6830681014000386}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,773] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 113, 'learning_rate': 0.18356346696125062, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8206735249425902, 'colsample_bytree': 0.822634171424415, 'gamma': 0.6347935831525606, 'reg_alpha': 0.6172433856714953, 'reg_lambda': 1.1822665669716161}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,889] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.011045422416998229, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6925272560300296, 'colsample_bytree': 0.708925992517505, 'gamma': 1.4955922195290399, 'reg_alpha': 0.5333329225638206, 'reg_lambda': 2.0043604915787347}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,952] Trial 52 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 47, 'learning_rate': 0.010206416477255077, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7158610191154315, 'colsample_bytree': 0.7262046046156714, 'gamma': 1.3228280407985553, 'reg_alpha': 0.42580624960371016, 'reg_lambda': 2.0778527915826714}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,055] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 84, 'learning_rate': 0.013861979438035625, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6746948196886058, 'colsample_bytree': 0.6556899742475183, 'gamma': 1.7417090836232676, 'reg_alpha': 0.4590692903416821, 'reg_lambda': 1.9171274235605589}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,227] Trial 54 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 94, 'learning_rate': 0.014753149455016238, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6740804318531937, 'colsample_bytree': 0.6545958208732864, 'gamma': 2.0718987127071626, 'reg_alpha': 0.3885010964509109, 'reg_lambda': 1.8929371205577579}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,343] Trial 55 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 85, 'learning_rate': 0.0166280766954058, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6100745592959561, 'colsample_bytree': 0.6462129919743226, 'gamma': 1.8304036257625391, 'reg_alpha': 0.3118219410757904, 'reg_lambda': 1.696598977731547}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,466] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 187, 'learning_rate': 0.012256865391762437, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7758586284778216, 'colsample_bytree': 0.6785743322206442, 'gamma': 1.7070923216944318, 'reg_alpha': 0.22893001918696726, 'reg_lambda': 1.814077169240044}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,571] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.0968832201695557, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.6549064751696991, 'colsample_bytree': 0.6221902502143687, 'gamma': 0.2354420188294038, 'reg_alpha': 0.45164393834677563, 'reg_lambda': 1.4146258099696873}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,638] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.06590928902465695, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8514540064067835, 'colsample_bytree': 0.6159944593614817, 'gamma': 2.577305958842876, 'reg_alpha': 0.584577086971651, 'reg_lambda': 2.335002176412248}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,785] Trial 59 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.01413635643805905, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7019140218409143, 'colsample_bytree': 0.6641030008130586, 'gamma': 1.1897433368711505, 'reg_alpha': 0.5162038747532408, 'reg_lambda': 2.5128627783172153}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,934] Trial 60 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 33, 'learning_rate': 0.14591845402051443, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7491985355278467, 'colsample_bytree': 0.6421637537209595, 'gamma': 0.7950847497725205, 'reg_alpha': 0.6209997330881699, 'reg_lambda': 2.1865006299679757}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:53,167] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.010392100110200917, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6489056849400241, 'colsample_bytree': 0.6903317087863958, 'gamma': 0.9893584331903635, 'reg_alpha': 0.4751522522833912, 'reg_lambda': 2.048725611113078}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:53,243] Trial 62 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 62, 'learning_rate': 0.011924231245286906, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6893503535676184, 'colsample_bytree': 0.7080597774423397, 'gamma': 1.439148635591016, 'reg_alpha': 0.5581323951181439, 'reg_lambda': 1.951720743063631}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:53,356] Trial 63 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 63, 'learning_rate': 0.01830356379728946, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.673150066316345, 'colsample_bytree': 0.7338760644813833, 'gamma': 2.312282605156912, 'reg_alpha': 0.5670666718763869, 'reg_lambda': 1.9633854724788025}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:53,428] Trial 64 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 60, 'learning_rate': 0.018478753816630982, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6237117015321145, 'colsample_bytree': 0.7408690188696487, 'gamma': 2.318633359134933, 'reg_alpha': 0.5547731382835889, 'reg_lambda': 1.949718426981404}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:53,529] Trial 65 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 51, 'learning_rate': 0.03169288746096066, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7293650553678516, 'colsample_bytree': 0.7595305517530768, 'gamma': 0.645551029984117, 'reg_alpha': 0.6427719582929934, 'reg_lambda': 1.743856641206369}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:53,601] Trial 66 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 64, 'learning_rate': 0.02115709666305445, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9174250750773535, 'colsample_bytree': 0.7240262570708855, 'gamma': 2.9885063209951332, 'reg_alpha': 0.6827038780578462, 'reg_lambda': 1.5676335093720342}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:53,687] Trial 67 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 46, 'learning_rate': 0.2869105820538907, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9704180451826412, 'colsample_bytree': 0.7585066392313639, 'gamma': 2.730010790256821, 'reg_alpha': 0.7921216968912551, 'reg_lambda': 2.3558921662149754}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:53,863] Trial 68 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 73, 'learning_rate': 0.04676579602179902, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.709573723486521, 'colsample_bytree': 0.7831042409466175, 'gamma': 0.31637156930544447, 'reg_alpha': 0.597652885760057, 'reg_lambda': 1.6716196220551596}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,010] Trial 69 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 146, 'learning_rate': 0.016691343850282585, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6869429864202583, 'colsample_bytree': 0.7293590159360286, 'gamma': 0.05242321999097099, 'reg_alpha': 0.5173991556372858, 'reg_lambda': 2.1876824012351985}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,116] Trial 70 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 176, 'learning_rate': 0.023663704304416187, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6696828575774856, 'colsample_bytree': 0.750492574755512, 'gamma': 4.035489421625449, 'reg_alpha': 0.7257347870644173, 'reg_lambda': 1.2798876496664862}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,231] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 87, 'learning_rate': 0.012763157552922236, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6505448192352787, 'colsample_bytree': 0.7099494493630585, 'gamma': 2.2367059609485067, 'reg_alpha': 0.4515260312919174, 'reg_lambda': 1.9453343347620917}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,309] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 98, 'learning_rate': 0.01138177197961607, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6781678678831923, 'colsample_bytree': 0.6956011661005432, 'gamma': 2.055310677465036, 'reg_alpha': 0.3930043284552794, 'reg_lambda': 1.8431712640942488}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,446] Trial 73 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 113, 'learning_rate': 0.010923061869701664, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7002654410256495, 'colsample_bytree': 0.6916797661695728, 'gamma': 2.0313180225351, 'reg_alpha': 0.3804810845522002, 'reg_lambda': 1.042721396735769}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,519] Trial 74 finished with value: 0.738095238095238 and parameters: {'n_estimators': 70, 'learning_rate': 0.011739432912324566, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7251628498410148, 'colsample_bytree': 0.6981128340386106, 'gamma': 2.32353137631584, 'reg_alpha': 0.4104053697717011, 'reg_lambda': 1.7968240774754891}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,701] Trial 75 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 70, 'learning_rate': 0.011776034348593612, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7218816423544162, 'colsample_bytree': 0.6969013832671421, 'gamma': 2.3961803211547124, 'reg_alpha': 0.39833354093848944, 'reg_lambda': 1.8061582831625118}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,784] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 96, 'learning_rate': 0.015316696481128374, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6826998848326786, 'colsample_bytree': 0.9986936443001034, 'gamma': 2.9833280118316954, 'reg_alpha': 0.31254948768309276, 'reg_lambda': 1.46683135630655}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,935] Trial 77 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 38, 'learning_rate': 0.010012508365120814, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6629246217585558, 'colsample_bytree': 0.679692862882432, 'gamma': 2.70000284432447, 'reg_alpha': 0.4221032813261962, 'reg_lambda': 1.7731219057842795}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:54,997] Trial 78 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.010115177814424671, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6608928135625531, 'colsample_bytree': 0.6821318092295848, 'gamma': 3.3341580107442415, 'reg_alpha': 0.4838918626156722, 'reg_lambda': 2.1182878389723405}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:55,050] Trial 79 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 31, 'learning_rate': 0.013627138670950662, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6314013340282378, 'colsample_bytree': 0.6789886755356331, 'gamma': 3.450473242213683, 'reg_alpha': 0.4902628869915868, 'reg_lambda': 1.880686220538943}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:55,142] Trial 80 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 20, 'learning_rate': 0.012510699536561006, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6155675581203445, 'colsample_bytree': 0.6679208380795457, 'gamma': 3.5885930719052985, 'reg_alpha': 0.35404873769727707, 'reg_lambda': 1.538543278734594}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:55,199] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.010030902243789807, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6555961650513104, 'colsample_bytree': 0.6814523561613258, 'gamma': 3.1810665809514176, 'reg_alpha': 0.5642482326543744, 'reg_lambda': 2.1310361325574374}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:55,429] Trial 82 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 53, 'learning_rate': 0.011188143970806485, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6653349257116932, 'colsample_bytree': 0.7170258535754309, 'gamma': 2.506788485289891, 'reg_alpha': 0.5245509581823804, 'reg_lambda': 2.0307227115575337}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:55,493] Trial 83 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 53, 'learning_rate': 0.01106818383959217, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6652774820135652, 'colsample_bytree': 0.713274620623917, 'gamma': 2.6753679350192483, 'reg_alpha': 0.4298077972217557, 'reg_lambda': 1.9889867972997637}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:55,599] Trial 84 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.01136130777789897, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.647980761410089, 'colsample_bytree': 0.6086650060218421, 'gamma': 2.515700134013401, 'reg_alpha': 0.5221617593846486, 'reg_lambda': 1.8594670472024226}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:55,657] Trial 85 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 36, 'learning_rate': 0.012997353974175601, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6428926141577471, 'colsample_bytree': 0.611625191075584, 'gamma': 2.5232151916697254, 'reg_alpha': 0.5040757719160552, 'reg_lambda': 2.044733894765889}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:55,747] Trial 86 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 26, 'learning_rate': 0.014654890110651695, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6478144110409639, 'colsample_bytree': 0.6067813948449823, 'gamma': 2.8530289727822975, 'reg_alpha': 0.5070525683215468, 'reg_lambda': 2.22382307245214}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:55,930] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 38, 'learning_rate': 0.012790477968950083, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6019012300834093, 'colsample_bytree': 0.6080237096708999, 'gamma': 2.545855807021277, 'reg_alpha': 0.4800432018890204, 'reg_lambda': 1.6529951088713946}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,119] Trial 88 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 29, 'learning_rate': 0.017275167513851514, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6397539393296543, 'colsample_bytree': 0.6330684837261195, 'gamma': 3.13472761558698, 'reg_alpha': 0.5474714884261396, 'reg_lambda': 1.7594062538466586}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,181] Trial 89 finished with value: 0.738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.010842673865184492, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6204330212384055, 'colsample_bytree': 0.6009305026601575, 'gamma': 3.9949399023907795, 'reg_alpha': 0.43191257564727, 'reg_lambda': 2.090332408286937}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,282] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.013054765391469261, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.6622869094631055, 'colsample_bytree': 0.6419032209411119, 'gamma': 2.485000812095632, 'reg_alpha': 0.5804905121498651, 'reg_lambda': 1.876578102998696}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,345] Trial 91 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 50, 'learning_rate': 0.22825297594352706, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7043882176578427, 'colsample_bytree': 0.6179965761005652, 'gamma': 2.8451558470118545, 'reg_alpha': 0.5187583914453409, 'reg_lambda': 2.0401653190834423}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,445] Trial 92 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 61, 'learning_rate': 0.011860589106573154, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6312970182669275, 'colsample_bytree': 0.625589687283033, 'gamma': 2.1597349659161402, 'reg_alpha': 0.5323100015802839, 'reg_lambda': 2.148126394649622}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,502] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 35, 'learning_rate': 0.015180138801957075, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6899332539403722, 'colsample_bytree': 0.7200597975097078, 'gamma': 2.6625416188459052, 'reg_alpha': 0.6034962242787669, 'reg_lambda': 1.9661756868962021}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,598] Trial 94 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 45, 'learning_rate': 0.010026916302114526, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6451631710985922, 'colsample_bytree': 0.662582951878112, 'gamma': 1.4228003877926123, 'reg_alpha': 0.009078021550212367, 'reg_lambda': 2.281507369808286}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,652] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 25, 'learning_rate': 0.013527418223970354, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6579668579375446, 'colsample_bytree': 0.7035500055288912, 'gamma': 2.481991232896272, 'reg_alpha': 0.46393748894707026, 'reg_lambda': 2.041181796875715}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,913] Trial 96 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 222, 'learning_rate': 0.010839099643193042, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6672401424027548, 'colsample_bytree': 0.8843679046615867, 'gamma': 1.861693928807028, 'reg_alpha': 0.48510052117622315, 'reg_lambda': 0.5490737383201985}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,976] Trial 97 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 56, 'learning_rate': 0.011875906022096698, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6926558388305042, 'colsample_bytree': 0.6150389923155577, 'gamma': 1.6150095903725186, 'reg_alpha': 0.543359611271864, 'reg_lambda': 1.9281889760276278}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,136] Trial 98 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 56, 'learning_rate': 0.01573827244693397, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8794837090453842, 'colsample_bytree': 0.6132364352852252, 'gamma': 2.2048682122017342, 'reg_alpha': 0.63573303896874, 'reg_lambda': 1.9237161913518845}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,197] Trial 99 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 37, 'learning_rate': 0.07956775329985319, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6728859259732592, 'colsample_bytree': 0.6279159265143214, 'gamma': 1.5861453527600582, 'reg_alpha': 0.5763575645077326, 'reg_lambda': 1.7158538755624062}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,290] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.014386402609040323, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.635105624266068, 'colsample_bytree': 0.6490027092118972, 'gamma': 2.4143660251586194, 'reg_alpha': 0.10368924520557071, 'reg_lambda': 1.8438188850183856}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,367] Trial 101 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 64, 'learning_rate': 0.011978609301153943, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.696436969365347, 'colsample_bytree': 0.7342513017128981, 'gamma': 1.9809140823814877, 'reg_alpha': 0.502546280545492, 'reg_lambda': 1.9882170001790356}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,552] Trial 102 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 64, 'learning_rate': 0.011534217276433195, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6943786820106086, 'colsample_bytree': 0.6566126378469941, 'gamma': 4.929536532493492, 'reg_alpha': 0.5007915652279559, 'reg_lambda': 2.120114727900125}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,621] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 49, 'learning_rate': 0.011663960551075978, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6981311971984587, 'colsample_bytree': 0.6344091688744902, 'gamma': 4.549261737526616, 'reg_alpha': 0.5436812154282061, 'reg_lambda': 2.092088992463452}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,707] Trial 104 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 33, 'learning_rate': 0.012641980307826593, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7050048117548053, 'colsample_bytree': 0.6378191688280479, 'gamma': 4.958564101547964, 'reg_alpha': 0.5515564985246807, 'reg_lambda': 2.0980561209824615}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,774] Trial 105 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 43, 'learning_rate': 0.012010444578916275, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6959894415572517, 'colsample_bytree': 0.6110457672878277, 'gamma': 4.7777129476854965, 'reg_alpha': 0.49532435592895946, 'reg_lambda': 1.9750460504932472}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,868] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 41, 'learning_rate': 0.014028568851898517, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6953590177411977, 'colsample_bytree': 0.6560671366830734, 'gamma': 4.536119886687659, 'reg_alpha': 0.5013919290195292, 'reg_lambda': 2.1840405456177727}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,933] Trial 107 finished with value: 0.761904761904762 and parameters: {'n_estimators': 49, 'learning_rate': 0.017918784327217354, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6822400454131656, 'colsample_bytree': 0.631270929840824, 'gamma': 4.753450792221716, 'reg_alpha': 0.44516088438915813, 'reg_lambda': 2.240586384697437}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:58,024] Trial 108 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 30, 'learning_rate': 0.01744063505221104, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6826006054982099, 'colsample_bytree': 0.6284236176144319, 'gamma': 4.826975272301092, 'reg_alpha': 0.4479780920528045, 'reg_lambda': 2.32025393931103}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:58,198] Trial 109 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 64, 'learning_rate': 0.013174546790256139, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.743407760326331, 'colsample_bytree': 0.6505393230623696, 'gamma': 4.766176315141649, 'reg_alpha': 0.4410812316455778, 'reg_lambda': 2.4188387277264742}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:58,331] Trial 110 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 23, 'learning_rate': 0.019958182281952733, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7136326877786613, 'colsample_bytree': 0.6002876740010447, 'gamma': 4.267426956159521, 'reg_alpha': 0.3737842297825501, 'reg_lambda': 1.7650845781251265}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:58,400] Trial 111 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 46, 'learning_rate': 0.01067080352830391, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6748514834046152, 'colsample_bytree': 0.637177591955566, 'gamma': 4.610985462520169, 'reg_alpha': 0.4094701024693336, 'reg_lambda': 2.2428108511801037}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:58,593] Trial 112 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 201, 'learning_rate': 0.011473127255049002, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6540948789131059, 'colsample_bytree': 0.608401417747304, 'gamma': 4.371519538551518, 'reg_alpha': 0.4660167266530957, 'reg_lambda': 2.1391624442927615}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:58,655] Trial 113 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 48, 'learning_rate': 0.016355365731560913, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6978579405614146, 'colsample_bytree': 0.6221064161431503, 'gamma': 4.697338752165817, 'reg_alpha': 0.5116076269457642, 'reg_lambda': 1.9797371459058863}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:58,750] Trial 114 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 43, 'learning_rate': 0.015690564143308397, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7391535896329239, 'colsample_bytree': 0.6697105869894816, 'gamma': 4.752223131632432, 'reg_alpha': 0.49751198522614354, 'reg_lambda': 1.9791991001341975}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:58,898] Trial 115 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 35, 'learning_rate': 0.02215987206967282, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6816507086452415, 'colsample_bytree': 0.6213710458099527, 'gamma': 4.870624395459807, 'reg_alpha': 0.4805013718751603, 'reg_lambda': 1.8749050949672605}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:58,993] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.02183730118199923, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6857058288771246, 'colsample_bytree': 0.6231643561661503, 'gamma': 4.659914937630491, 'reg_alpha': 0.4161290048908775, 'reg_lambda': 1.970315601389425}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:59,047] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.026516809707647672, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6442183334211412, 'colsample_bytree': 0.613733531937038, 'gamma': 4.856179411407287, 'reg_alpha': 0.467390984302911, 'reg_lambda': 1.8515652877143456}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:59,143] Trial 118 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 39, 'learning_rate': 0.0222170202310697, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6591062872058775, 'colsample_bytree': 0.9544272653512709, 'gamma': 4.337236784038989, 'reg_alpha': 0.5993109114972558, 'reg_lambda': 1.8972397391889255}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:59,194] Trial 119 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.01826270978506502, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.670749492218914, 'colsample_bytree': 0.6451411317702316, 'gamma': 4.995535614046019, 'reg_alpha': 0.5151233534804968, 'reg_lambda': 1.624562655108792}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:59,294] Trial 120 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 51, 'learning_rate': 0.11667313733063578, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6801442680732362, 'colsample_bytree': 0.7322154817454278, 'gamma': 4.660254950489457, 'reg_alpha': 0.5685350700788419, 'reg_lambda': 1.7976944254816591}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:59,361] Trial 121 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 58, 'learning_rate': 0.01617865527626519, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7172763909344875, 'colsample_bytree': 0.6174526426985827, 'gamma': 4.861058487698241, 'reg_alpha': 0.4847177369888467, 'reg_lambda': 2.044801715884796}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:59,478] Trial 122 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 57, 'learning_rate': 0.016306034171224476, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7084812751169726, 'colsample_bytree': 0.6267970560911551, 'gamma': 4.466828403115261, 'reg_alpha': 0.4829748764339254, 'reg_lambda': 1.9216325703156996}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:23:59,615] Trial 123 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.016209554141449634, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7203354854713442, 'colsample_bytree': 0.6216626180220814, 'gamma': 4.77383545222464, 'reg_alpha': 0.44409284470745025, 'reg_lambda': 1.9321562731512103}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:23:59,717] Trial 124 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 60, 'learning_rate': 0.01904695462244179, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7192238853801337, 'colsample_bytree': 0.6197418010169857, 'gamma': 4.437151877251638, 'reg_alpha': 0.4422095602941997, 'reg_lambda': 1.8928530336493035}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:23:59,784] Trial 125 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 58, 'learning_rate': 0.01957457030955541, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7216998366492404, 'colsample_bytree': 0.6198934416666088, 'gamma': 4.209293434811602, 'reg_alpha': 0.4371451596922995, 'reg_lambda': 1.906193449042006}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:23:59,979] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 70, 'learning_rate': 0.019706686835020082, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7240074928731467, 'colsample_bytree': 0.621637955970395, 'gamma': 4.463413978064613, 'reg_alpha': 0.4377714357991956, 'reg_lambda': 1.8906233632226426}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,046] Trial 127 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 57, 'learning_rate': 0.01635298766383566, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7140387998704328, 'colsample_bytree': 0.6270982841103814, 'gamma': 4.313830123798071, 'reg_alpha': 0.40432855432844056, 'reg_lambda': 1.835984059766134}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,286] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 58, 'learning_rate': 0.02499082723740997, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7535850831026395, 'colsample_bytree': 0.6293556392875258, 'gamma': 4.332659903569238, 'reg_alpha': 0.40357340020268767, 'reg_lambda': 1.7446914425170248}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,355] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.016229638366290787, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7353795915552688, 'colsample_bytree': 0.6209013416053818, 'gamma': 4.161462444636582, 'reg_alpha': 0.32405194178925156, 'reg_lambda': 1.8354418447531224}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,474] Trial 130 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.017560570378422378, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.713464189298619, 'colsample_bytree': 0.6004116292419157, 'gamma': 3.738811314647777, 'reg_alpha': 0.36298188626626426, 'reg_lambda': 1.716885137575326}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,544] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.019163034893733714, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.707587253971883, 'colsample_bytree': 0.6414131643225899, 'gamma': 4.691031912099214, 'reg_alpha': 0.45497529534207753, 'reg_lambda': 1.9216681311151182}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,633] Trial 132 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 58, 'learning_rate': 0.016139578149419014, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7197292463529017, 'colsample_bytree': 0.6090282971008221, 'gamma': 4.546308451812345, 'reg_alpha': 0.9854598460824242, 'reg_lambda': 2.0437627588656944}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,704] Trial 133 finished with value: 0.744047619047619 and parameters: {'n_estimators': 49, 'learning_rate': 0.02226884762188648, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7292808916190752, 'colsample_bytree': 0.6292043868293986, 'gamma': 4.171457732651172, 'reg_alpha': 0.4221088845817896, 'reg_lambda': 1.7983086531968309}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,803] Trial 134 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 55, 'learning_rate': 0.014750605529408491, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.716107146528098, 'colsample_bytree': 0.6174634109103376, 'gamma': 4.436473871859769, 'reg_alpha': 0.46975912669420894, 'reg_lambda': 1.9000779749536603}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,937] Trial 135 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 60, 'learning_rate': 0.01472566496659241, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7186495988284123, 'colsample_bytree': 0.6212376991834134, 'gamma': 4.4505103721790364, 'reg_alpha': 0.3845163542013108, 'reg_lambda': 1.8926138362007652}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,040] Trial 136 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.017855518180633512, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7149598748216317, 'colsample_bytree': 0.6198626543446344, 'gamma': 4.156797995400023, 'reg_alpha': 0.3859837950873386, 'reg_lambda': 1.8674600910512222}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,108] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.014667277306899928, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7177119755164574, 'colsample_bytree': 0.6183411236823063, 'gamma': 3.984632303324856, 'reg_alpha': 0.3373478977031723, 'reg_lambda': 1.8910331272559866}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,213] Trial 138 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 72, 'learning_rate': 0.01681636546825625, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7567555376888004, 'colsample_bytree': 0.6221570609634066, 'gamma': 4.195841732205399, 'reg_alpha': 0.3848439475677598, 'reg_lambda': 1.6895271464588335}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,281] Trial 139 finished with value: 0.744047619047619 and parameters: {'n_estimators': 60, 'learning_rate': 0.02097900286183596, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.732164827830961, 'colsample_bytree': 0.6390566850992098, 'gamma': 4.398086757261342, 'reg_alpha': 0.3479390630124203, 'reg_lambda': 1.7702198213073692}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,431] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.020076386002730616, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7242120806628541, 'colsample_bytree': 0.6053079413687686, 'gamma': 4.473944256445938, 'reg_alpha': 0.47106807410393453, 'reg_lambda': 1.8476880777210216}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,493] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 45, 'learning_rate': 0.01766657671786527, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7068289023453042, 'colsample_bytree': 0.6316592746275659, 'gamma': 4.880946952487599, 'reg_alpha': 0.4358103025823922, 'reg_lambda': 1.8621118099757026}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,626] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 50, 'learning_rate': 0.01843566269189742, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7142860366250413, 'colsample_bytree': 0.6141222677373017, 'gamma': 4.590647355600833, 'reg_alpha': 0.38636840812368795, 'reg_lambda': 1.9260239947480282}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,697] Trial 143 finished with value: 0.744047619047619 and parameters: {'n_estimators': 67, 'learning_rate': 0.015542069608702951, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7396982364375546, 'colsample_bytree': 0.6258732868742187, 'gamma': 4.256659192554732, 'reg_alpha': 0.42476620350432814, 'reg_lambda': 1.999530956380931}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,809] Trial 144 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 55, 'learning_rate': 0.014223783599105807, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7037590799974618, 'colsample_bytree': 0.6486045386499697, 'gamma': 4.084881042011303, 'reg_alpha': 0.40318166547541423, 'reg_lambda': 1.8160383757117047}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,946] Trial 145 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 55, 'learning_rate': 0.016139828338511714, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7035279143867297, 'colsample_bytree': 0.6455586150372471, 'gamma': 4.0749759872972895, 'reg_alpha': 0.41348175548138366, 'reg_lambda': 1.8145545110962817}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,043] Trial 146 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 56, 'learning_rate': 0.016547427682007346, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.702031029947507, 'colsample_bytree': 0.6474777552541265, 'gamma': 3.8647746264270184, 'reg_alpha': 0.4007734640455629, 'reg_lambda': 1.8106686650856532}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,114] Trial 147 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.014741299886399547, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7026531185092855, 'colsample_bytree': 0.6511040692312547, 'gamma': 3.9920886486610345, 'reg_alpha': 0.39943418528991165, 'reg_lambda': 1.7990878079251962}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,345] Trial 148 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 61, 'learning_rate': 0.014684225248541028, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7103533829391157, 'colsample_bytree': 0.6396269163308361, 'gamma': 3.863476149604788, 'reg_alpha': 0.37270672866036364, 'reg_lambda': 1.7191993526112672}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,414] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.015121690986705622, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.723438770903514, 'colsample_bytree': 0.6388238446165257, 'gamma': 3.8804133616672116, 'reg_alpha': 0.28116506135054503, 'reg_lambda': 1.666951976543376}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,520] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.01908037918131594, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7112196742768262, 'colsample_bytree': 0.6196220981882706, 'gamma': 3.734318574905658, 'reg_alpha': 0.3702828198912382, 'reg_lambda': 1.7188893277473005}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,586] Trial 151 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 54, 'learning_rate': 0.01429904971803519, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7052344527594276, 'colsample_bytree': 0.6474250644334165, 'gamma': 4.056778638856468, 'reg_alpha': 0.4037171605063295, 'reg_lambda': 1.8351056378648432}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,705] Trial 152 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 68, 'learning_rate': 0.01658053586463026, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7168586118076143, 'colsample_bytree': 0.6609551814288198, 'gamma': 4.092780030435837, 'reg_alpha': 0.3584673391010885, 'reg_lambda': 1.8944507080260755}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,773] Trial 153 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 61, 'learning_rate': 0.013974146618707767, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7274125098040739, 'colsample_bytree': 0.6331073002894512, 'gamma': 4.402932810821149, 'reg_alpha': 0.3792489932780963, 'reg_lambda': 1.775726129657059}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,998] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 53, 'learning_rate': 0.014886437249893657, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7334178791996792, 'colsample_bytree': 0.6065150116948725, 'gamma': 4.271599283039538, 'reg_alpha': 0.3064563050455174, 'reg_lambda': 1.868088038726251}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,069] Trial 155 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 46, 'learning_rate': 0.016074180576626674, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7017298393677267, 'colsample_bytree': 0.6169382686410345, 'gamma': 3.9381969531496366, 'reg_alpha': 0.45878607036027796, 'reg_lambda': 1.93680260664857}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,180] Trial 156 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 46, 'learning_rate': 0.01703221679637342, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7448868510940483, 'colsample_bytree': 0.6164417187188874, 'gamma': 3.6012621619721528, 'reg_alpha': 0.46030441809584616, 'reg_lambda': 1.5836454093882544}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,252] Trial 157 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 42, 'learning_rate': 0.015730209138904133, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7203354732393125, 'colsample_bytree': 0.6250561455648198, 'gamma': 3.970171201096092, 'reg_alpha': 0.4761488993288234, 'reg_lambda': 1.9354944140792618}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,346] Trial 158 finished with value: 0.7827380952380953 and parameters: {'n_estimators': 42, 'learning_rate': 0.020175781975868883, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7185709271010677, 'colsample_bytree': 0.6267185611931416, 'gamma': 4.481964959505755, 'reg_alpha': 0.4790329096544657, 'reg_lambda': 1.930714123164368}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,408] Trial 159 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 44, 'learning_rate': 0.020390272941723412, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7124930606616374, 'colsample_bytree': 0.6272386897850105, 'gamma': 4.182747632518105, 'reg_alpha': 0.48231311775270014, 'reg_lambda': 2.0090858399071463}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,557] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 43, 'learning_rate': 0.018829217952571167, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7368744377351707, 'colsample_bytree': 0.6385271196320779, 'gamma': 3.792573375193103, 'reg_alpha': 0.4768450684624657, 'reg_lambda': 1.9436097537865908}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,629] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 51, 'learning_rate': 0.023394635228372297, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7202448152545003, 'colsample_bytree': 0.6243486654309626, 'gamma': 4.484069961636279, 'reg_alpha': 0.4229806972405055, 'reg_lambda': 1.8908549939858716}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,743] Trial 162 finished with value: 0.761904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.01772861976677756, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7280258883340902, 'colsample_bytree': 0.610918719866774, 'gamma': 4.317198624906482, 'reg_alpha': 0.4413003763926173, 'reg_lambda': 2.0620215061084615}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,812] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 57, 'learning_rate': 0.015529925533906228, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7089975872610953, 'colsample_bytree': 0.6029503457946587, 'gamma': 4.429746437030017, 'reg_alpha': 0.5201015777384012, 'reg_lambda': 1.9407374884698139}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,907] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.01566267147880985, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6888678226733391, 'colsample_bytree': 0.6000945412083286, 'gamma': 4.66415831336038, 'reg_alpha': 0.5294336654719117, 'reg_lambda': 1.949574318665556}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,972] Trial 165 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.019010036047122886, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7090438390661229, 'colsample_bytree': 0.6081598304123219, 'gamma': 4.1158350263697745, 'reg_alpha': 0.5181305067957347, 'reg_lambda': 1.7399995733844604}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,072] Trial 166 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 56, 'learning_rate': 0.01718886223411196, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7674880706332898, 'colsample_bytree': 0.6335899539205652, 'gamma': 4.5570840240835535, 'reg_alpha': 0.4812364499019887, 'reg_lambda': 1.8337732934481374}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,201] Trial 167 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 34, 'learning_rate': 0.0207620861746498, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7015889408677256, 'colsample_bytree': 0.6136773990400255, 'gamma': 4.259232915793598, 'reg_alpha': 0.45776942934941, 'reg_lambda': 1.9957228914015694}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,284] Trial 168 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 28, 'learning_rate': 0.02229669064794109, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6964111948098659, 'colsample_bytree': 0.6417691655596206, 'gamma': 4.2534602555230405, 'reg_alpha': 0.44657131869367445, 'reg_lambda': 2.01588926459828}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,347] Trial 169 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 38, 'learning_rate': 0.025460405306358073, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7006578416475078, 'colsample_bytree': 0.6264001116360927, 'gamma': 3.982704639603008, 'reg_alpha': 0.49299266009467857, 'reg_lambda': 1.9751706711896426}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,440] Trial 170 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 34, 'learning_rate': 0.02576105805802629, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.702306861992221, 'colsample_bytree': 0.6281009085853047, 'gamma': 3.9794484046459386, 'reg_alpha': 0.5119217306074682, 'reg_lambda': 1.9816493954640686}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,499] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 33, 'learning_rate': 0.029071535094916067, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6984289476939504, 'colsample_bytree': 0.6349822083007857, 'gamma': 3.9802408338326947, 'reg_alpha': 0.5079328994293075, 'reg_lambda': 2.0624620711148447}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,642] Trial 172 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 36, 'learning_rate': 0.026011393539420082, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6874645386718681, 'colsample_bytree': 0.6273587465617727, 'gamma': 3.610628943630145, 'reg_alpha': 0.5290890255604572, 'reg_lambda': 1.9822850970414598}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,703] Trial 173 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 41, 'learning_rate': 0.029088473178192655, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7072750030414312, 'colsample_bytree': 0.6063381750842092, 'gamma': 3.9043272630969983, 'reg_alpha': 0.940853416143953, 'reg_lambda': 1.9644746124469468}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,805] Trial 174 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 34, 'learning_rate': 0.030345309204353993, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7069591658698263, 'colsample_bytree': 0.6529325999012113, 'gamma': 3.781816920583031, 'reg_alpha': 0.41660535314124386, 'reg_lambda': 1.9999841160148628}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,938] Trial 175 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 28, 'learning_rate': 0.03276880823535526, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7085898883502151, 'colsample_bytree': 0.658375591658785, 'gamma': 3.6987012401968364, 'reg_alpha': 0.4142390686686729, 'reg_lambda': 2.0290580754012946}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,047] Trial 176 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 43, 'learning_rate': 0.03745577864229758, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6949971560999658, 'colsample_bytree': 0.6439442379405769, 'gamma': 3.8551307758725333, 'reg_alpha': 0.9226163775961221, 'reg_lambda': 2.0830890041020678}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,104] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 25, 'learning_rate': 0.028525335988882, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.71317123000285, 'colsample_bytree': 0.600714058969674, 'gamma': 3.899213602555215, 'reg_alpha': 0.817458648852756, 'reg_lambda': 1.9528624928830125}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,206] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 38, 'learning_rate': 0.023682870251942784, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.689631618677619, 'colsample_bytree': 0.6529052688958381, 'gamma': 4.093624422990458, 'reg_alpha': 0.32915126358811664, 'reg_lambda': 1.9407981464659956}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,273] Trial 179 finished with value: 0.744047619047619 and parameters: {'n_estimators': 49, 'learning_rate': 0.031346538934727886, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7267298321377954, 'colsample_bytree': 0.6112971932733723, 'gamma': 4.228544718807188, 'reg_alpha': 0.4285875741553765, 'reg_lambda': 0.6615970453264104}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,508] Trial 180 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 42, 'learning_rate': 0.027536740841464496, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7059814760431201, 'colsample_bytree': 0.6342772163862935, 'gamma': 4.88817599812178, 'reg_alpha': 0.1767100484661191, 'reg_lambda': 1.7876317220080542}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,573] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 42, 'learning_rate': 0.028283087555267775, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7066533223311643, 'colsample_bytree': 0.6244196669366706, 'gamma': 4.728954820038082, 'reg_alpha': 0.12495581027967984, 'reg_lambda': 1.8096739174530212}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,671] Trial 182 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 31, 'learning_rate': 0.024154090188802838, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6992592996634951, 'colsample_bytree': 0.6379925369820548, 'gamma': 4.873031017069447, 'reg_alpha': 0.06208343901269514, 'reg_lambda': 2.0144537503007633}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,727] Trial 183 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 36, 'learning_rate': 0.020971542398207695, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7102445499084459, 'colsample_bytree': 0.6130114145537129, 'gamma': 4.903289562358183, 'reg_alpha': 0.18103795889251573, 'reg_lambda': 1.8572661719912558}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,814] Trial 184 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.027579096195245466, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7247061922726238, 'colsample_bytree': 0.6310444289607692, 'gamma': 4.799329438916486, 'reg_alpha': 0.04018011485059578, 'reg_lambda': 1.7603263860062077}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:06,001] Trial 185 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 41, 'learning_rate': 0.031217555243788945, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6858501680268264, 'colsample_bytree': 0.6183389197884173, 'gamma': 4.026714444450666, 'reg_alpha': 0.2139829680560678, 'reg_lambda': 1.9459693240765006}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:06,815] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 53, 'learning_rate': 0.021644848010374064, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7187304779974131, 'colsample_bytree': 0.6514940942539735, 'gamma': 4.98334694104592, 'reg_alpha': 0.4886610065681306, 'reg_lambda': 1.9285250015094229}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:06,877] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.023236149245010395, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7028737024762136, 'colsample_bytree': 0.6076468502190824, 'gamma': 3.828942992104391, 'reg_alpha': 0.45916512067507514, 'reg_lambda': 1.8184720524258562}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,025] Trial 188 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.020285861813134878, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7102079792706422, 'colsample_bytree': 0.8469944159670739, 'gamma': 4.332238120394618, 'reg_alpha': 0.2596575458396783, 'reg_lambda': 1.6663306989950182}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,087] Trial 189 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 59, 'learning_rate': 0.05145606804389681, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6941238510806761, 'colsample_bytree': 0.6431669603986576, 'gamma': 4.626610163234911, 'reg_alpha': 0.397617295595277, 'reg_lambda': 1.9988089973813827}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,303] Trial 190 finished with value: 0.5 and parameters: {'n_estimators': 51, 'learning_rate': 0.016047703255876712, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7359321840249331, 'colsample_bytree': 0.6239011389866062, 'gamma': 4.204233258545644, 'reg_alpha': 0.15293647892933016, 'reg_lambda': 2.0615367121578894}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,381] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 33, 'learning_rate': 0.025743893590494324, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7032945995903782, 'colsample_bytree': 0.6297858314217515, 'gamma': 3.9844613272478524, 'reg_alpha': 0.4901408989023396, 'reg_lambda': 1.9740651453399671}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,473] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 42, 'learning_rate': 0.026928119728961943, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7011034544248281, 'colsample_bytree': 0.6284847368529004, 'gamma': 4.135857748397561, 'reg_alpha': 0.8711227876937077, 'reg_lambda': 1.8740387423298017}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,535] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.030685857802469952, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7181454311396392, 'colsample_bytree': 0.6362903990577627, 'gamma': 4.130579925147158, 'reg_alpha': 0.9440654329308581, 'reg_lambda': 1.8734780781315925}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,625] Trial 194 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 44, 'learning_rate': 0.03587121110071743, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6924244476214141, 'colsample_bytree': 0.6160046187989063, 'gamma': 4.338080939261365, 'reg_alpha': 0.8541215135536673, 'reg_lambda': 1.7797632573464128}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,692] Trial 195 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 52, 'learning_rate': 0.02497808946345876, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7105401717947049, 'colsample_bytree': 0.6227093472796855, 'gamma': 4.100279533817368, 'reg_alpha': 0.9206176937702923, 'reg_lambda': 1.9147892775158213}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,903] Trial 196 finished with value: 0.773809523809524 and parameters: {'n_estimators': 64, 'learning_rate': 0.018252769268633222, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7130984965135617, 'colsample_bytree': 0.6060867487329699, 'gamma': 3.8847569499425814, 'reg_alpha': 0.916357806707338, 'reg_lambda': 1.9275138833251066}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:08,025] Trial 197 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 56, 'learning_rate': 0.017884613010664303, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7293971737586432, 'colsample_bytree': 0.6209798874626657, 'gamma': 4.8144860748530025, 'reg_alpha': 0.761922269092774, 'reg_lambda': 1.9104987681225798}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:08,097] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 63, 'learning_rate': 0.019901591878732444, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7160731613460555, 'colsample_bytree': 0.6143887716870026, 'gamma': 4.534432934010652, 'reg_alpha': 0.4647670113170752, 'reg_lambda': 1.8206619254628804}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:08,257] Trial 199 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 65, 'learning_rate': 0.017195026291125043, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6808692219457417, 'colsample_bytree': 0.6432966725260111, 'gamma': 4.69684029108703, 'reg_alpha': 0.9029425813234033, 'reg_lambda': 1.7248844624993147}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:08,260] A new study created in memory with name: no-name-150b4633-6f4d-4c90-8c50-0698b78d846c
[I 2025-11-03 19:24:08,335] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 37, 'learning_rate': 0.05986624865866483, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.6102927768157659, 'colsample_bytree': 0.7881888396104646, 'gamma': 3.8182083635028214, 'reg_alpha': 0.5129949201752142, 'reg_lambda': 2.8123874748181614}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:24:08,437] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.013166749402184931, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8250879204482902, 'colsample_bytree': 0.6336299196283575, 'gamma': 2.8107679808475887, 'reg_alpha': 0.7421068901260388, 'reg_lambda': 1.899793800879436}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:24:08,636] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 203, 'learning_rate': 0.07168605525900447, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.6757378645455373, 'colsample_bytree': 0.902244263614637, 'gamma': 2.749043401988777, 'reg_alpha': 0.6282555453191614, 'reg_lambda': 1.8890142648362824}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:24:08,747] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.0392649401584849, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.7473573518289132, 'colsample_bytree': 0.9270754740626175, 'gamma': 2.5218285005595344, 'reg_alpha': 0.33728069618202616, 'reg_lambda': 1.2052983932047026}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:24:08,818] Trial 4 finished with value: 0.636904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.07321701796763165, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6347565080824905, 'colsample_bytree': 0.6693070919299454, 'gamma': 0.22131667418327394, 'reg_alpha': 0.3269466529638604, 'reg_lambda': 1.5300962687995983}. Best is trial 4 with value: 0.636904761904762.
[I 2025-11-03 19:24:08,939] Trial 5 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 76, 'learning_rate': 0.029277262417870445, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9217942597958808, 'colsample_bytree': 0.6398755462036908, 'gamma': 3.0151447440502626, 'reg_alpha': 0.10205128180503897, 'reg_lambda': 2.893725815352665}. Best is trial 5 with value: 0.6696428571428572.
[I 2025-11-03 19:24:09,055] Trial 6 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 207, 'learning_rate': 0.0114264113578072, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8136420343995109, 'colsample_bytree': 0.9107247976645205, 'gamma': 2.994935291463718, 'reg_alpha': 0.364747796630593, 'reg_lambda': 2.1032317998074115}. Best is trial 6 with value: 0.7023809523809523.
[I 2025-11-03 19:24:09,290] Trial 7 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 232, 'learning_rate': 0.13950975458495526, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6904009206797304, 'colsample_bytree': 0.7982209966482978, 'gamma': 4.272606402072475, 'reg_alpha': 0.5096911072346654, 'reg_lambda': 1.6507614983965921}. Best is trial 6 with value: 0.7023809523809523.
[I 2025-11-03 19:24:09,423] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 243, 'learning_rate': 0.013700489746451125, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6489079463722099, 'colsample_bytree': 0.7245537690777214, 'gamma': 1.2427262816562767, 'reg_alpha': 0.9973972307666166, 'reg_lambda': 1.9381594198438}. Best is trial 6 with value: 0.7023809523809523.
[I 2025-11-03 19:24:09,533] Trial 9 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 76, 'learning_rate': 0.050161610984914846, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8235961908267531, 'colsample_bytree': 0.8432463187232173, 'gamma': 1.8662159544959356, 'reg_alpha': 0.021864943616773824, 'reg_lambda': 2.7920456502830815}. Best is trial 6 with value: 0.7023809523809523.
[I 2025-11-03 19:24:09,624] Trial 10 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 161, 'learning_rate': 0.24792943392407196, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9770754134411378, 'colsample_bytree': 0.9913664832501807, 'gamma': 4.731923548441177, 'reg_alpha': 0.2375339193340919, 'reg_lambda': 0.5097140924523174}. Best is trial 10 with value: 0.7023809523809524.
[I 2025-11-03 19:24:09,713] Trial 11 finished with value: 0.5595238095238095 and parameters: {'n_estimators': 150, 'learning_rate': 0.27007569696967765, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9977161148000768, 'colsample_bytree': 0.9876490428583528, 'gamma': 4.984636022090026, 'reg_alpha': 0.2511420869978481, 'reg_lambda': 0.7024256051640569}. Best is trial 10 with value: 0.7023809523809524.
[I 2025-11-03 19:24:09,848] Trial 12 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 185, 'learning_rate': 0.2663396411048968, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9084754633675174, 'colsample_bytree': 0.9960997165363954, 'gamma': 3.7642698299321036, 'reg_alpha': 0.20748165164572424, 'reg_lambda': 2.3342189608783306}. Best is trial 10 with value: 0.7023809523809524.
[I 2025-11-03 19:24:09,955] Trial 13 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 171, 'learning_rate': 0.025100781960367566, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.898749382143807, 'colsample_bytree': 0.9101037642233928, 'gamma': 4.885695040982726, 'reg_alpha': 0.40819600510609055, 'reg_lambda': 0.6979072779917112}. Best is trial 10 with value: 0.7023809523809524.
[I 2025-11-03 19:24:10,189] Trial 14 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 207, 'learning_rate': 0.1289353923516555, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.989078634048542, 'colsample_bytree': 0.9518979269317684, 'gamma': 1.4416305014486976, 'reg_alpha': 0.1683166600034136, 'reg_lambda': 2.3002545534683954}. Best is trial 14 with value: 0.7202380952380952.
[I 2025-11-03 19:24:10,287] Trial 15 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.13034725009046902, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.996957605465499, 'colsample_bytree': 0.956990259637977, 'gamma': 1.150809416751792, 'reg_alpha': 0.15664482126152357, 'reg_lambda': 1.1688329817129948}. Best is trial 15 with value: 0.7261904761904762.
[I 2025-11-03 19:24:10,437] Trial 16 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 210, 'learning_rate': 0.11993766718079135, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9518082169844918, 'colsample_bytree': 0.8536570560396126, 'gamma': 0.890768042798052, 'reg_alpha': 0.0898581628692241, 'reg_lambda': 1.1517656135573533}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:10,521] Trial 17 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 122, 'learning_rate': 0.12762507082583502, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9359340184808945, 'colsample_bytree': 0.8558369517329449, 'gamma': 0.09504806831281531, 'reg_alpha': 0.011783495190458806, 'reg_lambda': 1.203356176919645}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:10,633] Trial 18 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 114, 'learning_rate': 0.10256263095670744, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8678808716179793, 'colsample_bytree': 0.8260148351450715, 'gamma': 0.13560387369617277, 'reg_alpha': 0.03259574856763529, 'reg_lambda': 1.2149895614414365}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:10,845] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.16981210618768144, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9359674409631605, 'colsample_bytree': 0.8545106880445488, 'gamma': 0.6665013796571836, 'reg_alpha': 0.008472015278128301, 'reg_lambda': 0.9774149538429644}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:10,947] Trial 20 finished with value: 0.6875 and parameters: {'n_estimators': 96, 'learning_rate': 0.09726085558140862, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7615158292442981, 'colsample_bytree': 0.7450637417609239, 'gamma': 0.7095188823641909, 'reg_alpha': 0.7893579637011106, 'reg_lambda': 1.4616494535328544}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:11,054] Trial 21 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 176, 'learning_rate': 0.1665220334744699, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9542632599836707, 'colsample_bytree': 0.8791155338959704, 'gamma': 0.8494314200074343, 'reg_alpha': 0.1294489457809151, 'reg_lambda': 1.1599020279821572}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:11,179] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.10320205356706495, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8653225926007526, 'colsample_bytree': 0.7622671580704519, 'gamma': 2.0598472129573207, 'reg_alpha': 0.11035406461933656, 'reg_lambda': 0.960615901544616}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:11,269] Trial 23 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 128, 'learning_rate': 0.087432861479972, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8691550691240111, 'colsample_bytree': 0.7581592870381619, 'gamma': 1.7702140472030083, 'reg_alpha': 0.07713527879067511, 'reg_lambda': 0.8694049419491634}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:11,451] Trial 24 finished with value: 0.6875 and parameters: {'n_estimators': 50, 'learning_rate': 0.1814005744849972, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8691357775079067, 'colsample_bytree': 0.7140912270557555, 'gamma': 1.8884292710560118, 'reg_alpha': 0.2876352423710846, 'reg_lambda': 1.3356562133459216}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:11,553] Trial 25 finished with value: 0.738095238095238 and parameters: {'n_estimators': 143, 'learning_rate': 0.10813111457644148, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9592703117834764, 'colsample_bytree': 0.8196836575539356, 'gamma': 0.45052718792033974, 'reg_alpha': 0.10660193532261725, 'reg_lambda': 0.932748672055085}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:11,835] Trial 26 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 230, 'learning_rate': 0.051617234931245114, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9482500476584566, 'colsample_bytree': 0.8688093639961033, 'gamma': 0.04073455753128462, 'reg_alpha': 0.4200996989014958, 'reg_lambda': 0.7910046996385368}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:11,943] Trial 27 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.18914523973640834, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9609504571706332, 'colsample_bytree': 0.8328456423085181, 'gamma': 0.3703349505223673, 'reg_alpha': 0.18136439776504049, 'reg_lambda': 0.9857665710699544}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,087] Trial 28 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 197, 'learning_rate': 0.19985996903428013, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9649771325495143, 'colsample_bytree': 0.8207002999966605, 'gamma': 0.5470494587805534, 'reg_alpha': 0.200242695238859, 'reg_lambda': 0.5450071201546265}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,146] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.20210908005922398, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8940045846895603, 'colsample_bytree': 0.7841235044371968, 'gamma': 0.9377685584166717, 'reg_alpha': 0.5798040436563203, 'reg_lambda': 1.0112197872017932}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,382] Trial 30 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 149, 'learning_rate': 0.06389338118552572, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7787485948014213, 'colsample_bytree': 0.8282988814231875, 'gamma': 1.41439976555841, 'reg_alpha': 0.43144901879549225, 'reg_lambda': 1.552235358838598}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,469] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 104, 'learning_rate': 0.13654633745680403, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9330679666699577, 'colsample_bytree': 0.8006346974111197, 'gamma': 0.3033112566798869, 'reg_alpha': 0.07126197196566479, 'reg_lambda': 1.3534551212439265}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,582] Trial 32 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 91, 'learning_rate': 0.11136512087770713, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.958199157693109, 'colsample_bytree': 0.8822253147746701, 'gamma': 0.43951615135055483, 'reg_alpha': 0.06643595553361967, 'reg_lambda': 1.0750279798340214}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,677] Trial 33 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 136, 'learning_rate': 0.22383992210145803, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9148746451567891, 'colsample_bytree': 0.8539066481492005, 'gamma': 0.030114398369523787, 'reg_alpha': 0.008941879640149392, 'reg_lambda': 1.3376806287636789}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,772] Trial 34 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 49, 'learning_rate': 0.15828741564025273, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9748993584986593, 'colsample_bytree': 0.7865704675218821, 'gamma': 0.9159705818439567, 'reg_alpha': 0.15754890914967445, 'reg_lambda': 0.8038457010418592}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,019] Trial 35 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 149, 'learning_rate': 0.080987148492001, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.841674567065937, 'colsample_bytree': 0.8887580841474615, 'gamma': 0.4315285397291652, 'reg_alpha': 0.3090908368844887, 'reg_lambda': 1.777992535376283}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,159] Trial 36 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 189, 'learning_rate': 0.0628855173189966, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.718261539319901, 'colsample_bytree': 0.8088300440608388, 'gamma': 1.1011320855419884, 'reg_alpha': 0.10975209752193646, 'reg_lambda': 0.8909936711750046}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,245] Trial 37 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 117, 'learning_rate': 0.11494518782215701, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8891283027307563, 'colsample_bytree': 0.9352754179576557, 'gamma': 0.5207545118621995, 'reg_alpha': 0.2384361618816177, 'reg_lambda': 0.6920965177985119}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,390] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 218, 'learning_rate': 0.042603854391598896, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9507537281193884, 'colsample_bytree': 0.6041134127562615, 'gamma': 2.309716307319995, 'reg_alpha': 0.7872738082319327, 'reg_lambda': 1.1003194346459468}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,467] Trial 39 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 91, 'learning_rate': 0.07797273689403572, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9285361228439687, 'colsample_bytree': 0.8414411327955178, 'gamma': 3.40693153617791, 'reg_alpha': 0.05987970159672677, 'reg_lambda': 1.278126877326205}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,672] Trial 40 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 66, 'learning_rate': 0.15122647369466052, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9763803840887422, 'colsample_bytree': 0.8994445439650576, 'gamma': 1.562562271021521, 'reg_alpha': 0.19815128112407737, 'reg_lambda': 1.4641722975619846}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,783] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 130, 'learning_rate': 0.0885797482302536, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8427295967297648, 'colsample_bytree': 0.7599929473190387, 'gamma': 2.253494532615279, 'reg_alpha': 0.11399969432949829, 'reg_lambda': 0.9057731730125981}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,955] Trial 42 finished with value: 0.744047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.11560701716644746, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9323299354374647, 'colsample_bytree': 0.7738089423430214, 'gamma': 0.26509787564250376, 'reg_alpha': 0.1327532996197006, 'reg_lambda': 1.0625701053175336}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,054] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.2965658045062715, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9331345380682113, 'colsample_bytree': 0.7140551213322088, 'gamma': 0.2873963469736802, 'reg_alpha': 0.2853005570535375, 'reg_lambda': 1.0596986942318065}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,268] Trial 44 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 249, 'learning_rate': 0.12068433836406667, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6041130252332316, 'colsample_bytree': 0.8622613668308093, 'gamma': 0.7105503947647649, 'reg_alpha': 0.1600954723336822, 'reg_lambda': 0.6018985241426829}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,371] Trial 45 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 164, 'learning_rate': 0.20403810873244535, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9078290326779307, 'colsample_bytree': 0.7833349733546716, 'gamma': 0.2621661060916378, 'reg_alpha': 0.35868557826855213, 'reg_lambda': 1.5888719427784967}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,509] Trial 46 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.07142978185274299, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.977712526876728, 'colsample_bytree': 0.6737258220865555, 'gamma': 0.040207451647552184, 'reg_alpha': 0.6780330801740211, 'reg_lambda': 0.8048357611230008}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,682] Trial 47 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 105, 'learning_rate': 0.025040461792079693, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.887766699428, 'colsample_bytree': 0.8402077693584175, 'gamma': 0.7935972201581382, 'reg_alpha': 0.05086004415959619, 'reg_lambda': 1.4446941362971089}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,808] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.1505749008270691, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9418399228426685, 'colsample_bytree': 0.8129015479289782, 'gamma': 0.9955318114598684, 'reg_alpha': 0.002632349295005665, 'reg_lambda': 1.7040303551152456}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,901] Trial 49 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 121, 'learning_rate': 0.23416106637981163, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9167802245018588, 'colsample_bytree': 0.8347045830686949, 'gamma': 0.4379087897498331, 'reg_alpha': 0.9896963906137726, 'reg_lambda': 1.2123540825016232}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,031] Trial 50 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 158, 'learning_rate': 0.1253439397518706, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9981009811702458, 'colsample_bytree': 0.921319594598894, 'gamma': 1.3754573363411318, 'reg_alpha': 0.2578869706925625, 'reg_lambda': 1.9867071525603017}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,116] Trial 51 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 137, 'learning_rate': 0.10197226385347424, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7938839982508284, 'colsample_bytree': 0.7673228435156532, 'gamma': 2.811942229926988, 'reg_alpha': 0.11789407027206131, 'reg_lambda': 0.9664534695364217}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,353] Trial 52 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 127, 'learning_rate': 0.09280470647420105, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9623412759080624, 'colsample_bytree': 0.7382264296921617, 'gamma': 0.2541514954391253, 'reg_alpha': 0.09104665347220382, 'reg_lambda': 1.1198575719660453}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,448] Trial 53 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 139, 'learning_rate': 0.10774359326579203, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8470629057576321, 'colsample_bytree': 0.7995663316369963, 'gamma': 0.6328685998975452, 'reg_alpha': 0.1910502948622118, 'reg_lambda': 0.9758507029433224}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,567] Trial 54 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 109, 'learning_rate': 0.1837565847731341, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9225258543289407, 'colsample_bytree': 0.7748657781344911, 'gamma': 1.1785770145496688, 'reg_alpha': 0.13368071850832916, 'reg_lambda': 0.7263038075163586}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,637] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 81, 'learning_rate': 0.1425925694800972, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8819445646086026, 'colsample_bytree': 0.7428223447255075, 'gamma': 1.638705838429097, 'reg_alpha': 0.04473752838257464, 'reg_lambda': 2.671966953592585}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,765] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 167, 'learning_rate': 0.07129767914913507, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9838561394711771, 'colsample_bytree': 0.6773239722317628, 'gamma': 2.0382057117122865, 'reg_alpha': 0.22514330136098087, 'reg_lambda': 1.2488262141985471}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,859] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.12506519466122415, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9644777981575224, 'colsample_bytree': 0.690258442632486, 'gamma': 0.19429079683710432, 'reg_alpha': 0.17017300118113265, 'reg_lambda': 0.6350941086038013}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:16,074] Trial 58 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 181, 'learning_rate': 0.09884749784909004, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9055231214974998, 'colsample_bytree': 0.8611449608089258, 'gamma': 4.163424330032771, 'reg_alpha': 0.08926812246312715, 'reg_lambda': 0.9057296954932981}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:16,169] Trial 59 finished with value: 0.738095238095238 and parameters: {'n_estimators': 142, 'learning_rate': 0.014731711002544282, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.947185144614828, 'colsample_bytree': 0.8107165172371634, 'gamma': 3.2379281812414478, 'reg_alpha': 0.03869197957963039, 'reg_lambda': 1.018576959227533}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:16,298] Trial 60 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.01792640184925322, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9447574618038651, 'colsample_bytree': 0.8154860158580698, 'gamma': 3.3040636325640027, 'reg_alpha': 0.03319266174458871, 'reg_lambda': 1.3962703602339408}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:16,395] Trial 61 finished with value: 0.738095238095238 and parameters: {'n_estimators': 144, 'learning_rate': 0.015562239980746373, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9429324298902517, 'colsample_bytree': 0.8138553143027768, 'gamma': 3.3684137650022405, 'reg_alpha': 0.033004122342383035, 'reg_lambda': 1.1559628084120261}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:16,534] Trial 62 finished with value: 0.5 and parameters: {'n_estimators': 145, 'learning_rate': 0.016890772930062463, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9406117744968351, 'colsample_bytree': 0.8170526347020394, 'gamma': 3.2778889172090118, 'reg_alpha': 0.03596201735023637, 'reg_lambda': 1.404615450910391}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:16,641] Trial 63 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 158, 'learning_rate': 0.014260085614373726, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9546156722737358, 'colsample_bytree': 0.8005376712619603, 'gamma': 3.561009088181475, 'reg_alpha': 0.13694197837161362, 'reg_lambda': 1.038993617866576}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:16,881] Trial 64 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 172, 'learning_rate': 0.017226526616419997, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.986472263209304, 'colsample_bytree': 0.8473570424759637, 'gamma': 3.0444250403770665, 'reg_alpha': 0.0787479520502448, 'reg_lambda': 1.1498683482092025}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:16,998] Trial 65 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 196, 'learning_rate': 0.010050078177501457, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9467862642175031, 'colsample_bytree': 0.8308424188839345, 'gamma': 4.021895754659556, 'reg_alpha': 0.041091193338081665, 'reg_lambda': 1.2985261285531775}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:17,131] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.023368874269826992, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9669811889749765, 'colsample_bytree': 0.8757585671811758, 'gamma': 2.5940078544152225, 'reg_alpha': 0.1439765960516523, 'reg_lambda': 0.825065518264914}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:17,229] Trial 67 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 155, 'learning_rate': 0.021250527906420725, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9685942704253201, 'colsample_bytree': 0.8744194228027017, 'gamma': 2.5207866129272807, 'reg_alpha': 0.1387792985980424, 'reg_lambda': 0.8450840077315007}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:17,379] Trial 68 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 145, 'learning_rate': 0.03181499933805393, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9198233083515123, 'colsample_bytree': 0.8984035126297355, 'gamma': 2.7555068706026473, 'reg_alpha': 0.4857582817821688, 'reg_lambda': 1.1782894062836882}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:17,628] Trial 69 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 225, 'learning_rate': 0.01610299234911843, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8993227879559647, 'colsample_bytree': 0.7885910913995463, 'gamma': 3.1255046731851888, 'reg_alpha': 0.0006718678281648835, 'reg_lambda': 0.7190884491806409}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:17,752] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 113, 'learning_rate': 0.012322908972047528, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6248201300313005, 'colsample_bytree': 0.8134346323042915, 'gamma': 3.73504424170393, 'reg_alpha': 0.09047597742969678, 'reg_lambda': 1.0972686941107763}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:17,847] Trial 71 finished with value: 0.6875 and parameters: {'n_estimators': 139, 'learning_rate': 0.02076753997494706, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9926083453405463, 'colsample_bytree': 0.8240823358904479, 'gamma': 2.888607663680001, 'reg_alpha': 0.1805037748232109, 'reg_lambda': 1.0052822320656885}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,039] Trial 72 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 124, 'learning_rate': 0.02050273604333862, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9546598704177449, 'colsample_bytree': 0.8470033612976827, 'gamma': 3.233875732958294, 'reg_alpha': 0.0361973483097815, 'reg_lambda': 0.9320390483499597}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,126] Trial 73 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 124, 'learning_rate': 0.020928492379605312, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6734223491126567, 'colsample_bytree': 0.8482914286819259, 'gamma': 3.3619628155894086, 'reg_alpha': 0.04471704723968027, 'reg_lambda': 0.7705850426166696}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,383] Trial 74 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 134, 'learning_rate': 0.014189700212613272, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9462872042824041, 'colsample_bytree': 0.8669643812552323, 'gamma': 3.594617933261847, 'reg_alpha': 0.024817483485173843, 'reg_lambda': 0.927814004692713}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,481] Trial 75 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 149, 'learning_rate': 0.01927468149068687, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.931296809295275, 'colsample_bytree': 0.8868848386761072, 'gamma': 4.618580453663663, 'reg_alpha': 0.06824896604406433, 'reg_lambda': 0.8527431586269363}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,750] Trial 76 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 214, 'learning_rate': 0.024101540437803014, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9734313126425682, 'colsample_bytree': 0.8043285962933988, 'gamma': 2.632518043452465, 'reg_alpha': 0.1069108036068466, 'reg_lambda': 1.0463984417650736}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,844] Trial 77 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 98, 'learning_rate': 0.03035629199635257, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9590314121644675, 'colsample_bytree': 0.7899860357695823, 'gamma': 3.1589610382505686, 'reg_alpha': 0.14023175058324133, 'reg_lambda': 1.2486427213424705}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,959] Trial 78 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 115, 'learning_rate': 0.0357436391051634, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9264912536756311, 'colsample_bytree': 0.8225136162910136, 'gamma': 3.878239499055934, 'reg_alpha': 0.21943005764715523, 'reg_lambda': 1.1300689605456435}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:19,227] Trial 79 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 151, 'learning_rate': 0.015379376842338635, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9385778401965561, 'colsample_bytree': 0.7717765872904179, 'gamma': 3.5242526181851064, 'reg_alpha': 0.02276971498283581, 'reg_lambda': 1.3890432261889636}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:19,384] Trial 80 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.012320068507388576, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9804132763658345, 'colsample_bytree': 0.8562608020737027, 'gamma': 3.2157646682199337, 'reg_alpha': 0.06716207740317315, 'reg_lambda': 0.6145456037636793}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:19,486] Trial 81 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 143, 'learning_rate': 0.01806541940714982, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9550566681545587, 'colsample_bytree': 0.8322027834897254, 'gamma': 2.3949718023520314, 'reg_alpha': 0.1119691590262285, 'reg_lambda': 0.9485759439686156}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:19,611] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 133, 'learning_rate': 0.026874201231033738, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9638692405953053, 'colsample_bytree': 0.8385181312406348, 'gamma': 3.4183274928966534, 'reg_alpha': 0.14778357423134708, 'reg_lambda': 1.0423350133007399}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:19,723] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.010853099440892593, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9115308915514947, 'colsample_bytree': 0.8755723017423881, 'gamma': 2.9384489137767127, 'reg_alpha': 0.08742066936364574, 'reg_lambda': 0.8628199723358531}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:19,916] Trial 84 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 122, 'learning_rate': 0.015309156764387554, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9472270113401617, 'colsample_bytree': 0.7532590804390842, 'gamma': 2.657494859572287, 'reg_alpha': 0.17803959541721695, 'reg_lambda': 1.0013273696873268}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,013] Trial 85 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 137, 'learning_rate': 0.01860032953475647, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9705157364212411, 'colsample_bytree': 0.8096140426247008, 'gamma': 3.0491982707140104, 'reg_alpha': 0.25755572272775196, 'reg_lambda': 0.7698173222517312}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,138] Trial 86 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 129, 'learning_rate': 0.0443143459134001, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7363832281112512, 'colsample_bytree': 0.7950710938170776, 'gamma': 0.3795445614818194, 'reg_alpha': 0.05673023532056619, 'reg_lambda': 1.5018149253960997}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,233] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.05703671492931054, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.926836195608023, 'colsample_bytree': 0.7746753005885401, 'gamma': 3.849369078859921, 'reg_alpha': 0.024395644815577433, 'reg_lambda': 1.3054007157088123}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,372] Trial 88 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 143, 'learning_rate': 0.021903413158808706, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9818368431443848, 'colsample_bytree': 0.8460070883625497, 'gamma': 0.5686429120702481, 'reg_alpha': 0.20478444368992996, 'reg_lambda': 0.5063601708830688}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,505] Trial 89 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 152, 'learning_rate': 0.012715055322825256, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9903014055926459, 'colsample_bytree': 0.9118094962993935, 'gamma': 0.15274970649294123, 'reg_alpha': 0.10513103156941164, 'reg_lambda': 1.1890000484516405}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,682] Trial 90 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 118, 'learning_rate': 0.023713662192890908, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9411967240245019, 'colsample_bytree': 0.8197379413314857, 'gamma': 4.41160730775692, 'reg_alpha': 0.0031277952159809996, 'reg_lambda': 0.6636723612814135}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,778] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 123, 'learning_rate': 0.16655366592120854, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9541350479589059, 'colsample_bytree': 0.852288322160833, 'gamma': 0.0005385881380672308, 'reg_alpha': 0.05820787574053329, 'reg_lambda': 1.2372782830978324}. Best is trial 91 with value: 0.75.
[I 2025-11-03 19:24:20,910] Trial 92 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 110, 'learning_rate': 0.17538150799773886, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9500626238701991, 'colsample_bytree': 0.8310153101520861, 'gamma': 0.7411469120890413, 'reg_alpha': 0.05610089995275118, 'reg_lambda': 1.2244873580580324}. Best is trial 91 with value: 0.75.
[I 2025-11-03 19:24:20,994] Trial 93 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.21142764391138794, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9591956439283909, 'colsample_bytree': 0.8518144225046698, 'gamma': 3.6658328930566726, 'reg_alpha': 0.1610724331812216, 'reg_lambda': 1.0796155266237386}. Best is trial 91 with value: 0.75.
[I 2025-11-03 19:24:21,113] Trial 94 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 132, 'learning_rate': 0.1847005665850062, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.969859188679673, 'colsample_bytree': 0.8942738719807993, 'gamma': 0.32912976536933336, 'reg_alpha': 0.12676035441037203, 'reg_lambda': 0.9297205457833918}. Best is trial 91 with value: 0.75.
[I 2025-11-03 19:24:21,315] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.13466504646981076, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9317517996945779, 'colsample_bytree': 0.8699249279598844, 'gamma': 0.5030142682842151, 'reg_alpha': 0.0766679267018886, 'reg_lambda': 1.13543704481433}. Best is trial 91 with value: 0.75.
[I 2025-11-03 19:24:21,457] Trial 96 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 159, 'learning_rate': 0.13840977790653577, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9354047234147378, 'colsample_bytree': 0.8665351016822653, 'gamma': 0.01571258342127696, 'reg_alpha': 0.030370679007043044, 'reg_lambda': 1.3672047248759371}. Best is trial 91 with value: 0.75.
[I 2025-11-03 19:24:21,561] Trial 97 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.14520938139918907, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9009642118593983, 'colsample_bytree': 0.8736066286961648, 'gamma': 0.03708205024190908, 'reg_alpha': 0.03927585907122806, 'reg_lambda': 1.5584208623146587}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:21,693] Trial 98 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.13974564628893382, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9002104400142997, 'colsample_bytree': 0.8691223952397741, 'gamma': 0.01427010455972098, 'reg_alpha': 0.07159641243207132, 'reg_lambda': 1.6030334565296918}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:21,811] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.13936170061318826, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9024053386645788, 'colsample_bytree': 0.8669958181737257, 'gamma': 0.009142005831492581, 'reg_alpha': 0.9291476692773113, 'reg_lambda': 1.6417446509737799}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:21,995] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 181, 'learning_rate': 0.13922223857286545, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8942716308320076, 'colsample_bytree': 0.9070837906839376, 'gamma': 0.03921735326295739, 'reg_alpha': 0.9728686133340418, 'reg_lambda': 1.6340182994124772}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:22,169] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.16156337992362696, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8752202770784471, 'colsample_bytree': 0.8683987729015328, 'gamma': 0.0008554258921997966, 'reg_alpha': 0.8742046906802298, 'reg_lambda': 1.8627114555886608}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:22,321] Trial 102 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 159, 'learning_rate': 0.16180933449195323, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8712350806191449, 'colsample_bytree': 0.8688556572917132, 'gamma': 0.16623160385065164, 'reg_alpha': 0.9615652735037248, 'reg_lambda': 1.8270235150749943}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:22,436] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.15054740216383458, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8766367327211929, 'colsample_bytree': 0.882036479024052, 'gamma': 0.016459668996077204, 'reg_alpha': 0.9015914116533442, 'reg_lambda': 1.7032774664007624}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:22,576] Trial 104 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 186, 'learning_rate': 0.1606632701509875, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8327271928323432, 'colsample_bytree': 0.8849498111609545, 'gamma': 0.10521208220812911, 'reg_alpha': 0.921774593068968, 'reg_lambda': 1.7055459133476394}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:22,692] Trial 105 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.14898018533197024, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8788170863382028, 'colsample_bytree': 0.8596617673023936, 'gamma': 0.022642883882003563, 'reg_alpha': 0.8741164096377375, 'reg_lambda': 1.9944983953286393}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:22,914] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.11573902654065849, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.856498706936838, 'colsample_bytree': 0.8920574113154673, 'gamma': 0.2126917766355584, 'reg_alpha': 0.8605347728767407, 'reg_lambda': 1.5750747726608556}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,102] Trial 107 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.1209419114703525, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8536983608845217, 'colsample_bytree': 0.9451080447083096, 'gamma': 0.21936253872655, 'reg_alpha': 0.8884163230778133, 'reg_lambda': 1.5995350648948035}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,236] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 177, 'learning_rate': 0.16958793518416454, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8580201249349013, 'colsample_bytree': 0.9835906467414199, 'gamma': 0.20143994880864294, 'reg_alpha': 0.8533188584989345, 'reg_lambda': 1.569534675291555}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,351] Trial 109 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 177, 'learning_rate': 0.1311825484422987, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8586171405845686, 'colsample_bytree': 0.978729006219492, 'gamma': 0.21367159838924513, 'reg_alpha': 0.8477316015302372, 'reg_lambda': 1.5724348711695666}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,492] Trial 110 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 192, 'learning_rate': 0.16975131044799147, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8510342816861476, 'colsample_bytree': 0.9477218365441031, 'gamma': 0.10276269126845915, 'reg_alpha': 0.8456443301711751, 'reg_lambda': 1.6235540439644907}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,610] Trial 111 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 167, 'learning_rate': 0.12092353238209827, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8590966746881192, 'colsample_bytree': 0.9781522751648791, 'gamma': 0.007390202644648118, 'reg_alpha': 0.8942904438986077, 'reg_lambda': 1.8248159222475666}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,842] Trial 112 finished with value: 0.726190476190476 and parameters: {'n_estimators': 181, 'learning_rate': 0.11501621108272216, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8826147938200102, 'colsample_bytree': 0.9669394795351873, 'gamma': 0.30077046280393427, 'reg_alpha': 0.7955587802529125, 'reg_lambda': 1.5185021025387624}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,957] Trial 113 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 172, 'learning_rate': 0.1483153014399158, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8995352063302445, 'colsample_bytree': 0.8940640277319494, 'gamma': 0.21183073141281414, 'reg_alpha': 0.9159921810458429, 'reg_lambda': 1.7023547235517176}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:24,096] Trial 114 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.10932807418424871, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8295206403757184, 'colsample_bytree': 0.9429830927986786, 'gamma': 0.35214561611072137, 'reg_alpha': 0.9428279523042599, 'reg_lambda': 1.909348125575306}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:24,207] Trial 115 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 177, 'learning_rate': 0.1988243054192123, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8748312544476144, 'colsample_bytree': 0.9258461169966177, 'gamma': 0.13563543978459774, 'reg_alpha': 0.8151189747333674, 'reg_lambda': 1.461025967238846}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:24,389] Trial 116 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 189, 'learning_rate': 0.14176760864120164, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8101340124714704, 'colsample_bytree': 0.9995946334484201, 'gamma': 0.6036625230786663, 'reg_alpha': 0.7308467921670997, 'reg_lambda': 1.7578854033538625}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:24,623] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 168, 'learning_rate': 0.22909269000599608, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.904411177347227, 'colsample_bytree': 0.9624542459600756, 'gamma': 0.4447907660216228, 'reg_alpha': 0.8643727211790301, 'reg_lambda': 1.6609478629876149}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:24,764] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 203, 'learning_rate': 0.15511977830537307, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8574801489278465, 'colsample_bytree': 0.9156709129534677, 'gamma': 0.27694936651917507, 'reg_alpha': 0.7444467912932357, 'reg_lambda': 1.3837508324859658}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:24,868] Trial 119 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 162, 'learning_rate': 0.17049038077223602, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8871606610245603, 'colsample_bytree': 0.9046554382481099, 'gamma': 0.0821147230080777, 'reg_alpha': 0.9200732566020665, 'reg_lambda': 1.5475188952850703}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,021] Trial 120 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 174, 'learning_rate': 0.13094735754786832, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8670293973000797, 'colsample_bytree': 0.9322159042059674, 'gamma': 0.2552922191889307, 'reg_alpha': 0.6177474281209147, 'reg_lambda': 1.5974071102857847}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,133] Trial 121 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 182, 'learning_rate': 0.11609989085968146, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8412248785128017, 'colsample_bytree': 0.8641496569193017, 'gamma': 0.18583842796784075, 'reg_alpha': 0.8811611364506861, 'reg_lambda': 1.8009429874397365}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,394] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 152, 'learning_rate': 0.1428863587151043, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9111438726924024, 'colsample_bytree': 0.8806895965276295, 'gamma': 0.003103548482603899, 'reg_alpha': 0.8261556975611712, 'reg_lambda': 1.4991576175084802}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,504] Trial 123 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 155, 'learning_rate': 0.19318852099119457, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9178317016914838, 'colsample_bytree': 0.8806886254956209, 'gamma': 0.020156799093470203, 'reg_alpha': 0.8284158386238671, 'reg_lambda': 1.4961164186759537}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,642] Trial 124 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.1421814121818536, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.890346634701478, 'colsample_bytree': 0.8867785878356859, 'gamma': 0.0030085277314244995, 'reg_alpha': 0.8984386927973766, 'reg_lambda': 1.4223935322503523}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,743] Trial 125 finished with value: 0.744047619047619 and parameters: {'n_estimators': 161, 'learning_rate': 0.2502100159976902, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9055770970644442, 'colsample_bytree': 0.8940151532168159, 'gamma': 0.3972580774062695, 'reg_alpha': 0.7708942150838112, 'reg_lambda': 1.6794306501299272}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,908] Trial 126 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 165, 'learning_rate': 0.09244697714396129, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8179661085200177, 'colsample_bytree': 0.8787921657913476, 'gamma': 0.1467321040881244, 'reg_alpha': 0.9494209127509317, 'reg_lambda': 1.739031780989868}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:26,115] Trial 127 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 171, 'learning_rate': 0.12471581938870481, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9136132348775542, 'colsample_bytree': 0.872001168977469, 'gamma': 0.49521118780489803, 'reg_alpha': 0.8379064992731924, 'reg_lambda': 1.8724127732673241}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:26,244] Trial 128 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 154, 'learning_rate': 0.15847937309761428, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8977006334757338, 'colsample_bytree': 0.9886375499405151, 'gamma': 0.33855276904329545, 'reg_alpha': 0.8969602278946286, 'reg_lambda': 1.331989704125006}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:26,347] Trial 129 finished with value: 0.744047619047619 and parameters: {'n_estimators': 176, 'learning_rate': 0.17906013544604918, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8752147500691952, 'colsample_bytree': 0.85996720689399, 'gamma': 0.21735053921400355, 'reg_alpha': 0.8545265402037321, 'reg_lambda': 1.5640971635508825}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:26,517] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 185, 'learning_rate': 0.08190122573440994, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9222445181646157, 'colsample_bytree': 0.8880346978108642, 'gamma': 0.09052681466713161, 'reg_alpha': 0.8136770802042449, 'reg_lambda': 2.081462213301401}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:26,631] Trial 131 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 159, 'learning_rate': 0.28233728475198294, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.909818832316523, 'colsample_bytree': 0.8981157964990497, 'gamma': 0.41011419896364903, 'reg_alpha': 0.932939764153737, 'reg_lambda': 1.661418959212357}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:26,765] Trial 132 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 161, 'learning_rate': 0.1037075259514417, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8821390779933449, 'colsample_bytree': 0.8986268058988499, 'gamma': 0.13455983507648273, 'reg_alpha': 0.987979823866677, 'reg_lambda': 1.6185918421462349}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:27,076] Trial 133 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.27578199385418556, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8503057156992853, 'colsample_bytree': 0.8778901662097168, 'gamma': 0.00450268178718859, 'reg_alpha': 0.9465274613405672, 'reg_lambda': 1.4936602219206476}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:27,256] Trial 134 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 157, 'learning_rate': 0.14748861359087337, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9122498505315834, 'colsample_bytree': 0.9156831213733576, 'gamma': 0.23319485943965676, 'reg_alpha': 0.9268181135320883, 'reg_lambda': 1.428997800850748}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:27,367] Trial 135 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.13440914606419377, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8637503895784971, 'colsample_bytree': 0.9041470521103385, 'gamma': 0.3957040774239898, 'reg_alpha': 0.47289313282106277, 'reg_lambda': 1.7424936603559975}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:27,517] Trial 136 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 178, 'learning_rate': 0.21824539848011607, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9005669881838588, 'colsample_bytree': 0.8405013934728799, 'gamma': 0.3037768334110312, 'reg_alpha': 0.8714780610408609, 'reg_lambda': 1.5279978087702624}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:27,661] Trial 137 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 169, 'learning_rate': 0.12079406529138115, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8912995966251384, 'colsample_bytree': 0.8536124289778695, 'gamma': 0.5509047992647442, 'reg_alpha': 0.8970192612519351, 'reg_lambda': 1.6634371857671182}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,013] Trial 138 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 166, 'learning_rate': 0.16614679959878315, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9247652563582685, 'colsample_bytree': 0.8629565255935993, 'gamma': 0.15079785964430556, 'reg_alpha': 0.5347929204969954, 'reg_lambda': 1.379429505448168}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,119] Trial 139 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 153, 'learning_rate': 0.10836198559467566, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9055894137844521, 'colsample_bytree': 0.9392239871373337, 'gamma': 0.6384799156078496, 'reg_alpha': 0.9087220292298801, 'reg_lambda': 1.5982818865882387}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,385] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.15333722572557826, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9325319120564289, 'colsample_bytree': 0.9528198865506102, 'gamma': 0.4586009905156945, 'reg_alpha': 0.8764240318193958, 'reg_lambda': 1.44416047658934}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,489] Trial 141 finished with value: 0.738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.25475731961375797, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9092415666030979, 'colsample_bytree': 0.8907984080303406, 'gamma': 0.38892113413625296, 'reg_alpha': 0.8010950721034886, 'reg_lambda': 1.6815480000707956}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,624] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 161, 'learning_rate': 0.2986962866626803, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8864010974874951, 'colsample_bytree': 0.8823266725596962, 'gamma': 0.0044462484283070095, 'reg_alpha': 0.7686249677191825, 'reg_lambda': 1.721028855035003}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,733] Trial 143 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 173, 'learning_rate': 0.2392047418029081, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8374757250647232, 'colsample_bytree': 0.8956714283586265, 'gamma': 0.2695987818641848, 'reg_alpha': 0.7729590962194385, 'reg_lambda': 1.6469302487908237}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,940] Trial 144 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.25008605344804963, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9200725105552331, 'colsample_bytree': 0.8684867253819003, 'gamma': 0.11538776679100873, 'reg_alpha': 0.931472060463741, 'reg_lambda': 1.553523999622425}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:29,036] Trial 145 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 170, 'learning_rate': 0.2757351634876214, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8759772143688499, 'colsample_bytree': 0.8705110367253255, 'gamma': 0.36169515405509695, 'reg_alpha': 0.8583789434877843, 'reg_lambda': 1.7922811996643628}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:29,182] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.12907913401228183, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8955791680165244, 'colsample_bytree': 0.9165985653037384, 'gamma': 0.2084542428530015, 'reg_alpha': 0.8325558170293047, 'reg_lambda': 1.8605904633807389}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:29,289] Trial 147 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 155, 'learning_rate': 0.12698841422803944, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.894697495665512, 'colsample_bytree': 0.9269188150827192, 'gamma': 0.1970525641028941, 'reg_alpha': 0.9662454278904342, 'reg_lambda': 1.859389023186178}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:29,499] Trial 148 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 140, 'learning_rate': 0.1347512040264918, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8525700391422397, 'colsample_bytree': 0.9736692795956198, 'gamma': 0.08251065742988602, 'reg_alpha': 0.8158566142443423, 'reg_lambda': 1.9350438371858936}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:29,604] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 148, 'learning_rate': 0.09569527337534123, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8691906146507431, 'colsample_bytree': 0.9065285322957497, 'gamma': 0.2375556869745709, 'reg_alpha': 0.8751149926378774, 'reg_lambda': 1.2802820748061758}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:30,003] Trial 150 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 188, 'learning_rate': 0.18620619385292642, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9376565349018814, 'colsample_bytree': 0.9133209701761638, 'gamma': 0.12409510358671968, 'reg_alpha': 0.3948172252629948, 'reg_lambda': 1.4770649243072274}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:30,105] Trial 151 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 159, 'learning_rate': 0.14598984116752597, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9013603403655711, 'colsample_bytree': 0.8946197929194976, 'gamma': 0.4680968142555155, 'reg_alpha': 0.8336511651569384, 'reg_lambda': 1.9810659023227752}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:30,246] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.1158448617275373, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9111097842110657, 'colsample_bytree': 0.884884233409886, 'gamma': 0.30865451634353214, 'reg_alpha': 0.8894224740098754, 'reg_lambda': 1.683275543031746}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:30,356] Trial 153 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 181, 'learning_rate': 0.16310754067588493, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8810053818906446, 'colsample_bytree': 0.9013986470528078, 'gamma': 0.002780590090206897, 'reg_alpha': 0.7038475325303755, 'reg_lambda': 1.5926316805535043}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:30,587] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 179, 'learning_rate': 0.16335266011720495, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8804260283963821, 'colsample_bytree': 0.8788949904875235, 'gamma': 0.10122627583227937, 'reg_alpha': 0.6383247150648121, 'reg_lambda': 1.6010377998975092}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:30,699] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.17415416009370596, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8621662430843465, 'colsample_bytree': 0.8739933909584057, 'gamma': 0.01318635130439192, 'reg_alpha': 0.6738604654616378, 'reg_lambda': 1.564718621056302}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:30,841] Trial 156 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 171, 'learning_rate': 0.160290503032515, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8786827451740588, 'colsample_bytree': 0.8994912010905557, 'gamma': 0.10493051040124218, 'reg_alpha': 0.8566257345053578, 'reg_lambda': 1.6191634491006937}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:30,948] Trial 157 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 177, 'learning_rate': 0.1379285087697921, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8729088280395028, 'colsample_bytree': 0.8572002257112584, 'gamma': 0.19174508615257146, 'reg_alpha': 0.6982247405035481, 'reg_lambda': 1.7736162245193814}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:31,044] Trial 158 finished with value: 0.5982142857142857 and parameters: {'n_estimators': 180, 'learning_rate': 0.20077487274517655, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8865582568968445, 'colsample_bytree': 0.9198885439829947, 'gamma': 0.011911917615568549, 'reg_alpha': 0.7474971067526515, 'reg_lambda': 1.5186876636216209}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:31,192] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.16611533107003262, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8817534243004033, 'colsample_bytree': 0.8797520968821835, 'gamma': 0.11331937488543932, 'reg_alpha': 0.5798197888051393, 'reg_lambda': 1.3476122485877122}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:31,376] Trial 160 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 200, 'learning_rate': 0.1642669248869827, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8655974041134574, 'colsample_bytree': 0.8825108632071321, 'gamma': 0.12667516370813856, 'reg_alpha': 0.6464319827689122, 'reg_lambda': 1.3358740094546526}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:31,528] Trial 161 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 175, 'learning_rate': 0.1515351438062297, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.883548690167159, 'colsample_bytree': 0.874031648615228, 'gamma': 0.18808769651388535, 'reg_alpha': 0.6080173104498808, 'reg_lambda': 1.5923522428962107}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:31,645] Trial 162 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 190, 'learning_rate': 0.15232959248199826, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.879845050339821, 'colsample_bytree': 0.8746119426448598, 'gamma': 0.09714009168698781, 'reg_alpha': 0.6187454018244084, 'reg_lambda': 1.5974147823416538}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:31,798] Trial 163 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 184, 'learning_rate': 0.18094042164054677, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8557057827453868, 'colsample_bytree': 0.8655118304669316, 'gamma': 0.28224825882148613, 'reg_alpha': 0.5620908358319181, 'reg_lambda': 1.4531826311742675}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:31,907] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.14252241680209335, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8901880512548782, 'colsample_bytree': 0.8796386739001802, 'gamma': 0.06923115159893747, 'reg_alpha': 0.5978010982213728, 'reg_lambda': 1.5289650092904779}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:32,339] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.16812851250877084, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8448035653671276, 'colsample_bytree': 0.8578934283704964, 'gamma': 0.008552008256314386, 'reg_alpha': 0.6458204744051004, 'reg_lambda': 1.390216628374272}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:32,450] Trial 166 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.1583255102645188, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.871207365183003, 'colsample_bytree': 0.8461592773855775, 'gamma': 0.1940248579263823, 'reg_alpha': 0.5201868638159899, 'reg_lambda': 1.6310408611954008}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:32,665] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.18052259647131344, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.885909178925656, 'colsample_bytree': 0.8671224012141747, 'gamma': 0.3177440584705217, 'reg_alpha': 0.6343140475438673, 'reg_lambda': 1.567371411395833}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:32,784] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 192, 'learning_rate': 0.14953455518329914, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.880963603775159, 'colsample_bytree': 0.8884596861877471, 'gamma': 0.16097487570105493, 'reg_alpha': 0.5659128455840784, 'reg_lambda': 1.7300170920256839}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:32,934] Trial 169 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 182, 'learning_rate': 0.2064312467116965, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.895511146005067, 'colsample_bytree': 0.8527959012102119, 'gamma': 0.012444790214763201, 'reg_alpha': 0.5955649323685331, 'reg_lambda': 1.4911350257416423}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:33,405] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 173, 'learning_rate': 0.19099798270263074, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8626445052286779, 'colsample_bytree': 0.877792685890513, 'gamma': 0.38115063903387325, 'reg_alpha': 0.7214523647758018, 'reg_lambda': 1.3648445910898692}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:33,562] Trial 171 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 164, 'learning_rate': 0.12756226990249683, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.895100435488284, 'colsample_bytree': 0.9028532228970356, 'gamma': 0.2101503442198257, 'reg_alpha': 0.5948763856277864, 'reg_lambda': 1.6477186883028774}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:33,665] Trial 172 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 157, 'learning_rate': 0.13769794941886798, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7898289605569188, 'colsample_bytree': 0.8888923103739761, 'gamma': 0.11424260921760329, 'reg_alpha': 0.6688171616460938, 'reg_lambda': 1.8296236079810337}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:33,821] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 169, 'learning_rate': 0.1301549639814726, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9024249426599841, 'colsample_bytree': 0.9072034640794373, 'gamma': 0.2080335131833787, 'reg_alpha': 0.9137490195595047, 'reg_lambda': 1.587387296313166}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,144] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 169, 'learning_rate': 0.15430533356724666, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9072890516475134, 'colsample_bytree': 0.6353465127293765, 'gamma': 0.0060137549049640564, 'reg_alpha': 0.916736991518593, 'reg_lambda': 1.5831346634841696}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,285] Trial 175 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.1433791018472601, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9165929801110568, 'colsample_bytree': 0.8732908997099394, 'gamma': 0.2770139020845483, 'reg_alpha': 0.9447338742884397, 'reg_lambda': 2.548243631404814}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,448] Trial 176 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 170, 'learning_rate': 0.17301045958438846, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8730022396119087, 'colsample_bytree': 0.8620680320055051, 'gamma': 0.13455016361475614, 'reg_alpha': 0.9991333940255555, 'reg_lambda': 1.4395394956960197}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,589] Trial 177 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 186, 'learning_rate': 0.12161643985086863, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.901716753759438, 'colsample_bytree': 0.9004040323169793, 'gamma': 0.331939874039536, 'reg_alpha': 0.4594445138896061, 'reg_lambda': 1.5295501832354097}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,688] Trial 178 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 164, 'learning_rate': 0.16380554532522798, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8850895145029428, 'colsample_bytree': 0.8829241833471347, 'gamma': 2.104494528194813, 'reg_alpha': 0.6936381469779556, 'reg_lambda': 1.6878221960994744}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,834] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 177, 'learning_rate': 0.13438190690570964, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9132372713933866, 'colsample_bytree': 0.8939531374018743, 'gamma': 0.21252046759099394, 'reg_alpha': 0.8911619964233274, 'reg_lambda': 1.5994357798284815}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,947] Trial 180 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.13327372247290914, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.922553851715368, 'colsample_bytree': 0.891946701798229, 'gamma': 0.10568148091354174, 'reg_alpha': 0.9078042117782612, 'reg_lambda': 1.6306478956790849}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,127] Trial 181 finished with value: 0.738095238095238 and parameters: {'n_estimators': 178, 'learning_rate': 0.14800515490754998, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9066920344762779, 'colsample_bytree': 0.9057917969867895, 'gamma': 0.00042520546401522696, 'reg_alpha': 0.8876959865647053, 'reg_lambda': 2.991808603381048}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,253] Trial 182 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 167, 'learning_rate': 0.14112641346167895, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9138846267285144, 'colsample_bytree': 0.8699311988441912, 'gamma': 0.2274378215772962, 'reg_alpha': 0.5486169446339529, 'reg_lambda': 1.5807096030193164}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,382] Trial 183 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 167, 'learning_rate': 0.13975686584942257, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9153599882274069, 'colsample_bytree': 0.8672922054520379, 'gamma': 0.24445730457752257, 'reg_alpha': 0.5203318099099943, 'reg_lambda': 1.4861244538183018}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,487] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 167, 'learning_rate': 0.1406547279883634, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9165576876670207, 'colsample_bytree': 0.8687149406950436, 'gamma': 0.5003957270621806, 'reg_alpha': 0.5403959044101682, 'reg_lambda': 1.418646748300598}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,627] Trial 185 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 162, 'learning_rate': 0.1318217450536748, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9253275296059987, 'colsample_bytree': 0.8829752791100303, 'gamma': 0.11234264322532693, 'reg_alpha': 0.552418009065088, 'reg_lambda': 1.5206101037584856}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,731] Trial 186 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 153, 'learning_rate': 0.12969566757349457, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9309813026826569, 'colsample_bytree': 0.8814979105964011, 'gamma': 0.2819058616946856, 'reg_alpha': 0.5522907801437115, 'reg_lambda': 1.4811915629441126}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,966] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.15377384213730205, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.913413538142624, 'colsample_bytree': 0.8759211924781813, 'gamma': 0.37193394596824964, 'reg_alpha': 0.5132571554474422, 'reg_lambda': 1.2824444252992835}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,071] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.0501327041525708, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9390655848910644, 'colsample_bytree': 0.8910982354130849, 'gamma': 0.46245758285137656, 'reg_alpha': 0.5817665431941104, 'reg_lambda': 1.3353072401647865}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,204] Trial 189 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 160, 'learning_rate': 0.1565631992186277, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.927783933542623, 'colsample_bytree': 0.8772905022047733, 'gamma': 0.3948542000559153, 'reg_alpha': 0.5165616911133016, 'reg_lambda': 1.3067096473845607}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,308] Trial 190 finished with value: 0.738095238095238 and parameters: {'n_estimators': 170, 'learning_rate': 0.15074185753582087, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9139636987735897, 'colsample_bytree': 0.8922219441185238, 'gamma': 0.6199952066685095, 'reg_alpha': 0.4991675098101084, 'reg_lambda': 1.2204673679907863}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,452] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 162, 'learning_rate': 0.13638620691743136, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9212822115478001, 'colsample_bytree': 0.8733491391514862, 'gamma': 0.14212856370708118, 'reg_alpha': 0.5375265389068602, 'reg_lambda': 1.2588679901952522}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,669] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.12767279039795987, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.923349857866449, 'colsample_bytree': 0.8744839372176119, 'gamma': 0.18802569085140447, 'reg_alpha': 0.5369884798331335, 'reg_lambda': 1.3917775316907328}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,839] Trial 193 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 158, 'learning_rate': 0.11367319609624897, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9134556827421534, 'colsample_bytree': 0.8868267581645262, 'gamma': 0.11209491569558999, 'reg_alpha': 0.4908268437867385, 'reg_lambda': 1.2712814747942422}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,942] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.16011337060211472, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.934683344232214, 'colsample_bytree': 0.9086993639224166, 'gamma': 0.2854441784137561, 'reg_alpha': 0.5629474378247054, 'reg_lambda': 1.2606305165412874}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:37,096] Trial 195 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 170, 'learning_rate': 0.13471582696457768, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9205949544759485, 'colsample_bytree': 0.8574275300043747, 'gamma': 0.2124792733877801, 'reg_alpha': 0.5217480813602511, 'reg_lambda': 1.522917756202541}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:37,184] Trial 196 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.14617799467661421, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.907483870776919, 'colsample_bytree': 0.8977259240613975, 'gamma': 0.39510017338202663, 'reg_alpha': 0.46489809278516586, 'reg_lambda': 1.3641593660897846}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:37,317] Trial 197 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 155, 'learning_rate': 0.17356843283707324, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9281734706028276, 'colsample_bytree': 0.8840519783726236, 'gamma': 0.10741472243719417, 'reg_alpha': 0.5854278908569829, 'reg_lambda': 1.4703728361143886}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:37,523] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.12434526823565241, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9460067627593844, 'colsample_bytree': 0.8641624642394015, 'gamma': 0.24526080629826597, 'reg_alpha': 0.549787300379927, 'reg_lambda': 1.4196756115936051}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:37,675] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.15337323722548785, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9146752205119141, 'colsample_bytree': 0.877487062704876, 'gamma': 0.12347116428273092, 'reg_alpha': 0.6084554441978904, 'reg_lambda': 1.1976318193201516}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:37,678] A new study created in memory with name: no-name-8a909ab8-5b81-48c4-a8d9-12fa61fae3dc
[I 2025-11-03 19:24:37,907] Trial 0 finished with value: 0.6875 and parameters: {'n_estimators': 210, 'learning_rate': 0.05164928987398467, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9302330648032799, 'colsample_bytree': 0.9785267257509499, 'gamma': 1.6950858099657506, 'reg_alpha': 0.7539227523770208, 'reg_lambda': 2.904509355584693}. Best is trial 0 with value: 0.6875.
[I 2025-11-03 19:24:38,049] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.01505894344980227, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.9092710626417274, 'colsample_bytree': 0.6194625330260654, 'gamma': 0.8084068894399393, 'reg_alpha': 0.48832948418947275, 'reg_lambda': 2.616715873843647}. Best is trial 0 with value: 0.6875.
[I 2025-11-03 19:24:38,131] Trial 2 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 122, 'learning_rate': 0.07068161644168686, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8479964993511914, 'colsample_bytree': 0.8650508324215505, 'gamma': 3.826823572742431, 'reg_alpha': 0.9058394419208559, 'reg_lambda': 2.727209493886176}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:38,244] Trial 3 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.19600063599218387, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.921012222785817, 'colsample_bytree': 0.9785708597339817, 'gamma': 4.246410648931019, 'reg_alpha': 0.9329970133813535, 'reg_lambda': 1.9254246996026572}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:38,422] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.03431830690007542, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.646491305133329, 'colsample_bytree': 0.6654327425486857, 'gamma': 1.4060087963085066, 'reg_alpha': 0.5842987858957788, 'reg_lambda': 0.5554943926316942}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:38,529] Trial 5 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 35, 'learning_rate': 0.0980426590609267, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6192450881050172, 'colsample_bytree': 0.7697880636977321, 'gamma': 3.4972686192428752, 'reg_alpha': 0.9997602646939232, 'reg_lambda': 2.3479963185427346}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:38,579] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.024232473594775615, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.630784707635107, 'colsample_bytree': 0.8609635754690788, 'gamma': 4.897919908033978, 'reg_alpha': 0.6715348160469394, 'reg_lambda': 1.16792267691945}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:38,780] Trial 7 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 226, 'learning_rate': 0.10244754423715387, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8294869275676868, 'colsample_bytree': 0.8124425117695359, 'gamma': 0.8591191272947662, 'reg_alpha': 0.9693813188589013, 'reg_lambda': 1.0089459103926341}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:38,879] Trial 8 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 199, 'learning_rate': 0.2585485782674375, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6645109320872251, 'colsample_bytree': 0.6658387460762544, 'gamma': 3.6513396193417518, 'reg_alpha': 0.12727257090502997, 'reg_lambda': 2.421704918727491}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:39,107] Trial 9 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 223, 'learning_rate': 0.10032700893135812, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7803616456683157, 'colsample_bytree': 0.8741735220877254, 'gamma': 0.4489169924399389, 'reg_alpha': 0.3542578529021433, 'reg_lambda': 2.5575216767456705}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:39,296] Trial 10 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 99, 'learning_rate': 0.011471386921616889, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.775159751360615, 'colsample_bytree': 0.7554230736351717, 'gamma': 3.124967006721442, 'reg_alpha': 0.05470855861616847, 'reg_lambda': 1.8200020939867452}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:39,390] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.10114151966846664, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8394432411488325, 'colsample_bytree': 0.8589825420517189, 'gamma': 2.3813274947243035, 'reg_alpha': 0.8513808366696404, 'reg_lambda': 1.2188960947050111}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:39,605] Trial 12 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 164, 'learning_rate': 0.06233692151093289, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8482796086816197, 'colsample_bytree': 0.9177541287297197, 'gamma': 2.4633808857184976, 'reg_alpha': 0.8064236192967946, 'reg_lambda': 1.2929204209829588}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:39,685] Trial 13 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.15597308185706033, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.982620105508049, 'colsample_bytree': 0.8334583402430208, 'gamma': 2.809753569704046, 'reg_alpha': 0.844662990161285, 'reg_lambda': 1.640102776006732}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:39,922] Trial 14 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 177, 'learning_rate': 0.054006485326202586, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7400731547855768, 'colsample_bytree': 0.9114680077602795, 'gamma': 2.145067599977368, 'reg_alpha': 0.36678696779934583, 'reg_lambda': 0.6352668242048302}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,030] Trial 15 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.03353894584040536, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7074509629701996, 'colsample_bytree': 0.9241353078427706, 'gamma': 2.0703851255888908, 'reg_alpha': 0.3008898176924836, 'reg_lambda': 0.5315077178659368}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,193] Trial 16 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 178, 'learning_rate': 0.03936773695303272, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.731024758002186, 'colsample_bytree': 0.924209321638407, 'gamma': 2.165892233307912, 'reg_alpha': 0.4235417609609722, 'reg_lambda': 0.8710235612343545}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,272] Trial 17 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.14257824979040612, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7434278960846707, 'colsample_bytree': 0.7479824280579238, 'gamma': 1.4358118353849438, 'reg_alpha': 0.20750746155939964, 'reg_lambda': 1.4297237727502543}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,376] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.1524992325484298, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.8108011303362287, 'colsample_bytree': 0.7363960929854059, 'gamma': 1.3738316129202972, 'reg_alpha': 0.18719351781381213, 'reg_lambda': 1.4780992419123178}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,424] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 29, 'learning_rate': 0.29317982912933427, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8831468703189224, 'colsample_bytree': 0.7133417875797136, 'gamma': 0.36047817489003786, 'reg_alpha': 0.20669793641137757, 'reg_lambda': 2.0745353312452024}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,533] Trial 20 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 90, 'learning_rate': 0.13645530563079972, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7135415924258763, 'colsample_bytree': 0.7844999117703229, 'gamma': 2.8569995542923694, 'reg_alpha': 0.5664738835506576, 'reg_lambda': 1.5107797625568868}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,804] Trial 21 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 155, 'learning_rate': 0.07826101747153709, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.743132411958621, 'colsample_bytree': 0.898833238834322, 'gamma': 1.8598014286716904, 'reg_alpha': 0.3065342568163836, 'reg_lambda': 0.7719835733973928}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,936] Trial 22 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 137, 'learning_rate': 0.04512131677625403, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6859418074812399, 'colsample_bytree': 0.822924244936815, 'gamma': 1.303853149884804, 'reg_alpha': 0.004293498110066435, 'reg_lambda': 1.259259613586086}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:41,001] Trial 23 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 52, 'learning_rate': 0.12190269757395907, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7579322907595171, 'colsample_bytree': 0.9480538454363885, 'gamma': 2.3935967989483102, 'reg_alpha': 0.377920039285678, 'reg_lambda': 1.0216135721282271}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:41,144] Trial 24 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 192, 'learning_rate': 0.1923565090819149, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8015517850872557, 'colsample_bytree': 0.7120002980444976, 'gamma': 0.04823359786482162, 'reg_alpha': 0.23474066778498728, 'reg_lambda': 0.8427417047076986}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:41,267] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 137, 'learning_rate': 0.08021776954555081, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8717950682291952, 'colsample_bytree': 0.8482226376686366, 'gamma': 2.811870682029194, 'reg_alpha': 0.45096407043039405, 'reg_lambda': 1.3678832807185524}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:41,716] Trial 26 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 247, 'learning_rate': 0.020317943385896334, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6875964059716358, 'colsample_bytree': 0.7928593593825541, 'gamma': 1.7145683013214235, 'reg_alpha': 0.5592861924279424, 'reg_lambda': 0.7129462892218972}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:41,812] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.0607767053501245, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7750863221553591, 'colsample_bytree': 0.8885650741276746, 'gamma': 0.9058700185847173, 'reg_alpha': 0.6969217424405255, 'reg_lambda': 1.1319904420299876}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:41,925] Trial 28 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 77, 'learning_rate': 0.1989452529996081, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7864832303595296, 'colsample_bytree': 0.8871312121431529, 'gamma': 0.9012224107619478, 'reg_alpha': 0.7203552767631733, 'reg_lambda': 1.1193606785804102}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 19:24:41,994] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.1933959162180758, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9600744694270827, 'colsample_bytree': 0.8418544329488413, 'gamma': 1.4240201940230752, 'reg_alpha': 0.7348917726341531, 'reg_lambda': 1.619693694872576}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 19:24:42,092] Trial 30 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.24434964605447376, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.821835116903913, 'colsample_bytree': 0.804824073159381, 'gamma': 1.081772737192687, 'reg_alpha': 0.8461980416155226, 'reg_lambda': 2.040944240433069}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,157] Trial 31 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 41, 'learning_rate': 0.226533038676675, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.823135603486151, 'colsample_bytree': 0.7996185607396444, 'gamma': 1.0290285452695116, 'reg_alpha': 0.8329690919368126, 'reg_lambda': 2.1075149483279763}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,371] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 61, 'learning_rate': 0.17014056600617453, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8870528112523062, 'colsample_bytree': 0.7521707301383811, 'gamma': 0.5365479645817006, 'reg_alpha': 0.6412943035475118, 'reg_lambda': 1.759586291060916}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,536] Trial 33 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 63, 'learning_rate': 0.22288451846275273, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8902408771336394, 'colsample_bytree': 0.9598797947793788, 'gamma': 0.5168201913367002, 'reg_alpha': 0.6520304704338897, 'reg_lambda': 2.0765169564838097}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,641] Trial 34 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 55, 'learning_rate': 0.29866610045460557, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.855784558022887, 'colsample_bytree': 0.9983705359680484, 'gamma': 0.6370294713780673, 'reg_alpha': 0.7783955830132009, 'reg_lambda': 1.796404370130832}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,698] Trial 35 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.1891864521866397, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9377086846672877, 'colsample_bytree': 0.6018762925495178, 'gamma': 0.047258047837964334, 'reg_alpha': 0.897049456118085, 'reg_lambda': 2.902922622029501}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,810] Trial 36 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 26, 'learning_rate': 0.1920139694606268, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9235570866648366, 'colsample_bytree': 0.6006062231661187, 'gamma': 0.04147647666664593, 'reg_alpha': 0.905464716715183, 'reg_lambda': 2.9625522370287745}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,882] Trial 37 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 42, 'learning_rate': 0.1699060733565285, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9378793244381765, 'colsample_bytree': 0.6501663948199046, 'gamma': 0.18865309154439125, 'reg_alpha': 0.6178312076000811, 'reg_lambda': 2.7110096935534003}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,981] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.24297077892070987, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.994755014891985, 'colsample_bytree': 0.6548497068053477, 'gamma': 1.0008676419335965, 'reg_alpha': 0.6412058081460345, 'reg_lambda': 2.3490224401625146}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,044] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 44, 'learning_rate': 0.12777143996533966, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9017597303964175, 'colsample_bytree': 0.6323865218499749, 'gamma': 0.3789323285403551, 'reg_alpha': 0.53215507137254, 'reg_lambda': 2.7361902423471776}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,254] Trial 40 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 49, 'learning_rate': 0.16507724093165457, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9503285192404349, 'colsample_bytree': 0.6870913895880272, 'gamma': 0.7166561589228758, 'reg_alpha': 0.6067041698856882, 'reg_lambda': 1.9466478448764668}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,319] Trial 41 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 49, 'learning_rate': 0.1605042560230398, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9378416744668339, 'colsample_bytree': 0.694936230983967, 'gamma': 0.7483717626402326, 'reg_alpha': 0.6064603258156998, 'reg_lambda': 1.8598169246812222}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,415] Trial 42 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 37, 'learning_rate': 0.11868184068120463, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.960022040634119, 'colsample_bytree': 0.6811427687249536, 'gamma': 1.1154486593928308, 'reg_alpha': 0.7220002144450972, 'reg_lambda': 2.1664666378470048}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,495] Trial 43 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 72, 'learning_rate': 0.11440644175312649, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9679390051550701, 'colsample_bytree': 0.6829284831799243, 'gamma': 1.1666729601867616, 'reg_alpha': 0.7318046143389745, 'reg_lambda': 2.177176932214375}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,662] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 60, 'learning_rate': 0.2578675503231111, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9100777734664408, 'colsample_bytree': 0.7272726496676046, 'gamma': 0.6921508190127408, 'reg_alpha': 0.7064856195501765, 'reg_lambda': 1.9514229016312745}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,743] Trial 45 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 94, 'learning_rate': 0.2173772634737284, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9602442418684768, 'colsample_bytree': 0.7626261162783254, 'gamma': 1.6615051022818519, 'reg_alpha': 0.5020019137773846, 'reg_lambda': 2.2285976557622624}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,806] Trial 46 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 35, 'learning_rate': 0.08098658420908683, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8629759880054185, 'colsample_bytree': 0.6829358859373261, 'gamma': 1.1535362421815698, 'reg_alpha': 0.756697220561402, 'reg_lambda': 1.956439668450222}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,053] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 104, 'learning_rate': 0.11162849004122959, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8209742534340787, 'colsample_bytree': 0.7750054921070552, 'gamma': 4.497286763495509, 'reg_alpha': 0.672862179989898, 'reg_lambda': 1.66583933780051}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,121] Trial 48 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 32, 'learning_rate': 0.1722917391436364, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7886305919749845, 'colsample_bytree': 0.7112708277524561, 'gamma': 0.8289262657814204, 'reg_alpha': 0.7896367113808113, 'reg_lambda': 2.528542617344043}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,226] Trial 49 finished with value: 0.6160714285714285 and parameters: {'n_estimators': 62, 'learning_rate': 0.17512288596291714, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7849322800011899, 'colsample_bytree': 0.7078114216815595, 'gamma': 0.8520563968026088, 'reg_alpha': 0.9449375578540037, 'reg_lambda': 2.3134551066256877}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,308] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.258564633247127, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8414283460973613, 'colsample_bytree': 0.8133510462828498, 'gamma': 0.5380388609087869, 'reg_alpha': 0.7891868703537617, 'reg_lambda': 2.5446180366336653}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,435] Trial 51 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 21, 'learning_rate': 0.13615039613980243, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9993344944800577, 'colsample_bytree': 0.7303114855007959, 'gamma': 0.284683658087275, 'reg_alpha': 0.874370359473857, 'reg_lambda': 1.7015292505803246}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,531] Trial 52 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 37, 'learning_rate': 0.09393308466880997, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7876559969176389, 'colsample_bytree': 0.671161529038345, 'gamma': 1.5989530486719192, 'reg_alpha': 0.8233528512351888, 'reg_lambda': 2.461129959787519}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,626] Trial 53 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 49, 'learning_rate': 0.14775187440327786, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9786040332555146, 'colsample_bytree': 0.6322468598532562, 'gamma': 1.2480135354778739, 'reg_alpha': 0.7678157353434015, 'reg_lambda': 2.004751168224656}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,701] Trial 54 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 31, 'learning_rate': 0.21086306007487815, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8029055773691202, 'colsample_bytree': 0.746430308287628, 'gamma': 0.9848981535789564, 'reg_alpha': 0.9889070363185032, 'reg_lambda': 2.2274063849249863}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:44,800] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 30, 'learning_rate': 0.2217471577723352, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7645826654742963, 'colsample_bytree': 0.7479550028290998, 'gamma': 0.7788505774432889, 'reg_alpha': 0.9924073044560966, 'reg_lambda': 1.8804636085552522}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:44,862] Trial 56 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 32, 'learning_rate': 0.2742962540351746, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7674077615343359, 'colsample_bytree': 0.7463619931949064, 'gamma': 1.9202365040090208, 'reg_alpha': 0.9798025129902799, 'reg_lambda': 2.32743280937747}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:44,933] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 72, 'learning_rate': 0.21545634325924834, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7934306805616912, 'colsample_bytree': 0.774568563393066, 'gamma': 0.898202343920737, 'reg_alpha': 0.9487558240004755, 'reg_lambda': 1.5878520745777034}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:45,125] Trial 58 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 28, 'learning_rate': 0.23028098001963254, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7599459122370341, 'colsample_bytree': 0.7558137419830091, 'gamma': 0.5169161163050966, 'reg_alpha': 0.8798605723467352, 'reg_lambda': 1.7704153404798695}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:45,294] Trial 59 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 56, 'learning_rate': 0.2078094790113368, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8021093804995032, 'colsample_bytree': 0.7861167089538811, 'gamma': 0.33817944110895215, 'reg_alpha': 0.986758601589451, 'reg_lambda': 2.475560721996209}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:45,369] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.1804315513862779, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.7234071705937797, 'colsample_bytree': 0.7414026553668434, 'gamma': 3.1752322601382064, 'reg_alpha': 0.91300842709886, 'reg_lambda': 1.8892881483848127}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:45,464] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.15741494426798033, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8102109243007408, 'colsample_bytree': 0.7198864426965182, 'gamma': 0.6592071414810875, 'reg_alpha': 0.8535333693522791, 'reg_lambda': 1.7408353903989198}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:45,540] Trial 62 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 65, 'learning_rate': 0.2478320304990177, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8160258772457738, 'colsample_bytree': 0.7275789201453917, 'gamma': 0.9875336362626599, 'reg_alpha': 0.8668739479376458, 'reg_lambda': 2.259416647388811}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:45,779] Trial 63 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 80, 'learning_rate': 0.2617951566010697, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8333978181047595, 'colsample_bytree': 0.721576887017829, 'gamma': 0.9733043233915785, 'reg_alpha': 0.8570714542766654, 'reg_lambda': 2.2426924239264077}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:45,931] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.2686354570445401, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8309840677099751, 'colsample_bytree': 0.6945099835884415, 'gamma': 1.5291461298325744, 'reg_alpha': 0.9258723671755061, 'reg_lambda': 2.2714058751324253}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,040] Trial 65 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 72, 'learning_rate': 0.2321714223652449, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7559378092413063, 'colsample_bytree': 0.7065091543509534, 'gamma': 1.031216800293779, 'reg_alpha': 0.8080571167998003, 'reg_lambda': 2.61913285379406}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,118] Trial 66 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 95, 'learning_rate': 0.29422587066706246, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8194033644003129, 'colsample_bytree': 0.7680856953925909, 'gamma': 1.2855574242534449, 'reg_alpha': 0.9574869303602412, 'reg_lambda': 2.389470332982999}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,206] Trial 67 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 29, 'learning_rate': 0.01075855130586169, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8358264107548607, 'colsample_bytree': 0.7182981029543702, 'gamma': 0.877372582676825, 'reg_alpha': 0.9989130944920502, 'reg_lambda': 2.1710715604345046}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,436] Trial 68 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 146, 'learning_rate': 0.2542590672318321, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.806019728166802, 'colsample_bytree': 0.7361276695106723, 'gamma': 1.4296543111653504, 'reg_alpha': 0.8637215321734318, 'reg_lambda': 2.006684419968408}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,555] Trial 69 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 142, 'learning_rate': 0.25201923033276913, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8511838294082595, 'colsample_bytree': 0.7290064425203281, 'gamma': 1.371356784335154, 'reg_alpha': 0.8629043176856139, 'reg_lambda': 2.0386161965793757}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,640] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.19933925701528785, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.802931150772913, 'colsample_bytree': 0.8092737500228248, 'gamma': 1.50303325942409, 'reg_alpha': 0.7991119804070315, 'reg_lambda': 2.2532500340750845}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,876] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.278371047023088, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7709777344153416, 'colsample_bytree': 0.8783137677587554, 'gamma': 1.7985399037863097, 'reg_alpha': 0.8869782967836055, 'reg_lambda': 2.1269143080368322}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,971] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.2759130277335483, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7743398980943519, 'colsample_bytree': 0.8727464107551077, 'gamma': 1.8495031335559569, 'reg_alpha': 0.8852458727585562, 'reg_lambda': 2.1177582166488813}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,100] Trial 73 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 149, 'learning_rate': 0.29928732880710834, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8103458574184867, 'colsample_bytree': 0.8931203661989021, 'gamma': 1.022742143344122, 'reg_alpha': 0.8534872515888304, 'reg_lambda': 2.4221650460168718}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,196] Trial 74 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 150, 'learning_rate': 0.24345896356819058, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8105245134026342, 'colsample_bytree': 0.9371276194436923, 'gamma': 1.7161060903657783, 'reg_alpha': 0.8350382141202295, 'reg_lambda': 2.52415063478608}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,446] Trial 75 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 168, 'learning_rate': 0.29837081240915164, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7942863833432936, 'colsample_bytree': 0.8577928514586224, 'gamma': 2.1949979423595933, 'reg_alpha': 0.9266655921951359, 'reg_lambda': 2.617748659396538}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,549] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 195, 'learning_rate': 0.27319434474587756, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8685613008637321, 'colsample_bytree': 0.8833622283023975, 'gamma': 1.0621248062074433, 'reg_alpha': 0.8504744791640614, 'reg_lambda': 2.383155553561909}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,679] Trial 77 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 148, 'learning_rate': 0.024764545616193488, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8214414925949501, 'colsample_bytree': 0.9001174075760887, 'gamma': 1.2119223919751663, 'reg_alpha': 0.9018948967018737, 'reg_lambda': 2.43004863107098}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,764] Trial 78 finished with value: 0.75 and parameters: {'n_estimators': 127, 'learning_rate': 0.2422036350349647, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7501340629104603, 'colsample_bytree': 0.8311989717201584, 'gamma': 1.998531139875547, 'reg_alpha': 0.8272835555198801, 'reg_lambda': 2.221029941295745}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,892] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.24133604376418383, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7472866950374722, 'colsample_bytree': 0.8367056459393716, 'gamma': 1.4096130968887715, 'reg_alpha': 0.8102748365259228, 'reg_lambda': 2.734972268657145}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,981] Trial 80 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 119, 'learning_rate': 0.01372096324140821, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8381968950995181, 'colsample_bytree': 0.8237040164349352, 'gamma': 2.56198328057827, 'reg_alpha': 0.8280403401930383, 'reg_lambda': 2.2605392245498774}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:48,242] Trial 81 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 142, 'learning_rate': 0.25214199285176275, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6019576193701061, 'colsample_bytree': 0.8493114829773009, 'gamma': 2.000908575704211, 'reg_alpha': 0.8730166792673287, 'reg_lambda': 2.0104374889272374}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:48,341] Trial 82 finished with value: 0.6547619047619049 and parameters: {'n_estimators': 157, 'learning_rate': 0.2752013321871222, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7773772873967086, 'colsample_bytree': 0.910110732084439, 'gamma': 0.9963141757474246, 'reg_alpha': 0.7635860090597538, 'reg_lambda': 2.1890461451809893}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:48,542] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.20817834043036135, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7276179439836294, 'colsample_bytree': 0.698404042008093, 'gamma': 2.2518622660088288, 'reg_alpha': 0.9254262912127862, 'reg_lambda': 2.101661874520887}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:48,647] Trial 84 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 209, 'learning_rate': 0.23626457929680528, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8258508932594388, 'colsample_bytree': 0.7985726106256065, 'gamma': 1.6988119821322534, 'reg_alpha': 0.9665403819547783, 'reg_lambda': 2.3428150612412177}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:48,761] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 125, 'learning_rate': 0.18412099733220064, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8100803992375735, 'colsample_bytree': 0.7344700414227378, 'gamma': 1.820518439606402, 'reg_alpha': 0.7894202571651937, 'reg_lambda': 2.223389350913651}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:48,853] Trial 86 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 145, 'learning_rate': 0.2996749315339977, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7939456175139773, 'colsample_bytree': 0.7839488609095967, 'gamma': 1.2967894853795034, 'reg_alpha': 0.9002819555190551, 'reg_lambda': 2.660307725276731}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,057] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.2147826440348219, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.751705721427406, 'colsample_bytree': 0.8239760258667068, 'gamma': 1.5281319632589305, 'reg_alpha': 0.8632536179355783, 'reg_lambda': 2.137982546719071}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,140] Trial 88 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 112, 'learning_rate': 0.2043234570120081, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7510952115380619, 'colsample_bytree': 0.8246723501782169, 'gamma': 1.5154640708119331, 'reg_alpha': 0.7528565532175723, 'reg_lambda': 2.504445625381863}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,271] Trial 89 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 133, 'learning_rate': 0.22108512887000906, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7007584368349259, 'colsample_bytree': 0.8152316602972793, 'gamma': 1.1372842216480992, 'reg_alpha': 0.8488299889123516, 'reg_lambda': 2.4233739776578886}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,464] Trial 90 finished with value: 0.636904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.17881725363399678, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7406618132003022, 'colsample_bytree': 0.7620820941640581, 'gamma': 0.6113394983741451, 'reg_alpha': 0.6945514900566203, 'reg_lambda': 2.7970714893255826}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,570] Trial 91 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 182, 'learning_rate': 0.26171681040534306, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.778988385768601, 'colsample_bytree': 0.8697068912377343, 'gamma': 0.9612999287816228, 'reg_alpha': 0.8252207972897962, 'reg_lambda': 2.123556693285804}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,689] Trial 92 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 138, 'learning_rate': 0.24106464209300646, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7700921486771153, 'colsample_bytree': 0.8465369856514985, 'gamma': 1.9802114736699048, 'reg_alpha': 0.8864009646549369, 'reg_lambda': 2.2912302476494975}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,876] Trial 93 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 163, 'learning_rate': 0.2789127088777764, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8436245725018108, 'colsample_bytree': 0.8290512938172561, 'gamma': 0.7788963755328417, 'reg_alpha': 0.9390637314477668, 'reg_lambda': 2.1554816467197764}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,035] Trial 94 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 183, 'learning_rate': 0.21652339100445675, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8165769989635564, 'colsample_bytree': 0.853955272245045, 'gamma': 1.5762886593995529, 'reg_alpha': 0.8612859240101055, 'reg_lambda': 2.0485201450584287}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,127] Trial 95 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 161, 'learning_rate': 0.19468268323409998, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8583068311986716, 'colsample_bytree': 0.8067962256077577, 'gamma': 1.7805133809551594, 'reg_alpha': 0.7915327665531264, 'reg_lambda': 1.9783734794301335}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,281] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.2576829460196945, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.733491575687814, 'colsample_bytree': 0.8813729414526296, 'gamma': 1.3818027301386613, 'reg_alpha': 0.9107279533428889, 'reg_lambda': 2.2039752513838193}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,346] Trial 97 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 67, 'learning_rate': 0.2323738333630261, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8032265337052095, 'colsample_bytree': 0.8934770012660871, 'gamma': 2.6439539893565494, 'reg_alpha': 0.964663451888476, 'reg_lambda': 2.3728022170645025}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,447] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 43, 'learning_rate': 0.2811831889532353, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7886340086952258, 'colsample_bytree': 0.722600536574089, 'gamma': 1.1812821448793918, 'reg_alpha': 0.8112973121622793, 'reg_lambda': 2.5774989912422357}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,585] Trial 99 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 187, 'learning_rate': 0.16810373409548196, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8286736209002691, 'colsample_bytree': 0.7382371128830791, 'gamma': 2.11382984395277, 'reg_alpha': 0.8369868611144119, 'reg_lambda': 2.0547349180723753}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,727] Trial 100 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 186, 'learning_rate': 0.13943729582812858, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8323329836098198, 'colsample_bytree': 0.7398525278206697, 'gamma': 2.045770349320249, 'reg_alpha': 0.7477154590773155, 'reg_lambda': 2.065917800346366}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,836] Trial 101 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 208, 'learning_rate': 0.048247602384238766, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8480683100407846, 'colsample_bytree': 0.7558499551510505, 'gamma': 2.295479047952759, 'reg_alpha': 0.8490075115899195, 'reg_lambda': 1.9134129279011673}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,936] Trial 102 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 57, 'learning_rate': 0.2087396322703825, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8143279931625367, 'colsample_bytree': 0.7402228259441362, 'gamma': 0.8210532079379689, 'reg_alpha': 0.879936259547511, 'reg_lambda': 1.8490959456466696}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:51,056] Trial 103 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 224, 'learning_rate': 0.1706234882155373, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7161500746822221, 'colsample_bytree': 0.7041973245359171, 'gamma': 1.6316559491172566, 'reg_alpha': 0.7753937321484285, 'reg_lambda': 2.2671120625365875}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:51,285] Trial 104 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 188, 'learning_rate': 0.1869447585086119, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7978583046939396, 'colsample_bytree': 0.7930692551055384, 'gamma': 2.0721958182115987, 'reg_alpha': 0.8293911510557189, 'reg_lambda': 2.3167596322497563}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:51,437] Trial 105 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 216, 'learning_rate': 0.15241184544426636, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7600154048477601, 'colsample_bytree': 0.8631153918612618, 'gamma': 1.1080326157853764, 'reg_alpha': 0.8660773544139009, 'reg_lambda': 2.1247981719201223}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:51,547] Trial 106 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 204, 'learning_rate': 0.22715859169542954, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7854157883215842, 'colsample_bytree': 0.7799274815407343, 'gamma': 4.051646549437665, 'reg_alpha': 0.9388098171409961, 'reg_lambda': 2.2075551600814847}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:51,635] Trial 107 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.25698078296469534, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8794657412657259, 'colsample_bytree': 0.8388961439828513, 'gamma': 2.409089976711756, 'reg_alpha': 0.914433684389863, 'reg_lambda': 2.0256231194881673}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:51,733] Trial 108 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.19988709363181725, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8270216028435123, 'colsample_bytree': 0.7111125183729379, 'gamma': 1.3111482658722304, 'reg_alpha': 0.8867867432678616, 'reg_lambda': 2.1494774845739637}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,006] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.16357306038766523, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8019095834787965, 'colsample_bytree': 0.7230773660265575, 'gamma': 1.4607084440121412, 'reg_alpha': 0.812483722897207, 'reg_lambda': 2.083863135951985}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,107] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 175, 'learning_rate': 0.13249756470827154, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8063562338774614, 'colsample_bytree': 0.7295444560035074, 'gamma': 1.4680692870407819, 'reg_alpha': 0.7348561896966679, 'reg_lambda': 2.461374671523144}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,233] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 152, 'learning_rate': 0.16447894551610495, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.771662288421279, 'colsample_bytree': 0.7163250471241707, 'gamma': 0.9812707483997917, 'reg_alpha': 0.8153021804072604, 'reg_lambda': 2.070384678753508}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,323] Trial 112 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 167, 'learning_rate': 0.2206859387154973, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7958798234889607, 'colsample_bytree': 0.722137327038532, 'gamma': 4.938967857557733, 'reg_alpha': 0.8422326871456103, 'reg_lambda': 1.9803023738972387}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,435] Trial 113 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 101, 'learning_rate': 0.28980477249780545, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.816567635304246, 'colsample_bytree': 0.7645066146168868, 'gamma': 1.9187696011236137, 'reg_alpha': 0.7873820290309823, 'reg_lambda': 1.9362828184674525}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,671] Trial 114 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 200, 'learning_rate': 0.2501153855950852, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7650260569697194, 'colsample_bytree': 0.7495935623666301, 'gamma': 1.2332870228454882, 'reg_alpha': 0.8670952764100325, 'reg_lambda': 1.8216096091621434}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,819] Trial 115 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.14486121236437635, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.7839434623057799, 'colsample_bytree': 0.688560529638805, 'gamma': 1.059588099152966, 'reg_alpha': 0.836872586627281, 'reg_lambda': 2.3317957531758235}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,911] Trial 116 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.17808404933864772, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.831604171484995, 'colsample_bytree': 0.9286544338343838, 'gamma': 1.78268232258256, 'reg_alpha': 0.8083904732513576, 'reg_lambda': 2.2339697800433433}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,079] Trial 117 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 191, 'learning_rate': 0.24191165370795126, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7539099985101447, 'colsample_bytree': 0.7020141039274325, 'gamma': 1.6210451440889728, 'reg_alpha': 0.9137325637271588, 'reg_lambda': 2.1012725700454404}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,256] Trial 118 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 82, 'learning_rate': 0.2696429767750929, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8061700496832274, 'colsample_bytree': 0.6711210043589061, 'gamma': 1.324739660495367, 'reg_alpha': 0.8940160637198299, 'reg_lambda': 2.388472242871896}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,403] Trial 119 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 171, 'learning_rate': 0.19916189992202069, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8418661704580604, 'colsample_bytree': 0.7431860002957026, 'gamma': 0.43238275262866815, 'reg_alpha': 0.15308796307528783, 'reg_lambda': 2.297463605972762}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,469] Trial 120 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 37, 'learning_rate': 0.15940217895874395, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8231212668510034, 'colsample_bytree': 0.904385699506722, 'gamma': 2.161100039860065, 'reg_alpha': 0.9503267362069477, 'reg_lambda': 2.1609190139865615}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,623] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.18887661526723373, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7301490924705906, 'colsample_bytree': 0.6970305139167882, 'gamma': 2.2032953500641757, 'reg_alpha': 0.9360670204291853, 'reg_lambda': 2.09953814623238}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,728] Trial 122 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 155, 'learning_rate': 0.03517347582853406, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7372305028967313, 'colsample_bytree': 0.716632260134985, 'gamma': 2.270714358027469, 'reg_alpha': 0.9825464917867662, 'reg_lambda': 2.035960602222334}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,827] Trial 123 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 161, 'learning_rate': 0.18814123780810427, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7205321609756565, 'colsample_bytree': 0.7312301445886668, 'gamma': 0.8823188428304565, 'reg_alpha': 0.8639803689716756, 'reg_lambda': 2.2162417104500274}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,955] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 173, 'learning_rate': 0.21339828315687476, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7479335101606778, 'colsample_bytree': 0.6961639480283849, 'gamma': 1.8980532320926953, 'reg_alpha': 0.8915003318388148, 'reg_lambda': 1.9967092041963306}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,060] Trial 125 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 177, 'learning_rate': 0.2070105745221788, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7465752169944938, 'colsample_bytree': 0.6766920394247584, 'gamma': 2.6965974114772577, 'reg_alpha': 0.8387475604272019, 'reg_lambda': 1.934704953149395}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,155] Trial 126 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 66, 'learning_rate': 0.17436081833368977, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7909861936096431, 'colsample_bytree': 0.6906747199851776, 'gamma': 2.096344402063819, 'reg_alpha': 0.9277074618205693, 'reg_lambda': 1.9872084154987602}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,340] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.1239541443014132, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8558315605955322, 'colsample_bytree': 0.655958659894286, 'gamma': 2.4930413239304836, 'reg_alpha': 0.961171589737773, 'reg_lambda': 2.0786357520615932}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,512] Trial 128 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 183, 'learning_rate': 0.2310204106544958, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8004895154256909, 'colsample_bytree': 0.7106581083825046, 'gamma': 1.8950032432143706, 'reg_alpha': 0.7800267870698083, 'reg_lambda': 2.266177067490682}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,619] Trial 129 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 196, 'learning_rate': 0.22204219944266565, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8163131686978002, 'colsample_bytree': 0.9803045626625029, 'gamma': 1.970803480155651, 'reg_alpha': 0.9038136121342397, 'reg_lambda': 2.274435856068361}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,754] Trial 130 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 186, 'learning_rate': 0.23700402301500212, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6945550595943769, 'colsample_bytree': 0.6992231024703375, 'gamma': 1.4568388802268184, 'reg_alpha': 0.8629802841143319, 'reg_lambda': 2.187031972191148}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,859] Trial 131 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 182, 'learning_rate': 0.21148547593074474, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7089227794621331, 'colsample_bytree': 0.7140148637970387, 'gamma': 0.7144857734047161, 'reg_alpha': 0.7812618799478412, 'reg_lambda': 2.4393119874401292}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,984] Trial 132 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 165, 'learning_rate': 0.25698834442291674, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8090888667512465, 'colsample_bytree': 0.7076307189340484, 'gamma': 1.8782987454825668, 'reg_alpha': 0.8197334947469446, 'reg_lambda': 2.3630748145324723}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:55,174] Trial 133 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 191, 'learning_rate': 0.2303808704036003, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8337773935455219, 'colsample_bytree': 0.7357301199324864, 'gamma': 1.6975547272704077, 'reg_alpha': 0.803194775217012, 'reg_lambda': 2.14088867384054}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:55,318] Trial 134 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 75, 'learning_rate': 0.05962454982979321, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.797377996185731, 'colsample_bytree': 0.7273468171549872, 'gamma': 2.335285213840624, 'reg_alpha': 0.8497976112349375, 'reg_lambda': 2.495129970830325}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:55,399] Trial 135 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 91, 'learning_rate': 0.18119500709563807, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6643486231213711, 'colsample_bytree': 0.8171580560544589, 'gamma': 0.946186703707955, 'reg_alpha': 0.8820847521854529, 'reg_lambda': 2.0205582245002947}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:55,533] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.19620182738102857, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.73007817889335, 'colsample_bytree': 0.805697613135482, 'gamma': 1.2002064083675725, 'reg_alpha': 0.7495135965310582, 'reg_lambda': 2.2301164813492385}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:55,598] Trial 137 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 52, 'learning_rate': 0.29874962279155826, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7790054601285894, 'colsample_bytree': 0.7230739188326037, 'gamma': 2.186494384508246, 'reg_alpha': 0.4586837921702169, 'reg_lambda': 2.087984193074296}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:55,816] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 141, 'learning_rate': 0.06979912989194381, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.8239592692505051, 'colsample_bytree': 0.6970294621879751, 'gamma': 0.5728766692186735, 'reg_alpha': 0.7636113301059217, 'reg_lambda': 2.5560319361770367}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,079] Trial 139 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 237, 'learning_rate': 0.24586324342803517, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8029669440791658, 'colsample_bytree': 0.7086417323152093, 'gamma': 1.1057452811278716, 'reg_alpha': 0.9312309008599026, 'reg_lambda': 1.862796343998006}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,243] Trial 140 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 128, 'learning_rate': 0.2674411263823156, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8143759157202748, 'colsample_bytree': 0.6826678518645073, 'gamma': 0.8053124437723775, 'reg_alpha': 0.99975256653356, 'reg_lambda': 2.2638958395938675}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,337] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 133, 'learning_rate': 0.26477219861365925, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8124378054390251, 'colsample_bytree': 0.6831318140413041, 'gamma': 0.7965096256641221, 'reg_alpha': 0.9709866826783929, 'reg_lambda': 2.2941230170064295}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,455] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.2640951828812036, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8115503116512813, 'colsample_bytree': 0.6870948330535989, 'gamma': 0.7534093717255492, 'reg_alpha': 0.988018541568318, 'reg_lambda': 2.3037038225328392}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,543] Trial 143 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 128, 'learning_rate': 0.2684607735584951, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8135106334774808, 'colsample_bytree': 0.6671403711099694, 'gamma': 0.6892542351901053, 'reg_alpha': 0.99464620223791, 'reg_lambda': 2.266624499274092}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,778] Trial 144 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 129, 'learning_rate': 0.2619569863357916, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8285692166709938, 'colsample_bytree': 0.6614922217965215, 'gamma': 0.21029933960166525, 'reg_alpha': 0.9981666476486785, 'reg_lambda': 2.289503250876416}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,867] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 124, 'learning_rate': 0.22914360140656168, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8004507902141418, 'colsample_bytree': 0.6763937172636596, 'gamma': 0.6406645850687142, 'reg_alpha': 0.9736710070858506, 'reg_lambda': 2.25471318817754}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,986] Trial 146 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 115, 'learning_rate': 0.2286392794177303, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.816811521964928, 'colsample_bytree': 0.676984625657124, 'gamma': 0.6481411468755153, 'reg_alpha': 0.9788387236605125, 'reg_lambda': 2.246239876038727}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,079] Trial 147 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 125, 'learning_rate': 0.2736098607019547, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8465563217866338, 'colsample_bytree': 0.6504910087161083, 'gamma': 0.44797862432489094, 'reg_alpha': 0.9689588311158032, 'reg_lambda': 2.3284713527752787}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,207] Trial 148 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 121, 'learning_rate': 0.21378098309869986, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.798968724275959, 'colsample_bytree': 0.6409722773023729, 'gamma': 0.8108328977041638, 'reg_alpha': 0.9507761629296085, 'reg_lambda': 2.185536748755721}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,296] Trial 149 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 131, 'learning_rate': 0.24120211446511064, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8388355277448534, 'colsample_bytree': 0.6846072865059026, 'gamma': 0.7229599717512305, 'reg_alpha': 0.9908143284857154, 'reg_lambda': 2.262584766155615}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,420] Trial 150 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.21752788923579283, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8127187985468602, 'colsample_bytree': 0.6679593238090074, 'gamma': 0.573815857184346, 'reg_alpha': 0.9761786596434737, 'reg_lambda': 2.3924624291658443}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,583] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 124, 'learning_rate': 0.25918116476682135, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8024424703018952, 'colsample_bytree': 0.6759195459858945, 'gamma': 0.7725840359457189, 'reg_alpha': 0.9975151255259086, 'reg_lambda': 2.19924847193819}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,716] Trial 152 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 124, 'learning_rate': 0.27044095741239615, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7839410596712107, 'colsample_bytree': 0.6783674759969168, 'gamma': 0.7192715990508257, 'reg_alpha': 0.9949664526628128, 'reg_lambda': 2.1920866067728104}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,812] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.24890124126819027, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7933046574022714, 'colsample_bytree': 0.6634029801175141, 'gamma': 0.8904102325003774, 'reg_alpha': 0.96227800794286, 'reg_lambda': 2.2996218353731925}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,931] Trial 154 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.2812690556909924, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8242294918315133, 'colsample_bytree': 0.6912865165261629, 'gamma': 0.4649372203237021, 'reg_alpha': 0.9428647118616023, 'reg_lambda': 2.148023147589093}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,017] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 117, 'learning_rate': 0.2263653834342284, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8038192234195053, 'colsample_bytree': 0.6768581243180375, 'gamma': 0.6152422330211494, 'reg_alpha': 0.9735924068023544, 'reg_lambda': 2.3386273259558985}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,142] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.2034423140570381, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8206645675454635, 'colsample_bytree': 0.6416223240150183, 'gamma': 0.7579093593885584, 'reg_alpha': 0.9497824410288332, 'reg_lambda': 2.2061978182856743}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,340] Trial 157 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.2042434390973428, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8343676929436116, 'colsample_bytree': 0.624232941883137, 'gamma': 0.780360081437983, 'reg_alpha': 0.9987723043718337, 'reg_lambda': 2.2343773745115163}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,430] Trial 158 finished with value: 0.738095238095238 and parameters: {'n_estimators': 132, 'learning_rate': 0.23396578159585812, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8201893608103503, 'colsample_bytree': 0.6402711706023165, 'gamma': 0.9506494346490624, 'reg_alpha': 0.9491217326603894, 'reg_lambda': 2.2593919208745277}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,559] Trial 159 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 135, 'learning_rate': 0.2610191785030575, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.741885017464789, 'colsample_bytree': 0.685516628749244, 'gamma': 0.3753810729918965, 'reg_alpha': 0.9206407802172536, 'reg_lambda': 2.187952653859379}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,651] Trial 160 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.25814850039536735, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7373192187842074, 'colsample_bytree': 0.6577532060744029, 'gamma': 0.290665371861917, 'reg_alpha': 0.9246292482884837, 'reg_lambda': 2.1645019589247654}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,780] Trial 161 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 136, 'learning_rate': 0.25688728389177384, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.724876301592733, 'colsample_bytree': 0.6648342687964711, 'gamma': 0.231317390506465, 'reg_alpha': 0.9313905357381891, 'reg_lambda': 2.1618923833915735}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,877] Trial 162 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 137, 'learning_rate': 0.26165848809117864, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7363784495545332, 'colsample_bytree': 0.6578159972854818, 'gamma': 0.1210112624102117, 'reg_alpha': 0.9230462423245579, 'reg_lambda': 2.1538350825513666}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,001] Trial 163 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 134, 'learning_rate': 0.2841060975683286, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7173401903476766, 'colsample_bytree': 0.6699301138312433, 'gamma': 0.17428665258668835, 'reg_alpha': 0.9318607844616966, 'reg_lambda': 2.1839755747492697}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,147] Trial 164 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 141, 'learning_rate': 0.25612763948705825, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7415408312043864, 'colsample_bytree': 0.6469019286424925, 'gamma': 0.3733290493512337, 'reg_alpha': 0.9546396813234607, 'reg_lambda': 2.116491913865406}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,334] Trial 165 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 120, 'learning_rate': 0.27315271408460423, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7305834185125964, 'colsample_bytree': 0.6857512458775773, 'gamma': 0.2253628216432288, 'reg_alpha': 0.9135047906474484, 'reg_lambda': 2.2988576865522443}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,477] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 136, 'learning_rate': 0.19186738651873403, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7204987502647967, 'colsample_bytree': 0.615045320083603, 'gamma': 0.373803034605727, 'reg_alpha': 0.9991205069580321, 'reg_lambda': 2.2034512121876393}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,577] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.19649980968599745, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6990366864523425, 'colsample_bytree': 0.6144541449632832, 'gamma': 0.28426475219829994, 'reg_alpha': 0.9984143360709794, 'reg_lambda': 2.3707183566854755}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,711] Trial 168 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 144, 'learning_rate': 0.24952106113414954, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.708392631914534, 'colsample_bytree': 0.6349938343213594, 'gamma': 0.05943039209602882, 'reg_alpha': 0.9754164415806827, 'reg_lambda': 2.1946568672865565}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,828] Trial 169 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 139, 'learning_rate': 0.2995312442383732, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7183855891039717, 'colsample_bytree': 0.6681018256179512, 'gamma': 0.3362767572964167, 'reg_alpha': 0.9412862258633254, 'reg_lambda': 2.321961153053396}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:00,137] Trial 170 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 114, 'learning_rate': 0.26030711677210533, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6840329829396747, 'colsample_bytree': 0.6167679081974796, 'gamma': 3.658762744640498e-05, 'reg_alpha': 0.9607649249706856, 'reg_lambda': 2.1164494028740957}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:00,399] Trial 171 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 129, 'learning_rate': 0.22084522467074605, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7246047571403742, 'colsample_bytree': 0.6947170725090368, 'gamma': 0.5011553378844807, 'reg_alpha': 0.9000389500574577, 'reg_lambda': 2.2074982942938823}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:00,512] Trial 172 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 135, 'learning_rate': 0.02477977022393629, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7482160678756384, 'colsample_bytree': 0.6603308276537929, 'gamma': 0.31446749489665793, 'reg_alpha': 0.9376749533528119, 'reg_lambda': 2.1553641244461135}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:00,629] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 122, 'learning_rate': 0.2097476645271983, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7269082001374725, 'colsample_bytree': 0.6857762517664949, 'gamma': 0.44226300573971633, 'reg_alpha': 0.9639464701247592, 'reg_lambda': 2.05684468902249}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:00,767] Trial 174 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 131, 'learning_rate': 0.23949351040204728, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7434635151221053, 'colsample_bytree': 0.6514221687095346, 'gamma': 0.730658951440198, 'reg_alpha': 0.28982005338414185, 'reg_lambda': 2.2406125412066293}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:00,954] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.18811068421205823, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8140446978570697, 'colsample_bytree': 0.6980710134677499, 'gamma': 0.5399006450017604, 'reg_alpha': 0.9113965176440377, 'reg_lambda': 2.1034120665981106}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,088] Trial 176 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.27347757501542885, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7581654793622424, 'colsample_bytree': 0.6831658119404852, 'gamma': 0.8432805165514419, 'reg_alpha': 0.980558100491673, 'reg_lambda': 2.3117820489190533}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,244] Trial 177 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 136, 'learning_rate': 0.2131244772645422, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7111409841860075, 'colsample_bytree': 0.6439624608608018, 'gamma': 0.273511707116166, 'reg_alpha': 0.9485196588193738, 'reg_lambda': 2.1647972120010306}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,382] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 183, 'learning_rate': 0.23968366973387886, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8112188491702435, 'colsample_bytree': 0.6048926870774772, 'gamma': 0.39416122216013355, 'reg_alpha': 0.9834550003056509, 'reg_lambda': 2.2853132746078675}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,471] Trial 179 finished with value: 0.761904761904762 and parameters: {'n_estimators': 128, 'learning_rate': 0.28503200525964706, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8307309792977449, 'colsample_bytree': 0.7021014409573965, 'gamma': 0.6262619489667594, 'reg_alpha': 0.9232839513808722, 'reg_lambda': 2.219700274024873}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,703] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.2869857870717356, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8280625530248934, 'colsample_bytree': 0.6270695339701315, 'gamma': 0.6556605554029327, 'reg_alpha': 0.9229896079636736, 'reg_lambda': 2.399184163469085}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,847] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 120, 'learning_rate': 0.25434372874380984, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7330828507732601, 'colsample_bytree': 0.7054631614214363, 'gamma': 0.5395308422854338, 'reg_alpha': 0.8950351306901716, 'reg_lambda': 2.2154875749443885}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,979] Trial 182 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.2653933058436415, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.837058166003989, 'colsample_bytree': 0.6915966143433411, 'gamma': 0.9292747303994093, 'reg_alpha': 0.07418968343467641, 'reg_lambda': 2.263774515875375}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,072] Trial 183 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 138, 'learning_rate': 0.09017128699021719, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8216747999534206, 'colsample_bytree': 0.7023400666741786, 'gamma': 0.8009605730812264, 'reg_alpha': 0.9525625623272799, 'reg_lambda': 2.134299826818298}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,209] Trial 184 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 133, 'learning_rate': 0.28351902611635377, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.852291532309204, 'colsample_bytree': 0.6731429181196219, 'gamma': 0.6309126191711665, 'reg_alpha': 0.997349749128335, 'reg_lambda': 2.2147241905531363}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,438] Trial 185 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 142, 'learning_rate': 0.22864067596256232, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.829042658514063, 'colsample_bytree': 0.6609282231916809, 'gamma': 0.7607197151955644, 'reg_alpha': 0.93149410422318, 'reg_lambda': 2.3446915500398857}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,532] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.2030920819975069, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8092319498101159, 'colsample_bytree': 0.682130023333617, 'gamma': 0.12042271996207975, 'reg_alpha': 0.8862610619735442, 'reg_lambda': 2.061682373097909}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,647] Trial 187 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.2996593027733759, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.7408145831131671, 'colsample_bytree': 0.7135344182354577, 'gamma': 0.45384386310947933, 'reg_alpha': 0.9709723620595153, 'reg_lambda': 2.173437724070241}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,783] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.25147677529608947, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8180948933113099, 'colsample_bytree': 0.6685428368501801, 'gamma': 1.016425311240843, 'reg_alpha': 0.9164308192278525, 'reg_lambda': 2.2988405534995113}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,908] Trial 189 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 118, 'learning_rate': 0.186196680634273, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7235002080375735, 'colsample_bytree': 0.6914110809702773, 'gamma': 0.5535820366881714, 'reg_alpha': 0.9572947574277297, 'reg_lambda': 2.1056250892612436}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,995] Trial 190 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 130, 'learning_rate': 0.23893356430786697, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7534428455990814, 'colsample_bytree': 0.6989609653415981, 'gamma': 2.104780685134393, 'reg_alpha': 0.9015971739519868, 'reg_lambda': 2.2501325974400888}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,294] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 124, 'learning_rate': 0.2232778325789721, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7973127773354709, 'colsample_bytree': 0.6767948891200504, 'gamma': 0.6321085137445562, 'reg_alpha': 0.9772535591996222, 'reg_lambda': 2.25455146192794}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,398] Trial 192 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 123, 'learning_rate': 0.26660965096821515, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.790516010134113, 'colsample_bytree': 0.6791283541189701, 'gamma': 0.6840762641100802, 'reg_alpha': 0.9830970484005191, 'reg_lambda': 2.2131443136605586}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,514] Trial 193 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 85, 'learning_rate': 0.2299392782736093, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8091224217516068, 'colsample_bytree': 0.654598456081589, 'gamma': 0.9342805515263866, 'reg_alpha': 0.9373494574327114, 'reg_lambda': 2.366033964678942}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,645] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.21569291688293654, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8013518062475747, 'colsample_bytree': 0.6671527216708639, 'gamma': 0.8468517192149904, 'reg_alpha': 0.9664907905469998, 'reg_lambda': 2.1499857183055258}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,733] Trial 195 finished with value: 0.744047619047619 and parameters: {'n_estimators': 137, 'learning_rate': 0.19558867962528045, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8176490524052461, 'colsample_bytree': 0.6890456974234139, 'gamma': 0.8584867408807388, 'reg_alpha': 0.9963345671566817, 'reg_lambda': 2.144505107924232}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,852] Trial 196 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 146, 'learning_rate': 0.21469023958510194, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.827991417994808, 'colsample_bytree': 0.6636043454171122, 'gamma': 1.0522800083007882, 'reg_alpha': 0.9543389063474549, 'reg_lambda': 2.180586379505701}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,971] Trial 197 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 97, 'learning_rate': 0.24654320178076358, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8029636862366205, 'colsample_bytree': 0.7073237156414061, 'gamma': 0.7874598436408946, 'reg_alpha': 0.8779677357518959, 'reg_lambda': 2.0316978604890146}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:04,186] Trial 198 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 170, 'learning_rate': 0.2679348167336241, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8399784872467071, 'colsample_bytree': 0.6670775907926857, 'gamma': 0.3514475363159365, 'reg_alpha': 0.921662634558912, 'reg_lambda': 2.084286334857337}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:04,293] Trial 199 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 178, 'learning_rate': 0.2801270487761669, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7354553390060616, 'colsample_bytree': 0.6549628705270945, 'gamma': 0.8947413146525293, 'reg_alpha': 0.9648320903879253, 'reg_lambda': 2.2978222040422747}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:04,296] A new study created in memory with name: no-name-1cbdc47e-7a80-41f9-bc13-ef08647911c5
[I 2025-11-03 19:25:04,596] Trial 0 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 152, 'learning_rate': 0.060528343784327934, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.656378112488707, 'colsample_bytree': 0.7048088162708235, 'gamma': 0.7701176170924384, 'reg_alpha': 0.0662316691066297, 'reg_lambda': 0.8590878863560348}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:04,726] Trial 1 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.010834118594553873, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9869887085985173, 'colsample_bytree': 0.7688143654808723, 'gamma': 3.681774367440549, 'reg_alpha': 0.5359777116730258, 'reg_lambda': 2.3640234439691}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:04,817] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 71, 'learning_rate': 0.016947547241283573, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7758853402360635, 'colsample_bytree': 0.8057838169042354, 'gamma': 3.517102234631993, 'reg_alpha': 0.34468466780823903, 'reg_lambda': 1.75599333836413}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:04,986] Trial 3 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 170, 'learning_rate': 0.09356918150544295, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8077732936735519, 'colsample_bytree': 0.6157719027680092, 'gamma': 0.13962162776673726, 'reg_alpha': 0.26455689183473763, 'reg_lambda': 2.991285395402784}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,092] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.06512295774398894, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.8942721902605104, 'colsample_bytree': 0.9739505785124662, 'gamma': 3.0905049660590986, 'reg_alpha': 0.5818255249931286, 'reg_lambda': 0.8332360215465402}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,135] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 23, 'learning_rate': 0.12905444700982308, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.8997006825230502, 'colsample_bytree': 0.8333771088363651, 'gamma': 4.930952930432565, 'reg_alpha': 0.2462186624213546, 'reg_lambda': 2.914876564977637}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,314] Trial 6 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 138, 'learning_rate': 0.04586454024154115, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.690303308321333, 'colsample_bytree': 0.7085153377993437, 'gamma': 4.438385322255631, 'reg_alpha': 0.3666634828859857, 'reg_lambda': 2.2843718862749958}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,444] Trial 7 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 133, 'learning_rate': 0.2670078471657084, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.743659614246764, 'colsample_bytree': 0.7122263092663863, 'gamma': 3.4088319717368343, 'reg_alpha': 0.22582849403834837, 'reg_lambda': 1.9443124332809123}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,619] Trial 8 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 216, 'learning_rate': 0.2590166212346978, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9957312779275034, 'colsample_bytree': 0.6166174120461866, 'gamma': 4.83670560988031, 'reg_alpha': 0.6622798576649267, 'reg_lambda': 2.1953754214235124}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,696] Trial 9 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.15543096764106734, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6116597969252148, 'colsample_bytree': 0.7261083905424727, 'gamma': 0.5632124961374246, 'reg_alpha': 0.964582815111001, 'reg_lambda': 2.1541663733018312}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,862] Trial 10 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 86, 'learning_rate': 0.039388776526634646, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6390895430965567, 'colsample_bytree': 0.8978018479781571, 'gamma': 1.525379979480157, 'reg_alpha': 0.03078347789905833, 'reg_lambda': 0.6514511353012786}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:06,042] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 81, 'learning_rate': 0.03316376767242759, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6331445174616326, 'colsample_bytree': 0.9062615756759944, 'gamma': 1.3888476452530947, 'reg_alpha': 0.01159634181845795, 'reg_lambda': 0.5480379018262114}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:06,174] Trial 12 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 78, 'learning_rate': 0.02831250291719509, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6022712484846063, 'colsample_bytree': 0.9177857364846818, 'gamma': 1.5837136425257097, 'reg_alpha': 0.0025468645697194515, 'reg_lambda': 0.5199382292835798}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:06,259] Trial 13 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 79, 'learning_rate': 0.02195284587803269, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6976231154327088, 'colsample_bytree': 0.9109542777350305, 'gamma': 1.960665856814585, 'reg_alpha': 0.0918449879605069, 'reg_lambda': 1.3077023812208304}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:06,440] Trial 14 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 28, 'learning_rate': 0.027314031666611217, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6149422927936049, 'colsample_bytree': 0.9918633106589263, 'gamma': 2.1016280912854537, 'reg_alpha': 0.8214853647682423, 'reg_lambda': 1.3152004894245075}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:06,583] Trial 15 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 103, 'learning_rate': 0.01415246610894374, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.699894256802783, 'colsample_bytree': 0.8873794801803709, 'gamma': 1.3530318690621252, 'reg_alpha': 0.11875907979272739, 'reg_lambda': 0.5587496237240219}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:06,950] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.039415797889345024, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8405433132556198, 'colsample_bytree': 0.8531296521679081, 'gamma': 2.6433860934696916, 'reg_alpha': 0.41832249080551787, 'reg_lambda': 1.2403111619145348}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,061] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 102, 'learning_rate': 0.026018099248856036, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.600120414748373, 'colsample_bytree': 0.9494430428841637, 'gamma': 1.5228224574086193, 'reg_alpha': 0.17391621529124704, 'reg_lambda': 0.9436690843605793}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,142] Trial 18 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 58, 'learning_rate': 0.07840155315130051, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6646828902841061, 'colsample_bytree': 0.9331992798528135, 'gamma': 2.4258251824467507, 'reg_alpha': 0.024578377984019795, 'reg_lambda': 1.037129061402226}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,253] Trial 19 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 103, 'learning_rate': 0.020035603152580416, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7456940321874042, 'colsample_bytree': 0.8724212870875477, 'gamma': 0.9226574938437848, 'reg_alpha': 0.6960167041089789, 'reg_lambda': 1.5377252622690876}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,427] Trial 20 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 43, 'learning_rate': 0.04546702223441197, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7264320624813424, 'colsample_bytree': 0.8156365880806116, 'gamma': 1.9073688901287422, 'reg_alpha': 0.4530698395306926, 'reg_lambda': 0.5260659951550014}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,690] Trial 21 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 43, 'learning_rate': 0.04591585352496402, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6555167984762741, 'colsample_bytree': 0.814846443091739, 'gamma': 1.9541558859633676, 'reg_alpha': 0.46890991920982966, 'reg_lambda': 0.5087406330900821}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,800] Trial 22 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 43, 'learning_rate': 0.03156124041251714, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.724323707775891, 'colsample_bytree': 0.7592457197474841, 'gamma': 1.6443687365633446, 'reg_alpha': 0.16265616938077987, 'reg_lambda': 0.753194186309255}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,917] Trial 23 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 90, 'learning_rate': 0.05312711984529466, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6450143211795617, 'colsample_bytree': 0.8600965784549198, 'gamma': 1.0447889884526689, 'reg_alpha': 0.32840896601629177, 'reg_lambda': 1.0977993064720617}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,989] Trial 24 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 66, 'learning_rate': 0.03638439307031001, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6878935741979837, 'colsample_bytree': 0.9426404282424551, 'gamma': 2.587753217353666, 'reg_alpha': 0.8282726901091472, 'reg_lambda': 0.6666168311809146}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,123] Trial 25 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 57, 'learning_rate': 0.09198563214499121, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7784178251343337, 'colsample_bytree': 0.9697611075230155, 'gamma': 2.7804565353500346, 'reg_alpha': 0.9525247407419641, 'reg_lambda': 0.7651868863170015}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,206] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 116, 'learning_rate': 0.038996884957878376, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7208863686675203, 'colsample_bytree': 0.8366835157964321, 'gamma': 2.210528023816081, 'reg_alpha': 0.8602527037786663, 'reg_lambda': 0.7124979225681225}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,377] Trial 27 finished with value: 0.699404761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.07318769705605509, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6837994662741939, 'colsample_bytree': 0.8832214766118736, 'gamma': 2.9219001190921183, 'reg_alpha': 0.7813428320100468, 'reg_lambda': 1.1648328755406567}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,482] Trial 28 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 65, 'learning_rate': 0.05143411950765977, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8229759295547112, 'colsample_bytree': 0.7710860635564428, 'gamma': 3.8525621988520813, 'reg_alpha': 0.6075189558313939, 'reg_lambda': 1.4183320819891003}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,548] Trial 29 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 45, 'learning_rate': 0.11531584526432977, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.6659806858184087, 'colsample_bytree': 0.6505354339128442, 'gamma': 0.5584580055714148, 'reg_alpha': 0.7539053652842231, 'reg_lambda': 0.994288462479888}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,686] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 155, 'learning_rate': 0.061986046186706424, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7374033153169814, 'colsample_bytree': 0.9384163495511035, 'gamma': 2.4544373663650063, 'reg_alpha': 0.46333367387422925, 'reg_lambda': 1.5502807198479975}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,816] Trial 31 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 172, 'learning_rate': 0.0606069750575828, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7597971816085757, 'colsample_bytree': 0.9464160892735449, 'gamma': 2.457402549380687, 'reg_alpha': 0.49287966741956674, 'reg_lambda': 2.63523742713649}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,950] Trial 32 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 152, 'learning_rate': 0.041753817711790535, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7179380173756357, 'colsample_bytree': 0.9962442472348778, 'gamma': 3.140555335900209, 'reg_alpha': 0.41676400022950827, 'reg_lambda': 1.5711621063616081}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,141] Trial 33 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 161, 'learning_rate': 0.04599361958061142, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7291403935082789, 'colsample_bytree': 0.9913766686886839, 'gamma': 4.039272736282633, 'reg_alpha': 0.4292051760131357, 'reg_lambda': 1.601468329555049}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,246] Trial 34 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 191, 'learning_rate': 0.05969215492009286, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7840427575924253, 'colsample_bytree': 0.9660600902013584, 'gamma': 3.445491927141453, 'reg_alpha': 0.5786982088349921, 'reg_lambda': 1.7846780256304589}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,370] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 149, 'learning_rate': 0.07705486458962822, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8454469102596716, 'colsample_bytree': 0.7873677695257413, 'gamma': 3.214556266733869, 'reg_alpha': 0.36467296390923903, 'reg_lambda': 1.878478652425073}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,494] Trial 36 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 152, 'learning_rate': 0.08881793557361967, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8555222009763502, 'colsample_bytree': 0.7865469269086733, 'gamma': 3.205987860967362, 'reg_alpha': 0.3544821000064455, 'reg_lambda': 1.8859311852684397}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,733] Trial 37 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 183, 'learning_rate': 0.11278577876709586, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.926798163684354, 'colsample_bytree': 0.9011290030981696, 'gamma': 3.1497248615146765, 'reg_alpha': 0.2959742776455535, 'reg_lambda': 2.0198256373567087}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,836] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.010854921982912743, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.872600509603998, 'colsample_bytree': 0.9984110277842101, 'gamma': 4.2540815149779325, 'reg_alpha': 0.39343304841322485, 'reg_lambda': 1.5800524271248626}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,926] Trial 39 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 139, 'learning_rate': 0.16208308168619678, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8060473434123971, 'colsample_bytree': 0.7873814821532504, 'gamma': 3.5790542929089657, 'reg_alpha': 0.5058735187486461, 'reg_lambda': 2.6092633008067825}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:10,150] Trial 40 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 201, 'learning_rate': 0.0736571949159675, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9099168467383467, 'colsample_bytree': 0.928119624640136, 'gamma': 3.0613222881031286, 'reg_alpha': 0.19905410300014273, 'reg_lambda': 1.7428883690222308}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:10,390] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 230, 'learning_rate': 0.07505759115768727, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9525982574119101, 'colsample_bytree': 0.7459032204674726, 'gamma': 3.2224195142444314, 'reg_alpha': 0.2650430347981013, 'reg_lambda': 1.687901906003601}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:10,506] Trial 42 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 195, 'learning_rate': 0.0694776145337938, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9563197366899325, 'colsample_bytree': 0.9279449485713243, 'gamma': 2.8591494472540053, 'reg_alpha': 0.15249058534627336, 'reg_lambda': 2.029210660260238}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:10,758] Trial 43 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.06396476456961095, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9679122147914782, 'colsample_bytree': 0.9643766939474255, 'gamma': 2.3695502067134786, 'reg_alpha': 0.06557850945968846, 'reg_lambda': 2.0716892148170247}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:10,917] Trial 44 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 246, 'learning_rate': 0.14800079419133294, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8804456363007981, 'colsample_bytree': 0.6771705586972904, 'gamma': 2.839615984882235, 'reg_alpha': 0.5591453715457747, 'reg_lambda': 1.8878078579595592}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:11,038] Trial 45 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 124, 'learning_rate': 0.10807854540625865, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7629505526208586, 'colsample_bytree': 0.8953061314055145, 'gamma': 3.853188129389939, 'reg_alpha': 0.11268977221414235, 'reg_lambda': 2.2956533132686037}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:11,188] Trial 46 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 160, 'learning_rate': 0.0537215471973591, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9361993082086677, 'colsample_bytree': 0.9197546539507033, 'gamma': 3.73007479345051, 'reg_alpha': 0.3070323758372341, 'reg_lambda': 2.4373321605757754}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:11,313] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 215, 'learning_rate': 0.08207523829652422, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8355722437297207, 'colsample_bytree': 0.9811404553078156, 'gamma': 2.7069627997623362, 'reg_alpha': 0.059674182257119734, 'reg_lambda': 1.4291270046465145}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:11,601] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.022971913391716864, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.792664189036718, 'colsample_bytree': 0.9502188563758419, 'gamma': 0.23540264122321775, 'reg_alpha': 0.2275486471163364, 'reg_lambda': 2.136873868789058}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:11,743] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 131, 'learning_rate': 0.21988148736350147, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.6257528898070097, 'colsample_bytree': 0.8445307684952835, 'gamma': 4.603536387344346, 'reg_alpha': 0.387226456596688, 'reg_lambda': 1.9688156770693341}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:11,886] Trial 50 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 160, 'learning_rate': 0.032521606122533915, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9751318840101665, 'colsample_bytree': 0.8630712455234364, 'gamma': 2.995609429361026, 'reg_alpha': 0.14044151201043215, 'reg_lambda': 1.8473557891145627}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,040] Trial 51 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 201, 'learning_rate': 0.07046841707078097, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8941011517377505, 'colsample_bytree': 0.9257952196249492, 'gamma': 3.335958436076466, 'reg_alpha': 0.1871663395723122, 'reg_lambda': 1.687836775084008}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,140] Trial 52 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 143, 'learning_rate': 0.0665637983254403, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9062451016676819, 'colsample_bytree': 0.9365872300490151, 'gamma': 2.9254092554973328, 'reg_alpha': 0.2675667035608537, 'reg_lambda': 1.4783726660042207}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,396] Trial 53 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 224, 'learning_rate': 0.10272058579481531, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9187715325173421, 'colsample_bytree': 0.8780766425530038, 'gamma': 2.226350758993704, 'reg_alpha': 0.22188947931554523, 'reg_lambda': 1.707569064612844}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,540] Trial 54 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 193, 'learning_rate': 0.04200736069926831, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9548006594309553, 'colsample_bytree': 0.9606549824901964, 'gamma': 3.5047975915011955, 'reg_alpha': 0.5341401917203716, 'reg_lambda': 1.7933521112682707}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,704] Trial 55 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 207, 'learning_rate': 0.058079038765453235, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8161301885214509, 'colsample_bytree': 0.9186790382887957, 'gamma': 1.7953594407586673, 'reg_alpha': 0.08253765605625496, 'reg_lambda': 1.3418660519765098}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,820] Trial 56 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.08172513050749074, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9930748471284845, 'colsample_bytree': 0.904862047093266, 'gamma': 3.045337834015307, 'reg_alpha': 0.3344097715280443, 'reg_lambda': 2.413406634680163}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,984] Trial 57 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 167, 'learning_rate': 0.047946456176127715, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.862810210243942, 'colsample_bytree': 0.8261880185924286, 'gamma': 1.1462822077825192, 'reg_alpha': 0.2053843187008862, 'reg_lambda': 2.2245203534597584}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:13,122] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 153, 'learning_rate': 0.1376092453142105, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7429134431601035, 'colsample_bytree': 0.9809601997950173, 'gamma': 3.324834780280172, 'reg_alpha': 0.15426286898987082, 'reg_lambda': 2.0535062470350534}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:13,303] Trial 59 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 120, 'learning_rate': 0.2000389216419056, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7516328697810182, 'colsample_bytree': 0.9822002461698363, 'gamma': 3.2976281332463646, 'reg_alpha': 0.024753311581634574, 'reg_lambda': 2.0835921501265426}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:13,411] Trial 60 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 114, 'learning_rate': 0.12386389596528588, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7067002234874664, 'colsample_bytree': 0.9797085585656402, 'gamma': 2.596498957304357, 'reg_alpha': 0.13437136459859178, 'reg_lambda': 2.537931144129307}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:13,543] Trial 61 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 152, 'learning_rate': 0.0366884172701914, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.709337135877628, 'colsample_bytree': 0.9558815911925719, 'gamma': 3.0898732953211394, 'reg_alpha': 0.15391007968386133, 'reg_lambda': 1.9575265457495044}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:13,672] Trial 62 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 131, 'learning_rate': 0.03556118559269209, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7101127925297268, 'colsample_bytree': 0.9525013164320593, 'gamma': 3.629992022702231, 'reg_alpha': 0.04372896452790204, 'reg_lambda': 2.2723896913887685}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:13,767] Trial 63 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 152, 'learning_rate': 0.042676962999595974, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.680300647337433, 'colsample_bytree': 0.9999755158216548, 'gamma': 2.8351282993514997, 'reg_alpha': 0.6236594175547903, 'reg_lambda': 2.0212007946486272}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:13,929] Trial 64 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 166, 'learning_rate': 0.028801002965771608, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7364391332736397, 'colsample_bytree': 0.9606960735509931, 'gamma': 3.417000611067919, 'reg_alpha': 0.1568462058961105, 'reg_lambda': 1.9428412582983066}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:14,017] Trial 65 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 108, 'learning_rate': 0.02449838380003972, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6722033713527025, 'colsample_bytree': 0.937963737673397, 'gamma': 4.089254732875155, 'reg_alpha': 0.099717143125549, 'reg_lambda': 2.160838324825896}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:14,316] Trial 66 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 148, 'learning_rate': 0.05100594044918021, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7668417758064356, 'colsample_bytree': 0.9763006554626867, 'gamma': 2.151487769272308, 'reg_alpha': 0.4233224669317688, 'reg_lambda': 2.8076207828137054}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:14,438] Trial 67 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 134, 'learning_rate': 0.036556866471868836, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6501503590912207, 'colsample_bytree': 0.7235317237479695, 'gamma': 2.6914485096576675, 'reg_alpha': 0.4604747980269721, 'reg_lambda': 0.872234454236115}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:14,647] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 155, 'learning_rate': 0.04022432829238999, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7138235690583198, 'colsample_bytree': 0.9890019758048534, 'gamma': 2.351840276093593, 'reg_alpha': 0.3853986967441809, 'reg_lambda': 1.6457949423096647}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:14,731] Trial 69 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 95, 'learning_rate': 0.09668396239896045, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7400949957242767, 'colsample_bytree': 0.7997838064336622, 'gamma': 3.767013427238811, 'reg_alpha': 0.0005931704629458037, 'reg_lambda': 1.1651970394552564}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:14,852] Trial 70 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 142, 'learning_rate': 0.019343822864760156, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6975185794494546, 'colsample_bytree': 0.9539168472022804, 'gamma': 3.1884201133953347, 'reg_alpha': 0.24952250748915603, 'reg_lambda': 1.8478031426860888}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:15,067] Trial 71 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 202, 'learning_rate': 0.06802233602293095, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7957053542814422, 'colsample_bytree': 0.9348096333113197, 'gamma': 3.0330493181110194, 'reg_alpha': 0.18727298237513365, 'reg_lambda': 1.7730586552354017}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:15,213] Trial 72 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 182, 'learning_rate': 0.030386762294349598, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7761862289368767, 'colsample_bytree': 0.9302729695881858, 'gamma': 3.091811581123172, 'reg_alpha': 0.31088784512219947, 'reg_lambda': 1.5149521539933826}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:15,372] Trial 73 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.058236404264898206, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6418142483933176, 'colsample_bytree': 0.9700832266076048, 'gamma': 2.543354943607063, 'reg_alpha': 0.129105268374748, 'reg_lambda': 1.9451716026815353}. Best is trial 73 with value: 0.7261904761904762.
[I 2025-11-03 19:25:15,488] Trial 74 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 169, 'learning_rate': 0.05701393022370498, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6298736461545837, 'colsample_bytree': 0.9719394407645251, 'gamma': 1.3786674935281777, 'reg_alpha': 0.12287307818001711, 'reg_lambda': 1.9640452323049642}. Best is trial 73 with value: 0.7261904761904762.
[I 2025-11-03 19:25:15,685] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 167, 'learning_rate': 0.04786828486615781, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6344599901926803, 'colsample_bytree': 0.9706596329029219, 'gamma': 1.548279635966513, 'reg_alpha': 0.08888757009048012, 'reg_lambda': 1.916817328900161}. Best is trial 73 with value: 0.7261904761904762.
[I 2025-11-03 19:25:15,939] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 173, 'learning_rate': 0.06066111576064216, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6159991980746439, 'colsample_bytree': 0.9892464811447829, 'gamma': 1.3799190606788456, 'reg_alpha': 0.11969703262239562, 'reg_lambda': 2.0962842258704057}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,069] Trial 77 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 158, 'learning_rate': 0.2868390957559069, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6208187038632427, 'colsample_bytree': 0.9885250235817188, 'gamma': 1.2215734570852748, 'reg_alpha': 0.04388214612124914, 'reg_lambda': 2.1245494299522574}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,198] Trial 78 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.1405226217580387, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6123773512424101, 'colsample_bytree': 0.9959289292182538, 'gamma': 0.7065211830622395, 'reg_alpha': 0.5257566152114271, 'reg_lambda': 2.223980265056337}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,309] Trial 79 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 186, 'learning_rate': 0.05195133228685851, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6371910518698852, 'colsample_bytree': 0.6034523509537779, 'gamma': 1.7184425269826185, 'reg_alpha': 0.4937401448820675, 'reg_lambda': 2.3087588853513443}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,451] Trial 80 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 176, 'learning_rate': 0.0622166996281957, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6647081416011019, 'colsample_bytree': 0.956581390884091, 'gamma': 2.02355337417034, 'reg_alpha': 0.4478565332482547, 'reg_lambda': 1.8269305240649865}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,705] Trial 81 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 165, 'learning_rate': 0.05586362229745169, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6441256072680096, 'colsample_bytree': 0.9700401035991005, 'gamma': 1.4003288337128172, 'reg_alpha': 0.11242219441994107, 'reg_lambda': 1.9906031252866547}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,882] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.03668239077997891, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6001369933249802, 'colsample_bytree': 0.9828968201214904, 'gamma': 1.3087067343320937, 'reg_alpha': 0.11753225986531662, 'reg_lambda': 1.899012531778491}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,990] Trial 83 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 126, 'learning_rate': 0.04380629489706054, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6586699047223775, 'colsample_bytree': 0.9466067512629122, 'gamma': 0.9106000665149214, 'reg_alpha': 0.1675186794043745, 'reg_lambda': 2.066567450043497}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,117] Trial 84 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 125, 'learning_rate': 0.03421973627482423, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6575855249521753, 'colsample_bytree': 0.9418507355199369, 'gamma': 0.3575414409293636, 'reg_alpha': 0.16232191826614162, 'reg_lambda': 2.067299264422161}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,294] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.043673004976963956, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6785331504637813, 'colsample_bytree': 0.9122134234688348, 'gamma': 0.8631041825674576, 'reg_alpha': 0.279966069717524, 'reg_lambda': 1.58493276467783}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,383] Trial 86 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.04420703299353377, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.677960932239698, 'colsample_bytree': 0.8966513219741984, 'gamma': 0.7620618595302653, 'reg_alpha': 0.28395170132384884, 'reg_lambda': 1.3759661605055271}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,515] Trial 87 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 141, 'learning_rate': 0.04974261364371384, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6933762552688826, 'colsample_bytree': 0.9131849979336824, 'gamma': 0.9790366106296959, 'reg_alpha': 0.23160962541974894, 'reg_lambda': 1.5893286362308188}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,742] Trial 88 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 75, 'learning_rate': 0.03987061074593898, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6553640598153128, 'colsample_bytree': 0.7743052686974633, 'gamma': 0.5852520789490244, 'reg_alpha': 0.3664388698824598, 'reg_lambda': 0.6001099742326287}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,859] Trial 89 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 72, 'learning_rate': 0.039256813939183594, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6582590502790538, 'colsample_bytree': 0.7522863462896905, 'gamma': 0.4811247979744076, 'reg_alpha': 0.325345346855787, 'reg_lambda': 0.6600207573556524}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,981] Trial 90 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 84, 'learning_rate': 0.026097821497200732, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6414045922458109, 'colsample_bytree': 0.7661695634449976, 'gamma': 0.8446893980290896, 'reg_alpha': 0.41166890961998337, 'reg_lambda': 0.622072997377511}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:18,050] Trial 91 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 51, 'learning_rate': 0.04436481802260382, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.622365760249249, 'colsample_bytree': 0.7865931316235107, 'gamma': 0.641464170646797, 'reg_alpha': 0.35574630752337494, 'reg_lambda': 0.5847036683232982}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:18,153] Trial 92 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 70, 'learning_rate': 0.06275102794315386, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6709133092269992, 'colsample_bytree': 0.7359231689338134, 'gamma': 1.0472058346061837, 'reg_alpha': 0.3725068312219387, 'reg_lambda': 0.8647893995237428}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:18,290] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 137, 'learning_rate': 0.04070679593881066, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.651941850911319, 'colsample_bytree': 0.8024877874002113, 'gamma': 0.8613296817649813, 'reg_alpha': 0.4046740556544168, 'reg_lambda': 1.2565824982629983}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:18,495] Trial 94 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.030813697049278256, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.6834466276034704, 'colsample_bytree': 0.7776427308083466, 'gamma': 0.0026289655950610946, 'reg_alpha': 0.4402196456599024, 'reg_lambda': 0.7755938846351844}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:18,823] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 148, 'learning_rate': 0.17155968008341074, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7180230918553759, 'colsample_bytree': 0.8854329567451742, 'gamma': 0.3427287021580845, 'reg_alpha': 0.4696811752254991, 'reg_lambda': 1.4814721187371949}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:18,925] Trial 96 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 128, 'learning_rate': 0.23879779795870323, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7262469940916039, 'colsample_bytree': 0.9080489778726782, 'gamma': 0.3370733586836825, 'reg_alpha': 0.47353115950054303, 'reg_lambda': 1.493325044604732}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,050] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 156, 'learning_rate': 0.18433663317354718, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7546526263369004, 'colsample_bytree': 0.8742910321451768, 'gamma': 0.552830425477961, 'reg_alpha': 0.07019330607672242, 'reg_lambda': 1.4423072032406141}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,170] Trial 98 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 96, 'learning_rate': 0.16384392239584752, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7186145687360648, 'colsample_bytree': 0.8884794569125194, 'gamma': 0.4338790089240347, 'reg_alpha': 0.041034784700035846, 'reg_lambda': 1.6384537110017228}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,226] Trial 99 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 23, 'learning_rate': 0.04627652393103545, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6126288490805382, 'colsample_bytree': 0.9453553740356486, 'gamma': 0.22396445055248426, 'reg_alpha': 0.18530278164951944, 'reg_lambda': 1.5452250985021274}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,373] Trial 100 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 20, 'learning_rate': 0.1709401581091387, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6084990877654668, 'colsample_bytree': 0.9459243816956024, 'gamma': 0.13926189416129783, 'reg_alpha': 0.1769298275426533, 'reg_lambda': 1.7382763783686181}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,478] Trial 101 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 28, 'learning_rate': 0.04612461899706603, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6193276015158576, 'colsample_bytree': 0.9194463327975881, 'gamma': 0.20678567042098855, 'reg_alpha': 0.21925198043167254, 'reg_lambda': 1.5364572566933916}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,584] Trial 102 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 36, 'learning_rate': 0.03370787634846056, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6084593378125159, 'colsample_bytree': 0.9652465193730265, 'gamma': 0.01710506998917896, 'reg_alpha': 0.27429905500789054, 'reg_lambda': 1.6302751940855449}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,751] Trial 103 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 61, 'learning_rate': 0.054238108636186014, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7326377623195739, 'colsample_bytree': 0.9883568742254019, 'gamma': 0.6851832952817716, 'reg_alpha': 0.47502027531351565, 'reg_lambda': 1.564246255422058}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,907] Trial 104 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.04232291460313416, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7039304101188594, 'colsample_bytree': 0.9472068543250157, 'gamma': 1.0160695614991477, 'reg_alpha': 0.13623098475809983, 'reg_lambda': 1.3714083984035426}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,028] Trial 105 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 113, 'learning_rate': 0.1382483897204852, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6306057847859508, 'colsample_bytree': 0.8906876069785128, 'gamma': 1.1540258532815195, 'reg_alpha': 0.5097183811487915, 'reg_lambda': 1.2988662269367275}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,233] Trial 106 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.049223894208264195, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6471035955763882, 'colsample_bytree': 0.977083845076114, 'gamma': 0.5935934286909319, 'reg_alpha': 0.08645389279895593, 'reg_lambda': 1.6742350342021248}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,378] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.04969784505282963, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6408980836232862, 'colsample_bytree': 0.9243868675003527, 'gamma': 0.8485999238220355, 'reg_alpha': 0.0938021591973616, 'reg_lambda': 1.6764651389461385}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,527] Trial 108 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 164, 'learning_rate': 0.049878055413609144, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6436566893312248, 'colsample_bytree': 0.8639850780395434, 'gamma': 0.6064732778484931, 'reg_alpha': 0.08182527656358748, 'reg_lambda': 1.0850552590250537}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,672] Trial 109 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 163, 'learning_rate': 0.04904726377587105, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6591294659186063, 'colsample_bytree': 0.8593458939183424, 'gamma': 0.6107373233570501, 'reg_alpha': 0.2038502906496047, 'reg_lambda': 1.6821623748412344}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,789] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 177, 'learning_rate': 0.05680081016452982, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6503288029082572, 'colsample_bytree': 0.8610062755642107, 'gamma': 0.5976590012106421, 'reg_alpha': 0.18290290408851098, 'reg_lambda': 1.1546230476877473}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,976] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 181, 'learning_rate': 0.049148583328586966, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6631612190483472, 'colsample_bytree': 0.8493712584872622, 'gamma': 0.4598468757909747, 'reg_alpha': 0.24416623088556177, 'reg_lambda': 1.6882197289697627}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:21,159] Trial 112 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.03847929098595745, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6723017441950097, 'colsample_bytree': 0.8451174519915486, 'gamma': 0.3591724602137041, 'reg_alpha': 0.2461520977222717, 'reg_lambda': 1.811736724140066}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:21,318] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.04770551645586588, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6602879222439914, 'colsample_bytree': 0.8492849489151397, 'gamma': 0.4782778391275997, 'reg_alpha': 0.20227160547319692, 'reg_lambda': 1.6967148131300327}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:21,478] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.04745179953888659, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6613664982337984, 'colsample_bytree': 0.8254541574133015, 'gamma': 0.5625357261240739, 'reg_alpha': 0.19901338493123974, 'reg_lambda': 1.7369500049865023}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:21,665] Trial 115 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 188, 'learning_rate': 0.052140133404177884, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6562354745681019, 'colsample_bytree': 0.8399479696481322, 'gamma': 0.5107958049644992, 'reg_alpha': 0.20580378777265168, 'reg_lambda': 1.7073907560220665}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:21,789] Trial 116 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.04842909312654257, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6599422285589743, 'colsample_bytree': 0.824275740266255, 'gamma': 0.4852798887902833, 'reg_alpha': 0.201000668827663, 'reg_lambda': 1.709595312418131}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:22,114] Trial 117 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 187, 'learning_rate': 0.05334984474232377, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6476120912529235, 'colsample_bytree': 0.8363047942226923, 'gamma': 0.21383989200122944, 'reg_alpha': 0.21396431649045666, 'reg_lambda': 1.7512582318196157}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:22,231] Trial 118 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 182, 'learning_rate': 0.06094425306326965, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6659869131753837, 'colsample_bytree': 0.8494987955160441, 'gamma': 0.7500294361276875, 'reg_alpha': 0.252762610440126, 'reg_lambda': 0.9602701236109604}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:22,379] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.05744497765750353, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6659311598764902, 'colsample_bytree': 0.850788182441288, 'gamma': 0.728355705383988, 'reg_alpha': 0.2506976095919731, 'reg_lambda': 0.9557738018142995}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:22,537] Trial 120 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 179, 'learning_rate': 0.06154703781098994, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6283068481238001, 'colsample_bytree': 0.8125895467363509, 'gamma': 0.7266644204781529, 'reg_alpha': 0.25211060735956536, 'reg_lambda': 0.9820392762647839}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:22,725] Trial 121 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 197, 'learning_rate': 0.06587523381304018, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6665280333947656, 'colsample_bytree': 0.849826290684914, 'gamma': 0.6364543533093104, 'reg_alpha': 0.17905372436179623, 'reg_lambda': 0.9225977919184734}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:23,045] Trial 122 finished with value: 0.761904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.046536051601223725, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6884604333939607, 'colsample_bytree': 0.8647774451408443, 'gamma': 0.4468423532594889, 'reg_alpha': 0.235635088500713, 'reg_lambda': 1.0786512535754182}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:23,232] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.057195213940907166, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6885265654289777, 'colsample_bytree': 0.8273267154325495, 'gamma': 0.3912448424550409, 'reg_alpha': 0.23407481304782157, 'reg_lambda': 1.0589011987745802}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:23,426] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 220, 'learning_rate': 0.05762764489071487, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6733851845946994, 'colsample_bytree': 0.8298322164717364, 'gamma': 0.6219250420529853, 'reg_alpha': 0.3027301386082925, 'reg_lambda': 1.1062266876527227}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:23,597] Trial 125 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.06923730908108842, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6728311198533972, 'colsample_bytree': 0.8678652459754339, 'gamma': 0.7670351689983232, 'reg_alpha': 0.29758033801825384, 'reg_lambda': 1.056512630452933}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:23,789] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.07290888353418039, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6748314515731131, 'colsample_bytree': 0.8648461933471369, 'gamma': 0.6071925232004145, 'reg_alpha': 0.2966832724730668, 'reg_lambda': 1.1140943848384386}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:23,992] Trial 127 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 223, 'learning_rate': 0.07000799632173033, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6865565247969964, 'colsample_bytree': 0.8670354517094544, 'gamma': 0.9076037818145897, 'reg_alpha': 0.30290150959818496, 'reg_lambda': 1.0831507629477855}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:24,262] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.07161647184237213, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6884835166012573, 'colsample_bytree': 0.8698371066444328, 'gamma': 0.36549383869128604, 'reg_alpha': 0.29449690977423104, 'reg_lambda': 1.0511057508872679}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:24,444] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 231, 'learning_rate': 0.07799246917046386, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6904881407441275, 'colsample_bytree': 0.8711638373470916, 'gamma': 0.12820415837925792, 'reg_alpha': 0.2947268096018778, 'reg_lambda': 1.052464263703911}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:24,588] Trial 130 finished with value: 0.744047619047619 and parameters: {'n_estimators': 238, 'learning_rate': 0.08603746136576627, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6864784528216413, 'colsample_bytree': 0.8663510955615952, 'gamma': 0.13083988228265597, 'reg_alpha': 0.2863821470778327, 'reg_lambda': 1.0296954678167998}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:24,776] Trial 131 finished with value: 0.755952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.08324662191208443, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6890289041204322, 'colsample_bytree': 0.8660297147548089, 'gamma': 0.14211393303225975, 'reg_alpha': 0.32660876093385316, 'reg_lambda': 1.0424745841737857}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:24,961] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 235, 'learning_rate': 0.07964942706883907, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6913254547906382, 'colsample_bytree': 0.8662199425786234, 'gamma': 0.093851910483948, 'reg_alpha': 0.32177602672272737, 'reg_lambda': 1.0425981368442114}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:25,181] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.08459242858207475, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6906113111606235, 'colsample_bytree': 0.869387658103663, 'gamma': 0.16958885130542767, 'reg_alpha': 0.32753371269110043, 'reg_lambda': 1.0517546394311545}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:25,437] Trial 134 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 240, 'learning_rate': 0.08607699957818456, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6910919297587774, 'colsample_bytree': 0.8735161967763558, 'gamma': 0.11636453714468603, 'reg_alpha': 0.33913750919345903, 'reg_lambda': 1.0398284908524755}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:25,623] Trial 135 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 231, 'learning_rate': 0.0772463384512833, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6985605066955941, 'colsample_bytree': 0.8682336069318971, 'gamma': 0.08664348858759367, 'reg_alpha': 0.29119450692943327, 'reg_lambda': 1.2050500760632523}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:25,812] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.09685386176264557, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6878105430780981, 'colsample_bytree': 0.881454496562248, 'gamma': 0.28497130825207595, 'reg_alpha': 0.3130916009571585, 'reg_lambda': 1.0541130798327485}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:25,985] Trial 137 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 249, 'learning_rate': 0.09528214914142799, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6875838369900492, 'colsample_bytree': 0.8825986191224481, 'gamma': 0.2811810729401861, 'reg_alpha': 0.3293219287376036, 'reg_lambda': 1.015057401485603}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:26,150] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.098105463030022, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6897644914576466, 'colsample_bytree': 0.8775569187254997, 'gamma': 0.3182804086357167, 'reg_alpha': 0.331378433039451, 'reg_lambda': 1.0082750420402389}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:26,396] Trial 139 finished with value: 0.738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.09477540358396802, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6854900438815691, 'colsample_bytree': 0.881351325845159, 'gamma': 0.25757578678763604, 'reg_alpha': 0.3166443880649685, 'reg_lambda': 1.1268330469485126}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:26,595] Trial 140 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 241, 'learning_rate': 0.08220168108412529, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7030495195731493, 'colsample_bytree': 0.8787944940112848, 'gamma': 0.2759576647094697, 'reg_alpha': 0.3426342029153748, 'reg_lambda': 0.9160596944633442}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:26,810] Trial 141 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.10104578763863849, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6988005511104294, 'colsample_bytree': 0.8783369105988891, 'gamma': 0.3069512462933165, 'reg_alpha': 0.34566261482626176, 'reg_lambda': 0.892147692196671}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:27,026] Trial 142 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.08517121880473819, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.704559916217371, 'colsample_bytree': 0.8572453530833759, 'gamma': 0.1363560921633678, 'reg_alpha': 0.3267510046030328, 'reg_lambda': 0.8092633165858334}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:27,196] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.07931179052034809, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6919205288919298, 'colsample_bytree': 0.8962249598338861, 'gamma': 0.037955859143774584, 'reg_alpha': 0.2776925381760806, 'reg_lambda': 1.0049519817667412}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:27,494] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 242, 'learning_rate': 0.08995317238545988, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6875705945291545, 'colsample_bytree': 0.8683741968397086, 'gamma': 0.20167679368271835, 'reg_alpha': 0.31895026833314544, 'reg_lambda': 1.2045044764850568}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:27,669] Trial 145 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.11008548381216214, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7106485034790088, 'colsample_bytree': 0.8814738355143258, 'gamma': 0.29444994400667646, 'reg_alpha': 0.3763158357881064, 'reg_lambda': 1.0115924162091772}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:27,809] Trial 146 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.0728284270231682, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6783036161272262, 'colsample_bytree': 0.8749146486566596, 'gamma': 0.12552870564568316, 'reg_alpha': 0.35003788424906274, 'reg_lambda': 0.9303707502744176}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:27,986] Trial 147 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 235, 'learning_rate': 0.11856571509902794, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6955877906540471, 'colsample_bytree': 0.8895179161961154, 'gamma': 0.39469511550488146, 'reg_alpha': 0.29686397936571046, 'reg_lambda': 1.1222814595932387}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:28,118] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 226, 'learning_rate': 0.08254477270584261, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6824120290638145, 'colsample_bytree': 0.9027395125087353, 'gamma': 0.2839595965785121, 'reg_alpha': 0.2715500515639565, 'reg_lambda': 0.8120030468391813}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:28,438] Trial 149 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 245, 'learning_rate': 0.10271641050728864, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7028674857751946, 'colsample_bytree': 0.9015795006461897, 'gamma': 0.2662142880107113, 'reg_alpha': 0.34125968565099735, 'reg_lambda': 0.8044457874506665}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:28,609] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.08346742198200297, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6813712910357348, 'colsample_bytree': 0.8590183567576647, 'gamma': 0.07951326623286456, 'reg_alpha': 0.2719328839415201, 'reg_lambda': 0.7031384627045658}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:28,782] Trial 151 finished with value: 0.761904761904762 and parameters: {'n_estimators': 227, 'learning_rate': 0.084227724656016, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6836735038961086, 'colsample_bytree': 0.8601583524421816, 'gamma': 0.07654694665409956, 'reg_alpha': 0.31792536598192567, 'reg_lambda': 0.735895068974497}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:28,957] Trial 152 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.07985765354194052, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6779485845124208, 'colsample_bytree': 0.8586958612619788, 'gamma': 0.057857692710363784, 'reg_alpha': 0.31406839464418523, 'reg_lambda': 0.7076588755752026}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:29,148] Trial 153 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 209, 'learning_rate': 0.09397587047628954, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6814174743282952, 'colsample_bytree': 0.8849006485941524, 'gamma': 0.20445094433152086, 'reg_alpha': 0.27000670560826145, 'reg_lambda': 0.8628647501264171}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:29,406] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 227, 'learning_rate': 0.07272331819493826, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7129151934670029, 'colsample_bytree': 0.8747222012293205, 'gamma': 0.003983510589806005, 'reg_alpha': 0.3631820471946968, 'reg_lambda': 0.9154517896516182}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:29,593] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.07279389033492191, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7105448705620081, 'colsample_bytree': 0.8751128602052789, 'gamma': 0.008094552743789701, 'reg_alpha': 0.3900054303268343, 'reg_lambda': 0.9118404562042638}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:29,748] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 244, 'learning_rate': 0.09091927775212268, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6961390906114044, 'colsample_bytree': 0.8964278730171273, 'gamma': 0.29832227481867163, 'reg_alpha': 0.3626213246696339, 'reg_lambda': 1.0867535612296706}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:29,913] Trial 157 finished with value: 0.744047619047619 and parameters: {'n_estimators': 232, 'learning_rate': 0.07646127672890055, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7223108786554661, 'colsample_bytree': 0.8797526095550419, 'gamma': 0.3876853366747916, 'reg_alpha': 0.33622190324857837, 'reg_lambda': 0.8342098512620907}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:30,053] Trial 158 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 226, 'learning_rate': 0.09956102686316784, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.700504214271205, 'colsample_bytree': 0.8903617713079092, 'gamma': 0.1988100269205094, 'reg_alpha': 0.31308839639042024, 'reg_lambda': 0.9644240728827119}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:30,238] Trial 159 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.06948069876574195, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.713234271013874, 'colsample_bytree': 0.8681710321726656, 'gamma': 0.4128231455831303, 'reg_alpha': 0.35479463516593407, 'reg_lambda': 1.201061674659837}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:30,502] Trial 160 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 248, 'learning_rate': 0.08135665370376492, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6926370624549101, 'colsample_bytree': 0.8553220409957426, 'gamma': 0.28527062369133765, 'reg_alpha': 0.32883882716103935, 'reg_lambda': 0.7556812215238934}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:30,688] Trial 161 finished with value: 0.744047619047619 and parameters: {'n_estimators': 246, 'learning_rate': 0.07589205885106332, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6898544547281747, 'colsample_bytree': 0.855625555666978, 'gamma': 0.29543698223602566, 'reg_alpha': 0.3040404592218073, 'reg_lambda': 0.7671626162108299}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:30,871] Trial 162 finished with value: 0.744047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.08176078485871947, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7058219837172737, 'colsample_bytree': 0.8430846799208497, 'gamma': 0.005312783896952389, 'reg_alpha': 0.32984957367929757, 'reg_lambda': 1.146987814103551}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:31,048] Trial 163 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 216, 'learning_rate': 0.08958705322183262, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6929019336290229, 'colsample_bytree': 0.8730659086685533, 'gamma': 0.1712401949577369, 'reg_alpha': 0.3751619147957402, 'reg_lambda': 0.9833829093680534}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:31,210] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 233, 'learning_rate': 0.10603524818928955, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6782295061865499, 'colsample_bytree': 0.8836910810263905, 'gamma': 0.462326648472984, 'reg_alpha': 0.3308487489725335, 'reg_lambda': 1.032754655044023}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:31,374] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.11022687730777535, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6755042937043947, 'colsample_bytree': 0.8879407649863704, 'gamma': 0.4602664384478832, 'reg_alpha': 0.3929939845661764, 'reg_lambda': 0.9083894914861923}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:31,660] Trial 166 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 242, 'learning_rate': 0.09502117312266739, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6830325986554343, 'colsample_bytree': 0.8820288074774588, 'gamma': 0.30759200651736274, 'reg_alpha': 0.2988239057416983, 'reg_lambda': 0.8476782259682049}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:31,787] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 205, 'learning_rate': 0.12632766285748362, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.670226132283254, 'colsample_bytree': 0.8744505355935047, 'gamma': 0.4228635687186081, 'reg_alpha': 0.35796963920402736, 'reg_lambda': 1.2461092720703637}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:31,977] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 220, 'learning_rate': 0.10430234177185273, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.702940985030041, 'colsample_bytree': 0.8974733693782471, 'gamma': 0.23976200870396866, 'reg_alpha': 0.2857774540185197, 'reg_lambda': 0.7567299580191618}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:32,163] Trial 169 finished with value: 0.744047619047619 and parameters: {'n_estimators': 232, 'learning_rate': 0.06775899171081005, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6848739716762244, 'colsample_bytree': 0.9083245578535682, 'gamma': 0.34203188864250367, 'reg_alpha': 0.2620269085432136, 'reg_lambda': 1.0805659357314799}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:32,337] Trial 170 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.08563540793547125, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7168067883610574, 'colsample_bytree': 0.8612736456892588, 'gamma': 0.16528679834017881, 'reg_alpha': 0.32382571643924174, 'reg_lambda': 1.000353352613151}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:32,547] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.07375758738309213, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6939579141096773, 'colsample_bytree': 0.8657958110453484, 'gamma': 0.12641126877665312, 'reg_alpha': 0.3388684182675933, 'reg_lambda': 1.0274882897451432}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:32,789] Trial 172 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.06581977692500864, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.6900647365524534, 'colsample_bytree': 0.8551141854270483, 'gamma': 0.5084157850671256, 'reg_alpha': 0.30977815310451573, 'reg_lambda': 1.0679601091203028}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:32,963] Trial 173 finished with value: 0.755952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.0782369325142122, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7005102974766936, 'colsample_bytree': 0.8824885086245744, 'gamma': 0.27697094983839715, 'reg_alpha': 0.3288851959934676, 'reg_lambda': 0.9458434489978734}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:33,090] Trial 174 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 223, 'learning_rate': 0.08998418618164893, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7011956638450477, 'colsample_bytree': 0.8814598707024905, 'gamma': 0.2746943444625736, 'reg_alpha': 0.34650375720663557, 'reg_lambda': 0.956604386917582}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:33,395] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 211, 'learning_rate': 0.0988155154251286, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6775870211393851, 'colsample_bytree': 0.8878182356289916, 'gamma': 0.435993589780549, 'reg_alpha': 0.4048665310670121, 'reg_lambda': 0.8947313750566157}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:33,546] Trial 176 finished with value: 0.761904761904762 and parameters: {'n_estimators': 214, 'learning_rate': 0.0975734888433862, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6759666743312891, 'colsample_bytree': 0.9014991202642243, 'gamma': 0.5326674362613968, 'reg_alpha': 0.4021480369421883, 'reg_lambda': 0.8181216558883234}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:33,834] Trial 177 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 213, 'learning_rate': 0.09837980024331495, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6815687045194557, 'colsample_bytree': 0.9022117009348993, 'gamma': 0.4969494747603078, 'reg_alpha': 0.409633510860527, 'reg_lambda': 0.6911780667470574}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:34,012] Trial 178 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.10760485214988244, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6782674572924614, 'colsample_bytree': 0.8893528446056149, 'gamma': 0.434820104786956, 'reg_alpha': 0.3780008322998619, 'reg_lambda': 0.8614165975034778}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:34,152] Trial 179 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.11329397128261225, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.6733348456502384, 'colsample_bytree': 0.9060156687637518, 'gamma': 0.5169079833747492, 'reg_alpha': 0.42784512565027993, 'reg_lambda': 0.8136898776082462}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:34,323] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.09446562650505021, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6701821633023131, 'colsample_bytree': 0.8959339614985579, 'gamma': 0.1892467223538249, 'reg_alpha': 0.3927055213569422, 'reg_lambda': 0.7512188572189885}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:34,500] Trial 181 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 247, 'learning_rate': 0.0811811067042646, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.708672072884359, 'colsample_bytree': 0.8841033966244571, 'gamma': 0.28802290986929424, 'reg_alpha': 0.33253069574673283, 'reg_lambda': 0.9129902618262018}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:34,837] Trial 182 finished with value: 0.738095238095238 and parameters: {'n_estimators': 239, 'learning_rate': 0.08608246617372205, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6962183360258862, 'colsample_bytree': 0.8768120571855239, 'gamma': 0.42049750272189385, 'reg_alpha': 0.9960531029015717, 'reg_lambda': 0.9561740651904501}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:35,021] Trial 183 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 232, 'learning_rate': 0.11791208960118782, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7263884080094709, 'colsample_bytree': 0.8909398724321396, 'gamma': 0.010039728816932214, 'reg_alpha': 0.373941379683707, 'reg_lambda': 0.9072811054542192}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:35,161] Trial 184 finished with value: 0.738095238095238 and parameters: {'n_estimators': 246, 'learning_rate': 0.0996020693903077, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6838909138536375, 'colsample_bytree': 0.9143675038714644, 'gamma': 0.23713831141286404, 'reg_alpha': 0.3580716440084839, 'reg_lambda': 1.1145398888217908}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:35,337] Trial 185 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 242, 'learning_rate': 0.07534654970214764, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6965562151601129, 'colsample_bytree': 0.8742979612545332, 'gamma': 0.3486504713262037, 'reg_alpha': 0.3170345129127635, 'reg_lambda': 0.9848615915215521}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:35,512] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.08262496351115128, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6776926884110442, 'colsample_bytree': 0.8613713782690335, 'gamma': 0.10081056952054918, 'reg_alpha': 0.28177832387786417, 'reg_lambda': 0.8737537653854802}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:35,784] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.08917242069670613, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6750265318869281, 'colsample_bytree': 0.8396022904183715, 'gamma': 0.10299391604048211, 'reg_alpha': 0.284833707492679, 'reg_lambda': 0.8096265551658678}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:35,960] Trial 188 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 232, 'learning_rate': 0.09307181334665869, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6681489274805396, 'colsample_bytree': 0.8546712734130104, 'gamma': 0.1708630177588984, 'reg_alpha': 0.27368852672417804, 'reg_lambda': 1.1650646905016078}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:36,140] Trial 189 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 219, 'learning_rate': 0.10479953454472644, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6847631364308897, 'colsample_bytree': 0.8625364535635485, 'gamma': 0.5497446051093268, 'reg_alpha': 0.26180248821256136, 'reg_lambda': 0.7379841921759762}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:36,320] Trial 190 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 237, 'learning_rate': 0.07932880592585806, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6799645494310105, 'colsample_bytree': 0.6340763245862533, 'gamma': 0.11598542895074485, 'reg_alpha': 0.3196648341323431, 'reg_lambda': 0.6319652104995482}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:36,485] Trial 191 finished with value: 0.738095238095238 and parameters: {'n_estimators': 227, 'learning_rate': 0.08457848663774108, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7045173982167197, 'colsample_bytree': 0.8817320347059654, 'gamma': 0.26091552774805166, 'reg_alpha': 0.3432090520340973, 'reg_lambda': 0.8811321042956196}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:36,673] Trial 192 finished with value: 0.761904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.07113986987980976, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6894065467092616, 'colsample_bytree': 0.8697655269758856, 'gamma': 0.37711801596863403, 'reg_alpha': 0.3034006663277178, 'reg_lambda': 0.9990085666440419}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:36,905] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.06470121649311297, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6896306602793163, 'colsample_bytree': 0.8691954503583227, 'gamma': 0.3933473679245161, 'reg_alpha': 0.3009059214754643, 'reg_lambda': 1.0064850800256964}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:37,075] Trial 194 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 234, 'learning_rate': 0.06624109638859549, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6933547776250342, 'colsample_bytree': 0.8665707067009456, 'gamma': 0.683799538401139, 'reg_alpha': 0.29527763677718755, 'reg_lambda': 1.09250607536473}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:37,234] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.07128200120154228, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6760388245760948, 'colsample_bytree': 0.8521873238512985, 'gamma': 0.3950299429904191, 'reg_alpha': 0.2364150452514247, 'reg_lambda': 0.8446033478087975}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:37,421] Trial 196 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.06314061628175224, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6692409752274296, 'colsample_bytree': 0.8705794732179949, 'gamma': 0.4810297993125292, 'reg_alpha': 0.28181402817160733, 'reg_lambda': 0.9656915390919761}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:37,597] Trial 197 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.07435853416444312, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6872644669153564, 'colsample_bytree': 0.8605127087047972, 'gamma': 0.3806337148609462, 'reg_alpha': 0.30370981306281, 'reg_lambda': 1.021794141912154}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:37,770] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.0752742221558789, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6906345824429333, 'colsample_bytree': 0.8601702717677541, 'gamma': 0.08476296024621546, 'reg_alpha': 0.30664402006178676, 'reg_lambda': 1.0339572880180161}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:38,148] Trial 199 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.06928275332294342, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.713473012450751, 'colsample_bytree': 0.8402217989081912, 'gamma': 0.2007726202655506, 'reg_alpha': 0.3033554158061519, 'reg_lambda': 1.1104951531302691}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:38,151] A new study created in memory with name: no-name-e75f4faf-91a2-4a69-8a9a-3c03fc17e4bb
[I 2025-11-03 19:25:38,298] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 201, 'learning_rate': 0.04195666730237684, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7617689181090321, 'colsample_bytree': 0.8558174972729145, 'gamma': 0.5848152849293703, 'reg_alpha': 0.5648847764213294, 'reg_lambda': 1.1575567130757922}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:25:38,592] Trial 1 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 152, 'learning_rate': 0.017174993636133114, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9369789321974005, 'colsample_bytree': 0.9276464292552946, 'gamma': 0.5808177010928584, 'reg_alpha': 0.6307564048608224, 'reg_lambda': 2.8900280324338956}. Best is trial 1 with value: 0.6607142857142857.
[I 2025-11-03 19:25:38,749] Trial 2 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 229, 'learning_rate': 0.12366138999578256, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9488801851019628, 'colsample_bytree': 0.9972518638396168, 'gamma': 1.9260494814799345, 'reg_alpha': 0.8256059811195218, 'reg_lambda': 2.666337437763273}. Best is trial 2 with value: 0.6934523809523809.
[I 2025-11-03 19:25:38,828] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.2568476514548636, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.7298940454401939, 'colsample_bytree': 0.9000695083359537, 'gamma': 3.1434574704802234, 'reg_alpha': 0.2993760876514805, 'reg_lambda': 1.894157192014107}. Best is trial 2 with value: 0.6934523809523809.
[I 2025-11-03 19:25:38,981] Trial 4 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 43, 'learning_rate': 0.07425259891253738, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8912238572735541, 'colsample_bytree': 0.6594260399827929, 'gamma': 0.6639415125843967, 'reg_alpha': 0.20583315419467052, 'reg_lambda': 2.7783957013392655}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,125] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.024976236507532897, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.8786674156951083, 'colsample_bytree': 0.7977410348731199, 'gamma': 2.2674210601299256, 'reg_alpha': 0.9258130933059877, 'reg_lambda': 2.8944572090483884}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,264] Trial 6 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 114, 'learning_rate': 0.04095091586828153, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9965784954718409, 'colsample_bytree': 0.7976783667226561, 'gamma': 3.7662855191595606, 'reg_alpha': 0.16421192139373342, 'reg_lambda': 2.0188238488026973}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,367] Trial 7 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 85, 'learning_rate': 0.25561000410218243, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7630500430582673, 'colsample_bytree': 0.7629375238065054, 'gamma': 0.8861519333635137, 'reg_alpha': 0.17055618700721153, 'reg_lambda': 0.6285786737006644}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,455] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.0981817986500217, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.6576878629352162, 'colsample_bytree': 0.6672710242190037, 'gamma': 3.467912024199858, 'reg_alpha': 0.20070276410563836, 'reg_lambda': 1.061734780335823}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,585] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 132, 'learning_rate': 0.0201892925259424, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8722935731940719, 'colsample_bytree': 0.8530027569724553, 'gamma': 4.280523348193126, 'reg_alpha': 0.04491731206814498, 'reg_lambda': 1.5591467104732288}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,641] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.010229236246408846, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.8442208515466877, 'colsample_bytree': 0.6451355899350568, 'gamma': 1.5128279131324494, 'reg_alpha': 0.4085864443821151, 'reg_lambda': 2.491212278519606}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,815] Trial 11 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 75, 'learning_rate': 0.05975237821118821, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9979847112382227, 'colsample_bytree': 0.7067933182657831, 'gamma': 4.37351786056524, 'reg_alpha': 0.005380299594772986, 'reg_lambda': 2.1609624096913325}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,966] Trial 12 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 89, 'learning_rate': 0.053543480034443654, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.998676768511443, 'colsample_bytree': 0.603865418884532, 'gamma': 3.1281740688087245, 'reg_alpha': 0.3614549887093399, 'reg_lambda': 2.277282731029937}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,145] Trial 13 finished with value: 0.6875 and parameters: {'n_estimators': 156, 'learning_rate': 0.11049725219984682, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9218655881652696, 'colsample_bytree': 0.7309388830070265, 'gamma': 4.884640932506416, 'reg_alpha': 0.18686541688025535, 'reg_lambda': 1.7475646908404958}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,201] Trial 14 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 21, 'learning_rate': 0.03569386623810231, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8246720240199018, 'colsample_bytree': 0.6902244536995288, 'gamma': 0.004990593567062218, 'reg_alpha': 0.4763249178816332, 'reg_lambda': 2.1604484212750044}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,339] Trial 15 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 186, 'learning_rate': 0.06985906797650142, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9091165903487469, 'colsample_bytree': 0.6009159196399758, 'gamma': 3.704983879237287, 'reg_alpha': 0.25151940281258056, 'reg_lambda': 1.4036084296788898}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,535] Trial 16 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 61, 'learning_rate': 0.03123082890899041, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9580970779619826, 'colsample_bytree': 0.768849076558105, 'gamma': 2.551264751404716, 'reg_alpha': 0.09539485345845135, 'reg_lambda': 2.4574312561429488}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,791] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.14580965926979866, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.6274951938757118, 'colsample_bytree': 0.8359113912733213, 'gamma': 1.5293586682232938, 'reg_alpha': 0.7239989332977971, 'reg_lambda': 2.9811063876825377}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,924] Trial 18 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 100, 'learning_rate': 0.07583910541387526, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8828538753247487, 'colsample_bytree': 0.9448497036870452, 'gamma': 2.660047537986614, 'reg_alpha': 0.3195575486774388, 'reg_lambda': 1.9267593665010736}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,989] Trial 19 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 51, 'learning_rate': 0.1575508237374336, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.967174175196653, 'colsample_bytree': 0.7473689617156262, 'gamma': 4.163783533326846, 'reg_alpha': 0.09555662458102503, 'reg_lambda': 2.6294874732606925}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:41,126] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 160, 'learning_rate': 0.0470450344734813, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.808986710821926, 'colsample_bytree': 0.7989007357440544, 'gamma': 1.2180827346830332, 'reg_alpha': 0.45447662189096927, 'reg_lambda': 0.7946321368855322}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:41,282] Trial 21 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 220, 'learning_rate': 0.09862177092025765, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9618162077714829, 'colsample_bytree': 0.9927119934956705, 'gamma': 2.083443417752923, 'reg_alpha': 0.9892657411761874, 'reg_lambda': 2.6898182659197665}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:41,687] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 195, 'learning_rate': 0.08946751433281844, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9785314090274237, 'colsample_bytree': 0.9912676189981506, 'gamma': 0.025717548305184024, 'reg_alpha': 0.9749548123414038, 'reg_lambda': 2.706348926685597}. Best is trial 22 with value: 0.7142857142857143.
[I 2025-11-03 19:25:41,901] Trial 23 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 212, 'learning_rate': 0.1805219583307887, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.908756258811095, 'colsample_bytree': 0.9972339029550775, 'gamma': 0.009460629441164548, 'reg_alpha': 0.9890404929765638, 'reg_lambda': 2.6832973295549873}. Best is trial 22 with value: 0.7142857142857143.
[I 2025-11-03 19:25:42,055] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 178, 'learning_rate': 0.08873673154020781, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9608878022244431, 'colsample_bytree': 0.9533930358206919, 'gamma': 0.49238980805355836, 'reg_alpha': 0.85313533091654, 'reg_lambda': 2.493903496226273}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:42,202] Trial 25 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 183, 'learning_rate': 0.07424060412170023, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8514464471510806, 'colsample_bytree': 0.9354808618703558, 'gamma': 0.44993543260831736, 'reg_alpha': 0.8281067528088457, 'reg_lambda': 2.3142915500390515}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:42,425] Trial 26 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 188, 'learning_rate': 0.08614087212321632, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8977884098501756, 'colsample_bytree': 0.9614412787929915, 'gamma': 1.0210849714244208, 'reg_alpha': 0.8439151737924593, 'reg_lambda': 2.428708213451467}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:42,570] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.19351996204990501, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9351797603321923, 'colsample_bytree': 0.8967095285983616, 'gamma': 0.2975750380276917, 'reg_alpha': 0.6613828354655769, 'reg_lambda': 2.7606299110106964}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:42,727] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.18118982996391553, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9332772023274393, 'colsample_bytree': 0.9010447382321876, 'gamma': 0.3651360177918304, 'reg_alpha': 0.7082903945352133, 'reg_lambda': 2.4509741092238198}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:42,900] Trial 29 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 205, 'learning_rate': 0.20722338926849249, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.975979529837539, 'colsample_bytree': 0.8987333268078428, 'gamma': 0.28061145640594, 'reg_alpha': 0.5513754717812333, 'reg_lambda': 2.859930688074041}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:43,080] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.12448025865016267, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.7363157391054767, 'colsample_bytree': 0.8759916771740703, 'gamma': 1.4033205711575456, 'reg_alpha': 0.7277447013876935, 'reg_lambda': 2.986502285177522}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:43,363] Trial 31 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 143, 'learning_rate': 0.060093436831646516, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9348652492282521, 'colsample_bytree': 0.9546770485666877, 'gamma': 0.8155598704033356, 'reg_alpha': 0.9003169344196161, 'reg_lambda': 2.78841205903573}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:43,541] Trial 32 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 172, 'learning_rate': 0.29824863750524466, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9749275165837225, 'colsample_bytree': 0.966041902768006, 'gamma': 0.7008213590128658, 'reg_alpha': 0.6472215932094112, 'reg_lambda': 2.5566781065461623}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:43,632] Trial 33 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 143, 'learning_rate': 0.13623756958429128, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9409836447073535, 'colsample_bytree': 0.9276896145216438, 'gamma': 0.2282040414401099, 'reg_alpha': 0.7759096551826128, 'reg_lambda': 2.766682396151366}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:43,788] Trial 34 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 197, 'learning_rate': 0.09228305349919042, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9186723894463451, 'colsample_bytree': 0.8274868882346147, 'gamma': 0.5820075126173732, 'reg_alpha': 0.6047887511843231, 'reg_lambda': 2.3390698739046933}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:44,054] Trial 35 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 178, 'learning_rate': 0.12123472967558206, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7851194983070343, 'colsample_bytree': 0.9773962013329011, 'gamma': 1.160302954297992, 'reg_alpha': 0.9298468671791339, 'reg_lambda': 2.5764585644529}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:44,239] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.2110097224306021, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.8674761924933438, 'colsample_bytree': 0.9084634140393921, 'gamma': 1.8600382115965504, 'reg_alpha': 0.8830570190508163, 'reg_lambda': 2.8193515521607986}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:44,413] Trial 37 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 196, 'learning_rate': 0.04926049393624491, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9532582337356802, 'colsample_bytree': 0.8657561920986503, 'gamma': 0.7337779910730516, 'reg_alpha': 0.5290618810931604, 'reg_lambda': 2.0794932637064916}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:44,599] Trial 38 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 226, 'learning_rate': 0.06809963635180115, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8893948143227584, 'colsample_bytree': 0.9183234050052977, 'gamma': 0.2926438264967038, 'reg_alpha': 0.7785459962122907, 'reg_lambda': 2.9670177420155937}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:44,793] Trial 39 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 231, 'learning_rate': 0.03884096870057374, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9810802550156522, 'colsample_bytree': 0.9173575547289714, 'gamma': 0.15337788854201695, 'reg_alpha': 0.776242632956709, 'reg_lambda': 2.9092239408423337}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:44,911] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.027401658510055892, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9827714851491742, 'colsample_bytree': 0.8835628677275867, 'gamma': 0.10144972186169195, 'reg_alpha': 0.6382277036085058, 'reg_lambda': 2.6724803472201257}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:45,186] Trial 41 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.03841598090134094, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9456121005640177, 'colsample_bytree': 0.915839489818338, 'gamma': 0.41995080455968326, 'reg_alpha': 0.7901516880639082, 'reg_lambda': 2.9979818666292855}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:45,391] Trial 42 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 215, 'learning_rate': 0.039913191852166435, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9490988094289784, 'colsample_bytree': 0.9780945760834729, 'gamma': 0.5066987042940077, 'reg_alpha': 0.769664456881756, 'reg_lambda': 2.895175063481747}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:45,546] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 232, 'learning_rate': 0.021415615587536543, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9816376719805431, 'colsample_bytree': 0.9408059183682232, 'gamma': 0.9928550188321286, 'reg_alpha': 0.8477533316948686, 'reg_lambda': 2.8013250403905694}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:45,711] Trial 44 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 205, 'learning_rate': 0.015416555636765064, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6898058984836792, 'colsample_bytree': 0.9212867552778241, 'gamma': 0.5272371807790531, 'reg_alpha': 0.9447196850108781, 'reg_lambda': 2.7229730978688997}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:45,876] Trial 45 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 192, 'learning_rate': 0.03385669466334375, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9293389359810909, 'colsample_bytree': 0.8482162164915216, 'gamma': 0.20453322489658474, 'reg_alpha': 0.6750232110663898, 'reg_lambda': 2.5558991777134663}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:46,062] Trial 46 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 223, 'learning_rate': 0.03998436673732479, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9979811469112327, 'colsample_bytree': 0.8868558757733674, 'gamma': 0.9422790092278124, 'reg_alpha': 0.5934038770860092, 'reg_lambda': 2.880346318809923}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:46,249] Trial 47 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 234, 'learning_rate': 0.028760479553658666, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9518849464223724, 'colsample_bytree': 0.9788261661203741, 'gamma': 0.4182591204637465, 'reg_alpha': 0.8789002664480895, 'reg_lambda': 1.7211468340298932}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:46,553] Trial 48 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.026303075755690384, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9842791939235697, 'colsample_bytree': 0.9752191390386207, 'gamma': 0.0024660860176288213, 'reg_alpha': 0.8959293019107077, 'reg_lambda': 1.7080650820830072}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:46,745] Trial 49 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 240, 'learning_rate': 0.015646947926997393, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9574639746063262, 'colsample_bytree': 0.9536776152262915, 'gamma': 0.7009571522153383, 'reg_alpha': 0.8806633700068947, 'reg_lambda': 1.7181766354282535}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:46,951] Trial 50 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.013763821870932327, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.907993075104153, 'colsample_bytree': 0.9757717312563888, 'gamma': 1.709885578160085, 'reg_alpha': 0.7965128287804277, 'reg_lambda': 1.7018121099861856}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:47,143] Trial 51 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.023899011675940704, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9637275564777763, 'colsample_bytree': 0.9521567290257458, 'gamma': 0.6293334862533309, 'reg_alpha': 0.876444876789353, 'reg_lambda': 1.4504287264652902}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:47,302] Trial 52 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 236, 'learning_rate': 0.018478535413309963, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.989854249032248, 'colsample_bytree': 0.9348690475881095, 'gamma': 1.2901555032065772, 'reg_alpha': 0.9189101099962855, 'reg_lambda': 1.6072940094084218}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:47,462] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 235, 'learning_rate': 0.017835301974528768, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9851867854691074, 'colsample_bytree': 0.9342256533548358, 'gamma': 1.334236886618874, 'reg_alpha': 0.9085638295037797, 'reg_lambda': 1.2234622091274518}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:47,767] Trial 54 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 235, 'learning_rate': 0.012498172965865023, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9531752502958718, 'colsample_bytree': 0.9690199938963768, 'gamma': 0.858556341362868, 'reg_alpha': 0.8112572707729427, 'reg_lambda': 1.3041805146902903}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:47,916] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 214, 'learning_rate': 0.028847125136166742, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9929772648609996, 'colsample_bytree': 0.914395108300206, 'gamma': 0.7385590106644699, 'reg_alpha': 0.953711611764671, 'reg_lambda': 1.10942682146603}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:48,071] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 228, 'learning_rate': 0.023363330949730726, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9709070034244874, 'colsample_bytree': 0.9902941597451836, 'gamma': 2.9248276129982593, 'reg_alpha': 0.8844220363385671, 'reg_lambda': 1.8279699719518723}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:48,261] Trial 57 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 242, 'learning_rate': 0.010541066276321936, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9490307571688184, 'colsample_bytree': 0.9450216810613317, 'gamma': 1.126378806505341, 'reg_alpha': 0.745584841882292, 'reg_lambda': 1.2300458440204416}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:48,455] Trial 58 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.017284244280367643, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.917816549386251, 'colsample_bytree': 0.9828241081375497, 'gamma': 0.14114005854390815, 'reg_alpha': 0.6974313435656692, 'reg_lambda': 0.8355215148327882}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:48,696] Trial 59 finished with value: 0.675595238095238 and parameters: {'n_estimators': 209, 'learning_rate': 0.020448310403673377, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9980511346736864, 'colsample_bytree': 0.9998319321106751, 'gamma': 1.5822142829290613, 'reg_alpha': 0.8109528256436997, 'reg_lambda': 1.9555810616962173}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:48,924] Trial 60 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 249, 'learning_rate': 0.027250192413201597, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8668498658425805, 'colsample_bytree': 0.824153223331446, 'gamma': 0.40463512259023954, 'reg_alpha': 0.9544620135294525, 'reg_lambda': 1.5990271335907997}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:49,090] Trial 61 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 234, 'learning_rate': 0.015665044303818633, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9858525196364604, 'colsample_bytree': 0.9335261078582482, 'gamma': 2.1774517974099896, 'reg_alpha': 0.902336890370453, 'reg_lambda': 1.630227649924423}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:49,266] Trial 62 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 231, 'learning_rate': 0.014586377907856633, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9682646736979795, 'colsample_bytree': 0.9289027146766506, 'gamma': 2.177201648881589, 'reg_alpha': 0.9101469403534903, 'reg_lambda': 1.4541631178804029}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:49,478] Trial 63 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 218, 'learning_rate': 0.032995983252468636, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9829335560072489, 'colsample_bytree': 0.967089446128691, 'gamma': 0.0055438864836289126, 'reg_alpha': 0.8505808061536387, 'reg_lambda': 1.8047635512778162}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:49,647] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 237, 'learning_rate': 0.011840017525540206, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9613295636052461, 'colsample_bytree': 0.9471683066718739, 'gamma': 2.403378618884016, 'reg_alpha': 0.8718992972789528, 'reg_lambda': 1.665228943005397}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:49,850] Trial 65 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 228, 'learning_rate': 0.018734865874239382, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6076209321760577, 'colsample_bytree': 0.9613071337593397, 'gamma': 2.823501459943974, 'reg_alpha': 0.9892592230565023, 'reg_lambda': 1.5373212251792114}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:50,032] Trial 66 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 241, 'learning_rate': 0.01667708834347561, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9382859718379082, 'colsample_bytree': 0.9119095619320082, 'gamma': 1.9940007662857693, 'reg_alpha': 0.7509867215452308, 'reg_lambda': 1.3371751500209397}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:50,178] Trial 67 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.03002802375850874, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9446995077656718, 'colsample_bytree': 0.9317838111241323, 'gamma': 1.3172211767480448, 'reg_alpha': 0.8256948481019051, 'reg_lambda': 0.9962960754280009}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:50,332] Trial 68 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 204, 'learning_rate': 0.04600957348614794, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9216210996931068, 'colsample_bytree': 0.8680697279681472, 'gamma': 3.444109749139672, 'reg_alpha': 0.9086054127040166, 'reg_lambda': 1.8626188023655574}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:50,464] Trial 69 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.03700676049700315, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9873317747510915, 'colsample_bytree': 0.8860583667199255, 'gamma': 0.3566370864585111, 'reg_alpha': 0.9585500176356891, 'reg_lambda': 2.0148792341603454}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:50,642] Trial 70 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 211, 'learning_rate': 0.025646217443066076, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9722482969836435, 'colsample_bytree': 0.9043743891252836, 'gamma': 1.0425817741368997, 'reg_alpha': 0.7959080452174132, 'reg_lambda': 1.7380742499164992}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:50,906] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.03567596415035492, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9861638833247688, 'colsample_bytree': 0.8926999410059564, 'gamma': 0.42157445902913654, 'reg_alpha': 0.9566784091787222, 'reg_lambda': 2.0437113705395857}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:51,086] Trial 72 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 250, 'learning_rate': 0.03819132258542849, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.983523762790848, 'colsample_bytree': 0.9200785935536401, 'gamma': 0.16347936897222098, 'reg_alpha': 0.9272099920971112, 'reg_lambda': 2.157483041763343}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:51,259] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.020945040362287608, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9994053368013809, 'colsample_bytree': 0.9568046724448328, 'gamma': 0.3456137220225202, 'reg_alpha': 0.9725604837469908, 'reg_lambda': 1.9289474750730604}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:51,434] Trial 74 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 231, 'learning_rate': 0.02242205424498597, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9556824327161675, 'colsample_bytree': 0.9538043514762296, 'gamma': 0.6473969748692814, 'reg_alpha': 0.8679367621964913, 'reg_lambda': 0.9719662412774206}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:51,603] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 224, 'learning_rate': 0.01928977126601697, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9991100428523286, 'colsample_bytree': 0.9847117852336453, 'gamma': 0.8057650002804093, 'reg_alpha': 0.9060064108178528, 'reg_lambda': 1.7732545253726382}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:51,758] Trial 76 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 235, 'learning_rate': 0.043273182540986145, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9695157710785605, 'colsample_bytree': 0.9636693479620095, 'gamma': 0.5449566372861587, 'reg_alpha': 0.9982390312166625, 'reg_lambda': 0.5501963297330179}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:52,089] Trial 77 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 217, 'learning_rate': 0.01707397956831466, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9431856917018364, 'colsample_bytree': 0.9419466114193692, 'gamma': 0.25822652296510357, 'reg_alpha': 0.8375405423366138, 'reg_lambda': 1.543096207285426}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:52,334] Trial 78 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 227, 'learning_rate': 0.02525182299481948, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.903516897572753, 'colsample_bytree': 0.777264194478776, 'gamma': 1.7591956655587369, 'reg_alpha': 0.8942827448988144, 'reg_lambda': 1.890768545750848}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:52,592] Trial 79 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 240, 'learning_rate': 0.013441450047088799, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8287348214904796, 'colsample_bytree': 0.9724585159531098, 'gamma': 0.08713695314592174, 'reg_alpha': 0.9299629931770246, 'reg_lambda': 1.6570634377517297}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:52,704] Trial 80 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 71, 'learning_rate': 0.0154469391866106, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9275100042010047, 'colsample_bytree': 0.9582770246921836, 'gamma': 0.390101411690595, 'reg_alpha': 0.9735080785873277, 'reg_lambda': 1.4881052550499632}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:52,879] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.05029326184927348, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9895588445873311, 'colsample_bytree': 0.9276767403177706, 'gamma': 0.3134846792969953, 'reg_alpha': 0.972878634297911, 'reg_lambda': 1.9514044632550207}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:53,056] Trial 82 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 243, 'learning_rate': 0.032890265078841775, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9756285563365722, 'colsample_bytree': 0.9390718007273281, 'gamma': 0.6172154322853118, 'reg_alpha': 0.8619971781376, 'reg_lambda': 2.2030857493965827}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:53,355] Trial 83 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 243, 'learning_rate': 0.05875479147551077, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.958607336820961, 'colsample_bytree': 0.8873107019023282, 'gamma': 0.1593736939094019, 'reg_alpha': 0.9641544682454969, 'reg_lambda': 2.009064185575938}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:53,551] Trial 84 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 200, 'learning_rate': 0.021115794150585464, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9785813049504928, 'colsample_bytree': 0.9234432978188651, 'gamma': 0.46396356130922445, 'reg_alpha': 0.9458256017405378, 'reg_lambda': 1.364046016221801}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:53,691] Trial 85 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.03766509342264815, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9892183716971279, 'colsample_bytree': 0.9480469210283372, 'gamma': 4.883788242713474, 'reg_alpha': 0.8175702638491397, 'reg_lambda': 1.713382697098665}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:53,852] Trial 86 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 220, 'learning_rate': 0.030049435668214396, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9653984750301287, 'colsample_bytree': 0.9116625385070134, 'gamma': 0.8949093697572714, 'reg_alpha': 0.8871510268362227, 'reg_lambda': 1.1846560121810878}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:54,025] Trial 87 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 237, 'learning_rate': 0.044042704117932874, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.950572254787694, 'colsample_bytree': 0.9764751464621979, 'gamma': 0.0012524131756721758, 'reg_alpha': 0.39121224932915466, 'reg_lambda': 1.8725164855456624}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:54,199] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.027225965748988407, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9992242794296244, 'colsample_bytree': 0.9860708569456267, 'gamma': 0.33223225527275924, 'reg_alpha': 0.9337744115820622, 'reg_lambda': 1.2553289222064286}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:54,375] Trial 89 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 228, 'learning_rate': 0.026600128532434833, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6790501885466546, 'colsample_bytree': 0.9865714334658658, 'gamma': 0.719022390099414, 'reg_alpha': 0.7819238812718883, 'reg_lambda': 1.280225792457149}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:54,609] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 214, 'learning_rate': 0.02286112433334236, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9993087015982034, 'colsample_bytree': 0.9707607531326428, 'gamma': 0.2386791771151437, 'reg_alpha': 0.9290172688323827, 'reg_lambda': 1.4053059140351438}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:54,774] Trial 91 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 223, 'learning_rate': 0.02264809267982131, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.994942338317065, 'colsample_bytree': 0.999139115586101, 'gamma': 0.23562594229137362, 'reg_alpha': 0.9308724063751497, 'reg_lambda': 1.4299141214980122}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:54,957] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.02201782790447768, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9987575842172524, 'colsample_bytree': 0.9997989477053827, 'gamma': 0.22222571410306474, 'reg_alpha': 0.9277827128925064, 'reg_lambda': 1.2414936338914007}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:55,221] Trial 93 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 214, 'learning_rate': 0.023070188387053193, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9962475630192618, 'colsample_bytree': 0.9995757785047963, 'gamma': 0.2270308914204512, 'reg_alpha': 0.9325319149240567, 'reg_lambda': 1.1012921071563462}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:55,385] Trial 94 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 222, 'learning_rate': 0.028763696746778325, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9775944782967827, 'colsample_bytree': 0.989319685078672, 'gamma': 0.12333993967039728, 'reg_alpha': 0.848852651132436, 'reg_lambda': 1.2496897853344935}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:55,698] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 200, 'learning_rate': 0.02470017244046303, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.995542507878888, 'colsample_bytree': 0.9920648883490374, 'gamma': 0.3165271648322706, 'reg_alpha': 0.9288186068280275, 'reg_lambda': 1.3838404828095434}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:55,816] Trial 96 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 189, 'learning_rate': 0.019888164060782657, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9967879648892953, 'colsample_bytree': 0.9932672681085903, 'gamma': 0.2807537452963569, 'reg_alpha': 0.9886859634155308, 'reg_lambda': 1.4109511685580747}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:55,972] Trial 97 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.021586233743807845, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9983944240126335, 'colsample_bytree': 0.9668468455139516, 'gamma': 0.5537353009840352, 'reg_alpha': 0.9301482677341797, 'reg_lambda': 1.1869755328411775}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:56,136] Trial 98 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 202, 'learning_rate': 0.02422694472719136, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9991702668422809, 'colsample_bytree': 0.9833221631128469, 'gamma': 0.5435557409743456, 'reg_alpha': 0.9383416052437779, 'reg_lambda': 1.2177384148553105}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:56,316] Trial 99 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 183, 'learning_rate': 0.018370787773354148, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7709119143137086, 'colsample_bytree': 0.624466283187721, 'gamma': 0.07321471929553469, 'reg_alpha': 0.9100352035920727, 'reg_lambda': 1.0328676879230303}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:56,465] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.02107618910726335, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.975097230237431, 'colsample_bytree': 0.9718707652139057, 'gamma': 0.264633287763876, 'reg_alpha': 0.981521906613456, 'reg_lambda': 0.8787841388592138}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:56,731] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 198, 'learning_rate': 0.02276624352067388, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9893191144292101, 'colsample_bytree': 0.7138617050200182, 'gamma': 0.46727796389377957, 'reg_alpha': 0.9320343522556962, 'reg_lambda': 1.147223755541578}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:56,892] Trial 102 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 216, 'learning_rate': 0.025050044151804896, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9693137801459397, 'colsample_bytree': 0.9669541479637802, 'gamma': 0.1580012687215474, 'reg_alpha': 0.999409819661351, 'reg_lambda': 1.3650383937238335}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:57,082] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 194, 'learning_rate': 0.031668242094165765, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.980827996840252, 'colsample_bytree': 0.9930024566313896, 'gamma': 0.39971008745650355, 'reg_alpha': 0.8943260786863658, 'reg_lambda': 1.1595249222348103}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:57,260] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 212, 'learning_rate': 0.01775304612163328, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9989567953849505, 'colsample_bytree': 0.9998117532822453, 'gamma': 0.5642061539012626, 'reg_alpha': 0.9193620903429368, 'reg_lambda': 1.308002679131231}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:57,417] Trial 105 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 212, 'learning_rate': 0.017332342822198202, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9992970446430051, 'colsample_bytree': 0.9833053190926315, 'gamma': 0.5888634483101021, 'reg_alpha': 0.9194931260063296, 'reg_lambda': 1.315780367111711}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:57,509] Trial 106 finished with value: 0.738095238095238 and parameters: {'n_estimators': 36, 'learning_rate': 0.021026793737254704, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9896288162581338, 'colsample_bytree': 0.9981939610475693, 'gamma': 0.30429484500680093, 'reg_alpha': 0.9657475860927521, 'reg_lambda': 1.4072854815583469}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:57,800] Trial 107 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 176, 'learning_rate': 0.02191694802428125, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.990522595033487, 'colsample_bytree': 0.9992524426089675, 'gamma': 0.31112615552030215, 'reg_alpha': 0.23347483624267878, 'reg_lambda': 1.3959031972052176}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:57,980] Trial 108 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 140, 'learning_rate': 0.019242963719434434, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9644232263690597, 'colsample_bytree': 0.974534900619641, 'gamma': 0.7435786091785757, 'reg_alpha': 0.9608000582226215, 'reg_lambda': 1.4786698254033521}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:58,081] Trial 109 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.018060203680105077, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.992638964783989, 'colsample_bytree': 0.9592786581809263, 'gamma': 0.8089146436281396, 'reg_alpha': 0.9426780779203219, 'reg_lambda': 1.2766370713464}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:58,212] Trial 110 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 120, 'learning_rate': 0.020844815191148326, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9804811265231694, 'colsample_bytree': 0.9913506264672991, 'gamma': 0.5305455522303293, 'reg_alpha': 0.9735843169780664, 'reg_lambda': 1.2040274305871925}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:58,334] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 106, 'learning_rate': 0.020736701244846684, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9847244497948303, 'colsample_bytree': 0.9914248946225293, 'gamma': 0.5393697028714982, 'reg_alpha': 0.9746860126996769, 'reg_lambda': 1.0997692413121212}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:58,530] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.020107151592432652, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9825907603271413, 'colsample_bytree': 0.9900324840898813, 'gamma': 0.33356182958540825, 'reg_alpha': 0.9730001022955896, 'reg_lambda': 0.9314423721773444}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:58,695] Trial 113 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 102, 'learning_rate': 0.023871304756556248, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9742113637842039, 'colsample_bytree': 0.9801464792532019, 'gamma': 0.07179721273035805, 'reg_alpha': 0.9487679193492203, 'reg_lambda': 1.0946708187713055}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:58,788] Trial 114 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 114, 'learning_rate': 0.027232360927317074, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9836299675457804, 'colsample_bytree': 0.9656564375919359, 'gamma': 0.21006255243086253, 'reg_alpha': 0.998122820074978, 'reg_lambda': 1.19610893323599}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:58,990] Trial 115 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 86, 'learning_rate': 0.021541823815133237, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7365775145274701, 'colsample_bytree': 0.9848475696842612, 'gamma': 0.5003376872324343, 'reg_alpha': 0.3071174437319709, 'reg_lambda': 1.1436727529381085}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,101] Trial 116 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 63, 'learning_rate': 0.01661869356700044, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9903678757236261, 'colsample_bytree': 0.9730317482272712, 'gamma': 0.9966663651831993, 'reg_alpha': 0.9709603530951624, 'reg_lambda': 1.0553641030033236}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,331] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.020061129870951582, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9667197469816287, 'colsample_bytree': 0.9917806891916828, 'gamma': 0.6645461613852129, 'reg_alpha': 0.8966732921941376, 'reg_lambda': 1.4230088599806217}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,452] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 95, 'learning_rate': 0.026259307055212976, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9754288661556878, 'colsample_bytree': 0.9575527162553517, 'gamma': 0.37400609490144104, 'reg_alpha': 0.869396153348937, 'reg_lambda': 1.5018583190310737}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,579] Trial 119 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 127, 'learning_rate': 0.023055138041966097, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9895825914835953, 'colsample_bytree': 0.9774409464349797, 'gamma': 0.17309434085928344, 'reg_alpha': 0.9440509140982939, 'reg_lambda': 1.2334205664155027}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,650] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 22, 'learning_rate': 0.02136090954664225, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9583918439332937, 'colsample_bytree': 0.9680547249716746, 'gamma': 1.1227892595096234, 'reg_alpha': 0.917381849119945, 'reg_lambda': 1.579707087292248}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,783] Trial 121 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 124, 'learning_rate': 0.018112953172444584, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9996983610521447, 'colsample_bytree': 0.9981216031149892, 'gamma': 0.469128680602641, 'reg_alpha': 0.9196797570574669, 'reg_lambda': 1.3298793564161}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,886] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 116, 'learning_rate': 0.014921841921542127, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9837061660292823, 'colsample_bytree': 0.988453811345732, 'gamma': 0.5955983199540906, 'reg_alpha': 0.9698375103039578, 'reg_lambda': 1.2704199922707846}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:00,000] Trial 123 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.024863667214821458, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9922856405996158, 'colsample_bytree': 0.9984133421114991, 'gamma': 0.5423969548453886, 'reg_alpha': 0.9292843244696335, 'reg_lambda': 1.35280089859091}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:00,095] Trial 124 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.01605072862931028, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9997965935940716, 'colsample_bytree': 0.9813993865056099, 'gamma': 0.0068430936149193045, 'reg_alpha': 0.8909852610923905, 'reg_lambda': 1.394195416450784}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:00,373] Trial 125 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 204, 'learning_rate': 0.013691086524945698, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9716211601260271, 'colsample_bytree': 0.9918180235170458, 'gamma': 0.24909053898350775, 'reg_alpha': 0.4674325882545729, 'reg_lambda': 1.1869443103488182}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:00,506] Trial 126 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 31, 'learning_rate': 0.019385025268562877, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9796953702271054, 'colsample_bytree': 0.9498870103356012, 'gamma': 0.34744281213758643, 'reg_alpha': 0.9555326043293398, 'reg_lambda': 1.0050751659708312}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:00,645] Trial 127 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 49, 'learning_rate': 0.022266398307124294, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9901120025626241, 'colsample_bytree': 0.9632548353235718, 'gamma': 0.8144334688239788, 'reg_alpha': 0.8578398021539831, 'reg_lambda': 1.3093210486500544}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:00,904] Trial 128 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 226, 'learning_rate': 0.01775864948190484, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9635979731939682, 'colsample_bytree': 0.9724449583030822, 'gamma': 0.11344667368098316, 'reg_alpha': 0.9831822603839913, 'reg_lambda': 1.0877939347550014}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:01,058] Trial 129 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 153, 'learning_rate': 0.027638769322476983, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9810264421459512, 'colsample_bytree': 0.9809687858353413, 'gamma': 0.6450835055242364, 'reg_alpha': 0.9122700456269283, 'reg_lambda': 1.439118146617877}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:01,199] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.02420998781903882, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9997956324921805, 'colsample_bytree': 0.9984367423954749, 'gamma': 0.4578136206653961, 'reg_alpha': 0.9449122402660879, 'reg_lambda': 1.5208364595119854}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:01,368] Trial 131 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 218, 'learning_rate': 0.02039356081765668, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9857559013743927, 'colsample_bytree': 0.670061683172564, 'gamma': 0.21162864622414201, 'reg_alpha': 0.8757267170349354, 'reg_lambda': 1.2312160095275186}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:01,530] Trial 132 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.030111302501082102, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9712109230057975, 'colsample_bytree': 0.9871545142850227, 'gamma': 0.34041586876144114, 'reg_alpha': 0.998947005515299, 'reg_lambda': 1.2840891624404074}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:01,693] Trial 133 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 207, 'learning_rate': 0.03019071722785843, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9729705018677994, 'colsample_bytree': 0.986071249932026, 'gamma': 0.3256108669684153, 'reg_alpha': 0.9776693535159132, 'reg_lambda': 1.11770178963172}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:01,876] Trial 134 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 58, 'learning_rate': 0.025387091151596937, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9919725639050856, 'colsample_bytree': 0.9996512873991786, 'gamma': 0.5766965386615566, 'reg_alpha': 0.9639111114984721, 'reg_lambda': 1.2766130127261284}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:02,046] Trial 135 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.022063922965354362, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9782668770367043, 'colsample_bytree': 0.9726783535690282, 'gamma': 0.9181922914954463, 'reg_alpha': 0.9943161550902876, 'reg_lambda': 1.1750347852468526}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:02,176] Trial 136 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 80, 'learning_rate': 0.018850664544533463, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9676185845685396, 'colsample_bytree': 0.9885891532238551, 'gamma': 0.4238401885269528, 'reg_alpha': 0.9294589597179269, 'reg_lambda': 1.3760521963596126}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:02,340] Trial 137 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.02308275331177875, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9922035053812057, 'colsample_bytree': 0.9559099807128985, 'gamma': 0.09677251685859767, 'reg_alpha': 0.9002013166416719, 'reg_lambda': 0.7254652328532878}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:02,545] Trial 138 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 231, 'learning_rate': 0.028547880643988967, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9565949861706543, 'colsample_bytree': 0.9529080132994038, 'gamma': 0.07297742923064587, 'reg_alpha': 0.8992868108790992, 'reg_lambda': 0.72096607161799}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:02,705] Trial 139 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 239, 'learning_rate': 0.026140720095589865, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9856928950981653, 'colsample_bytree': 0.9656093570076939, 'gamma': 0.16944605409787464, 'reg_alpha': 0.9528002256495022, 'reg_lambda': 1.4767689962544892}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:02,979] Trial 140 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 245, 'learning_rate': 0.023563874304543344, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9756832781385477, 'colsample_bytree': 0.9444390527537414, 'gamma': 0.28894918859569224, 'reg_alpha': 0.11021903166258773, 'reg_lambda': 0.9685922966201943}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:03,170] Trial 141 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 227, 'learning_rate': 0.020905718677221536, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9926402260331456, 'colsample_bytree': 0.9815700581616389, 'gamma': 0.004476284246269446, 'reg_alpha': 0.9181589395407176, 'reg_lambda': 1.342733927871175}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:03,375] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.023058261669777154, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9994041958507809, 'colsample_bytree': 0.96039347488829, 'gamma': 0.2119458503121158, 'reg_alpha': 0.9428020966198235, 'reg_lambda': 0.5242726335465716}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:03,521] Trial 143 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.02356746890579116, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.992767870833636, 'colsample_bytree': 0.8113218698906117, 'gamma': 0.19934983928942274, 'reg_alpha': 0.998664580311807, 'reg_lambda': 0.5086454122951919}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:03,691] Trial 144 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.022367410218792426, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9829265752073104, 'colsample_bytree': 0.9580934590496738, 'gamma': 0.37606565463855757, 'reg_alpha': 0.9418940197770884, 'reg_lambda': 0.5665654553174984}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:03,974] Trial 145 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.025908183803676318, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9675982403299636, 'colsample_bytree': 0.975361116077647, 'gamma': 0.09903556842679159, 'reg_alpha': 0.9692076239727276, 'reg_lambda': 0.7848273956199144}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:04,131] Trial 146 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 216, 'learning_rate': 0.03163255433337746, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9874703457046207, 'colsample_bytree': 0.9624917136177157, 'gamma': 0.2788919469591429, 'reg_alpha': 0.8339912195045909, 'reg_lambda': 0.896927748066527}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:04,312] Trial 147 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 200, 'learning_rate': 0.019824645517239066, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8027914784603939, 'colsample_bytree': 0.9903042154628526, 'gamma': 0.4727088081196769, 'reg_alpha': 0.5107220860720457, 'reg_lambda': 1.2319735926739588}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:04,508] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.027961935286084993, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9987998734472802, 'colsample_bytree': 0.9695486529034131, 'gamma': 0.22825849702253198, 'reg_alpha': 0.8833704749947747, 'reg_lambda': 0.7158901803751138}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:04,702] Trial 149 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.020958135497983532, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9768560931319363, 'colsample_bytree': 0.9404754893822774, 'gamma': 0.11081009653787793, 'reg_alpha': 0.9019091877239123, 'reg_lambda': 1.5588470436409647}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:04,938] Trial 150 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 221, 'learning_rate': 0.024564696438626875, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.990362009514805, 'colsample_bytree': 0.9790858241679559, 'gamma': 1.4417822984376794, 'reg_alpha': 0.9573871329816668, 'reg_lambda': 0.6522931465707118}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:05,146] Trial 151 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 232, 'learning_rate': 0.027486721185875324, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9972280586352587, 'colsample_bytree': 0.9711938473481336, 'gamma': 0.24980246159869543, 'reg_alpha': 0.8834454129149484, 'reg_lambda': 0.6614271641628378}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:05,309] Trial 152 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 225, 'learning_rate': 0.03460218382447634, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9996848405609932, 'colsample_bytree': 0.9515127880694723, 'gamma': 0.35092369526212386, 'reg_alpha': 0.9369813430685127, 'reg_lambda': 0.7861942669664116}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:05,547] Trial 153 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 240, 'learning_rate': 0.029098807381156378, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9834835641719013, 'colsample_bytree': 0.9863297550715303, 'gamma': 0.2316596684128831, 'reg_alpha': 0.8559737034945436, 'reg_lambda': 0.7264799244578394}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:05,706] Trial 154 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.022562962782139238, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9915422507859262, 'colsample_bytree': 0.9592476247552045, 'gamma': 0.4074224332034298, 'reg_alpha': 0.9094215695329358, 'reg_lambda': 0.5725648532941561}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:05,908] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.02478099614845324, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9733873176907246, 'colsample_bytree': 0.9695613579956107, 'gamma': 0.015336775531387736, 'reg_alpha': 0.9706573461556665, 'reg_lambda': 0.6184388757766255}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:06,199] Trial 156 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 212, 'learning_rate': 0.024714359935691835, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9701917169430598, 'colsample_bytree': 0.993038884812159, 'gamma': 0.08156860321293266, 'reg_alpha': 0.9780542950970131, 'reg_lambda': 0.5870050758777039}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:06,418] Trial 157 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 204, 'learning_rate': 0.019179329221399862, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9590264710061298, 'colsample_bytree': 0.9796069471658724, 'gamma': 0.028637581833311276, 'reg_alpha': 0.9998009973729993, 'reg_lambda': 0.6227831036952678}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:06,602] Trial 158 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 210, 'learning_rate': 0.020796019668208418, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9816496834174443, 'colsample_bytree': 0.9675942817790814, 'gamma': 0.1515635729637324, 'reg_alpha': 0.9566963391710076, 'reg_lambda': 1.4186574254288136}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:07,523] Trial 159 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 193, 'learning_rate': 0.023035861200369195, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.97198583331313, 'colsample_bytree': 0.990680067566575, 'gamma': 0.7028035596949483, 'reg_alpha': 0.9811127137571432, 'reg_lambda': 1.0582016251655628}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:07,652] Trial 160 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 223, 'learning_rate': 0.02630593888476696, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9850339437551417, 'colsample_bytree': 0.9773919879061725, 'gamma': 0.4867009292898612, 'reg_alpha': 0.929679231681463, 'reg_lambda': 0.509778087761969}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:07,834] Trial 161 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 215, 'learning_rate': 0.027797359102163622, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9928968076784543, 'colsample_bytree': 0.9687198677035862, 'gamma': 0.0005562834177853526, 'reg_alpha': 0.9376548653080368, 'reg_lambda': 0.7093766436938613}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:08,076] Trial 162 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.031567010680421476, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9986776025756688, 'colsample_bytree': 0.9554962047512073, 'gamma': 0.3072332039501412, 'reg_alpha': 0.8878257817049582, 'reg_lambda': 1.2661620559161502}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:08,209] Trial 163 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 119, 'learning_rate': 0.02403921821208969, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9786021164488845, 'colsample_bytree': 0.9847061437714653, 'gamma': 0.22403040255716003, 'reg_alpha': 0.9546438683866793, 'reg_lambda': 0.6773491942208897}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:08,368] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 232, 'learning_rate': 0.02151904274024213, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9909719915380197, 'colsample_bytree': 0.9474941019462338, 'gamma': 0.1642765426968127, 'reg_alpha': 0.9154236200715642, 'reg_lambda': 1.2026982052510538}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:08,525] Trial 165 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 224, 'learning_rate': 0.019403505576074384, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9856033337092457, 'colsample_bytree': 0.9639144725996417, 'gamma': 3.9580808862710626, 'reg_alpha': 0.9701560209807638, 'reg_lambda': 1.145345532529964}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:08,688] Trial 166 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 218, 'learning_rate': 0.025289196923698683, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9989972922270393, 'colsample_bytree': 0.9735840076493173, 'gamma': 0.34889576581567083, 'reg_alpha': 0.8690221347848804, 'reg_lambda': 0.8362508500432723}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:08,882] Trial 167 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.016412118991712993, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9629667027701838, 'colsample_bytree': 0.9923740062900052, 'gamma': 0.5132023909762173, 'reg_alpha': 0.9367540591926063, 'reg_lambda': 1.316020284165504}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:09,073] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.02207357752791445, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9766775411644397, 'colsample_bytree': 0.9791695702504275, 'gamma': 0.14269216958950492, 'reg_alpha': 0.339322288942479, 'reg_lambda': 0.6314380273704621}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:09,251] Trial 169 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 206, 'learning_rate': 0.021912611661300024, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.975548725469289, 'colsample_bytree': 0.9821684552883155, 'gamma': 0.11989448283918466, 'reg_alpha': 0.41579247423590787, 'reg_lambda': 0.6123299323802052}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:09,467] Trial 170 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 198, 'learning_rate': 0.018603364802375778, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8558879887468094, 'colsample_bytree': 0.9941459077467302, 'gamma': 0.3864097153247743, 'reg_alpha': 0.5852622229277247, 'reg_lambda': 0.5389999662247581}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:09,642] Trial 171 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.023308253094361214, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.990945980912686, 'colsample_bytree': 0.9708574611902383, 'gamma': 0.25246056372633235, 'reg_alpha': 0.1609317598517519, 'reg_lambda': 0.7489183142093364}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:09,814] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.020297977871765304, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.985498423960677, 'colsample_bytree': 0.9853385330339905, 'gamma': 0.29013258840785316, 'reg_alpha': 0.15581828276836202, 'reg_lambda': 0.6284726645519705}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:10,014] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.019975184676097844, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9802165251162767, 'colsample_bytree': 0.9996649870805757, 'gamma': 0.2986013367583539, 'reg_alpha': 0.01942483997806871, 'reg_lambda': 0.6122167107028936}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:10,216] Trial 174 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 208, 'learning_rate': 0.017397474898086233, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9822552525070973, 'colsample_bytree': 0.7460817068864758, 'gamma': 0.22440060397524816, 'reg_alpha': 0.14704140085674905, 'reg_lambda': 0.6193613872300019}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:10,373] Trial 175 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 187, 'learning_rate': 0.020127951881256382, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.986209067439513, 'colsample_bytree': 0.9973610014713813, 'gamma': 0.4917975239074237, 'reg_alpha': 0.1970604544810957, 'reg_lambda': 0.5017660153074863}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:10,487] Trial 176 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 200, 'learning_rate': 0.020817695627829758, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9787947962282579, 'colsample_bytree': 0.9823012743154524, 'gamma': 3.2499717689905223, 'reg_alpha': 0.06608586454804992, 'reg_lambda': 0.6777024006777352}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:10,646] Trial 177 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 202, 'learning_rate': 0.018618187894923276, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9656545196685777, 'colsample_bytree': 0.9755108758128543, 'gamma': 3.419771279792021, 'reg_alpha': 0.003092371962884116, 'reg_lambda': 0.6777114721082746}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:10,838] Trial 178 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 191, 'learning_rate': 0.022043508749816646, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9768777150826015, 'colsample_bytree': 0.9825081485519898, 'gamma': 2.880794696948338, 'reg_alpha': 0.06195397904166807, 'reg_lambda': 0.6175004624918972}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:10,994] Trial 179 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 212, 'learning_rate': 0.020445605359151058, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9518954520977403, 'colsample_bytree': 0.9992974492740017, 'gamma': 3.280282666440074, 'reg_alpha': 0.04283261098483654, 'reg_lambda': 0.7751722493072724}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:11,165] Trial 180 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 192, 'learning_rate': 0.02293071357453743, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9760051044844438, 'colsample_bytree': 0.9837135749364868, 'gamma': 3.702607059389293, 'reg_alpha': 0.04740465205733162, 'reg_lambda': 0.5957579387648271}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:11,325] Trial 181 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 198, 'learning_rate': 0.022018442724483136, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9908878255334133, 'colsample_bytree': 0.9789663802175682, 'gamma': 0.2880738889137459, 'reg_alpha': 0.05319155450268245, 'reg_lambda': 0.6345943144854351}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:11,480] Trial 182 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.021843292852684493, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9884898318719929, 'colsample_bytree': 0.979553149730823, 'gamma': 0.2728327271677265, 'reg_alpha': 0.03504928723931902, 'reg_lambda': 0.645249200320879}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:11,634] Trial 183 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 207, 'learning_rate': 0.02409882837129311, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9780481953029112, 'colsample_bytree': 0.987209219374645, 'gamma': 2.6785477574117467, 'reg_alpha': 0.07684526673627572, 'reg_lambda': 0.5884053066743778}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:11,838] Trial 184 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 203, 'learning_rate': 0.019901701591732848, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.644171031518935, 'colsample_bytree': 0.9771389143904455, 'gamma': 3.292383450708516, 'reg_alpha': 0.26730863768085555, 'reg_lambda': 0.5452403479178204}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:11,989] Trial 185 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 192, 'learning_rate': 0.017470139230412737, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9908192992358613, 'colsample_bytree': 0.9907248418645042, 'gamma': 3.0532523774132803, 'reg_alpha': 0.07120216014736203, 'reg_lambda': 0.6679317899516585}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:12,206] Trial 186 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 211, 'learning_rate': 0.02555992337356082, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9686407413074658, 'colsample_bytree': 0.9719618505369794, 'gamma': 2.8824919173354613, 'reg_alpha': 0.15609071914419348, 'reg_lambda': 0.7611789673278244}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:12,357] Trial 187 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.022834025577545523, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9844316754716462, 'colsample_bytree': 0.9829150599498363, 'gamma': 2.6794767765614305, 'reg_alpha': 0.0892796773765288, 'reg_lambda': 0.6291604096181189}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:12,470] Trial 188 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 184, 'learning_rate': 0.01918038982222262, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7089454002818398, 'colsample_bytree': 0.9613448996903127, 'gamma': 0.16019986951274176, 'reg_alpha': 0.1203228574121795, 'reg_lambda': 0.8426208810053598}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:12,640] Trial 189 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 199, 'learning_rate': 0.021106053358157805, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9923590408182857, 'colsample_bytree': 0.9998522326590465, 'gamma': 0.3049325386787983, 'reg_alpha': 0.01921118300518994, 'reg_lambda': 0.5520994999368524}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:12,785] Trial 190 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 206, 'learning_rate': 0.02409481447874799, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9617108929935471, 'colsample_bytree': 0.9871938968235471, 'gamma': 3.0524142084968866, 'reg_alpha': 0.060766455112387104, 'reg_lambda': 0.6762395427325598}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:12,935] Trial 191 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.021712614734514, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9993660121731924, 'colsample_bytree': 0.9644500019490239, 'gamma': 2.5016770262984886, 'reg_alpha': 0.21687611599439843, 'reg_lambda': 0.6039016425459961}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:13,197] Trial 192 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 209, 'learning_rate': 0.020451313920245486, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9996365784438577, 'colsample_bytree': 0.9719762267628265, 'gamma': 0.00017663970838457726, 'reg_alpha': 0.175688494765799, 'reg_lambda': 0.7291939201887225}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:13,404] Trial 193 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.022183322333717642, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9785776930543513, 'colsample_bytree': 0.978719438797925, 'gamma': 0.39355567809293956, 'reg_alpha': 0.01714788274197442, 'reg_lambda': 2.1101341762224175}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:13,572] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.018581717828129892, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9874662138944131, 'colsample_bytree': 0.9905565754692504, 'gamma': 0.1862081355090074, 'reg_alpha': 0.12420239110897657, 'reg_lambda': 0.5436011281619912}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:13,758] Trial 195 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 202, 'learning_rate': 0.02626456782187455, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9919992444950512, 'colsample_bytree': 0.9998700864553861, 'gamma': 0.30486840863045467, 'reg_alpha': 0.029339698335757086, 'reg_lambda': 0.6351838484784608}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:13,902] Trial 196 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 191, 'learning_rate': 0.023855644644861104, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9738510045870824, 'colsample_bytree': 0.7819099338634631, 'gamma': 2.296257960027816, 'reg_alpha': 0.3715312152863503, 'reg_lambda': 1.45832561073686}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:14,124] Trial 197 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.01995805154190411, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9825270196914635, 'colsample_bytree': 0.9670581587922298, 'gamma': 0.10087403375206452, 'reg_alpha': 0.07957320045422062, 'reg_lambda': 0.7013829887096114}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:14,276] Trial 198 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 179, 'learning_rate': 0.021554094697087158, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9900999778706508, 'colsample_bytree': 0.9814979388077242, 'gamma': 3.225766142467402, 'reg_alpha': 0.141787353067785, 'reg_lambda': 1.3754205334755993}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:14,439] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 207, 'learning_rate': 0.016801874382208475, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9931266035550633, 'colsample_bytree': 0.9726492876600487, 'gamma': 0.4198141521871388, 'reg_alpha': 0.34334618384484256, 'reg_lambda': 0.5848647314642395}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:14,442] A new study created in memory with name: no-name-84066af0-507c-43ed-bd35-1961b72574f9
[I 2025-11-03 19:26:14,601] Trial 0 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 192, 'learning_rate': 0.017336525656048252, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8503210463907629, 'colsample_bytree': 0.8863127131724036, 'gamma': 0.9192307062533694, 'reg_alpha': 0.9672095479116728, 'reg_lambda': 2.8644946841424694}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:14,875] Trial 1 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 205, 'learning_rate': 0.06631981155026831, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6610425278027999, 'colsample_bytree': 0.6490231917501554, 'gamma': 3.345475501281658, 'reg_alpha': 0.04060385468795302, 'reg_lambda': 1.91064080773343}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,023] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.06082146061381299, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8304310420689769, 'colsample_bytree': 0.7687292667496851, 'gamma': 4.625999417300699, 'reg_alpha': 0.49065811602240883, 'reg_lambda': 2.131194155657562}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,160] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 195, 'learning_rate': 0.011512857584646534, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.7498103553950817, 'colsample_bytree': 0.6190025828077992, 'gamma': 3.1701479386551403, 'reg_alpha': 0.11014059735323412, 'reg_lambda': 2.9829851084239998}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,221] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.01824625798016565, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.60702175688806, 'colsample_bytree': 0.6856853024381331, 'gamma': 4.123504950198865, 'reg_alpha': 0.5885624592434797, 'reg_lambda': 1.7766596448003358}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,319] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.015966606542459107, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8513372732145009, 'colsample_bytree': 0.6098233950325262, 'gamma': 0.77954056741451, 'reg_alpha': 0.11603364463067212, 'reg_lambda': 2.7399629392679676}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,486] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.10000232118163059, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.7496457282272077, 'colsample_bytree': 0.7023117238767789, 'gamma': 4.111805483571984, 'reg_alpha': 0.022958152933846843, 'reg_lambda': 2.504629464352557}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,534] Trial 7 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 49, 'learning_rate': 0.016036100382172513, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8548169367941767, 'colsample_bytree': 0.9076894895341019, 'gamma': 2.1725873261802544, 'reg_alpha': 0.1901209041887164, 'reg_lambda': 1.8854760892998552}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,704] Trial 8 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 76, 'learning_rate': 0.11994681119732954, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.7172048431303102, 'colsample_bytree': 0.7622179379078251, 'gamma': 4.478996229322617, 'reg_alpha': 0.35526016442360553, 'reg_lambda': 1.3301562323881355}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,912] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.02897155214326782, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9503528219256758, 'colsample_bytree': 0.8990116173905176, 'gamma': 2.5319920689486066, 'reg_alpha': 0.11086111846038638, 'reg_lambda': 1.274802758945246}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:16,058] Trial 10 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.2541830657131779, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9919429983791316, 'colsample_bytree': 0.986848108740082, 'gamma': 0.013412397836200518, 'reg_alpha': 0.9543556691758784, 'reg_lambda': 0.5004787657409677}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:16,198] Trial 11 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.29059747318358914, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9888516030645129, 'colsample_bytree': 0.9922285075601618, 'gamma': 0.039894419006258564, 'reg_alpha': 0.9757933616571041, 'reg_lambda': 0.6549719449678282}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:16,326] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 127, 'learning_rate': 0.27797511761982324, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9964040453663842, 'colsample_bytree': 0.9984515035840137, 'gamma': 0.16287371044413423, 'reg_alpha': 0.9869107067706446, 'reg_lambda': 0.5246413917693775}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:16,489] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 132, 'learning_rate': 0.2810157066406775, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9323725483660815, 'colsample_bytree': 0.9986996657739985, 'gamma': 0.07048092217902457, 'reg_alpha': 0.8083611901698726, 'reg_lambda': 0.6927766273675957}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:16,727] Trial 14 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 124, 'learning_rate': 0.1734638465929579, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9225894781833847, 'colsample_bytree': 0.9456597690744672, 'gamma': 1.4730854513281488, 'reg_alpha': 0.7868268852261227, 'reg_lambda': 0.9426598814932767}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:16,868] Trial 15 finished with value: 0.699404761904762 and parameters: {'n_estimators': 156, 'learning_rate': 0.15832338509137256, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.977345706993402, 'colsample_bytree': 0.8231563480728301, 'gamma': 1.023317637101115, 'reg_alpha': 0.7942348119511291, 'reg_lambda': 1.016282448446368}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:16,958] Trial 16 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 104, 'learning_rate': 0.19478693411040507, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8844762783158734, 'colsample_bytree': 0.8394821272744297, 'gamma': 1.726313819070195, 'reg_alpha': 0.6599848468062939, 'reg_lambda': 1.4012525893869037}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:17,017] Trial 17 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.04049090550885929, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9100225891486876, 'colsample_bytree': 0.9583882798804796, 'gamma': 0.4746147453623313, 'reg_alpha': 0.8719808515583638, 'reg_lambda': 0.7992877705964923}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:17,154] Trial 18 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 160, 'learning_rate': 0.10278211879556794, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9696580574744661, 'colsample_bytree': 0.9493244229081895, 'gamma': 1.4806514439604967, 'reg_alpha': 0.671060503225807, 'reg_lambda': 0.5247265170604438}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:17,299] Trial 19 finished with value: 0.738095238095238 and parameters: {'n_estimators': 113, 'learning_rate': 0.2381314175411344, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9946848103465542, 'colsample_bytree': 0.854099649840711, 'gamma': 0.07565961303335317, 'reg_alpha': 0.8998699634154423, 'reg_lambda': 1.1087743697548778}. Best is trial 19 with value: 0.738095238095238.
[I 2025-11-03 19:26:17,533] Trial 20 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 109, 'learning_rate': 0.2046458203329655, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8925522545803208, 'colsample_bytree': 0.8568871619278545, 'gamma': 0.6081529227832165, 'reg_alpha': 0.4237859721000298, 'reg_lambda': 1.0888486097942949}. Best is trial 19 with value: 0.738095238095238.
[I 2025-11-03 19:26:17,684] Trial 21 finished with value: 0.75 and parameters: {'n_estimators': 152, 'learning_rate': 0.2848802007526143, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9925055710439739, 'colsample_bytree': 0.9614633335254867, 'gamma': 0.02672618252761237, 'reg_alpha': 0.9116628467791481, 'reg_lambda': 0.8020630166060055}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:17,847] Trial 22 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.13434567224313076, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9497008551417043, 'colsample_bytree': 0.9279825623200323, 'gamma': 1.123017355245715, 'reg_alpha': 0.8602306013700679, 'reg_lambda': 0.8578490288598694}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:17,976] Trial 23 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 105, 'learning_rate': 0.2237335661285291, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9940291456254048, 'colsample_bytree': 0.8709662265272786, 'gamma': 0.41693201980399675, 'reg_alpha': 0.90337295983807, 'reg_lambda': 1.5389456352249071}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:18,136] Trial 24 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 175, 'learning_rate': 0.08300012851879583, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9540337527851175, 'colsample_bytree': 0.7881771967977435, 'gamma': 0.01055011826970853, 'reg_alpha': 0.7066509079031036, 'reg_lambda': 1.1668821048359246}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:18,301] Trial 25 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 223, 'learning_rate': 0.07566735596546446, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9536933945208375, 'colsample_bytree': 0.7864890252638965, 'gamma': 0.5026362150626014, 'reg_alpha': 0.7154500581667639, 'reg_lambda': 1.134616707889704}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:18,550] Trial 26 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 148, 'learning_rate': 0.03788371817703138, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8091596025561891, 'colsample_bytree': 0.7314487747198251, 'gamma': 1.968493611158444, 'reg_alpha': 0.5701743744956893, 'reg_lambda': 1.5788190571134835}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:18,701] Trial 27 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 184, 'learning_rate': 0.14763567416172277, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8897556847500174, 'colsample_bytree': 0.8218769742890029, 'gamma': 1.3171330544409237, 'reg_alpha': 0.7375523834699853, 'reg_lambda': 1.2438326395993224}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:18,838] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.08262709047465053, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9339953291808591, 'colsample_bytree': 0.8095859416995572, 'gamma': 0.7562858858801208, 'reg_alpha': 0.8880257424979718, 'reg_lambda': 1.5949302658690816}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:18,992] Trial 29 finished with value: 0.636904761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.04737036138633247, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9645205889239159, 'colsample_bytree': 0.8752780803131915, 'gamma': 2.682426387732658, 'reg_alpha': 0.5863074527416141, 'reg_lambda': 2.214294903248035}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:19,145] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 176, 'learning_rate': 0.11260096545329606, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8694146295439611, 'colsample_bytree': 0.7423286148114359, 'gamma': 0.9526493766799758, 'reg_alpha': 0.82200550155492, 'reg_lambda': 0.7725345418268021}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:19,395] Trial 31 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 146, 'learning_rate': 0.2320751247859577, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9972873019830528, 'colsample_bytree': 0.9698271381449374, 'gamma': 0.27984010692343764, 'reg_alpha': 0.9062982121470932, 'reg_lambda': 0.9229382997739148}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:19,525] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 111, 'learning_rate': 0.22528572085851414, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9667786215502628, 'colsample_bytree': 0.9211185353394618, 'gamma': 0.021230330651530266, 'reg_alpha': 0.9463880005139991, 'reg_lambda': 0.6483308447575944}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:19,718] Trial 33 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 204, 'learning_rate': 0.1702140656247536, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9073005475647187, 'colsample_bytree': 0.8497625896708769, 'gamma': 0.3696280657444011, 'reg_alpha': 0.9946772361313521, 'reg_lambda': 1.145000101453828}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:19,833] Trial 34 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 89, 'learning_rate': 0.25994080235446204, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9389685333860853, 'colsample_bytree': 0.973499385728401, 'gamma': 0.7495609753841002, 'reg_alpha': 0.731957385084014, 'reg_lambda': 0.8615536504528846}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,074] Trial 35 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 139, 'learning_rate': 0.02667424096310584, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9992950995331624, 'colsample_bytree': 0.7756798387433161, 'gamma': 3.029369124807113, 'reg_alpha': 0.9304782679907315, 'reg_lambda': 0.5184884604708512}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,224] Trial 36 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 95, 'learning_rate': 0.1825865239162854, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8224026935291708, 'colsample_bytree': 0.8879724706706326, 'gamma': 0.0064024173466759315, 'reg_alpha': 0.8436770537334088, 'reg_lambda': 1.021488627414068}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,355] Trial 37 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 61, 'learning_rate': 0.08502382981174611, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9691458427328864, 'colsample_bytree': 0.6475984088032516, 'gamma': 0.32979026008678686, 'reg_alpha': 0.6727775303124326, 'reg_lambda': 0.7316399624965811}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,514] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 169, 'learning_rate': 0.05431608604511935, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.6682934656403674, 'colsample_bytree': 0.9297699475836724, 'gamma': 3.603135220638483, 'reg_alpha': 0.7676162942605295, 'reg_lambda': 1.4627379726134904}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,640] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.1324756082140712, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.7733497287712469, 'colsample_bytree': 0.7172086556087954, 'gamma': 1.1750853801344898, 'reg_alpha': 0.9369348186049393, 'reg_lambda': 2.000143114717605}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,865] Trial 40 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 192, 'learning_rate': 0.06471775388383966, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9215553113139079, 'colsample_bytree': 0.7541761410109443, 'gamma': 4.972650649866891, 'reg_alpha': 0.5101248736262537, 'reg_lambda': 1.7138399129273134}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,999] Trial 41 finished with value: 0.738095238095238 and parameters: {'n_estimators': 137, 'learning_rate': 0.2914790282773667, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9693992264748781, 'colsample_bytree': 0.9816332874018397, 'gamma': 0.22158083719078667, 'reg_alpha': 0.995192009699679, 'reg_lambda': 0.6487730761918542}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:21,164] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.29832041184814423, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9520876989917874, 'colsample_bytree': 0.9778464370693157, 'gamma': 0.6169892195981175, 'reg_alpha': 0.9518049971348413, 'reg_lambda': 0.5969613026265272}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:21,305] Trial 43 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 140, 'learning_rate': 0.22617667157392793, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9782738029052397, 'colsample_bytree': 0.9067489777956673, 'gamma': 0.26021644792029835, 'reg_alpha': 0.9948152545890263, 'reg_lambda': 1.2061730892165685}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:21,436] Trial 44 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 119, 'learning_rate': 0.25860412379314435, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9780783899610713, 'colsample_bytree': 0.9431788117101544, 'gamma': 0.689892809268478, 'reg_alpha': 0.852106827050574, 'reg_lambda': 0.9639413893741303}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:21,616] Trial 45 finished with value: 0.738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.19469873300639756, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9470631644557883, 'colsample_bytree': 0.9851513012470836, 'gamma': 0.2353991406549112, 'reg_alpha': 0.23218843393181482, 'reg_lambda': 0.7466772866967627}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:21,879] Trial 46 finished with value: 0.738095238095238 and parameters: {'n_estimators': 202, 'learning_rate': 0.20102930615190598, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9078573992445592, 'colsample_bytree': 0.7979794063937821, 'gamma': 0.2065662399550594, 'reg_alpha': 0.27304142838240486, 'reg_lambda': 1.3597238350471401}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:22,064] Trial 47 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 206, 'learning_rate': 0.011487824136549649, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8494096574625886, 'colsample_bytree': 0.9643739109457328, 'gamma': 0.9130451766866425, 'reg_alpha': 0.2769927834674218, 'reg_lambda': 1.2940622278860068}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:22,208] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.20258744402741297, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.6010685755345586, 'colsample_bytree': 0.6812064060878459, 'gamma': 0.26141458786924127, 'reg_alpha': 0.20116087524302015, 'reg_lambda': 0.840158579935921}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:22,361] Trial 49 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 182, 'learning_rate': 0.14590697599168717, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.915802378323242, 'colsample_bytree': 0.9839346684853012, 'gamma': 0.4861498681781252, 'reg_alpha': 0.06925593678325992, 'reg_lambda': 1.3397548638563506}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:22,501] Trial 50 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 199, 'learning_rate': 0.2976166498900425, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9417105094345211, 'colsample_bytree': 0.9131946523329266, 'gamma': 0.2060778357274265, 'reg_alpha': 0.322968192005103, 'reg_lambda': 2.727320914179649}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:22,613] Trial 51 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.18710267160299182, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9572054854840343, 'colsample_bytree': 0.7904263025071502, 'gamma': 0.18062341444879393, 'reg_alpha': 0.18315567615016562, 'reg_lambda': 1.082020097872654}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:22,756] Trial 52 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 176, 'learning_rate': 0.24750456509064495, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9823685781959898, 'colsample_bytree': 0.8059444465627477, 'gamma': 0.7956451514905019, 'reg_alpha': 0.30175812692195214, 'reg_lambda': 0.6836014693769136}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,071] Trial 53 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 234, 'learning_rate': 0.16667216709412386, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9268558914011704, 'colsample_bytree': 0.7649745414190298, 'gamma': 0.42713945266847886, 'reg_alpha': 0.3892934720222402, 'reg_lambda': 1.010051240742342}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,223] Trial 54 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 162, 'learning_rate': 0.2133984392695, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9061196455681949, 'colsample_bytree': 0.8421934986290294, 'gamma': 0.12731850833788655, 'reg_alpha': 0.22576433033768867, 'reg_lambda': 0.89645328705423}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,371] Trial 55 finished with value: 0.738095238095238 and parameters: {'n_estimators': 193, 'learning_rate': 0.11199193977990499, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9485578576393718, 'colsample_bytree': 0.823707122652448, 'gamma': 0.5994689747537086, 'reg_alpha': 0.16134985678902414, 'reg_lambda': 0.7677187577224556}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,530] Trial 56 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 191, 'learning_rate': 0.12482847407680249, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9359925157050949, 'colsample_bytree': 0.8283554845759123, 'gamma': 0.5669767087316309, 'reg_alpha': 0.13707600296384226, 'reg_lambda': 0.6158722323083938}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,689] Trial 57 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 212, 'learning_rate': 0.15309447694373662, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8686471341431153, 'colsample_bytree': 0.867354822847585, 'gamma': 0.9552052843118741, 'reg_alpha': 0.01940232597544861, 'reg_lambda': 0.7698503221362343}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,849] Trial 58 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 154, 'learning_rate': 0.10659799226066226, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9845657400605626, 'colsample_bytree': 0.9398400654823275, 'gamma': 2.0445939491842235, 'reg_alpha': 0.2631171750951684, 'reg_lambda': 0.7220185200794128}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,969] Trial 59 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 228, 'learning_rate': 0.19688150613005528, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7341746586734615, 'colsample_bytree': 0.9993407280905994, 'gamma': 1.4026149715672203, 'reg_alpha': 0.06468358737065741, 'reg_lambda': 1.0502434599786452}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:24,158] Trial 60 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 75, 'learning_rate': 0.2626685638893299, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8971202238268833, 'colsample_bytree': 0.8850771688672251, 'gamma': 1.6916726932506092, 'reg_alpha': 0.13989519712246085, 'reg_lambda': 0.5783379285665777}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:24,315] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.07214093725802309, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9487455883278448, 'colsample_bytree': 0.7810101169993924, 'gamma': 0.012952841519896202, 'reg_alpha': 0.4325021810112954, 'reg_lambda': 1.1825540142552047}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:24,537] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.09028877856907487, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9589738938609557, 'colsample_bytree': 0.9592463341522833, 'gamma': 0.36793312101221465, 'reg_alpha': 0.24426304372950314, 'reg_lambda': 0.9439222223907592}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:24,678] Trial 63 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 144, 'learning_rate': 0.24131226436531455, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9694233822614635, 'colsample_bytree': 0.7990111721692682, 'gamma': 0.18894907403437056, 'reg_alpha': 0.6259289239773584, 'reg_lambda': 1.3828471076029327}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:24,835] Trial 64 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 173, 'learning_rate': 0.05656722817944578, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9813888929109591, 'colsample_bytree': 0.8146854027627177, 'gamma': 0.551664701986534, 'reg_alpha': 0.5209554916671679, 'reg_lambda': 0.8082061454799695}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:24,961] Trial 65 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 116, 'learning_rate': 0.11823114818722823, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.946700622020025, 'colsample_bytree': 0.8299534865282003, 'gamma': 0.7894864984060401, 'reg_alpha': 0.16166222453724527, 'reg_lambda': 1.4957854856863637}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:25,187] Trial 66 finished with value: 0.761904761904762 and parameters: {'n_estimators': 129, 'learning_rate': 0.13876868951221824, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9260672102564098, 'colsample_bytree': 0.7506902444784489, 'gamma': 0.13773509400862993, 'reg_alpha': 0.36068485251529464, 'reg_lambda': 1.6422278996698736}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:25,313] Trial 67 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 130, 'learning_rate': 0.1810859583670276, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8769854313060488, 'colsample_bytree': 0.6920153267265772, 'gamma': 0.3791372357333584, 'reg_alpha': 0.3314599355992687, 'reg_lambda': 1.6472532945939655}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:25,458] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 138, 'learning_rate': 0.1439188154533371, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9273432468914622, 'colsample_bytree': 0.7466770328904808, 'gamma': 0.17169935763013316, 'reg_alpha': 0.3858112065613075, 'reg_lambda': 1.8554077677444403}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:25,539] Trial 69 finished with value: 0.6666666666666665 and parameters: {'n_estimators': 98, 'learning_rate': 0.16738709367223822, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8985032442250424, 'colsample_bytree': 0.7273805681944657, 'gamma': 3.752909575824601, 'reg_alpha': 0.2194888290795179, 'reg_lambda': 1.7742539650425078}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:25,656] Trial 70 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.2123449633006987, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9938213600563617, 'colsample_bytree': 0.9876968102345463, 'gamma': 1.1436596825137877, 'reg_alpha': 0.45902466314870405, 'reg_lambda': 2.3592581435593516}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:25,773] Trial 71 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.10129026706760152, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9593065049076048, 'colsample_bytree': 0.7909593232780026, 'gamma': 0.10416168533532776, 'reg_alpha': 0.9108058069074303, 'reg_lambda': 1.284622289111652}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:25,913] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.27247453044361575, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9713958407251239, 'colsample_bytree': 0.7707098013721314, 'gamma': 0.5181480837973873, 'reg_alpha': 0.361577804322711, 'reg_lambda': 1.413418272529791}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:26,193] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.1318587614617579, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9388218620658358, 'colsample_bytree': 0.7602458921711143, 'gamma': 0.002703267583448715, 'reg_alpha': 0.5449682369487514, 'reg_lambda': 1.6669312864311605}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:26,369] Trial 74 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 168, 'learning_rate': 0.23553280905528068, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9181528922652105, 'colsample_bytree': 0.8560574528864872, 'gamma': 0.2913626809431202, 'reg_alpha': 0.28536836990717074, 'reg_lambda': 1.9949913713915948}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:26,510] Trial 75 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 158, 'learning_rate': 0.19401066522779278, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7843140030851703, 'colsample_bytree': 0.7993861081464497, 'gamma': 0.6592484159891312, 'reg_alpha': 0.9675557468918097, 'reg_lambda': 1.1485425464438468}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:26,603] Trial 76 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 22, 'learning_rate': 0.09137412758131665, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9913125330822471, 'colsample_bytree': 0.9505169877865213, 'gamma': 2.3317596665614033, 'reg_alpha': 0.8230796640192266, 'reg_lambda': 0.7052649095291135}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:26,743] Trial 77 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 191, 'learning_rate': 0.11276176074317609, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6365154855937318, 'colsample_bytree': 0.7083504618885321, 'gamma': 0.45251491910875874, 'reg_alpha': 0.7754434648594319, 'reg_lambda': 0.8668038973346476}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:26,869] Trial 78 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 113, 'learning_rate': 0.159521935178445, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.963336082182742, 'colsample_bytree': 0.8161371179335367, 'gamma': 0.12997225221558745, 'reg_alpha': 0.8888682857664177, 'reg_lambda': 1.2349388480504542}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,053] Trial 79 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 135, 'learning_rate': 0.27321934989349217, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9989519398759088, 'colsample_bytree': 0.8359057117438446, 'gamma': 0.3478518156712933, 'reg_alpha': 0.10214793639015726, 'reg_lambda': 0.9819710125391089}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,141] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.1398696147843757, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.8403191844783984, 'colsample_bytree': 0.9770162459868135, 'gamma': 0.8656993468865435, 'reg_alpha': 0.17940248418486163, 'reg_lambda': 1.091950464795842}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,310] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.12434522195657755, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9172759080540044, 'colsample_bytree': 0.9740132513173078, 'gamma': 0.4788029176868798, 'reg_alpha': 0.06495286793586458, 'reg_lambda': 1.4029082984015588}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,461] Trial 82 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.1467106482890771, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9129673739973325, 'colsample_bytree': 0.9846065927456006, 'gamma': 0.2360887032312305, 'reg_alpha': 0.0811074159270106, 'reg_lambda': 1.373682736046927}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,616] Trial 83 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 209, 'learning_rate': 0.21481454873854502, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8827405802491703, 'colsample_bytree': 0.9559455689663502, 'gamma': 0.12044958648274465, 'reg_alpha': 0.24058631438191175, 'reg_lambda': 1.544126732911366}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,776] Trial 84 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 166, 'learning_rate': 0.0776749945391595, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9522478421904903, 'colsample_bytree': 0.9877487311243458, 'gamma': 0.6181642367284482, 'reg_alpha': 0.14093325022447306, 'reg_lambda': 0.7871587740816206}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,994] Trial 85 finished with value: 0.744047619047619 and parameters: {'n_estimators': 177, 'learning_rate': 0.18485018736703995, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9761116115277106, 'colsample_bytree': 0.9678426837087518, 'gamma': 0.2972247222875373, 'reg_alpha': 0.9712486615820748, 'reg_lambda': 0.5590987736982252}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:28,130] Trial 86 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.17492978359928632, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9730026556534104, 'colsample_bytree': 0.7816183029209333, 'gamma': 0.31091342427185953, 'reg_alpha': 0.973999330378607, 'reg_lambda': 0.5888133282418152}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:28,276] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.23350263587470793, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9891841521780579, 'colsample_bytree': 0.9355444095298207, 'gamma': 0.00533992375377465, 'reg_alpha': 0.9199182242617264, 'reg_lambda': 0.519256475543997}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:28,435] Trial 88 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 218, 'learning_rate': 0.24466220166031236, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9815361919207745, 'colsample_bytree': 0.9261990551570012, 'gamma': 2.6992031562876297, 'reg_alpha': 0.9252137192493085, 'reg_lambda': 0.6581908636421746}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:28,634] Trial 89 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 206, 'learning_rate': 0.2821507457174494, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.989151448910673, 'colsample_bytree': 0.9342962659922316, 'gamma': 0.6816700215890747, 'reg_alpha': 0.9987720696096498, 'reg_lambda': 0.5377666984049128}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:28,892] Trial 90 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.2009478410949409, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9296116627384815, 'colsample_bytree': 0.9641475770928501, 'gamma': 0.10994998507987194, 'reg_alpha': 0.8818217775031281, 'reg_lambda': 0.6329669459970352}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:29,049] Trial 91 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 179, 'learning_rate': 0.2206138823410878, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9625290268224966, 'colsample_bytree': 0.9690590018015119, 'gamma': 0.012402326217076348, 'reg_alpha': 0.8390221587160844, 'reg_lambda': 0.55722899407794}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:29,189] Trial 92 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 187, 'learning_rate': 0.1868942393009341, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9397008904638886, 'colsample_bytree': 0.94994261044328, 'gamma': 0.24836783636005372, 'reg_alpha': 0.9535221431486751, 'reg_lambda': 0.7569138538999811}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:29,357] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 175, 'learning_rate': 0.29703351644827924, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9753736712426473, 'colsample_bytree': 0.91766975268438, 'gamma': 0.39282450168432365, 'reg_alpha': 0.9065478592663623, 'reg_lambda': 0.9061840586793465}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:29,496] Trial 94 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 159, 'learning_rate': 0.2539555812189509, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9880330612531222, 'colsample_bytree': 0.8957433955445506, 'gamma': 0.00034148366822500664, 'reg_alpha': 0.8646137130875355, 'reg_lambda': 0.667289786880026}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:29,625] Trial 95 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 103, 'learning_rate': 0.1582290465268557, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9466126700069244, 'colsample_bytree': 0.9910429797180109, 'gamma': 0.2347962109909962, 'reg_alpha': 0.9254139234058544, 'reg_lambda': 0.837567133780706}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:29,914] Trial 96 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 149, 'learning_rate': 0.22959603600558298, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9658968043166035, 'colsample_bytree': 0.8467565139971583, 'gamma': 0.5336590984844799, 'reg_alpha': 0.6948523543448983, 'reg_lambda': 0.5061682143107139}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:30,068] Trial 97 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.25801545801380904, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9756389715203148, 'colsample_bytree': 0.999625236895334, 'gamma': 0.10419382730459938, 'reg_alpha': 0.8024869959232162, 'reg_lambda': 0.7172869967033337}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:30,250] Trial 98 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 188, 'learning_rate': 0.012948630468146437, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.956321044635128, 'colsample_bytree': 0.9377649630123556, 'gamma': 0.4222927717780996, 'reg_alpha': 0.6187349778725608, 'reg_lambda': 0.6105715131976993}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:30,395] Trial 99 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 170, 'learning_rate': 0.20662940020158077, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.932376597397017, 'colsample_bytree': 0.737959257121261, 'gamma': 0.19110608640819293, 'reg_alpha': 0.9588605012590764, 'reg_lambda': 0.814547131971405}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:30,523] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.0914936913851945, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9456758771049006, 'colsample_bytree': 0.8065191628506574, 'gamma': 0.3440375809396857, 'reg_alpha': 0.7478719143466928, 'reg_lambda': 0.748064001751484}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:30,667] Trial 101 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 196, 'learning_rate': 0.17638298778923356, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9044433947999438, 'colsample_bytree': 0.9593256253293742, 'gamma': 0.47165234442598664, 'reg_alpha': 0.03658115915246049, 'reg_lambda': 1.193375520382974}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:30,898] Trial 102 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 177, 'learning_rate': 0.13255320738077836, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6842473710520375, 'colsample_bytree': 0.9776944654166351, 'gamma': 0.1024992628185431, 'reg_alpha': 0.9802556282288777, 'reg_lambda': 1.3116254780689731}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:31,066] Trial 103 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 133, 'learning_rate': 0.02247038480290369, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9869032051385885, 'colsample_bytree': 0.9848769442651597, 'gamma': 1.0253138113902929, 'reg_alpha': 0.2110376469012235, 'reg_lambda': 1.345556056797475}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:31,215] Trial 104 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 191, 'learning_rate': 0.1615985964219094, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9997658082090889, 'colsample_bytree': 0.9687352687044929, 'gamma': 0.29153305135449203, 'reg_alpha': 0.9374802074053626, 'reg_lambda': 1.438793934179429}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:31,432] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 185, 'learning_rate': 0.19039065850628337, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9222583922855003, 'colsample_bytree': 0.7577453019919577, 'gamma': 0.5992110730909852, 'reg_alpha': 0.3160248303632112, 'reg_lambda': 1.485364873331078}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:31,534] Trial 106 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 163, 'learning_rate': 0.2212723655839689, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9661946557482042, 'colsample_bytree': 0.8235788527267636, 'gamma': 0.782826567071416, 'reg_alpha': 0.26293023264576404, 'reg_lambda': 1.0592057015416787}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:31,726] Trial 107 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 214, 'learning_rate': 0.1104338181932355, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9550992007943329, 'colsample_bytree': 0.9460027226700773, 'gamma': 0.2016304768663975, 'reg_alpha': 0.12096725945260518, 'reg_lambda': 1.1413217365422539}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:31,931] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.23559739128461016, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.937942655549704, 'colsample_bytree': 0.7944049349665, 'gamma': 0.09343450138909593, 'reg_alpha': 0.48100198655557813, 'reg_lambda': 0.5676402429061727}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:32,076] Trial 109 finished with value: 0.5 and parameters: {'n_estimators': 154, 'learning_rate': 0.24534335576612049, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9793876917035537, 'colsample_bytree': 0.7893001523962222, 'gamma': 0.08032998952858589, 'reg_alpha': 0.3489612929441416, 'reg_lambda': 0.6719317398489745}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:32,214] Trial 110 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 107, 'learning_rate': 0.27610764849218755, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.938784869225268, 'colsample_bytree': 0.7723294569559187, 'gamma': 0.3127636907170984, 'reg_alpha': 0.5600951560857181, 'reg_lambda': 0.5758073947707292}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:32,341] Trial 111 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 143, 'learning_rate': 0.15352512097928156, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9112407097853272, 'colsample_bytree': 0.9813306834178118, 'gamma': 0.415687546481679, 'reg_alpha': 0.42214086907264986, 'reg_lambda': 0.6318132270810923}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:32,469] Trial 112 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 138, 'learning_rate': 0.23667224290252545, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9333399180315171, 'colsample_bytree': 0.7499303303465843, 'gamma': 0.18991670907646568, 'reg_alpha': 0.49927833366703567, 'reg_lambda': 0.5039862498534415}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:32,588] Trial 113 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 116, 'learning_rate': 0.1978782054381071, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9257277887643017, 'colsample_bytree': 0.6009611338199878, 'gamma': 0.5197123030998484, 'reg_alpha': 0.8929967123215654, 'reg_lambda': 1.2418071884181356}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:32,847] Trial 114 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 126, 'learning_rate': 0.04482991411726742, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9501203188818238, 'colsample_bytree': 0.7929771946246309, 'gamma': 0.08337768673952686, 'reg_alpha': 0.47218495332982396, 'reg_lambda': 0.5630915815995096}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,123] Trial 115 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.14116466832636695, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8975495520263592, 'colsample_bytree': 0.8108214866872195, 'gamma': 0.7086431420246377, 'reg_alpha': 0.002131104989686064, 'reg_lambda': 0.6929757861758686}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,270] Trial 116 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 173, 'learning_rate': 0.172661703558933, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9707920083377318, 'colsample_bytree': 0.9953372449913817, 'gamma': 0.29090688610597804, 'reg_alpha': 0.17264936268755446, 'reg_lambda': 0.9626297503744317}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,407] Trial 117 finished with value: 0.744047619047619 and parameters: {'n_estimators': 134, 'learning_rate': 0.26820419879481183, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9916774473166665, 'colsample_bytree': 0.7797612326243331, 'gamma': 0.005583930044875236, 'reg_alpha': 0.2910983745730059, 'reg_lambda': 1.8327058708240367}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,538] Trial 118 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 134, 'learning_rate': 0.26578820675019565, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9912725009529149, 'colsample_bytree': 0.7754094496763695, 'gamma': 0.004829293890159946, 'reg_alpha': 0.2455994250174896, 'reg_lambda': 1.6995046309644122}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,664] Trial 119 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 119, 'learning_rate': 0.2830319040878489, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9812045594646375, 'colsample_bytree': 0.8017018174950342, 'gamma': 0.1540726568275643, 'reg_alpha': 0.29174292698410037, 'reg_lambda': 1.873015565908203}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,790] Trial 120 finished with value: 0.761904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.23158428478048335, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9597502420258414, 'colsample_bytree': 0.7798524060731868, 'gamma': 0.23699516804471515, 'reg_alpha': 0.4002864459388483, 'reg_lambda': 2.012205928262139}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,962] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 129, 'learning_rate': 0.22251062394344087, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9608780910233707, 'colsample_bytree': 0.7654465904217744, 'gamma': 0.22144315110542195, 'reg_alpha': 0.3738524953352821, 'reg_lambda': 1.9677706523930054}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,087] Trial 122 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 130, 'learning_rate': 0.23065033608050223, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9628737698686611, 'colsample_bytree': 0.7636429774945612, 'gamma': 0.21223580098268016, 'reg_alpha': 0.4287228503618715, 'reg_lambda': 2.0542227003401092}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,219] Trial 123 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 148, 'learning_rate': 0.20968527507357676, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9848243074053237, 'colsample_bytree': 0.7344862177350151, 'gamma': 0.33773087816763026, 'reg_alpha': 0.38955920333524685, 'reg_lambda': 2.1865440562858787}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,327] Trial 124 finished with value: 0.738095238095238 and parameters: {'n_estimators': 143, 'learning_rate': 0.2491450252548954, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9730477886764656, 'colsample_bytree': 0.778442394106066, 'gamma': 0.10064575612308223, 'reg_alpha': 0.3420975470609265, 'reg_lambda': 1.8387231691441452}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,454] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 154, 'learning_rate': 0.29105483621356804, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.999658687621624, 'colsample_bytree': 0.767682042737299, 'gamma': 0.4037509271790736, 'reg_alpha': 0.36204001753022286, 'reg_lambda': 1.9282842809669898}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,554] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.21819723421368434, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9594383137594905, 'colsample_bytree': 0.7523076078652552, 'gamma': 0.24642982322078477, 'reg_alpha': 0.40336255639311425, 'reg_lambda': 2.0253133585326437}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,677] Trial 127 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 137, 'learning_rate': 0.22344200157227978, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9591357655843018, 'colsample_bytree': 0.752700497086862, 'gamma': 4.430499609332655, 'reg_alpha': 0.3863793422579981, 'reg_lambda': 2.118665814886855}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,804] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 127, 'learning_rate': 0.2665967505519657, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9916332221020854, 'colsample_bytree': 0.7261393926546171, 'gamma': 0.24463797240840854, 'reg_alpha': 0.4076413420145066, 'reg_lambda': 1.808186705483997}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,975] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.20839380196183452, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9755935408458298, 'colsample_bytree': 0.7477420619369335, 'gamma': 0.01531987204365376, 'reg_alpha': 0.3749143865907307, 'reg_lambda': 2.0235145564256314}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,107] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.23927166417130277, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9755668233302563, 'colsample_bytree': 0.743540390344193, 'gamma': 0.06629859225063033, 'reg_alpha': 0.4619392863590574, 'reg_lambda': 1.9420740826963148}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,257] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.23727603915128304, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9775864916193155, 'colsample_bytree': 0.7575156453832729, 'gamma': 0.0489421486827103, 'reg_alpha': 0.45525562907587086, 'reg_lambda': 1.9542562204882041}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,405] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.24774739961973996, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9774054310435766, 'colsample_bytree': 0.745102640031492, 'gamma': 0.009495619252038928, 'reg_alpha': 0.4514376360908495, 'reg_lambda': 1.9377065817013006}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,552] Trial 133 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 140, 'learning_rate': 0.29906643643147235, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9870933675666721, 'colsample_bytree': 0.7168022591604818, 'gamma': 0.11143336986822652, 'reg_alpha': 0.4835576260252683, 'reg_lambda': 2.0393004827496575}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,656] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.23104856595785317, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9661789648826881, 'colsample_bytree': 0.7405994061960758, 'gamma': 0.14138838396689707, 'reg_alpha': 0.4435581018636442, 'reg_lambda': 1.9791300504691356}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,808] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 133, 'learning_rate': 0.22977547582947846, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9670839245279335, 'colsample_bytree': 0.7389397037126829, 'gamma': 0.10281440855874016, 'reg_alpha': 0.4569682824418238, 'reg_lambda': 1.9867155755489465}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,967] Trial 136 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 131, 'learning_rate': 0.21353329204390534, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9665248463803299, 'colsample_bytree': 0.7203841580319371, 'gamma': 0.09027844720841013, 'reg_alpha': 0.44642708272341763, 'reg_lambda': 1.9734234075693764}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:36,111] Trial 137 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 134, 'learning_rate': 0.18295190485041152, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9561078977415367, 'colsample_bytree': 0.740876884506134, 'gamma': 0.0017445174937780472, 'reg_alpha': 0.5268449830034745, 'reg_lambda': 2.1092138849799054}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:36,249] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 141, 'learning_rate': 0.23452422901931727, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9755992899027511, 'colsample_bytree': 0.756649873412774, 'gamma': 0.17055322995395528, 'reg_alpha': 0.4051458321939912, 'reg_lambda': 2.1760004219329403}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:36,380] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 151, 'learning_rate': 0.265567087571821, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9648313250388236, 'colsample_bytree': 0.7330155085518301, 'gamma': 0.3439004884883312, 'reg_alpha': 0.4696589632871459, 'reg_lambda': 2.0597138741426035}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:36,498] Trial 140 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 122, 'learning_rate': 0.2087537591319992, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.982545902382854, 'colsample_bytree': 0.7464212369250078, 'gamma': 0.27009549058251825, 'reg_alpha': 0.368199615315376, 'reg_lambda': 1.906004245951829}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:36,651] Trial 141 finished with value: 0.738095238095238 and parameters: {'n_estimators': 127, 'learning_rate': 0.23265524995232398, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9926241218999955, 'colsample_bytree': 0.7612928116907631, 'gamma': 0.00010797766306702705, 'reg_alpha': 0.4408397175131551, 'reg_lambda': 1.9505422319702088}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:36,944] Trial 142 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 136, 'learning_rate': 0.25067288401243476, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9733005671266056, 'colsample_bytree': 0.781640059184054, 'gamma': 0.13938793667440152, 'reg_alpha': 0.41257670062587487, 'reg_lambda': 2.256827462257321}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:37,077] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.22323766091266817, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9941610518545965, 'colsample_bytree': 0.7063564462127367, 'gamma': 0.16564728620969696, 'reg_alpha': 0.48801914942681035, 'reg_lambda': 2.016011489983913}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:37,219] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.22208222044371573, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9838661283769772, 'colsample_bytree': 0.7021944074256463, 'gamma': 0.43571639419447095, 'reg_alpha': 0.4716247608490593, 'reg_lambda': 2.0277287268516058}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:37,314] Trial 145 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 146, 'learning_rate': 0.1986079147595255, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9606042195005408, 'colsample_bytree': 0.6719228870730904, 'gamma': 3.18864950049086, 'reg_alpha': 0.5074285909308547, 'reg_lambda': 1.7556488597319848}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:37,451] Trial 146 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 157, 'learning_rate': 0.21802327217457257, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9822318670457383, 'colsample_bytree': 0.6978192253413856, 'gamma': 0.4133403572121801, 'reg_alpha': 0.465208482409701, 'reg_lambda': 2.0989605217420677}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:37,709] Trial 147 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 130, 'learning_rate': 0.2582184497317049, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9448933693625352, 'colsample_bytree': 0.7525997843185039, 'gamma': 0.2933978754149709, 'reg_alpha': 0.3713692503188555, 'reg_lambda': 1.8144199223856523}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:37,883] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 124, 'learning_rate': 0.18626673950605252, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9711295172373638, 'colsample_bytree': 0.6702020410407195, 'gamma': 0.48119293015448894, 'reg_alpha': 0.399997516610357, 'reg_lambda': 2.0071683391206916}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:38,026] Trial 149 finished with value: 0.744047619047619 and parameters: {'n_estimators': 112, 'learning_rate': 0.244752065653992, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9531662513544921, 'colsample_bytree': 0.6355601671768184, 'gamma': 0.0941535429346133, 'reg_alpha': 0.3193346243197987, 'reg_lambda': 1.8820302906784203}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:38,151] Trial 150 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 103, 'learning_rate': 0.27596258711130645, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9532568840446007, 'colsample_bytree': 0.6605223887500744, 'gamma': 0.22892378467923868, 'reg_alpha': 0.5271612245059666, 'reg_lambda': 1.8874930680099107}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:38,285] Trial 151 finished with value: 0.744047619047619 and parameters: {'n_estimators': 111, 'learning_rate': 0.23988602345125032, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9668839132006406, 'colsample_bytree': 0.6369814322156254, 'gamma': 0.09656274750944877, 'reg_alpha': 0.4330438386332803, 'reg_lambda': 2.9622360496453597}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:38,488] Trial 152 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 110, 'learning_rate': 0.24252433983868707, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9613342364575095, 'colsample_bytree': 0.6323757543702367, 'gamma': 0.11482156770866558, 'reg_alpha': 0.3192975402968086, 'reg_lambda': 2.759524275442622}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:38,693] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.2453295454109957, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9647811874715359, 'colsample_bytree': 0.617989349240317, 'gamma': 0.33210353313225643, 'reg_alpha': 0.30339198045457394, 'reg_lambda': 2.9569721875098502}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:38,808] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.2568131154375757, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9851099476314936, 'colsample_bytree': 0.6337047050337309, 'gamma': 0.36206388299848785, 'reg_alpha': 0.31467504659536405, 'reg_lambda': 2.7231913576620568}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:38,934] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 94, 'learning_rate': 0.2784050563904522, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9582014037231161, 'colsample_bytree': 0.619770060184701, 'gamma': 0.2561065074829081, 'reg_alpha': 0.31233991088621726, 'reg_lambda': 2.7694915270161706}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,062] Trial 156 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 110, 'learning_rate': 0.22306609248738926, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9643709942062718, 'colsample_bytree': 0.6168754712794149, 'gamma': 0.568710157288392, 'reg_alpha': 0.33438611211663105, 'reg_lambda': 1.9635727580244804}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,177] Trial 157 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.25413374705137104, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9517870163237275, 'colsample_bytree': 0.6320603860162176, 'gamma': 0.17363122448242987, 'reg_alpha': 0.35205639043730136, 'reg_lambda': 2.633671388175249}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,294] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 97, 'learning_rate': 0.2417553058695366, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9990662544379986, 'colsample_bytree': 0.6479820563366515, 'gamma': 0.4450379034021834, 'reg_alpha': 0.45552480672228657, 'reg_lambda': 2.9725761828279316}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,443] Trial 159 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 115, 'learning_rate': 0.03232234945100835, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9793994774547289, 'colsample_bytree': 0.612854173630448, 'gamma': 0.3284118308050369, 'reg_alpha': 0.29838839401312356, 'reg_lambda': 1.8925814872123516}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,654] Trial 160 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.20467426586897217, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9879858446617786, 'colsample_bytree': 0.6232421693861445, 'gamma': 0.1610320953920407, 'reg_alpha': 0.4179823952387378, 'reg_lambda': 2.416988755281821}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,791] Trial 161 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 108, 'learning_rate': 0.2372312147110934, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9680031481603631, 'colsample_bytree': 0.632567603024891, 'gamma': 0.0883505845036213, 'reg_alpha': 0.448327242375796, 'reg_lambda': 2.971499092469083}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,866] Trial 162 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.2702175426778081, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9687891746007773, 'colsample_bytree': 0.6439150136454476, 'gamma': 0.08135993224520105, 'reg_alpha': 0.43102035955992873, 'reg_lambda': 2.7762392998386622}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,999] Trial 163 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 120, 'learning_rate': 0.22838756731490717, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9444397758222783, 'colsample_bytree': 0.6036239209050622, 'gamma': 0.2471152182713074, 'reg_alpha': 0.2658672757171303, 'reg_lambda': 2.910917521126002}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,116] Trial 164 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 100, 'learning_rate': 0.2462680434654332, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9597564200143205, 'colsample_bytree': 0.6369008602306085, 'gamma': 0.1555828331864098, 'reg_alpha': 0.3225425007656621, 'reg_lambda': 2.8246915008167757}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,242] Trial 165 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.1943270888718086, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.959949993921055, 'colsample_bytree': 0.6597919904677056, 'gamma': 0.36074512194519304, 'reg_alpha': 0.3318261454116909, 'reg_lambda': 2.84884061928781}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,442] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 133, 'learning_rate': 0.2991505154615413, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.97666260261649, 'colsample_bytree': 0.7672934132837207, 'gamma': 0.19237513413888863, 'reg_alpha': 0.28138459836842633, 'reg_lambda': 2.882013919818258}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,575] Trial 167 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 101, 'learning_rate': 0.21736354887777495, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9888535896537805, 'colsample_bytree': 0.740818139106911, 'gamma': 1.6074467614021806, 'reg_alpha': 0.3546305976198375, 'reg_lambda': 2.2701236170516736}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,708] Trial 168 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 92, 'learning_rate': 0.2607001203797653, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8233253594127966, 'colsample_bytree': 0.6242060101453399, 'gamma': 0.012308744528996496, 'reg_alpha': 0.39097533572990606, 'reg_lambda': 2.5617306419289716}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,831] Trial 169 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 106, 'learning_rate': 0.24675313463755227, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9509080625147038, 'colsample_bytree': 0.7236009408705736, 'gamma': 0.287664939046544, 'reg_alpha': 0.3173152593292599, 'reg_lambda': 2.074732271440804}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,973] Trial 170 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 101, 'learning_rate': 0.28007461288220814, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.982695343024573, 'colsample_bytree': 0.7153805757805474, 'gamma': 0.4785060798377542, 'reg_alpha': 0.3471342948241032, 'reg_lambda': 2.826395905540572}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:41,175] Trial 171 finished with value: 0.744047619047619 and parameters: {'n_estimators': 113, 'learning_rate': 0.23348756887273517, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.966445806008462, 'colsample_bytree': 0.6367779060539825, 'gamma': 0.10996694570015494, 'reg_alpha': 0.4218954841847154, 'reg_lambda': 2.940050431164415}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:41,325] Trial 172 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 85, 'learning_rate': 0.24371277348185555, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9736277045064026, 'colsample_bytree': 0.6605282628925692, 'gamma': 0.14910020366334753, 'reg_alpha': 0.30110232231757733, 'reg_lambda': 1.8392462723818828}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:41,525] Trial 173 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.21518082102444366, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9621402386990897, 'colsample_bytree': 0.6417634815015973, 'gamma': 0.003984018510551912, 'reg_alpha': 0.3760762867711291, 'reg_lambda': 1.92946116796866}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:41,678] Trial 174 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.20479886204664563, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9537092478889919, 'colsample_bytree': 0.6265852437955867, 'gamma': 0.22473976742164045, 'reg_alpha': 0.4394938287571527, 'reg_lambda': 2.1434312400238853}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:41,796] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 99, 'learning_rate': 0.2674191070300553, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9707894237298748, 'colsample_bytree': 0.6537079273194827, 'gamma': 0.09734065082292057, 'reg_alpha': 0.402245970113838, 'reg_lambda': 1.761725775708525}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:41,913] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 100, 'learning_rate': 0.26218272099039114, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9777702458393861, 'colsample_bytree': 0.7339972574953778, 'gamma': 0.3399062715110905, 'reg_alpha': 0.40771409392038527, 'reg_lambda': 1.725847279744172}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:42,026] Trial 177 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 80, 'learning_rate': 0.2660461969611513, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9920918946327812, 'colsample_bytree': 0.7368952278160128, 'gamma': 0.38117296446725923, 'reg_alpha': 0.40251539158021427, 'reg_lambda': 1.712837660501894}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:42,247] Trial 178 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 97, 'learning_rate': 0.2775465989225996, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9750059409141743, 'colsample_bytree': 0.7588560590732586, 'gamma': 0.29011022014851895, 'reg_alpha': 0.4926917251247359, 'reg_lambda': 1.6236269736957478}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:42,472] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.22354393536151598, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.981337516379564, 'colsample_bytree': 0.7322895507083746, 'gamma': 0.5381143013235687, 'reg_alpha': 0.4635241161624756, 'reg_lambda': 1.726567370260399}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:42,593] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 88, 'learning_rate': 0.22472202394175933, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9794580181787483, 'colsample_bytree': 0.7310395842612801, 'gamma': 0.5850177708688081, 'reg_alpha': 0.470634841073469, 'reg_lambda': 1.781748171529971}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:42,740] Trial 181 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 134, 'learning_rate': 0.2589921508109232, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9840383572789149, 'colsample_bytree': 0.77130306087912, 'gamma': 0.4138868689304189, 'reg_alpha': 0.4141659785703907, 'reg_lambda': 1.6849763955331423}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:42,883] Trial 182 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 139, 'learning_rate': 0.22432073014021556, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9963471764767808, 'colsample_bytree': 0.6843162282641313, 'gamma': 0.22110114132244865, 'reg_alpha': 0.4577206406086342, 'reg_lambda': 1.9642292848291052}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,002] Trial 183 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 100, 'learning_rate': 0.1890358748564808, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.972106209870897, 'colsample_bytree': 0.7507400741054365, 'gamma': 0.175571831147608, 'reg_alpha': 0.38402412911539074, 'reg_lambda': 1.7486068462539264}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,151] Trial 184 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 148, 'learning_rate': 0.298013126587756, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9843892050655018, 'colsample_bytree': 0.7411924332122247, 'gamma': 0.31121539307950097, 'reg_alpha': 0.5060653263061957, 'reg_lambda': 1.7397329278635336}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,312] Trial 185 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 129, 'learning_rate': 0.20508190272509155, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9624522203727596, 'colsample_bytree': 0.71175424060937, 'gamma': 0.5296957602902186, 'reg_alpha': 0.39935956581747145, 'reg_lambda': 1.6220488874894223}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,456] Trial 186 finished with value: 0.744047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.2541469131648355, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7989178273405881, 'colsample_bytree': 0.7241185720684896, 'gamma': 0.07387255989200807, 'reg_alpha': 0.36121157485170574, 'reg_lambda': 1.8109547980988585}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,571] Trial 187 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 95, 'learning_rate': 0.2770344172298687, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9923454262530262, 'colsample_bytree': 0.7622113231337639, 'gamma': 0.3584964126056218, 'reg_alpha': 0.481387715536128, 'reg_lambda': 2.6874632061323496}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,682] Trial 188 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 105, 'learning_rate': 0.22631295439225851, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9717349721679358, 'colsample_bytree': 0.7531417207115817, 'gamma': 2.864143033100845, 'reg_alpha': 0.4428848616832021, 'reg_lambda': 1.5634114727899109}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,826] Trial 189 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.24841074430725535, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9803177293307381, 'colsample_bytree': 0.6535345996238733, 'gamma': 0.0004310656613212005, 'reg_alpha': 0.4239744941021735, 'reg_lambda': 1.9818537244422123}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:44,167] Trial 190 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 125, 'learning_rate': 0.21520812503892062, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7562793532743686, 'colsample_bytree': 0.73250858011213, 'gamma': 0.16365138920171302, 'reg_alpha': 0.37466336049114957, 'reg_lambda': 1.8595839600524944}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:44,263] Trial 191 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 119, 'learning_rate': 0.23961723789370576, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.956961159164573, 'colsample_bytree': 0.6105533408208361, 'gamma': 0.10811640290619541, 'reg_alpha': 0.33394604590947546, 'reg_lambda': 1.8902412673235642}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:44,396] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.2651024036267258, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9450087849361962, 'colsample_bytree': 0.6981469180323931, 'gamma': 0.23351323254318573, 'reg_alpha': 0.301771189648702, 'reg_lambda': 2.055482349667441}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:44,561] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.2445825941836728, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.969035339018851, 'colsample_bytree': 0.7434307668859628, 'gamma': 0.07420127013958731, 'reg_alpha': 0.3230284023618518, 'reg_lambda': 1.9050557647676387}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:44,698] Trial 194 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 138, 'learning_rate': 0.22926874174307715, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9701305381551317, 'colsample_bytree': 0.743579017656516, 'gamma': 0.27962651308260117, 'reg_alpha': 0.4636983632101779, 'reg_lambda': 2.0059875258378432}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:44,824] Trial 195 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 151, 'learning_rate': 0.28159357466343654, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9877348380317732, 'colsample_bytree': 0.7820057137644706, 'gamma': 2.2741659378620063, 'reg_alpha': 0.2552458728735301, 'reg_lambda': 1.8089140146577525}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:45,077] Trial 196 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.2489469942430082, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.9770237665850205, 'colsample_bytree': 0.7688589524300645, 'gamma': 0.1614221115230623, 'reg_alpha': 0.3367046069480826, 'reg_lambda': 1.9104486816372657}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:45,201] Trial 197 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.23588075113872928, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9992910181290692, 'colsample_bytree': 0.7569067326562189, 'gamma': 1.83530823674892, 'reg_alpha': 0.40606217695210833, 'reg_lambda': 1.9340191811537732}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:45,337] Trial 198 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.20130985997695855, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7024861901990846, 'colsample_bytree': 0.7288403155414769, 'gamma': 0.45133574653848885, 'reg_alpha': 0.28274967920737115, 'reg_lambda': 1.682634120354151}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:45,457] Trial 199 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 148, 'learning_rate': 0.21283118847738206, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9631185416269736, 'colsample_bytree': 0.7376774441431099, 'gamma': 3.5312032600375485, 'reg_alpha': 0.36039055937543973, 'reg_lambda': 2.012911196243527}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:45,460] A new study created in memory with name: no-name-c80361b1-ec6b-415b-80d9-6b662a0e554f
[I 2025-11-03 19:26:45,527] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.015355152925187588, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.6216489129390265, 'colsample_bytree': 0.7178085462930982, 'gamma': 3.0817428749370235, 'reg_alpha': 0.6039335134185516, 'reg_lambda': 1.4343413681184747}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:26:45,576] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.0351918766980657, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8236314038801147, 'colsample_bytree': 0.7323192080295358, 'gamma': 1.798140250468168, 'reg_alpha': 0.530971211951038, 'reg_lambda': 1.265711065617006}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:26:45,809] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 246, 'learning_rate': 0.07560452082571469, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9536079819638277, 'colsample_bytree': 0.6766274705516074, 'gamma': 1.1304323190834809, 'reg_alpha': 0.584290452955655, 'reg_lambda': 0.5147737900799669}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:26:45,841] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.011802792095739029, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7676379235360067, 'colsample_bytree': 0.9680989777776301, 'gamma': 1.5628384661446615, 'reg_alpha': 0.6436998374849633, 'reg_lambda': 2.84264408412906}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:26:45,989] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.04850530506392123, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.7972153004502206, 'colsample_bytree': 0.8761147238731051, 'gamma': 4.453841847972765, 'reg_alpha': 0.2508630659193002, 'reg_lambda': 0.8759469091742116}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:26:46,035] Trial 5 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 32, 'learning_rate': 0.10922087080174459, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9638768697185404, 'colsample_bytree': 0.9963257005555172, 'gamma': 3.6067764232419295, 'reg_alpha': 0.5392713520690896, 'reg_lambda': 1.8178775626660657}. Best is trial 5 with value: 0.6964285714285714.
[I 2025-11-03 19:26:46,321] Trial 6 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.01697065774059115, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9913047981769413, 'colsample_bytree': 0.9744817424344878, 'gamma': 3.231989813553151, 'reg_alpha': 0.09201130169457583, 'reg_lambda': 1.530585174545727}. Best is trial 5 with value: 0.6964285714285714.
[I 2025-11-03 19:26:46,466] Trial 7 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 181, 'learning_rate': 0.14693537455018693, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6344330066510354, 'colsample_bytree': 0.8438399849717353, 'gamma': 1.4692724794342453, 'reg_alpha': 0.6661391586947154, 'reg_lambda': 1.9582083411210292}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:46,736] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.016246551663394008, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.6483898017141898, 'colsample_bytree': 0.637842974212662, 'gamma': 1.384036136387441, 'reg_alpha': 0.14222135046644846, 'reg_lambda': 0.7858515274374968}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:46,780] Trial 9 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 33, 'learning_rate': 0.021836386189545177, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8625759819962184, 'colsample_bytree': 0.7497416715815148, 'gamma': 0.2797488170859397, 'reg_alpha': 0.3333807871745589, 'reg_lambda': 2.234948224214324}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:46,906] Trial 10 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 165, 'learning_rate': 0.2773442121243359, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7036895006767376, 'colsample_bytree': 0.8398771003668625, 'gamma': 0.1839016411474823, 'reg_alpha': 0.9580132105210838, 'reg_lambda': 2.348496587049706}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,026] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 109, 'learning_rate': 0.19969646548323636, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.870360665312052, 'colsample_bytree': 0.7858642464765143, 'gamma': 0.060774899689732015, 'reg_alpha': 0.3421822371111915, 'reg_lambda': 2.079125694614104}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,192] Trial 12 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 172, 'learning_rate': 0.028634534579624765, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.857738432032061, 'colsample_bytree': 0.8680010209414036, 'gamma': 0.7404283288648104, 'reg_alpha': 0.8091822105155871, 'reg_lambda': 2.4199308980402954}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,296] Trial 13 finished with value: 0.6607142857142856 and parameters: {'n_estimators': 66, 'learning_rate': 0.13129172373622935, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7248919087066453, 'colsample_bytree': 0.8052755284761128, 'gamma': 2.2369029584136353, 'reg_alpha': 0.35649793441299066, 'reg_lambda': 2.950803660364294}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,501] Trial 14 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 86, 'learning_rate': 0.025969004603423326, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8943000850232774, 'colsample_bytree': 0.9168764684917011, 'gamma': 0.7094898046692774, 'reg_alpha': 0.7681384716111198, 'reg_lambda': 2.0126093898293966}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,620] Trial 15 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.06531401437548119, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6737507815866527, 'colsample_bytree': 0.7471441821911963, 'gamma': 2.3686220025578297, 'reg_alpha': 0.38671800532432565, 'reg_lambda': 2.4932824999751504}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,773] Trial 16 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 190, 'learning_rate': 0.12874226636564207, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7559059530126451, 'colsample_bytree': 0.6056020406381836, 'gamma': 0.9253514436958539, 'reg_alpha': 0.7586276487879354, 'reg_lambda': 2.094883542357595}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,919] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 143, 'learning_rate': 0.044315826949259354, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.6025425062548806, 'colsample_bytree': 0.7838127397566205, 'gamma': 0.3921896793847541, 'reg_alpha': 0.23345430439689713, 'reg_lambda': 1.7306743890370755}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:48,027] Trial 18 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 85, 'learning_rate': 0.09091403484461276, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9170775751355533, 'colsample_bytree': 0.911235842968826, 'gamma': 1.8149834596317214, 'reg_alpha': 0.0041100758333244, 'reg_lambda': 2.6807833362763938}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:48,288] Trial 19 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 201, 'learning_rate': 0.20658552798698038, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8392231483157452, 'colsample_bytree': 0.679647241659987, 'gamma': 2.7427681184107495, 'reg_alpha': 0.4375596976174948, 'reg_lambda': 2.226170635566009}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:48,460] Trial 20 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 198, 'learning_rate': 0.18396256032490488, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8188195948498489, 'colsample_bytree': 0.6944264451909531, 'gamma': 4.89143412324425, 'reg_alpha': 0.4446343463931669, 'reg_lambda': 1.8259574104696816}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:48,641] Trial 21 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 197, 'learning_rate': 0.27513619107670745, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.850454390789599, 'colsample_bytree': 0.6629855444914499, 'gamma': 2.7268682130813455, 'reg_alpha': 0.6858418919326759, 'reg_lambda': 2.228561250367248}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:48,774] Trial 22 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 147, 'learning_rate': 0.18262342258262576, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.897746620145855, 'colsample_bytree': 0.764523923335696, 'gamma': 3.7942943308803034, 'reg_alpha': 0.456997717346645, 'reg_lambda': 2.6734534106000796}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:48,936] Trial 23 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 209, 'learning_rate': 0.16507616481887263, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.786115778740241, 'colsample_bytree': 0.8195021536304968, 'gamma': 1.977809938471471, 'reg_alpha': 0.26809906402558803, 'reg_lambda': 2.2354339741635676}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:49,167] Trial 24 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 244, 'learning_rate': 0.29802375096853917, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7303581247402322, 'colsample_bytree': 0.7121959303729015, 'gamma': 2.5786216075764044, 'reg_alpha': 0.45403975046910017, 'reg_lambda': 1.945771045830366}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:49,354] Trial 25 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 181, 'learning_rate': 0.0654985000841955, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9367602949805206, 'colsample_bytree': 0.602620934432698, 'gamma': 1.1784014783336219, 'reg_alpha': 0.6955220402622262, 'reg_lambda': 2.5810982827086537}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:49,492] Trial 26 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 126, 'learning_rate': 0.09383030661742611, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8312033156628568, 'colsample_bytree': 0.6452513770205379, 'gamma': 0.572433965147203, 'reg_alpha': 0.30337484209427124, 'reg_lambda': 1.6629922105681363}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:49,621] Trial 27 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 120, 'learning_rate': 0.09670120412087937, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8318688079189768, 'colsample_bytree': 0.6262272909234284, 'gamma': 3.0160726712990327, 'reg_alpha': 0.8441973313441139, 'reg_lambda': 1.6222317767199546}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:49,752] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.22778283184629908, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.67424995959982, 'colsample_bytree': 0.6491608101550612, 'gamma': 0.5461965904155646, 'reg_alpha': 0.914808457336285, 'reg_lambda': 1.2911211572483312}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:49,972] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 129, 'learning_rate': 0.13853163530289495, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7592816189349074, 'colsample_bytree': 0.7027854099475823, 'gamma': 2.1119121311309392, 'reg_alpha': 0.578213901841845, 'reg_lambda': 1.3417687240693117}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:50,089] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.15004567527591584, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.6340555617921037, 'colsample_bytree': 0.699849293496086, 'gamma': 2.095702832437341, 'reg_alpha': 0.604280417561284, 'reg_lambda': 1.327464342044809}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:50,236] Trial 31 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 128, 'learning_rate': 0.12454807658422723, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7799275308594167, 'colsample_bytree': 0.68165109494826, 'gamma': 1.5057684840812815, 'reg_alpha': 0.5367842515589786, 'reg_lambda': 1.0671966489298927}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:50,466] Trial 32 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 140, 'learning_rate': 0.08440566294208299, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8135251798491037, 'colsample_bytree': 0.6589447075195665, 'gamma': 2.9872119509018726, 'reg_alpha': 0.41235093231948616, 'reg_lambda': 1.590155439875295}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:50,593] Trial 33 finished with value: 0.6755952380952382 and parameters: {'n_estimators': 131, 'learning_rate': 0.11019867080056057, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7456997054505694, 'colsample_bytree': 0.7350883685064522, 'gamma': 1.6775945567480135, 'reg_alpha': 0.48595225309069684, 'reg_lambda': 1.4528700393525256}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:50,741] Trial 34 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 66, 'learning_rate': 0.22784974267383534, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8377058259094861, 'colsample_bytree': 0.7203411528627552, 'gamma': 1.2001621789503925, 'reg_alpha': 0.6196834460089614, 'reg_lambda': 1.1166117161701348}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:50,974] Trial 35 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 183, 'learning_rate': 0.15338187449121038, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7028257656445407, 'colsample_bytree': 0.6288747733555413, 'gamma': 2.755826510090109, 'reg_alpha': 0.5660133400222696, 'reg_lambda': 1.693260025985087}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,079] Trial 36 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 152, 'learning_rate': 0.07242431563976169, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8006946107510191, 'colsample_bytree': 0.6746551521483136, 'gamma': 0.9553710738111962, 'reg_alpha': 0.6468855346919609, 'reg_lambda': 1.8738413567491885}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,224] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.05532026899035581, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.7720756896470344, 'colsample_bytree': 0.8831530584366909, 'gamma': 2.0420172860818204, 'reg_alpha': 0.27387270687254345, 'reg_lambda': 1.1294721279916773}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,372] Trial 38 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 208, 'learning_rate': 0.10113279889543289, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8786987396787544, 'colsample_bytree': 0.6937757962037583, 'gamma': 3.775842742522633, 'reg_alpha': 0.18692423608896408, 'reg_lambda': 1.4020041981498483}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,496] Trial 39 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.23760507461048283, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.6637688854445525, 'colsample_bytree': 0.8435696793404702, 'gamma': 2.4387055800902946, 'reg_alpha': 0.5038417804710827, 'reg_lambda': 0.872326894054885}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,635] Trial 40 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 174, 'learning_rate': 0.13125285115749277, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.610080524891623, 'colsample_bytree': 0.7584337637664464, 'gamma': 3.402012802235607, 'reg_alpha': 0.6878915757060355, 'reg_lambda': 1.4845770476104965}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,821] Trial 41 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 56, 'learning_rate': 0.21888281926715514, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8287146169124097, 'colsample_bytree': 0.7213681929271414, 'gamma': 1.3781132185517584, 'reg_alpha': 0.5793174321550767, 'reg_lambda': 1.0470395576339182}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,961] Trial 42 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 68, 'learning_rate': 0.16625746666136978, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8314281191596061, 'colsample_bytree': 0.7234069911919696, 'gamma': 1.1426784802295735, 'reg_alpha': 0.7238370489476155, 'reg_lambda': 0.5486432663791665}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:52,090] Trial 43 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 85, 'learning_rate': 0.16261882397673166, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.80647127432409, 'colsample_bytree': 0.6428127744808523, 'gamma': 1.7858456081250471, 'reg_alpha': 0.7624812514776802, 'reg_lambda': 0.5763620402429883}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:52,252] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.11290630650354298, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8477104265834495, 'colsample_bytree': 0.6801321855786654, 'gamma': 0.997343183045174, 'reg_alpha': 0.7265031751678339, 'reg_lambda': 0.6680699445009008}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:52,348] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.18682346242497067, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.8905687792809055, 'colsample_bytree': 0.7771845044943246, 'gamma': 1.3142389480724403, 'reg_alpha': 0.8533068100054353, 'reg_lambda': 2.162611259588774}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:52,484] Trial 46 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 123, 'learning_rate': 0.14489406524202236, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6974106498114484, 'colsample_bytree': 0.812582113759599, 'gamma': 1.6544895952429135, 'reg_alpha': 0.31954702837575266, 'reg_lambda': 1.9572310498438443}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:52,714] Trial 47 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 160, 'learning_rate': 0.010110292548056813, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9848038519303733, 'colsample_bytree': 0.7422848348776483, 'gamma': 0.5891840355666356, 'reg_alpha': 0.6390212022721209, 'reg_lambda': 2.330456221597218}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:52,840] Trial 48 finished with value: 0.75 and parameters: {'n_estimators': 101, 'learning_rate': 0.11895933179683707, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7931203682834689, 'colsample_bytree': 0.6179496175729818, 'gamma': 0.7773753931629452, 'reg_alpha': 0.40751393076233366, 'reg_lambda': 1.2035942251675873}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:52,988] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.041512410749054644, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7599479125696635, 'colsample_bytree': 0.611108779712031, 'gamma': 0.096891940458123, 'reg_alpha': 0.4176026559586322, 'reg_lambda': 1.252251801277183}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:53,134] Trial 50 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 110, 'learning_rate': 0.03563044844770653, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7536563416084092, 'colsample_bytree': 0.6202588781831481, 'gamma': 0.011692467292369405, 'reg_alpha': 0.4058057919022444, 'reg_lambda': 1.173280598629619}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:53,269] Trial 51 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 110, 'learning_rate': 0.03691568520488445, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7564502908126188, 'colsample_bytree': 0.6106107766278874, 'gamma': 0.15604916825587434, 'reg_alpha': 0.38857851515887676, 'reg_lambda': 0.9376521285690116}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:53,412] Trial 52 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 98, 'learning_rate': 0.03826595024036475, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7589356549022827, 'colsample_bytree': 0.6180033518488058, 'gamma': 0.023596206381806595, 'reg_alpha': 0.3786379258973139, 'reg_lambda': 0.9748078958871127}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:53,629] Trial 53 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 107, 'learning_rate': 0.03743490215940593, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7506858998035693, 'colsample_bytree': 0.6158412152653322, 'gamma': 0.054654848910175094, 'reg_alpha': 0.37455042106853137, 'reg_lambda': 0.9620503196184976}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:53,820] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 99, 'learning_rate': 0.03750549033759549, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7378361864208316, 'colsample_bytree': 0.6148544870408843, 'gamma': 0.003296892497849979, 'reg_alpha': 0.3721409987032729, 'reg_lambda': 0.9761240193207877}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:53,934] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.0315290676381741, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7342731466244447, 'colsample_bytree': 0.615336381970476, 'gamma': 0.267011135160906, 'reg_alpha': 0.4086481474605768, 'reg_lambda': 1.2062938143926973}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:54,063] Trial 56 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 95, 'learning_rate': 0.031261117841876664, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7226344523392955, 'colsample_bytree': 0.6000996717031737, 'gamma': 0.2191748867792347, 'reg_alpha': 0.36500047828847487, 'reg_lambda': 0.831657754530265}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:54,203] Trial 57 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.021958778241506636, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7400495370296823, 'colsample_bytree': 0.6322967457969674, 'gamma': 0.36780119138439765, 'reg_alpha': 0.5055375146085834, 'reg_lambda': 0.7064942134916942}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:54,439] Trial 58 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.052268185400580265, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7148581075699637, 'colsample_bytree': 0.6184608423931364, 'gamma': 0.3703147290848257, 'reg_alpha': 0.21540316522297176, 'reg_lambda': 0.9378448259457084}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:54,647] Trial 59 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 79, 'learning_rate': 0.024977189199138276, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7902033800853974, 'colsample_bytree': 0.6568970998006913, 'gamma': 0.775408340675602, 'reg_alpha': 0.3970636957507064, 'reg_lambda': 1.1585677051322778}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:54,774] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 92, 'learning_rate': 0.03276794367692287, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.737819467849017, 'colsample_bytree': 0.6192953595373193, 'gamma': 0.0015857643680209088, 'reg_alpha': 0.29736714826549926, 'reg_lambda': 1.2154276613714508}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:54,912] Trial 61 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 112, 'learning_rate': 0.01940338730931181, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7467020296351136, 'colsample_bytree': 0.6336210321790671, 'gamma': 0.3422312978875163, 'reg_alpha': 0.5031761395555236, 'reg_lambda': 0.7822406634591315}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:55,060] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 115, 'learning_rate': 0.024687654347182845, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7725120078964152, 'colsample_bytree': 0.6343967550157286, 'gamma': 0.22243025093144556, 'reg_alpha': 0.35237004484826234, 'reg_lambda': 1.0064450970137346}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:55,291] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 103, 'learning_rate': 0.028975261670785558, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6907804140579807, 'colsample_bytree': 0.6025211506002075, 'gamma': 0.37181395326848976, 'reg_alpha': 0.45958648976534755, 'reg_lambda': 0.6662395524209177}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:55,429] Trial 64 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 138, 'learning_rate': 0.03525889893285102, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7140986681708976, 'colsample_bytree': 0.6687582640547935, 'gamma': 0.5222046051996101, 'reg_alpha': 0.4780408315139371, 'reg_lambda': 0.7232029538697713}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:55,588] Trial 65 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.021329035383823105, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7383345575421988, 'colsample_bytree': 0.6533251306986723, 'gamma': 0.731003665879749, 'reg_alpha': 0.424531937090341, 'reg_lambda': 0.9037858919504583}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:55,712] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 104, 'learning_rate': 0.04589190162703717, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.79372380157181, 'colsample_bytree': 0.6393964648313729, 'gamma': 0.1810012503471917, 'reg_alpha': 0.32612945293021656, 'reg_lambda': 1.211062616187729}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:55,839] Trial 67 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 90, 'learning_rate': 0.038588457984707815, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6862713844540611, 'colsample_bytree': 0.6152218147662707, 'gamma': 0.5493207152219162, 'reg_alpha': 0.39181552708383544, 'reg_lambda': 0.7970382555167028}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,016] Trial 68 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 81, 'learning_rate': 0.017238996369249183, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7781206601044687, 'colsample_bytree': 0.6261281706407245, 'gamma': 0.7947357199624308, 'reg_alpha': 0.5196561984596981, 'reg_lambda': 1.0480479357389134}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,171] Trial 69 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.02816595286591747, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7487875241732521, 'colsample_bytree': 0.6439473803996917, 'gamma': 0.44324313062901666, 'reg_alpha': 0.2798900332950153, 'reg_lambda': 0.6282545811487767}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,315] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 133, 'learning_rate': 0.059155924635376, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.728101611141023, 'colsample_bytree': 0.6274106769129861, 'gamma': 0.14589711598367225, 'reg_alpha': 0.34241369041623565, 'reg_lambda': 0.7524405291611498}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,402] Trial 71 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.05197861867771638, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7120676897680862, 'colsample_bytree': 0.614505788979405, 'gamma': 0.2730938981875004, 'reg_alpha': 0.194411237705391, 'reg_lambda': 0.9472712731949502}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,531] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 75, 'learning_rate': 0.04961868742734229, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7357671413524428, 'colsample_bytree': 0.6085830504011945, 'gamma': 0.35318424565455614, 'reg_alpha': 0.2049757062145237, 'reg_lambda': 0.8941346404894684}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,681] Trial 73 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 122, 'learning_rate': 0.013826160044189673, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7674021776194027, 'colsample_bytree': 0.6073971328732619, 'gamma': 0.021696300885285923, 'reg_alpha': 0.052140267038061794, 'reg_lambda': 0.8645425898603314}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,844] Trial 74 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 112, 'learning_rate': 0.03532701163169186, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7396562947870967, 'colsample_bytree': 0.6652613686238096, 'gamma': 0.675803669008072, 'reg_alpha': 0.1374002072901823, 'reg_lambda': 1.141358513563039}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,996] Trial 75 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 91, 'learning_rate': 0.042589932277928864, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7267496847909136, 'colsample_bytree': 0.6490976146469574, 'gamma': 0.42711234907007983, 'reg_alpha': 0.5448556444409669, 'reg_lambda': 1.0112251679348792}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:57,119] Trial 76 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 102, 'learning_rate': 0.04659004337179329, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.750181650441285, 'colsample_bytree': 0.633696154995579, 'gamma': 0.8660569998425681, 'reg_alpha': 0.25285004045373155, 'reg_lambda': 0.5046865473530846}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:57,230] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 55, 'learning_rate': 0.03176520388641691, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7610694439666091, 'colsample_bytree': 0.6016436639705697, 'gamma': 0.26207327178780243, 'reg_alpha': 0.4661863244568052, 'reg_lambda': 1.3526626190794044}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:57,515] Trial 78 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 107, 'learning_rate': 0.03898202763899829, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.784776706235039, 'colsample_bytree': 0.6207099640099922, 'gamma': 0.10818923281931869, 'reg_alpha': 0.43775279144436774, 'reg_lambda': 1.0853430791720662}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:57,639] Trial 79 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 71, 'learning_rate': 0.06158581308321921, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7355606280022077, 'colsample_bytree': 0.9467676775215239, 'gamma': 0.6637025348780023, 'reg_alpha': 0.367617544420745, 'reg_lambda': 1.1923604134735517}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:57,781] Trial 80 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 117, 'learning_rate': 0.026326585257721524, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8059492382473158, 'colsample_bytree': 0.6370926376027161, 'gamma': 0.4924546230122986, 'reg_alpha': 0.40954273660623963, 'reg_lambda': 1.2822484704006396}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:57,843] Trial 81 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 21, 'learning_rate': 0.05040080447849131, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7130934314276436, 'colsample_bytree': 0.6100153636753853, 'gamma': 0.31251069796321623, 'reg_alpha': 0.21050679955535195, 'reg_lambda': 0.924474545466826}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:58,069] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.07154830217774125, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7197319551465982, 'colsample_bytree': 0.6220212991034011, 'gamma': 0.39623168551190385, 'reg_alpha': 0.16139626712373675, 'reg_lambda': 0.7155674731071576}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:58,249] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.08228522352266272, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7695401251295183, 'colsample_bytree': 0.6542236440937012, 'gamma': 0.1400575940845846, 'reg_alpha': 0.0465234007519212, 'reg_lambda': 0.8366085824323614}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:58,398] Trial 84 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 125, 'learning_rate': 0.0715731682518871, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7214282887172256, 'colsample_bytree': 0.6250115488728586, 'gamma': 1.0236623327230452, 'reg_alpha': 0.1428732724506283, 'reg_lambda': 0.6985081599425885}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:58,542] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 87, 'learning_rate': 0.03384650513421571, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6992108809468853, 'colsample_bytree': 0.6100823752551238, 'gamma': 0.4530694178767413, 'reg_alpha': 0.14152642042384683, 'reg_lambda': 0.578203286941343}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:58,850] Trial 86 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 95, 'learning_rate': 0.02286219780442206, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7558309328561098, 'colsample_bytree': 0.6410623912639714, 'gamma': 0.27308756821968344, 'reg_alpha': 0.11118687516612218, 'reg_lambda': 0.6296471984559651}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:58,971] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 84, 'learning_rate': 0.028738555320108113, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.6783557411629474, 'colsample_bytree': 0.6260490016975938, 'gamma': 0.5854077342618424, 'reg_alpha': 0.1690246580607318, 'reg_lambda': 1.0036219963012163}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,141] Trial 88 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 109, 'learning_rate': 0.041694489787181356, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6629827781658946, 'colsample_bytree': 0.6862313567186176, 'gamma': 0.015013198469923526, 'reg_alpha': 0.3169032020083087, 'reg_lambda': 0.7371431481508636}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,265] Trial 89 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 73, 'learning_rate': 0.03775406642797386, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8164234416540157, 'colsample_bytree': 0.6605330400227416, 'gamma': 0.8609093729323383, 'reg_alpha': 0.24029508870070843, 'reg_lambda': 1.0859679999521556}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,375] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.05542283046848169, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.7410972308177989, 'colsample_bytree': 0.6147031189666582, 'gamma': 0.18130498926161878, 'reg_alpha': 0.29871263575619694, 'reg_lambda': 1.5650036469895925}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,460] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 61, 'learning_rate': 0.0502590489710478, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7105609639520534, 'colsample_bytree': 0.6201865235303388, 'gamma': 0.3570845951966738, 'reg_alpha': 0.4346601585235869, 'reg_lambda': 0.9519413812312449}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,652] Trial 92 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 56, 'learning_rate': 0.04496903176855776, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7086052187793573, 'colsample_bytree': 0.6316811029170181, 'gamma': 4.463401454589748, 'reg_alpha': 0.4928983578505144, 'reg_lambda': 0.8691600948205994}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,755] Trial 93 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 43, 'learning_rate': 0.06846826146787824, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7332555292951531, 'colsample_bytree': 0.6021759249483036, 'gamma': 0.40753631325709905, 'reg_alpha': 0.44221189872502076, 'reg_lambda': 0.7991186830404073}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,881] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 62, 'learning_rate': 0.03046463510095981, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7256751667758317, 'colsample_bytree': 0.6448639904986043, 'gamma': 0.1157218041772534, 'reg_alpha': 0.38316190033814473, 'reg_lambda': 0.9648149900272727}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,994] Trial 95 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 31, 'learning_rate': 0.03114334107080623, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7193226931111544, 'colsample_bytree': 0.6475477022012546, 'gamma': 0.11592345023112122, 'reg_alpha': 0.3904080654119681, 'reg_lambda': 0.9705235329306479}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,104] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.04832639876450585, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7508240452740012, 'colsample_bytree': 0.6210916234282704, 'gamma': 0.6436460989030297, 'reg_alpha': 0.362776766452477, 'reg_lambda': 0.9128177964240743}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,211] Trial 97 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 63, 'learning_rate': 0.05985937389746922, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6899040867314561, 'colsample_bytree': 0.6198593746643692, 'gamma': 0.5670943187116296, 'reg_alpha': 0.3528523078371435, 'reg_lambda': 1.3752528166794593}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,382] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 51, 'learning_rate': 0.04847616683302059, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7066322680504216, 'colsample_bytree': 0.6713532085061346, 'gamma': 0.6719107525202367, 'reg_alpha': 0.4258060487418084, 'reg_lambda': 1.097032344611119}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,450] Trial 99 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 39, 'learning_rate': 0.07689914969777027, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.777774111250425, 'colsample_bytree': 0.829170621308135, 'gamma': 0.2952199781567243, 'reg_alpha': 0.330738891685302, 'reg_lambda': 1.0411310204570967}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,582] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.040536996168130626, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7286756403159808, 'colsample_bytree': 0.6395757038735702, 'gamma': 0.00010019297335474991, 'reg_alpha': 0.4023276302582974, 'reg_lambda': 1.155526765554155}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,707] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 67, 'learning_rate': 0.04212701243455571, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7300050837614961, 'colsample_bytree': 0.6420499660845277, 'gamma': 0.07147443194143316, 'reg_alpha': 0.37027556536138284, 'reg_lambda': 1.1846855398977505}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,809] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 59, 'learning_rate': 0.05534975689948443, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7489182136717492, 'colsample_bytree': 0.6210882083277366, 'gamma': 0.21797117093808221, 'reg_alpha': 0.41340429827212405, 'reg_lambda': 1.2503707903736}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,985] Trial 103 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 69, 'learning_rate': 0.048468072833399066, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7000703976950002, 'colsample_bytree': 0.8605933455709428, 'gamma': 0.34989187768058416, 'reg_alpha': 0.4785400675169601, 'reg_lambda': 1.143089694335861}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,114] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 64, 'learning_rate': 0.040213867486461954, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7651358380399502, 'colsample_bytree': 0.6099608517531401, 'gamma': 0.014273323092393597, 'reg_alpha': 0.45337206505348954, 'reg_lambda': 0.894999231823357}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,244] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 83, 'learning_rate': 0.03386899792782642, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7258212141826735, 'colsample_bytree': 0.6005183352976587, 'gamma': 0.12517808593865848, 'reg_alpha': 0.4021828993590614, 'reg_lambda': 0.9807276727486213}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,373] Trial 106 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.04440881111200172, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7190804435799335, 'colsample_bytree': 0.6523864428822058, 'gamma': 0.5256581331046555, 'reg_alpha': 0.2788070376806808, 'reg_lambda': 0.8342076152721886}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,500] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.027173025698791084, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7505553464350888, 'colsample_bytree': 0.6299434877393095, 'gamma': 0.4619718771807554, 'reg_alpha': 0.3468591364906828, 'reg_lambda': 1.3056144809175272}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,616] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.0361288171722323, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7424278492351379, 'colsample_bytree': 0.6369174928257568, 'gamma': 0.6472715789280853, 'reg_alpha': 0.43071662079656253, 'reg_lambda': 1.0428657374049082}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,728] Trial 109 finished with value: 0.5 and parameters: {'n_estimators': 37, 'learning_rate': 0.06409452757316769, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.733400805947883, 'colsample_bytree': 0.6620253457494336, 'gamma': 0.2238205221032883, 'reg_alpha': 0.37039387954978725, 'reg_lambda': 1.4200693167646548}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,850] Trial 110 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 93, 'learning_rate': 0.03031213733141536, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6924828522255159, 'colsample_bytree': 0.6254692933119738, 'gamma': 1.062557510553478, 'reg_alpha': 0.31272480570091027, 'reg_lambda': 0.7758168525008633}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,043] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.05414615089287621, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.75367448634663, 'colsample_bytree': 0.6181897718045657, 'gamma': 0.2116421692903877, 'reg_alpha': 0.4125409218913451, 'reg_lambda': 1.22629381899499}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,160] Trial 112 finished with value: 0.738095238095238 and parameters: {'n_estimators': 61, 'learning_rate': 0.052973106376786136, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7559676977410092, 'colsample_bytree': 0.6154381762041337, 'gamma': 0.3204696037236029, 'reg_alpha': 0.38919680813077656, 'reg_lambda': 1.475940558688606}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,263] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.05724722702807177, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7547923418294513, 'colsample_bytree': 0.6152866223317839, 'gamma': 0.3334627991636233, 'reg_alpha': 0.46634298147531383, 'reg_lambda': 1.5122099844053296}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,419] Trial 114 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 58, 'learning_rate': 0.05076635867273041, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7838853580432308, 'colsample_bytree': 0.6098439401795286, 'gamma': 0.8331615323426833, 'reg_alpha': 0.4123870639150125, 'reg_lambda': 1.2396177370087942}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,631] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 72, 'learning_rate': 0.05268792204824898, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.761938068740385, 'colsample_bytree': 0.6204793793224366, 'gamma': 0.4310531113426098, 'reg_alpha': 0.5251189819838599, 'reg_lambda': 1.1522660439094135}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,745] Trial 116 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.04641358977957785, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7719748069429792, 'colsample_bytree': 0.6002253016509839, 'gamma': 0.0040934647451384976, 'reg_alpha': 0.4348265177321333, 'reg_lambda': 1.1169973362043706}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,876] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.06293989154540705, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7922464241340279, 'colsample_bytree': 0.6325015701884777, 'gamma': 0.245341609322339, 'reg_alpha': 0.3321474171903353, 'reg_lambda': 1.444504473137011}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,034] Trial 118 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 79, 'learning_rate': 0.0433075799659704, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7447726253412481, 'colsample_bytree': 0.6076891718242134, 'gamma': 0.7390084286404263, 'reg_alpha': 0.3984628141693051, 'reg_lambda': 1.2850201286410954}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,240] Trial 119 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 68, 'learning_rate': 0.04055753715396934, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7765671068911832, 'colsample_bytree': 0.6235700697782579, 'gamma': 0.3435007556772757, 'reg_alpha': 0.3652057727095974, 'reg_lambda': 0.910851230607083}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,365] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.0880109192936405, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7049875847822946, 'colsample_bytree': 0.6128876269760265, 'gamma': 0.5117224825893036, 'reg_alpha': 0.351154193679793, 'reg_lambda': 1.3541518608131624}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,489] Trial 121 finished with value: 0.738095238095238 and parameters: {'n_estimators': 64, 'learning_rate': 0.03316903343294638, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7290161376621566, 'colsample_bytree': 0.6403349092282846, 'gamma': 0.1572493575099407, 'reg_alpha': 0.37700267541442295, 'reg_lambda': 1.03100469030348}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,605] Trial 122 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 87, 'learning_rate': 0.12090358811644125, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7347151745777565, 'colsample_bytree': 0.6395790821539109, 'gamma': 0.17444654912027208, 'reg_alpha': 0.385659977951693, 'reg_lambda': 1.1846915590637228}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,715] Trial 123 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 60, 'learning_rate': 0.03670294840282704, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7172999880674754, 'colsample_bytree': 0.9983847937700704, 'gamma': 0.2792122671142794, 'reg_alpha': 0.4561128103939166, 'reg_lambda': 1.0288475574799711}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,838] Trial 124 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 66, 'learning_rate': 0.034590751986439384, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7537629569274812, 'colsample_bytree': 0.6267864323259748, 'gamma': 0.0914477238129479, 'reg_alpha': 0.2570085303450898, 'reg_lambda': 1.0794083868486328}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,016] Trial 125 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 74, 'learning_rate': 0.10146277296187983, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.765546479269077, 'colsample_bytree': 0.6173944997243411, 'gamma': 0.6270737325165053, 'reg_alpha': 0.4120429160979112, 'reg_lambda': 2.972444616958424}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,129] Trial 126 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 54, 'learning_rate': 0.05024162575570436, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7449359722376351, 'colsample_bytree': 0.63427604549022, 'gamma': 0.42558949681963626, 'reg_alpha': 0.29021486874370706, 'reg_lambda': 1.2287172186137911}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,229] Trial 127 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 47, 'learning_rate': 0.04743263677583349, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8011055846165442, 'colsample_bytree': 0.6487389725306939, 'gamma': 0.19881034791864527, 'reg_alpha': 0.07206169967946185, 'reg_lambda': 0.931790107650897}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,331] Trial 128 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 121, 'learning_rate': 0.039281705072797, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7314509816726806, 'colsample_bytree': 0.6153489033269258, 'gamma': 0.08895601975896192, 'reg_alpha': 0.1753429399948595, 'reg_lambda': 1.115128727791679}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,467] Trial 129 finished with value: 0.738095238095238 and parameters: {'n_estimators': 89, 'learning_rate': 0.06751878733709354, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7094032803420255, 'colsample_bytree': 0.607955781079545, 'gamma': 0.3532802670786839, 'reg_alpha': 1.2076764694141096e-05, 'reg_lambda': 0.8491778398670278}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,621] Trial 130 finished with value: 0.738095238095238 and parameters: {'n_estimators': 96, 'learning_rate': 0.07836178294979251, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6834279137623933, 'colsample_bytree': 0.6067776609130296, 'gamma': 0.22150855863669647, 'reg_alpha': 0.005693731989942746, 'reg_lambda': 0.8323818391493123}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,807] Trial 131 finished with value: 0.738095238095238 and parameters: {'n_estimators': 87, 'learning_rate': 0.07928048198768202, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7250508361294069, 'colsample_bytree': 0.6066869812177688, 'gamma': 0.2564978330544434, 'reg_alpha': 0.040372939084280815, 'reg_lambda': 0.8421126645350293}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,944] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 89, 'learning_rate': 0.07918199376626336, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7216182386801094, 'colsample_bytree': 0.6066495275905699, 'gamma': 0.2842278726162686, 'reg_alpha': 0.00520660098397246, 'reg_lambda': 0.8325295811319322}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,085] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 89, 'learning_rate': 0.07812498635321492, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6685749146288009, 'colsample_bytree': 0.6072756180363547, 'gamma': 0.44910055228378093, 'reg_alpha': 0.005869709602432948, 'reg_lambda': 0.8179699673983044}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,328] Trial 134 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 94, 'learning_rate': 0.0665059907073114, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6595615588081201, 'colsample_bytree': 0.6049941563210341, 'gamma': 0.49382389424819956, 'reg_alpha': 0.0012613716841353116, 'reg_lambda': 0.6488318058697377}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,454] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 89, 'learning_rate': 0.07096351947622155, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6476227114524963, 'colsample_bytree': 0.6000029830381001, 'gamma': 0.5973550521788719, 'reg_alpha': 0.031196040030256007, 'reg_lambda': 0.7787884755276664}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,593] Trial 136 finished with value: 0.744047619047619 and parameters: {'n_estimators': 83, 'learning_rate': 0.0711156786985964, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6136097735904903, 'colsample_bytree': 0.6284775510820958, 'gamma': 0.9143153851809772, 'reg_alpha': 0.08164636881256075, 'reg_lambda': 0.7356448557674071}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,679] Trial 137 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.08607823645574487, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6192735410783423, 'colsample_bytree': 0.6333460780966572, 'gamma': 0.7638329361256418, 'reg_alpha': 0.09908227433251239, 'reg_lambda': 0.715257434301128}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,853] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 75, 'learning_rate': 0.07488542141342065, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6354094535198525, 'colsample_bytree': 0.6440254899530985, 'gamma': 0.5958556461442208, 'reg_alpha': 0.02541370504551949, 'reg_lambda': 0.5868280391914276}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,967] Trial 139 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 82, 'learning_rate': 0.09332636679671638, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6358477144588095, 'colsample_bytree': 0.6261944442016124, 'gamma': 0.8821185039271251, 'reg_alpha': 0.03281915239647138, 'reg_lambda': 0.7511476743168416}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:06,081] Trial 140 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 77, 'learning_rate': 0.07174577640640464, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6219125086704839, 'colsample_bytree': 0.626063689358325, 'gamma': 0.6399370164478893, 'reg_alpha': 0.08151506573520488, 'reg_lambda': 0.8028059779223549}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:06,236] Trial 141 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 71, 'learning_rate': 0.07094482395370602, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6001418949267073, 'colsample_bytree': 0.6002664203727428, 'gamma': 0.6824853223562055, 'reg_alpha': 0.0735760778064106, 'reg_lambda': 0.7884525081049113}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:06,357] Trial 142 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 91, 'learning_rate': 0.09999545558928308, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.647045203220247, 'colsample_bytree': 0.7993645593114594, 'gamma': 1.2681207618070165, 'reg_alpha': 0.062240519637260495, 'reg_lambda': 0.6973555413526125}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:06,517] Trial 143 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 78, 'learning_rate': 0.061316035351491265, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6289465664381569, 'colsample_bytree': 0.6267158982672036, 'gamma': 0.9095436417778429, 'reg_alpha': 0.11562985241081133, 'reg_lambda': 0.8746392157567012}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:06,841] Trial 144 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 79, 'learning_rate': 0.061701645151893726, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6115215980037241, 'colsample_bytree': 0.6250408158993884, 'gamma': 0.9552283625906499, 'reg_alpha': 0.11088085626420446, 'reg_lambda': 0.7946106305154471}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:06,959] Trial 145 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 85, 'learning_rate': 0.08244038055716148, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6239130956012604, 'colsample_bytree': 0.6191931755428904, 'gamma': 0.7656137153678302, 'reg_alpha': 0.02242462997670852, 'reg_lambda': 1.7937682583114098}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:07,040] Trial 146 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 70, 'learning_rate': 0.058897170815177514, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6251754979370441, 'colsample_bytree': 0.6135719450014923, 'gamma': 1.110178599238686, 'reg_alpha': 0.06775809281679838, 'reg_lambda': 0.6823547844679816}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:07,234] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.07246801175273147, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.6475856590053003, 'colsample_bytree': 0.6324583615802639, 'gamma': 0.5867673836660816, 'reg_alpha': 0.09674522696244434, 'reg_lambda': 0.8812986041653913}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:07,354] Trial 148 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 100, 'learning_rate': 0.0553715295050363, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6417456194295933, 'colsample_bytree': 0.6005379706030338, 'gamma': 1.0224331518459011, 'reg_alpha': 0.12933443800739025, 'reg_lambda': 0.736633474571233}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:07,705] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 91, 'learning_rate': 0.06842106195153735, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6560048411711358, 'colsample_bytree': 0.6150760471322737, 'gamma': 0.4872432864000176, 'reg_alpha': 0.16051113660674143, 'reg_lambda': 2.8273187568500013}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:07,826] Trial 150 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 83, 'learning_rate': 0.07566029055384606, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6268199226990644, 'colsample_bytree': 0.6274667694379531, 'gamma': 0.8827907258288988, 'reg_alpha': 0.08309399072001906, 'reg_lambda': 0.7624440283774214}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:07,935] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.06446467729172499, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6290543863484862, 'colsample_bytree': 0.6399208568804059, 'gamma': 0.6917201733501739, 'reg_alpha': 0.1248838115013832, 'reg_lambda': 0.8949743704542765}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:08,045] Trial 152 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 68, 'learning_rate': 0.06173929262653761, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6101466346774186, 'colsample_bytree': 0.6514163269886701, 'gamma': 0.6997401393394568, 'reg_alpha': 0.11928604250678627, 'reg_lambda': 0.8939406104775566}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:08,174] Trial 153 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 78, 'learning_rate': 0.06565184896461077, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6733270793134827, 'colsample_bytree': 0.6381370410157291, 'gamma': 0.942399124529366, 'reg_alpha': 0.15158560265137713, 'reg_lambda': 0.6219883470280583}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:08,260] Trial 154 finished with value: 0.744047619047619 and parameters: {'n_estimators': 73, 'learning_rate': 0.05787613207969115, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6145053265061667, 'colsample_bytree': 0.6201337271801461, 'gamma': 0.7766833881633664, 'reg_alpha': 0.19771508263431972, 'reg_lambda': 0.8185659043741726}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:08,372] Trial 155 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 88, 'learning_rate': 0.0708932167586416, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6212397336428911, 'colsample_bytree': 0.6241161684275496, 'gamma': 0.8481278432283544, 'reg_alpha': 0.09275191776224619, 'reg_lambda': 0.8228654866902565}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:08,565] Trial 156 finished with value: 0.6964285714285713 and parameters: {'n_estimators': 87, 'learning_rate': 0.0817453748649339, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6111939471552111, 'colsample_bytree': 0.9047094320444047, 'gamma': 1.1664285929656582, 'reg_alpha': 0.0944718035178054, 'reg_lambda': 0.7935709203414625}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:08,683] Trial 157 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 96, 'learning_rate': 0.07235675155102775, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6193091808932746, 'colsample_bytree': 0.6574733556600706, 'gamma': 0.7910250919898938, 'reg_alpha': 0.049911824359503434, 'reg_lambda': 0.8831859799722112}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:08,806] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 96, 'learning_rate': 0.09049899372727478, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6206493704876254, 'colsample_bytree': 0.6543745868152382, 'gamma': 0.8131317252779503, 'reg_alpha': 0.05307248624006983, 'reg_lambda': 0.8225967076714248}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:08,927] Trial 159 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.09072101897573134, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6173356671296015, 'colsample_bytree': 0.6598465867098114, 'gamma': 0.9412115797754348, 'reg_alpha': 0.20094619829752652, 'reg_lambda': 0.8307020574689469}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:09,195] Trial 160 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 98, 'learning_rate': 0.07171924546451867, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6289371391352275, 'colsample_bytree': 0.6679036490822204, 'gamma': 0.819311598217803, 'reg_alpha': 0.04895083391316804, 'reg_lambda': 0.7360921166604982}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:09,353] Trial 161 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.07798980383253533, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6049175015850305, 'colsample_bytree': 0.655838740116626, 'gamma': 0.7932973192749319, 'reg_alpha': 0.0536953197900584, 'reg_lambda': 0.8808610058656414}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:09,491] Trial 162 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.08779119619386182, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.633372428304359, 'colsample_bytree': 0.631214225807843, 'gamma': 0.989041717685464, 'reg_alpha': 0.025215855302272123, 'reg_lambda': 0.8002234238779589}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:09,672] Trial 163 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 102, 'learning_rate': 0.0695284511773108, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6154595917683711, 'colsample_bytree': 0.6431835682918298, 'gamma': 1.4302911187369507, 'reg_alpha': 0.12087352565091264, 'reg_lambda': 0.661719656252749}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:09,761] Trial 164 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 84, 'learning_rate': 0.06450039658563686, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6533142600740838, 'colsample_bytree': 0.6092394097244895, 'gamma': 1.0674593052518724, 'reg_alpha': 0.22896045878292648, 'reg_lambda': 0.8604073401501927}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,000] Trial 165 finished with value: 0.744047619047619 and parameters: {'n_estimators': 88, 'learning_rate': 0.07424072804657061, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6431459329980854, 'colsample_bytree': 0.625659553295533, 'gamma': 0.7289975292490931, 'reg_alpha': 0.08255666374145378, 'reg_lambda': 0.9238372611231072}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,198] Trial 166 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 88, 'learning_rate': 0.11720321764819785, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6200433397648136, 'colsample_bytree': 0.6483823672560836, 'gamma': 0.7084082920291593, 'reg_alpha': 0.08208948591385727, 'reg_lambda': 0.9535460215071733}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,321] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 80, 'learning_rate': 0.12081363495539672, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6372274054168292, 'colsample_bytree': 0.6798510603251638, 'gamma': 0.8533227051747531, 'reg_alpha': 0.08807000536631002, 'reg_lambda': 0.8167777223658635}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,434] Trial 168 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 76, 'learning_rate': 0.10691524334532065, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6217724316629951, 'colsample_bytree': 0.6505971679626397, 'gamma': 1.2161996456693567, 'reg_alpha': 0.10404720387657479, 'reg_lambda': 0.8113519211060469}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,650] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.11251077284671186, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6396590477427564, 'colsample_bytree': 0.67842586659733, 'gamma': 1.2024986839805183, 'reg_alpha': 0.09432346025134639, 'reg_lambda': 0.7564379628148185}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,764] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.12024008072197066, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6293666781200492, 'colsample_bytree': 0.67270836972787, 'gamma': 0.8738489265022308, 'reg_alpha': 0.10927925368507521, 'reg_lambda': 0.7234399607033304}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,862] Trial 171 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 72, 'learning_rate': 0.13484256310536274, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6202443203283472, 'colsample_bytree': 0.6486301303320552, 'gamma': 2.2586883917593985, 'reg_alpha': 0.1770289872054245, 'reg_lambda': 0.8273931156543775}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,021] Trial 172 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 84, 'learning_rate': 0.09669213865972204, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6047656720612904, 'colsample_bytree': 0.6913827478804295, 'gamma': 0.7800568740822835, 'reg_alpha': 0.06240360247251756, 'reg_lambda': 0.8701387887381249}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,130] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.11032759679156462, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6177898111037652, 'colsample_bytree': 0.6569166869354103, 'gamma': 0.5890778201571576, 'reg_alpha': 0.14152378044847078, 'reg_lambda': 0.8130242546662214}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,240] Trial 174 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 79, 'learning_rate': 0.10555531616537356, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6216227944240699, 'colsample_bytree': 0.7101491979306152, 'gamma': 0.5940279356289015, 'reg_alpha': 0.12563938854387746, 'reg_lambda': 0.9700353190002498}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,420] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 88, 'learning_rate': 0.13126424956476482, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6308568573531727, 'colsample_bytree': 0.662988587886292, 'gamma': 0.9022777725578207, 'reg_alpha': 0.14699625118230406, 'reg_lambda': 0.6883675371775939}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,553] Trial 176 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 95, 'learning_rate': 0.10834869700916946, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6388797560637259, 'colsample_bytree': 0.6570189739740682, 'gamma': 0.6650098925621056, 'reg_alpha': 0.03665549133617568, 'reg_lambda': 0.7757720133620959}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,665] Trial 177 finished with value: 0.744047619047619 and parameters: {'n_estimators': 74, 'learning_rate': 0.11826876115041146, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.650749961041217, 'colsample_bytree': 0.6494652042467044, 'gamma': 0.5667799482400692, 'reg_alpha': 0.018648357596614026, 'reg_lambda': 0.9052523251397291}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,784] Trial 178 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 85, 'learning_rate': 0.1049696045131736, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6667384261607519, 'colsample_bytree': 0.6689479161924975, 'gamma': 1.0073210255186575, 'reg_alpha': 0.07821743629083147, 'reg_lambda': 0.6349920062456275}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,906] Trial 179 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 78, 'learning_rate': 0.08460128773766093, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6051291554764789, 'colsample_bytree': 0.6857718348146166, 'gamma': 0.681680620244316, 'reg_alpha': 0.05167721502663456, 'reg_lambda': 0.5630357810928777}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,123] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 91, 'learning_rate': 0.09162480241576396, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6220911723258684, 'colsample_bytree': 0.6411161203451377, 'gamma': 0.8660475367554905, 'reg_alpha': 0.13541001633647753, 'reg_lambda': 0.8582568064511868}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,281] Trial 181 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 92, 'learning_rate': 0.0938810183314846, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.623588663510396, 'colsample_bytree': 0.6401616986428186, 'gamma': 0.8542475220146015, 'reg_alpha': 0.10525008478188382, 'reg_lambda': 0.8582731377432405}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,425] Trial 182 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 82, 'learning_rate': 0.11538684978132034, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6316884778059825, 'colsample_bytree': 0.6552944799766768, 'gamma': 1.119972254890557, 'reg_alpha': 0.13288389981853693, 'reg_lambda': 0.7983936387363174}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,516] Trial 183 finished with value: 0.738095238095238 and parameters: {'n_estimators': 90, 'learning_rate': 0.14389654626124831, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6360901057693409, 'colsample_bytree': 0.6560880608708842, 'gamma': 1.313974249336955, 'reg_alpha': 0.13445912536628174, 'reg_lambda': 0.9260682785789286}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,735] Trial 184 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 67, 'learning_rate': 0.11335444132155559, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6262712351318098, 'colsample_bytree': 0.6469652602225716, 'gamma': 1.0503703174459624, 'reg_alpha': 0.16043023941074752, 'reg_lambda': 0.8005468106260515}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,857] Trial 185 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 98, 'learning_rate': 0.12769045843745364, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.645465665278019, 'colsample_bytree': 0.6639130049906691, 'gamma': 1.5612804133412477, 'reg_alpha': 0.15042625671008275, 'reg_lambda': 0.8742785999054734}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,986] Trial 186 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 77, 'learning_rate': 0.11466068438872547, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6303256196492933, 'colsample_bytree': 0.6367758616000196, 'gamma': 0.5049344511918318, 'reg_alpha': 0.12259452921607167, 'reg_lambda': 0.9629770484178941}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:13,106] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.0966017622433632, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6186367019834299, 'colsample_bytree': 0.6577828211028484, 'gamma': 0.7209959082500966, 'reg_alpha': 0.06074278649146433, 'reg_lambda': 0.8218252437990442}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:13,331] Trial 188 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 87, 'learning_rate': 0.10264979126266839, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6393696640390302, 'colsample_bytree': 0.647232622259866, 'gamma': 0.5894829447562422, 'reg_alpha': 0.09487189796731196, 'reg_lambda': 1.004550641866756}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:13,447] Trial 189 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 71, 'learning_rate': 0.12500240158763304, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6083751350787283, 'colsample_bytree': 0.9852377018805599, 'gamma': 1.199589201681181, 'reg_alpha': 0.03772283975106505, 'reg_lambda': 0.7701635884743527}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:13,572] Trial 190 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 96, 'learning_rate': 0.09126699589901763, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6201567637189659, 'colsample_bytree': 0.6802735387807763, 'gamma': 1.0969265274923174, 'reg_alpha': 0.014566600126330514, 'reg_lambda': 0.9102386501849564}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:13,702] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 82, 'learning_rate': 0.07942126170543168, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6001175426118666, 'colsample_bytree': 0.6362613393925509, 'gamma': 0.938781649450268, 'reg_alpha': 0.08281756776284094, 'reg_lambda': 0.7187438222987859}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:13,890] Trial 192 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 82, 'learning_rate': 0.08256971211545777, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6129243752408944, 'colsample_bytree': 0.6378387216852694, 'gamma': 0.8237348373283921, 'reg_alpha': 0.11168709559934874, 'reg_lambda': 0.6958640222590117}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,013] Trial 193 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 75, 'learning_rate': 0.07673225780303057, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6005976650279906, 'colsample_bytree': 0.6538434334195526, 'gamma': 0.9697874216306344, 'reg_alpha': 0.13499213024326495, 'reg_lambda': 0.8194667087477162}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,105] Trial 194 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 92, 'learning_rate': 0.11065410872411319, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6284413434355646, 'colsample_bytree': 0.6403601260949284, 'gamma': 0.6760592048538655, 'reg_alpha': 0.07284760648106213, 'reg_lambda': 0.7604123408043816}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,213] Trial 195 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.08687697647828305, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.6183707238575336, 'colsample_bytree': 0.6335352752821216, 'gamma': 1.9002621224151635, 'reg_alpha': 0.17268532562906797, 'reg_lambda': 0.8759376028214035}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,384] Trial 196 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 83, 'learning_rate': 0.0797755193444993, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6329133161896511, 'colsample_bytree': 0.6716648407193341, 'gamma': 3.3382660139394593, 'reg_alpha': 0.08943227595363215, 'reg_lambda': 0.7077789281861055}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,499] Trial 197 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 69, 'learning_rate': 0.09817295526327917, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6521193773500266, 'colsample_bytree': 0.6452045950526101, 'gamma': 0.8350635146088101, 'reg_alpha': 0.04630378514339075, 'reg_lambda': 0.8435354938227039}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,624] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.14004475868822627, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6098177810252674, 'colsample_bytree': 0.6650230659052454, 'gamma': 0.4371832058234757, 'reg_alpha': 0.11020573444228393, 'reg_lambda': 0.7850722512648531}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,739] Trial 199 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 92, 'learning_rate': 0.15592997097032685, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6248655793278307, 'colsample_bytree': 0.6310551751767008, 'gamma': 0.746046811603295, 'reg_alpha': 0.07697596945174118, 'reg_lambda': 0.944139649754731}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,742] A new study created in memory with name: no-name-6db8e424-be76-4c91-808d-70da8305ec9d
[I 2025-11-03 19:27:14,947] Trial 0 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 128, 'learning_rate': 0.010719618838340396, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7594261986103176, 'colsample_bytree': 0.9428856008330404, 'gamma': 3.8897556819501506, 'reg_alpha': 0.3948661413886867, 'reg_lambda': 2.225989767889405}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:27:15,067] Trial 1 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 86, 'learning_rate': 0.013487800870537895, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7421969155330546, 'colsample_bytree': 0.848797861176926, 'gamma': 1.9980072918338554, 'reg_alpha': 0.21950040129482762, 'reg_lambda': 2.0651939156907613}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:27:15,205] Trial 2 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 196, 'learning_rate': 0.12651327384990105, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7997302870557166, 'colsample_bytree': 0.8773723875930461, 'gamma': 3.2601123344340803, 'reg_alpha': 0.6470808666665158, 'reg_lambda': 0.8347596816892356}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:27:15,358] Trial 3 finished with value: 0.5952380952380953 and parameters: {'n_estimators': 174, 'learning_rate': 0.2778113739305672, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.6348847622932264, 'colsample_bytree': 0.9004924876273093, 'gamma': 4.8314491586254595, 'reg_alpha': 0.8440571585256496, 'reg_lambda': 2.4412482520280347}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:27:15,541] Trial 4 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.07483699442274831, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9742335159858747, 'colsample_bytree': 0.7403376495185644, 'gamma': 2.75642863481747, 'reg_alpha': 0.8904283965776499, 'reg_lambda': 1.9816076429047118}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:27:15,682] Trial 5 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 179, 'learning_rate': 0.01763130174947413, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8568041877377941, 'colsample_bytree': 0.9998652923287177, 'gamma': 0.0569456097763249, 'reg_alpha': 0.9439652963582329, 'reg_lambda': 2.4964921094776646}. Best is trial 5 with value: 0.6904761904761905.
[I 2025-11-03 19:27:15,826] Trial 6 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 203, 'learning_rate': 0.05934107972934863, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8256518856629672, 'colsample_bytree': 0.7318601120072602, 'gamma': 1.3595892049541047, 'reg_alpha': 0.5925789515661201, 'reg_lambda': 2.780882513981029}. Best is trial 5 with value: 0.6904761904761905.
[I 2025-11-03 19:27:15,941] Trial 7 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.018033050564107644, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.85132716041422, 'colsample_bytree': 0.9420986137268379, 'gamma': 1.4063660061238097, 'reg_alpha': 0.45380124197728255, 'reg_lambda': 2.848836344661604}. Best is trial 5 with value: 0.6904761904761905.
[I 2025-11-03 19:27:16,032] Trial 8 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 58, 'learning_rate': 0.14157859687399266, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.806044253830861, 'colsample_bytree': 0.76487515154997, 'gamma': 0.4223440860679095, 'reg_alpha': 0.9738453300038009, 'reg_lambda': 0.8252187670904871}. Best is trial 8 with value: 0.7023809523809524.
[I 2025-11-03 19:27:16,106] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.038072412541177166, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.6500204651378926, 'colsample_bytree': 0.8890579160365708, 'gamma': 0.8043820966377363, 'reg_alpha': 0.798640046037362, 'reg_lambda': 2.003878331185857}. Best is trial 8 with value: 0.7023809523809524.
[I 2025-11-03 19:27:16,464] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.27082152260135933, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9557618043033007, 'colsample_bytree': 0.616113960578422, 'gamma': 0.16777356089230333, 'reg_alpha': 0.20517151620244584, 'reg_lambda': 0.5562590900292765}. Best is trial 8 with value: 0.7023809523809524.
[I 2025-11-03 19:27:16,533] Trial 11 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 25, 'learning_rate': 0.026828569236798685, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8912949327555513, 'colsample_bytree': 0.7854219240681263, 'gamma': 0.11461476180272319, 'reg_alpha': 0.9961106058817888, 'reg_lambda': 1.2239502019035389}. Best is trial 8 with value: 0.7023809523809524.
[I 2025-11-03 19:27:16,650] Trial 12 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 108, 'learning_rate': 0.12015634645635964, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7065874302774338, 'colsample_bytree': 0.9985071488494813, 'gamma': 0.818812931923152, 'reg_alpha': 0.99523153157892, 'reg_lambda': 1.5516548973805029}. Best is trial 8 with value: 0.7023809523809524.
[I 2025-11-03 19:27:16,722] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.13496828832899158, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8957026924297434, 'colsample_bytree': 0.6617631216078423, 'gamma': 0.02935511374478983, 'reg_alpha': 0.004186582021431795, 'reg_lambda': 1.492392455444311}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 19:27:16,838] Trial 14 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 51, 'learning_rate': 0.14889731564849526, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8844733427391762, 'colsample_bytree': 0.6365577546079351, 'gamma': 0.8878879756725102, 'reg_alpha': 0.002888584431582812, 'reg_lambda': 1.210849861564917}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 19:27:17,035] Trial 15 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 63, 'learning_rate': 0.09238729049302304, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9443635130018113, 'colsample_bytree': 0.6843589935999448, 'gamma': 2.2568612730014688, 'reg_alpha': 0.06378219115813871, 'reg_lambda': 1.5315973569466532}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,168] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.07973698995106167, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.93154227375731, 'colsample_bytree': 0.6787518700371565, 'gamma': 2.1149206834963623, 'reg_alpha': 0.025733003874013408, 'reg_lambda': 1.6647009128117682}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,310] Trial 17 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 124, 'learning_rate': 0.19065442252448078, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9976296665372486, 'colsample_bytree': 0.6672586169693899, 'gamma': 3.7092921894520536, 'reg_alpha': 0.15352800776580627, 'reg_lambda': 1.3806627114546892}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,460] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.09037128187136874, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9302027030867306, 'colsample_bytree': 0.6950757869316082, 'gamma': 4.82746799738241, 'reg_alpha': 0.31764608150444257, 'reg_lambda': 1.782016369623869}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,517] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.046710252721142494, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9096007583418245, 'colsample_bytree': 0.604102923058971, 'gamma': 2.697486723773829, 'reg_alpha': 0.1116669714065604, 'reg_lambda': 0.9893209884991553}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,717] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 150, 'learning_rate': 0.1936862076382389, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9995612576209431, 'colsample_bytree': 0.8287328911893049, 'gamma': 1.6940843217032548, 'reg_alpha': 0.29880474331044127, 'reg_lambda': 1.5059287687945253}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,869] Trial 21 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 147, 'learning_rate': 0.20751113091673457, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9975395545979179, 'colsample_bytree': 0.826315082669099, 'gamma': 1.7390855875805595, 'reg_alpha': 0.2798779308590319, 'reg_lambda': 1.4501765207112316}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,998] Trial 22 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 109, 'learning_rate': 0.10851659770850108, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9474488129584525, 'colsample_bytree': 0.713925452753138, 'gamma': 2.477956146516864, 'reg_alpha': 0.09365009520403855, 'reg_lambda': 1.7685588309299982}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,143] Trial 23 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 150, 'learning_rate': 0.17344795763563048, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9700603093286927, 'colsample_bytree': 0.6517009558677451, 'gamma': 1.3488839407338304, 'reg_alpha': 0.3354198891847489, 'reg_lambda': 1.1845676875700346}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,208] Trial 24 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 20, 'learning_rate': 0.21659283906358906, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9000213050457052, 'colsample_bytree': 0.8078305166611361, 'gamma': 3.1420472404436124, 'reg_alpha': 0.0614630030238201, 'reg_lambda': 1.4345380818096338}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,322] Trial 25 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 92, 'learning_rate': 0.06284197656133421, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8650462666602059, 'colsample_bytree': 0.7738467947274433, 'gamma': 2.2879184539897754, 'reg_alpha': 0.16828141181990028, 'reg_lambda': 1.803010750394409}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,520] Trial 26 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 75, 'learning_rate': 0.0994779579071109, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9202436201614429, 'colsample_bytree': 0.7028259023084268, 'gamma': 1.7694954158966527, 'reg_alpha': 0.2506287371408812, 'reg_lambda': 1.084387679864789}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,655] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 113, 'learning_rate': 0.15966056302764306, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9713773204465131, 'colsample_bytree': 0.6388629412914488, 'gamma': 1.0369725159906371, 'reg_alpha': 0.5586096200222325, 'reg_lambda': 1.5065413627319832}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,797] Trial 28 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 170, 'learning_rate': 0.04122184609017033, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.942570919015008, 'colsample_bytree': 0.8412407543778933, 'gamma': 3.108716618238529, 'reg_alpha': 0.4040520593822995, 'reg_lambda': 1.6562799111715116}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,950] Trial 29 finished with value: 0.5922619047619048 and parameters: {'n_estimators': 129, 'learning_rate': 0.2339806076164905, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9961730707135545, 'colsample_bytree': 0.7533558172182819, 'gamma': 4.005997901153036, 'reg_alpha': 0.12844781417238882, 'reg_lambda': 2.241069882917542}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,132] Trial 30 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 50, 'learning_rate': 0.09304651548846178, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7742817324605455, 'colsample_bytree': 0.8054381020776106, 'gamma': 0.5444859787351117, 'reg_alpha': 0.0019949464809848523, 'reg_lambda': 1.2697898337333418}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,217] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 59, 'learning_rate': 0.14360606397365733, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7337618842112157, 'colsample_bytree': 0.7659289374889522, 'gamma': 0.467292903055495, 'reg_alpha': 0.7653750731317741, 'reg_lambda': 0.8102974600105419}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,333] Trial 32 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 67, 'learning_rate': 0.12956901313525723, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.711572671528073, 'colsample_bytree': 0.8617176262411784, 'gamma': 0.46945107511582124, 'reg_alpha': 0.7371724957089243, 'reg_lambda': 0.6197714417254379}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,447] Trial 33 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 88, 'learning_rate': 0.17109116091059345, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7356414806509983, 'colsample_bytree': 0.7213964456515969, 'gamma': 1.820360396222227, 'reg_alpha': 0.6659230136160961, 'reg_lambda': 0.8973144112375927}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,534] Trial 34 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 39, 'learning_rate': 0.294070839150757, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6699184673995005, 'colsample_bytree': 0.6796569882370074, 'gamma': 1.1162961118986763, 'reg_alpha': 0.4769038327729194, 'reg_lambda': 0.7306544635990997}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,646] Trial 35 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 42, 'learning_rate': 0.29994349740627774, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6498794830153849, 'colsample_bytree': 0.6827456113991933, 'gamma': 1.573632717529035, 'reg_alpha': 0.49879240797145885, 'reg_lambda': 2.2110456754565107}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,792] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.010118802443937803, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.6803793632154739, 'colsample_bytree': 0.6550112909239671, 'gamma': 2.082489468955209, 'reg_alpha': 0.3707349558521803, 'reg_lambda': 1.9138588392843512}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,933] Trial 37 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.22551648817809059, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7727376311347715, 'colsample_bytree': 0.618094270956851, 'gamma': 1.1743937286129147, 'reg_alpha': 0.21430076089533248, 'reg_lambda': 0.6823894405223115}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:20,058] Trial 38 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.245792753292311, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6186209340545687, 'colsample_bytree': 0.6302745711299649, 'gamma': 1.1047791274133743, 'reg_alpha': 0.06352406192572803, 'reg_lambda': 0.7348865095392011}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:20,138] Trial 39 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 35, 'learning_rate': 0.25295053986121924, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6039535537892614, 'colsample_bytree': 0.6381696364834211, 'gamma': 1.1732975563911086, 'reg_alpha': 0.06791031107216372, 'reg_lambda': 1.0318311041800856}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:20,321] Trial 40 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.06901084068482895, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6038533817839732, 'colsample_bytree': 0.739562861818548, 'gamma': 3.503601384841725, 'reg_alpha': 0.1670460480340115, 'reg_lambda': 0.6868948264011074}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:20,476] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.23468193078563532, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6874716880733381, 'colsample_bytree': 0.6164817698264294, 'gamma': 0.7135636797400431, 'reg_alpha': 0.22090490700398457, 'reg_lambda': 0.5034371964403885}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:20,633] Trial 42 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 225, 'learning_rate': 0.2631491180869284, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6742164417752186, 'colsample_bytree': 0.6671847763920159, 'gamma': 0.6302279641979376, 'reg_alpha': 0.0590287582641285, 'reg_lambda': 0.5344155036143179}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:20,833] Trial 43 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 187, 'learning_rate': 0.11039952425028614, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6227891311497263, 'colsample_bytree': 0.6012951929450451, 'gamma': 0.013835798237941788, 'reg_alpha': 0.10642174500584248, 'reg_lambda': 0.7606169960009675}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:20,991] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.2702246192062661, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6746785694813896, 'colsample_bytree': 0.6213970670949722, 'gamma': 0.2713404283863992, 'reg_alpha': 0.21014251523087724, 'reg_lambda': 0.9099313094844849}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:21,240] Trial 45 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 187, 'learning_rate': 0.18520764723275296, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8246517325845188, 'colsample_bytree': 0.7006912445584961, 'gamma': 0.7279466438337119, 'reg_alpha': 0.04676735240873581, 'reg_lambda': 0.5170519475782539}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:21,494] Trial 46 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 238, 'learning_rate': 0.29958213396177674, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6323833347864639, 'colsample_bytree': 0.6488447682756907, 'gamma': 1.004682337440392, 'reg_alpha': 0.40414550597068577, 'reg_lambda': 2.6171258961601667}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:21,645] Trial 47 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 194, 'learning_rate': 0.13322017400427918, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6962849430337146, 'colsample_bytree': 0.6761831528746488, 'gamma': 0.2540660314550147, 'reg_alpha': 0.2462049399878454, 'reg_lambda': 1.084057645114599}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:21,760] Trial 48 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 77, 'learning_rate': 0.23440216894492985, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6503857909319996, 'colsample_bytree': 0.6607752335275724, 'gamma': 1.3732217222616803, 'reg_alpha': 0.45831120175117834, 'reg_lambda': 1.3412464646052258}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:21,918] Trial 49 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 209, 'learning_rate': 0.07911498638762052, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6542210932867383, 'colsample_bytree': 0.6883712726081743, 'gamma': 0.2835200312172362, 'reg_alpha': 0.15987447679584826, 'reg_lambda': 0.6796203815671764}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:22,042] Trial 50 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 32, 'learning_rate': 0.014232313810968554, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8751875430718565, 'colsample_bytree': 0.6276994220513419, 'gamma': 0.7616461332029097, 'reg_alpha': 0.000545648841354357, 'reg_lambda': 0.9398745521368195}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:22,250] Trial 51 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 166, 'learning_rate': 0.22296751921862426, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7668838690361142, 'colsample_bytree': 0.6183024597918665, 'gamma': 1.1293406700069526, 'reg_alpha': 0.225370297749788, 'reg_lambda': 0.7293491999245333}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:22,393] Trial 52 finished with value: 0.755952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.20243501890927365, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.845054296482399, 'colsample_bytree': 0.6093976671904175, 'gamma': 1.2392109702848322, 'reg_alpha': 0.18510875269067606, 'reg_lambda': 0.8373683458121571}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:22,568] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 181, 'learning_rate': 0.16063982826039694, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8341972398034112, 'colsample_bytree': 0.6051590965193921, 'gamma': 1.4301488500882749, 'reg_alpha': 0.0913594112020628, 'reg_lambda': 0.8529677948878858}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:22,715] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.19789643919219282, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8462017799552792, 'colsample_bytree': 0.6108927023723333, 'gamma': 1.4768499794233296, 'reg_alpha': 0.13068489132130467, 'reg_lambda': 0.8406131561226637}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:22,888] Trial 55 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.15975533943601797, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8417345081188583, 'colsample_bytree': 0.6038242274597471, 'gamma': 1.5495972837989667, 'reg_alpha': 0.12853718232482156, 'reg_lambda': 0.8610649087018949}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:23,128] Trial 56 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 198, 'learning_rate': 0.19826749183203948, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8003217349509677, 'colsample_bytree': 0.6334814288705977, 'gamma': 1.940768033750917, 'reg_alpha': 0.08610150931757715, 'reg_lambda': 0.6202136846472738}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:23,274] Trial 57 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 163, 'learning_rate': 0.024619338864382716, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8198289643694538, 'colsample_bytree': 0.608340626314517, 'gamma': 2.2091486389361235, 'reg_alpha': 0.17019515738478785, 'reg_lambda': 2.9541582505066746}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:23,408] Trial 58 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 136, 'learning_rate': 0.12215031870896098, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8493029649630953, 'colsample_bytree': 0.6464419406521577, 'gamma': 2.4356795493873724, 'reg_alpha': 0.1252327470802594, 'reg_lambda': 1.1304370090459004}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:23,557] Trial 59 finished with value: 0.636904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.1569900786276711, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7525593314748857, 'colsample_bytree': 0.9393397423163786, 'gamma': 1.3527693662137237, 'reg_alpha': 0.040193548138767354, 'reg_lambda': 0.9678272874196228}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:23,688] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 155, 'learning_rate': 0.18058468399701424, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8391054317384604, 'colsample_bytree': 0.6276543811061415, 'gamma': 0.9279363978138999, 'reg_alpha': 0.18430834104165142, 'reg_lambda': 0.8202663683003389}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:23,849] Trial 61 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 184, 'learning_rate': 0.2416165992714054, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8097645122462284, 'colsample_bytree': 0.6122151992005027, 'gamma': 1.5422244222638892, 'reg_alpha': 0.8799547489450137, 'reg_lambda': 0.6002013027387787}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:24,115] Trial 62 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 192, 'learning_rate': 0.20491852687061837, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7883185984213806, 'colsample_bytree': 0.6004688513552108, 'gamma': 2.8432303006339876, 'reg_alpha': 0.2695386095024904, 'reg_lambda': 0.5035957298723968}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:24,321] Trial 63 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 220, 'learning_rate': 0.05116109348126931, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8608845930178606, 'colsample_bytree': 0.6443147638527296, 'gamma': 1.1489333972883768, 'reg_alpha': 0.09134873286357631, 'reg_lambda': 0.7606328140282176}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:24,466] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 203, 'learning_rate': 0.2649780373194344, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8753656194437285, 'colsample_bytree': 0.6729648650346332, 'gamma': 1.9189974683027096, 'reg_alpha': 0.13347235650760247, 'reg_lambda': 1.0190682734710377}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:24,566] Trial 65 finished with value: 0.738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.20868318703451433, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9061911251560122, 'colsample_bytree': 0.6246185770605758, 'gamma': 0.9300572678118262, 'reg_alpha': 0.3376164722276493, 'reg_lambda': 0.8127913927089652}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:24,715] Trial 66 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.16700934803822506, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9211087509958351, 'colsample_bytree': 0.6272819341188881, 'gamma': 0.8953477908364861, 'reg_alpha': 0.3491901288927868, 'reg_lambda': 0.8344682692980543}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:24,953] Trial 67 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 171, 'learning_rate': 0.11141872392910046, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8857640860775212, 'colsample_bytree': 0.6172700271807092, 'gamma': 1.2979898106232581, 'reg_alpha': 0.3000023471882884, 'reg_lambda': 0.5972152616534524}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:25,082] Trial 68 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 139, 'learning_rate': 0.20505784438134544, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9607309148644194, 'colsample_bytree': 0.6547277210980733, 'gamma': 0.6766379788786159, 'reg_alpha': 0.19412039160549446, 'reg_lambda': 1.2770451344702085}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:25,226] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.139566125934285, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.8340979292106913, 'colsample_bytree': 0.6358193886510349, 'gamma': 1.7042454841095225, 'reg_alpha': 0.08226037769111474, 'reg_lambda': 1.163916326758943}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:25,503] Trial 70 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 161, 'learning_rate': 0.1862920876811045, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9378018848998604, 'colsample_bytree': 0.6122011972549453, 'gamma': 0.853815991405844, 'reg_alpha': 0.028930539045960546, 'reg_lambda': 1.0735044670789997}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:25,788] Trial 71 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 156, 'learning_rate': 0.241600679690767, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9071827336427029, 'colsample_bytree': 0.7219492652202578, 'gamma': 1.4955489582708381, 'reg_alpha': 0.5350158378262551, 'reg_lambda': 0.7543074919636747}. Best is trial 71 with value: 0.7619047619047619.
[I 2025-11-03 19:27:25,925] Trial 72 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 156, 'learning_rate': 0.2437039894283378, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9060540209000552, 'colsample_bytree': 0.7205195760169916, 'gamma': 1.5575336638964556, 'reg_alpha': 0.5444710600731022, 'reg_lambda': 0.8921226274213705}. Best is trial 72 with value: 0.7916666666666667.
[I 2025-11-03 19:27:26,047] Trial 73 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 155, 'learning_rate': 0.23881681744185906, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9043298067663746, 'colsample_bytree': 0.7141124429137612, 'gamma': 1.568875252576147, 'reg_alpha': 0.5512657147746215, 'reg_lambda': 0.9027078238781034}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:26,192] Trial 74 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 156, 'learning_rate': 0.2413660964695084, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9055459532008586, 'colsample_bytree': 0.722495780632543, 'gamma': 1.5899394278821348, 'reg_alpha': 0.5583843597788297, 'reg_lambda': 0.9493135578677547}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:26,319] Trial 75 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 143, 'learning_rate': 0.24681807911772705, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9110809902059445, 'colsample_bytree': 0.7473613858805032, 'gamma': 1.6020756679354098, 'reg_alpha': 0.5572310327131458, 'reg_lambda': 0.9430270184607437}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:26,447] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 129, 'learning_rate': 0.24047727089952328, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9209655779255376, 'colsample_bytree': 0.7254223101947705, 'gamma': 1.6336290068721413, 'reg_alpha': 0.5504480307048962, 'reg_lambda': 0.9092475412288351}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:26,649] Trial 77 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.2700259554108874, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9000967806173934, 'colsample_bytree': 0.7494565089097028, 'gamma': 1.2547121518796076, 'reg_alpha': 0.6285899646470915, 'reg_lambda': 0.9781001150242636}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:26,796] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 144, 'learning_rate': 0.27321952071484445, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9027451855353482, 'colsample_bytree': 0.7533943034513271, 'gamma': 1.8691083882645907, 'reg_alpha': 0.6375611192514041, 'reg_lambda': 0.981774273952507}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:26,916] Trial 79 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.255268784471102, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9127689516976218, 'colsample_bytree': 0.7119447460156472, 'gamma': 1.272321336858098, 'reg_alpha': 0.5444635191044674, 'reg_lambda': 1.0336362057105308}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,024] Trial 80 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 101, 'learning_rate': 0.2843436882604406, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8908675258671699, 'colsample_bytree': 0.7821114743365054, 'gamma': 2.0992209080618545, 'reg_alpha': 0.6057288388412626, 'reg_lambda': 1.1257755907842375}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,146] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.24977386382848385, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.927551100971563, 'colsample_bytree': 0.7149940084873468, 'gamma': 1.2788080340025545, 'reg_alpha': 0.5319614108882642, 'reg_lambda': 0.954502897562295}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,275] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.21609590866718983, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9146817526120267, 'colsample_bytree': 0.7376540442154207, 'gamma': 1.666164568930261, 'reg_alpha': 0.6829995675166682, 'reg_lambda': 1.040777564308762}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,478] Trial 83 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 140, 'learning_rate': 0.2658786467446669, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8728475657612811, 'colsample_bytree': 0.751841603911315, 'gamma': 1.2620741562269677, 'reg_alpha': 0.5886223265069558, 'reg_lambda': 0.7678200038487282}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,640] Trial 84 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 150, 'learning_rate': 0.25003021063136566, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8920427900598238, 'colsample_bytree': 0.7067293530920553, 'gamma': 1.7898447740100836, 'reg_alpha': 0.516001126053842, 'reg_lambda': 0.6753866832887341}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,758] Trial 85 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 132, 'learning_rate': 0.22393475265236507, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.897161900951984, 'colsample_bytree': 0.7296822026916513, 'gamma': 1.4863605800881243, 'reg_alpha': 0.5233901862710006, 'reg_lambda': 0.6706493899990997}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,891] Trial 86 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 153, 'learning_rate': 0.2851936767493414, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9511239924228487, 'colsample_bytree': 0.7940545216291659, 'gamma': 1.755001101657422, 'reg_alpha': 0.5749199174736106, 'reg_lambda': 0.7700771132534505}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:28,186] Trial 87 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 148, 'learning_rate': 0.178291427009521, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8816657768847876, 'colsample_bytree': 0.6955707555385368, 'gamma': 1.424079985955859, 'reg_alpha': 0.43160382862836705, 'reg_lambda': 0.9013198875739277}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:28,362] Trial 88 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 170, 'learning_rate': 0.24897909184965752, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8650009638279704, 'colsample_bytree': 0.7478604953933573, 'gamma': 2.0300217665581526, 'reg_alpha': 0.6334960042295558, 'reg_lambda': 0.6381020439636655}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:28,520] Trial 89 finished with value: 0.738095238095238 and parameters: {'n_estimators': 158, 'learning_rate': 0.2216452789710777, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8930749781037977, 'colsample_bytree': 0.7672883940616563, 'gamma': 1.0481308555668487, 'reg_alpha': 0.5050051573509932, 'reg_lambda': 1.216417184064594}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:28,655] Trial 90 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 143, 'learning_rate': 0.2951600720877955, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9328023806760521, 'colsample_bytree': 0.7081964042581863, 'gamma': 1.6071452681413911, 'reg_alpha': 0.7216519604510842, 'reg_lambda': 0.8808255629388438}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:28,799] Trial 91 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 148, 'learning_rate': 0.253804794995833, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9155275466832871, 'colsample_bytree': 0.7194312384200618, 'gamma': 1.2051154165671245, 'reg_alpha': 0.6137320214616382, 'reg_lambda': 0.7266293834514662}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:28,961] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.23754736457300424, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9832911267332309, 'colsample_bytree': 0.7237842384237871, 'gamma': 1.8259718873650463, 'reg_alpha': 0.6174125369087329, 'reg_lambda': 0.7149890574793571}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:29,171] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 173, 'learning_rate': 0.19585217866709226, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9028102716080437, 'colsample_bytree': 0.7389434038251236, 'gamma': 1.0631522305228946, 'reg_alpha': 0.49193755745687257, 'reg_lambda': 0.5691766315569363}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:29,264] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 134, 'learning_rate': 0.2722829963200598, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9604559497280171, 'colsample_bytree': 0.6951785152201206, 'gamma': 1.2129007488046886, 'reg_alpha': 0.6679426990084248, 'reg_lambda': 0.7842513057114506}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:29,420] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 167, 'learning_rate': 0.031588327602832346, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9132234829762435, 'colsample_bytree': 0.7623755372043629, 'gamma': 1.4526608699107038, 'reg_alpha': 0.57957806406381, 'reg_lambda': 0.6687379321334199}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:29,555] Trial 96 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.22475409488721662, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8553522749331073, 'colsample_bytree': 0.7064664758886424, 'gamma': 2.3482812569831575, 'reg_alpha': 0.4671909065379792, 'reg_lambda': 0.9792816144017364}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:29,871] Trial 97 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 162, 'learning_rate': 0.25231572266104846, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9389590227843736, 'colsample_bytree': 0.7324899862699347, 'gamma': 4.618479572142575, 'reg_alpha': 0.4374144642007529, 'reg_lambda': 0.7358716433612104}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:30,127] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.20944578958787094, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.926517751587618, 'colsample_bytree': 0.687866691332127, 'gamma': 1.964741992685977, 'reg_alpha': 0.5649715664099478, 'reg_lambda': 0.9330292820832018}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:30,258] Trial 99 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 138, 'learning_rate': 0.15161837424525185, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8871156150319931, 'colsample_bytree': 0.7185845945298107, 'gamma': 1.5760270295956202, 'reg_alpha': 0.6162091508203861, 'reg_lambda': 0.8505277906939903}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:30,405] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.1892717503849909, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8780224236723361, 'colsample_bytree': 0.7495535565390338, 'gamma': 1.0053841004131963, 'reg_alpha': 0.7034286948500931, 'reg_lambda': 1.1066814318581757}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:30,714] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 117, 'learning_rate': 0.2522709783430847, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9108905231494077, 'colsample_bytree': 0.7121887397518368, 'gamma': 1.2539649677139206, 'reg_alpha': 0.5352170746467134, 'reg_lambda': 1.0389140327832709}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:30,858] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 107, 'learning_rate': 0.271846076952602, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8999380329609816, 'colsample_bytree': 0.702522706591033, 'gamma': 1.7558901050366094, 'reg_alpha': 0.5449786931843822, 'reg_lambda': 0.8902287253159958}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:30,955] Trial 103 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 133, 'learning_rate': 0.2999761113127544, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9161021243252722, 'colsample_bytree': 0.7284853828499777, 'gamma': 1.3397383594360945, 'reg_alpha': 0.5037055680488759, 'reg_lambda': 0.992841339885863}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:31,231] Trial 104 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 144, 'learning_rate': 0.29611619411941853, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8669028241150026, 'colsample_bytree': 0.7313991580963132, 'gamma': 1.376519961276884, 'reg_alpha': 0.5074730064617009, 'reg_lambda': 0.8028890885102046}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:31,532] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 159, 'learning_rate': 0.23527063157006947, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9466436910321423, 'colsample_bytree': 0.7594484186765391, 'gamma': 1.5126828065910911, 'reg_alpha': 0.5928783662776789, 'reg_lambda': 0.568312956770668}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:31,715] Trial 106 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 132, 'learning_rate': 0.2792611325561417, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9216918699806019, 'colsample_bytree': 0.816414219572958, 'gamma': 1.1593040832652033, 'reg_alpha': 0.4826986042195605, 'reg_lambda': 0.6597402495530815}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:31,891] Trial 107 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.22673191507145346, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9060023719000632, 'colsample_bytree': 0.7774831163345846, 'gamma': 1.6404340346082813, 'reg_alpha': 0.5217701919815427, 'reg_lambda': 0.6992813505964766}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:32,031] Trial 108 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.20790446549879196, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8937156690870919, 'colsample_bytree': 0.7433631042587381, 'gamma': 1.3698815533433661, 'reg_alpha': 0.6523913278181149, 'reg_lambda': 0.9962842623317316}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:32,280] Trial 109 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 153, 'learning_rate': 0.2625010591928169, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9306988601880416, 'colsample_bytree': 0.7227053272390849, 'gamma': 1.8685059950472702, 'reg_alpha': 0.4419619015886753, 'reg_lambda': 0.9444735422265615}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:32,432] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.21729496479497037, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9174908920724815, 'colsample_bytree': 0.6662365586984369, 'gamma': 0.9914167221572204, 'reg_alpha': 0.6064681101506353, 'reg_lambda': 1.2808185883190524}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:32,572] Trial 111 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.2502970308417649, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9086028638473559, 'colsample_bytree': 0.7104226850098663, 'gamma': 1.324232636560955, 'reg_alpha': 0.5620284781638194, 'reg_lambda': 1.1765002789769634}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:32,664] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 111, 'learning_rate': 0.24225418669825194, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.884168920297351, 'colsample_bytree': 0.6979024254791181, 'gamma': 1.1223925898333975, 'reg_alpha': 0.5682595340232451, 'reg_lambda': 1.159520025338524}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:32,869] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 141, 'learning_rate': 0.2997103925877331, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9071004030074747, 'colsample_bytree': 0.7364511792007136, 'gamma': 0.8137276615151765, 'reg_alpha': 0.5162326459430651, 'reg_lambda': 0.8666776070689175}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:33,072] Trial 114 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 116, 'learning_rate': 0.17212473145310186, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7227295687885528, 'colsample_bytree': 0.686004464925854, 'gamma': 1.477791447700258, 'reg_alpha': 0.4810230615561098, 'reg_lambda': 1.0699834786513873}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:33,216] Trial 115 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 124, 'learning_rate': 0.25905368966759335, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9384923236040864, 'colsample_bytree': 0.717889515315993, 'gamma': 1.3361813563441418, 'reg_alpha': 0.5930119281437589, 'reg_lambda': 1.5844253706421618}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:33,369] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 137, 'learning_rate': 0.1951144538000305, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8976970257583194, 'colsample_bytree': 0.7296566262183066, 'gamma': 1.2059557747170324, 'reg_alpha': 0.6405018486566681, 'reg_lambda': 0.7316273811210854}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:33,504] Trial 117 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 134, 'learning_rate': 0.19155805080646357, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8906458334601195, 'colsample_bytree': 0.7308928219209476, 'gamma': 2.1846584780355007, 'reg_alpha': 0.5578080078713015, 'reg_lambda': 0.8496648793226274}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:33,758] Trial 118 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 129, 'learning_rate': 0.23717842639468792, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9234541774090407, 'colsample_bytree': 0.6763203666306848, 'gamma': 1.7153567548432027, 'reg_alpha': 0.7802466944180725, 'reg_lambda': 0.7244517767800067}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:33,892] Trial 119 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 136, 'learning_rate': 0.19769593829547935, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8713038432473328, 'colsample_bytree': 0.7060518972050956, 'gamma': 1.5541426704835635, 'reg_alpha': 0.6815304174805417, 'reg_lambda': 0.8100838187982845}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,040] Trial 120 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 148, 'learning_rate': 0.21571452812672218, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9135262710654881, 'colsample_bytree': 0.7255673631147104, 'gamma': 0.5909612925302379, 'reg_alpha': 0.45957661962001645, 'reg_lambda': 0.6163913040311996}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,146] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.21600817675227826, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9143250039272337, 'colsample_bytree': 0.7245525450461282, 'gamma': 0.3386222586651024, 'reg_alpha': 0.6526302722919555, 'reg_lambda': 0.6186077747971636}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,285] Trial 122 finished with value: 0.738095238095238 and parameters: {'n_estimators': 158, 'learning_rate': 0.17768480876390058, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8969905589677074, 'colsample_bytree': 0.7157184003311874, 'gamma': 1.4078501513104484, 'reg_alpha': 0.41273050809074563, 'reg_lambda': 0.7569687611903557}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,552] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 155, 'learning_rate': 0.23162896876027528, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.882733810795783, 'colsample_bytree': 0.7450803120430546, 'gamma': 0.5249801989019109, 'reg_alpha': 0.49671512883186014, 'reg_lambda': 0.5827833629813663}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,687] Trial 124 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 147, 'learning_rate': 0.27948746845721967, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9312556924135651, 'colsample_bytree': 0.6911177364141132, 'gamma': 0.5963248524331115, 'reg_alpha': 0.5473253322896056, 'reg_lambda': 0.636549175223848}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,858] Trial 125 finished with value: 0.761904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.2779359764072944, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9541677450247803, 'colsample_bytree': 0.6991557848863402, 'gamma': 0.4012250131134021, 'reg_alpha': 0.5382620961601223, 'reg_lambda': 0.6342846469197277}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,996] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.27668397144699003, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.932245022331859, 'colsample_bytree': 0.6943494032380614, 'gamma': 0.19611192705630476, 'reg_alpha': 0.4590988872947527, 'reg_lambda': 0.6371218323920481}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:35,130] Trial 127 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 166, 'learning_rate': 0.25318758162638055, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9672505299707109, 'colsample_bytree': 0.7040056447694245, 'gamma': 0.4129373119852296, 'reg_alpha': 0.547206313199468, 'reg_lambda': 0.553255420045099}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:35,348] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.2852625135243357, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.9426587351201112, 'colsample_bytree': 0.7114335079108516, 'gamma': 0.6723168413576988, 'reg_alpha': 0.5287560443724035, 'reg_lambda': 0.5090805722525483}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:35,491] Trial 129 finished with value: 0.755952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.29927200619837285, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9532572310032885, 'colsample_bytree': 0.6911033180926746, 'gamma': 0.5484340017176967, 'reg_alpha': 0.5708645953352789, 'reg_lambda': 0.6952305109066645}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:35,637] Trial 130 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 151, 'learning_rate': 0.2431860519902194, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.985825771649066, 'colsample_bytree': 0.9102478019855619, 'gamma': 0.13454160260745618, 'reg_alpha': 0.594252744310423, 'reg_lambda': 0.7991305327691018}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:35,783] Trial 131 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 147, 'learning_rate': 0.28051763515335654, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9527140948560361, 'colsample_bytree': 0.6914237853590293, 'gamma': 0.5686127115552284, 'reg_alpha': 0.5680013900067736, 'reg_lambda': 0.6941078111930951}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:35,924] Trial 132 finished with value: 0.755952380952381 and parameters: {'n_estimators': 160, 'learning_rate': 0.26597965287577263, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9613542966365387, 'colsample_bytree': 0.6854914104638397, 'gamma': 0.33129959668653575, 'reg_alpha': 0.5064280740957408, 'reg_lambda': 2.1102132067306973}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:36,201] Trial 133 finished with value: 0.738095238095238 and parameters: {'n_estimators': 154, 'learning_rate': 0.22651947641505144, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9488819831202139, 'colsample_bytree': 0.7217034614863094, 'gamma': 0.5736243854079321, 'reg_alpha': 0.381563707232326, 'reg_lambda': 0.6566215439725552}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:36,387] Trial 134 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 170, 'learning_rate': 0.02005377351479136, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9247725412662556, 'colsample_bytree': 0.7031356852031952, 'gamma': 0.47687888592971983, 'reg_alpha': 0.5587515175721257, 'reg_lambda': 0.9033491045605438}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:36,557] Trial 135 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 147, 'learning_rate': 0.2750393331597181, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.908770014030282, 'colsample_bytree': 0.6719915762468811, 'gamma': 0.7279956509580741, 'reg_alpha': 0.5351167008021889, 'reg_lambda': 0.7818742824027044}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:36,698] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 140, 'learning_rate': 0.25853291869172323, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9340586341043551, 'colsample_bytree': 0.6716957653245001, 'gamma': 0.7729979165264319, 'reg_alpha': 0.4735820208990935, 'reg_lambda': 0.6103202249125149}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:36,906] Trial 137 finished with value: 0.755952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.2807517116647302, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.909007633393449, 'colsample_bytree': 0.682966490400206, 'gamma': 0.6093964907313837, 'reg_alpha': 0.5306880684495221, 'reg_lambda': 1.8833139242665995}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,011] Trial 138 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 150, 'learning_rate': 0.2782106428163882, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9191090157555479, 'colsample_bytree': 0.6587873404414907, 'gamma': 0.41229730127446884, 'reg_alpha': 0.5785898776278654, 'reg_lambda': 0.781727815444867}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,141] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 158, 'learning_rate': 0.25143344932580947, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9816887680938993, 'colsample_bytree': 0.6986312132995833, 'gamma': 0.7286000818637162, 'reg_alpha': 0.5129611963394509, 'reg_lambda': 0.710202502921672}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,259] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 141, 'learning_rate': 0.21378619516283348, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9448057953805421, 'colsample_bytree': 0.7137006571719112, 'gamma': 0.8916406348906245, 'reg_alpha': 0.5433267139301206, 'reg_lambda': 0.5442135728790739}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,444] Trial 141 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 163, 'learning_rate': 0.2363235254039992, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9146362178153271, 'colsample_bytree': 0.7085613029990259, 'gamma': 1.7796180963521349, 'reg_alpha': 0.5580435085109098, 'reg_lambda': 0.9300962116587952}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,648] Trial 142 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 147, 'learning_rate': 0.23434496801366228, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9076419665062403, 'colsample_bytree': 0.9911371385176438, 'gamma': 2.661369964326987, 'reg_alpha': 0.48763853563104137, 'reg_lambda': 2.463905699381935}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,773] Trial 143 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 153, 'learning_rate': 0.26345544620771894, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9155743421644661, 'colsample_bytree': 0.7087189202582227, 'gamma': 1.8105672059742464, 'reg_alpha': 0.6123529288028532, 'reg_lambda': 0.9320018475394839}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,903] Trial 144 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 164, 'learning_rate': 0.2978328725020429, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9258124489314162, 'colsample_bytree': 0.6925975357865645, 'gamma': 1.5713489319506273, 'reg_alpha': 0.5590892780452912, 'reg_lambda': 0.6531496597283859}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:38,110] Trial 145 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 157, 'learning_rate': 0.2443499171500838, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9027845132692469, 'colsample_bytree': 0.7195665541091318, 'gamma': 1.6964613914158957, 'reg_alpha': 0.5299061681689406, 'reg_lambda': 0.8420438340816319}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:38,336] Trial 146 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 133, 'learning_rate': 0.2740283580553174, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9322661635278415, 'colsample_bytree': 0.6815207315303692, 'gamma': 2.004493453104197, 'reg_alpha': 0.5831480667474352, 'reg_lambda': 1.0150636320380078}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:38,498] Trial 147 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 169, 'learning_rate': 0.21931474069364496, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9030925639439175, 'colsample_bytree': 0.7379791288473835, 'gamma': 1.7007206404698922, 'reg_alpha': 0.452365791583079, 'reg_lambda': 0.8865821880938003}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:38,635] Trial 148 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 128, 'learning_rate': 0.24334674521047, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9173768134173996, 'colsample_bytree': 0.7001971704760658, 'gamma': 0.6470016448201971, 'reg_alpha': 0.5170647157511066, 'reg_lambda': 0.8415498825491935}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:38,782] Trial 149 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 160, 'learning_rate': 0.2604348672213933, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.955614083042086, 'colsample_bytree': 0.7160841223212621, 'gamma': 1.6616736048947172, 'reg_alpha': 0.5461528860110032, 'reg_lambda': 0.9501270367111756}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:38,913] Trial 150 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 143, 'learning_rate': 0.27946201834171286, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9401170014726346, 'colsample_bytree': 0.669192548060499, 'gamma': 1.8939380554687446, 'reg_alpha': 0.4174378999610847, 'reg_lambda': 0.7932789856989599}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,041] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.23919020095491572, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8917558784089324, 'colsample_bytree': 0.7230216886738194, 'gamma': 1.5119727310414692, 'reg_alpha': 0.49801415905009216, 'reg_lambda': 0.702614748136851}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,259] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 149, 'learning_rate': 0.2239270981939346, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9109368717319548, 'colsample_bytree': 0.7280259827686185, 'gamma': 1.6332957972942888, 'reg_alpha': 0.5311908975393658, 'reg_lambda': 0.762677935278263}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,417] Trial 153 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 148, 'learning_rate': 0.20736368268816838, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9118679930336762, 'colsample_bytree': 0.7306500490321858, 'gamma': 1.7756449998012656, 'reg_alpha': 0.5678515124244844, 'reg_lambda': 0.5983665461195814}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,549] Trial 154 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 151, 'learning_rate': 0.22239973735940805, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9260177094070619, 'colsample_bytree': 0.7104641117553996, 'gamma': 1.6151519754856272, 'reg_alpha': 0.5233094183649258, 'reg_lambda': 0.8962650989317112}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,675] Trial 155 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 138, 'learning_rate': 0.24915282836180144, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9006706394909378, 'colsample_bytree': 0.6908495046461788, 'gamma': 0.3922577386200822, 'reg_alpha': 0.5890953805020192, 'reg_lambda': 0.7542995597664414}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,810] Trial 156 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 161, 'learning_rate': 0.29820760619360104, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9193889130018306, 'colsample_bytree': 0.7355952125106332, 'gamma': 0.2319280713835042, 'reg_alpha': 0.6097518012710942, 'reg_lambda': 0.8161732358155608}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,951] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.2324889165655406, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8910461727523273, 'colsample_bytree': 0.7572010282716929, 'gamma': 1.435110673860604, 'reg_alpha': 0.47298700266758165, 'reg_lambda': 0.990382517107042}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:40,171] Trial 158 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.26158871071965617, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.907501069158892, 'colsample_bytree': 0.7042737849323608, 'gamma': 1.7740068974049354, 'reg_alpha': 0.5402093276796428, 'reg_lambda': 0.665972988625174}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:40,292] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 104, 'learning_rate': 0.012860620210909432, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.908969308296875, 'colsample_bytree': 0.7266195742182542, 'gamma': 2.1245179137558265, 'reg_alpha': 0.5574226182790627, 'reg_lambda': 0.9290941595182568}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:40,419] Trial 160 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 155, 'learning_rate': 0.255382667011498, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8794911786377374, 'colsample_bytree': 0.7055034721029639, 'gamma': 1.906166658542834, 'reg_alpha': 0.49817921366628537, 'reg_lambda': 1.0674828314796725}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:40,549] Trial 161 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 158, 'learning_rate': 0.27357276280397275, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9004682615485751, 'colsample_bytree': 0.7151360910390568, 'gamma': 1.7204451703449766, 'reg_alpha': 0.5356028192995039, 'reg_lambda': 0.6714610934067203}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:40,698] Trial 162 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 148, 'learning_rate': 0.2635528566287105, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8983785062486989, 'colsample_bytree': 0.7161646447929132, 'gamma': 1.8196983530893722, 'reg_alpha': 0.5273501655580825, 'reg_lambda': 0.6848623709845975}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:40,933] Trial 163 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 158, 'learning_rate': 0.22931408079317103, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9009404860627366, 'colsample_bytree': 0.7184535609486811, 'gamma': 1.8134258558896668, 'reg_alpha': 0.5138374566672398, 'reg_lambda': 2.6127073481947303}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:41,071] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 150, 'learning_rate': 0.26017374860014647, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8885806891256683, 'colsample_bytree': 0.7426589432058808, 'gamma': 1.700556649599518, 'reg_alpha': 0.5785966496639361, 'reg_lambda': 0.7059599629124798}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:41,201] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 142, 'learning_rate': 0.06227419059787041, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9016890584203942, 'colsample_bytree': 0.7174842054447299, 'gamma': 2.0437449385319817, 'reg_alpha': 0.5258471749304443, 'reg_lambda': 0.8548962241630838}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:41,337] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 156, 'learning_rate': 0.20798569897934155, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9093618862686781, 'colsample_bytree': 0.7312748229102163, 'gamma': 1.6256097039683832, 'reg_alpha': 0.48299865044753887, 'reg_lambda': 0.788234459785593}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:41,587] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.24388508183394206, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8844445873413291, 'colsample_bytree': 0.7099795638202775, 'gamma': 1.9677384295076323, 'reg_alpha': 0.623123319294859, 'reg_lambda': 0.7510774672283638}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:41,809] Trial 168 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 137, 'learning_rate': 0.22120482985850598, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8973589869555774, 'colsample_bytree': 0.7250431926428598, 'gamma': 1.7586065523235122, 'reg_alpha': 0.601417995644574, 'reg_lambda': 0.8745428280023284}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:41,947] Trial 169 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 150, 'learning_rate': 0.2620410606620663, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9158609110759905, 'colsample_bytree': 0.7382469513561308, 'gamma': 1.8467648929501095, 'reg_alpha': 0.5665464825990745, 'reg_lambda': 0.6826551152110762}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:42,080] Trial 170 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 145, 'learning_rate': 0.24534470362478486, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.872004768020294, 'colsample_bytree': 0.70547468434231, 'gamma': 1.5386538962759009, 'reg_alpha': 0.45548982297899665, 'reg_lambda': 0.8256862388203337}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:42,313] Trial 171 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 155, 'learning_rate': 0.20362586321966725, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9108661344920224, 'colsample_bytree': 0.7278817360907124, 'gamma': 1.6456138061702992, 'reg_alpha': 0.48387551483900715, 'reg_lambda': 0.7770953566671427}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:42,505] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.2113931346433395, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9080591371493857, 'colsample_bytree': 0.717418063151626, 'gamma': 1.6196291859261733, 'reg_alpha': 0.5347886096580233, 'reg_lambda': 0.7311209807561223}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:42,675] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 153, 'learning_rate': 0.23019809805036862, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8925832184441836, 'colsample_bytree': 0.7323104469722578, 'gamma': 1.4166785360035197, 'reg_alpha': 0.4987795052892089, 'reg_lambda': 0.5805867715145063}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:42,820] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 161, 'learning_rate': 0.2719187297603232, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.921810501066075, 'colsample_bytree': 0.7441247034404639, 'gamma': 1.3221814581020666, 'reg_alpha': 0.5536556450692527, 'reg_lambda': 0.8028288594575739}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:42,959] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.18379909883358453, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9048063941545534, 'colsample_bytree': 0.7124488795312972, 'gamma': 1.6716370593565015, 'reg_alpha': 0.5254981314087955, 'reg_lambda': 0.9708653867342553}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:43,067] Trial 176 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 173, 'learning_rate': 0.2880472257445044, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8933839486164921, 'colsample_bytree': 0.7227225867431074, 'gamma': 1.8010777008430927, 'reg_alpha': 0.5104642026594701, 'reg_lambda': 0.6883069502140787}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:43,310] Trial 177 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 176, 'learning_rate': 0.29592428863646025, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8979686318933253, 'colsample_bytree': 0.7197182697338127, 'gamma': 1.9152428513457296, 'reg_alpha': 0.5110500742676408, 'reg_lambda': 0.6713237341080436}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:43,446] Trial 178 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 178, 'learning_rate': 0.2976260900268654, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.886128732022842, 'colsample_bytree': 0.6997269996342123, 'gamma': 1.9143625842674459, 'reg_alpha': 0.5093626644076944, 'reg_lambda': 0.6624838576791017}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:43,581] Trial 179 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 174, 'learning_rate': 0.2967798375050156, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8779035929461255, 'colsample_bytree': 0.7002062959534079, 'gamma': 1.9721856175363142, 'reg_alpha': 0.464062225023242, 'reg_lambda': 0.5372240094473814}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:43,722] Trial 180 finished with value: 0.744047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.2888470617627079, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8887618055891309, 'colsample_bytree': 0.7239377910585753, 'gamma': 2.1724997007601585, 'reg_alpha': 0.5134028345662769, 'reg_lambda': 0.6454267754140091}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:43,960] Trial 181 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 168, 'learning_rate': 0.2828716716283061, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8971294634560957, 'colsample_bytree': 0.7040502775649762, 'gamma': 1.9147819085215168, 'reg_alpha': 0.545330788000733, 'reg_lambda': 0.5999477983660617}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:44,098] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.2986916096783098, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8973687328905873, 'colsample_bytree': 0.6972457008190804, 'gamma': 2.037303090277971, 'reg_alpha': 0.5031099944075752, 'reg_lambda': 0.5915898769671941}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:44,238] Trial 183 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 176, 'learning_rate': 0.2804134709530045, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8839112971378642, 'colsample_bytree': 0.6772210061937418, 'gamma': 2.301204399309207, 'reg_alpha': 0.5436581899168619, 'reg_lambda': 0.6826404672167472}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:44,352] Trial 184 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 173, 'learning_rate': 0.26596725129843574, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9179562875400175, 'colsample_bytree': 0.7054408091305218, 'gamma': 1.9050075170250969, 'reg_alpha': 0.43322543439806094, 'reg_lambda': 0.622995725655342}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:44,520] Trial 185 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 170, 'learning_rate': 0.2812752681498954, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8605796848560844, 'colsample_bytree': 0.7208961035762298, 'gamma': 1.7445906569109817, 'reg_alpha': 0.5790575874088828, 'reg_lambda': 0.7324204274913922}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:44,699] Trial 186 finished with value: 0.761904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.2487796504322848, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8969655950990836, 'colsample_bytree': 0.6904931493543336, 'gamma': 1.8383235670491098, 'reg_alpha': 0.5416112857604034, 'reg_lambda': 0.567724709394201}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:44,835] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.29864916655011275, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8884745426943031, 'colsample_bytree': 0.709697735854903, 'gamma': 1.7561952156422462, 'reg_alpha': 0.49259675754702975, 'reg_lambda': 0.6560491886061693}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,020] Trial 188 finished with value: 0.75 and parameters: {'n_estimators': 163, 'learning_rate': 0.26970612055397636, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9035547936878148, 'colsample_bytree': 0.7259414348850791, 'gamma': 1.4931194855349892, 'reg_alpha': 0.5095843434688971, 'reg_lambda': 0.5067044104613313}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,159] Trial 189 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.23446583128923865, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9244556578179274, 'colsample_bytree': 0.6988510676908508, 'gamma': 1.9119709039743151, 'reg_alpha': 0.5600579633395236, 'reg_lambda': 0.7310718753772936}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,323] Trial 190 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.035901451231956996, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.8788217068699891, 'colsample_bytree': 0.7397256337152893, 'gamma': 1.5799095719285332, 'reg_alpha': 0.5952559763038273, 'reg_lambda': 0.6075143750907904}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,488] Trial 191 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 174, 'learning_rate': 0.2602235483898794, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9159497167409628, 'colsample_bytree': 0.7056752114862881, 'gamma': 1.9052088502763709, 'reg_alpha': 0.43694336711431364, 'reg_lambda': 2.3423194621384065}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,728] Trial 192 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 182, 'learning_rate': 0.2771349952215007, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9143756608196248, 'colsample_bytree': 0.7173818873965884, 'gamma': 1.999283267929351, 'reg_alpha': 0.47413293798617656, 'reg_lambda': 0.6171262748919067}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,872] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 167, 'learning_rate': 0.2629452182396136, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9172914708742613, 'colsample_bytree': 0.7050934005801459, 'gamma': 2.116463052923967, 'reg_alpha': 0.5302153922192513, 'reg_lambda': 0.6434923368315518}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,976] Trial 194 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 171, 'learning_rate': 0.24773002926517274, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8956737447327371, 'colsample_bytree': 0.7117340995640173, 'gamma': 1.7195863182672917, 'reg_alpha': 0.42394624378982165, 'reg_lambda': 0.6872599308194719}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:46,110] Trial 195 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 166, 'learning_rate': 0.281120557504087, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9023664409321772, 'colsample_bytree': 0.6859883966708794, 'gamma': 1.8464004411632482, 'reg_alpha': 0.939441976768344, 'reg_lambda': 0.576977716095421}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:46,265] Trial 196 finished with value: 0.75 and parameters: {'n_estimators': 179, 'learning_rate': 0.26672494748642345, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9278995269488679, 'colsample_bytree': 0.733980041315982, 'gamma': 1.7146361830938586, 'reg_alpha': 0.512077217804696, 'reg_lambda': 0.773287402235108}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:46,502] Trial 197 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 160, 'learning_rate': 0.23138682807501773, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9074108151448711, 'colsample_bytree': 0.7212579015193828, 'gamma': 1.5513442456741502, 'reg_alpha': 0.39383748313394845, 'reg_lambda': 0.7067900645842016}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:46,639] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 152, 'learning_rate': 0.2513445906498595, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8917239109626067, 'colsample_bytree': 0.699394022676175, 'gamma': 1.8128732925614248, 'reg_alpha': 0.4485431162133491, 'reg_lambda': 0.8571761408133336}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:46,761] Trial 199 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 153, 'learning_rate': 0.24564904945200244, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8860031341930832, 'colsample_bytree': 0.6952176051883125, 'gamma': 1.6495768650316351, 'reg_alpha': 0.5502566057509579, 'reg_lambda': 0.8586304904357642}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:46,764] A new study created in memory with name: no-name-450795c6-bedf-48e2-b9ac-95c502aac375
[I 2025-11-03 19:27:46,795] Trial 0 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 23, 'learning_rate': 0.01176710849900136, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6465227108252755, 'colsample_bytree': 0.6765908711463733, 'gamma': 3.5739400045482768, 'reg_alpha': 0.925324300290282, 'reg_lambda': 0.5293178732014165}. Best is trial 0 with value: 0.6428571428571428.
[I 2025-11-03 19:27:47,015] Trial 1 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 152, 'learning_rate': 0.2385688539604599, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6918614003711413, 'colsample_bytree': 0.8241616191723389, 'gamma': 3.7645501280248, 'reg_alpha': 0.14768000965789763, 'reg_lambda': 1.7956349158182552}. Best is trial 1 with value: 0.6666666666666666.
[I 2025-11-03 19:27:47,197] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 206, 'learning_rate': 0.029014909274029815, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.6391684866299121, 'colsample_bytree': 0.8261145032600008, 'gamma': 2.6154620169530456, 'reg_alpha': 0.8578021755816893, 'reg_lambda': 1.5633131646524085}. Best is trial 1 with value: 0.6666666666666666.
[I 2025-11-03 19:27:47,347] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 226, 'learning_rate': 0.046143992853453206, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8090278433484479, 'colsample_bytree': 0.710639826548133, 'gamma': 3.2324868605925277, 'reg_alpha': 0.3670088210070399, 'reg_lambda': 1.0155718332198957}. Best is trial 1 with value: 0.6666666666666666.
[I 2025-11-03 19:27:47,462] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.08336544304626503, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.853291693058324, 'colsample_bytree': 0.9441831476344442, 'gamma': 2.399700792377657, 'reg_alpha': 0.523130976404058, 'reg_lambda': 1.2441978817091763}. Best is trial 1 with value: 0.6666666666666666.
[I 2025-11-03 19:27:47,648] Trial 5 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 64, 'learning_rate': 0.05137681733542917, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6498567687436887, 'colsample_bytree': 0.7797889509670388, 'gamma': 2.5611932407776585, 'reg_alpha': 0.7412425987141225, 'reg_lambda': 2.217008631308734}. Best is trial 5 with value: 0.6845238095238094.
[I 2025-11-03 19:27:47,736] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 71, 'learning_rate': 0.013899545797097599, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8619813139790595, 'colsample_bytree': 0.698211410950345, 'gamma': 0.11763123368991046, 'reg_alpha': 0.9650597276253494, 'reg_lambda': 2.293310008306679}. Best is trial 5 with value: 0.6845238095238094.
[I 2025-11-03 19:27:47,901] Trial 7 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 168, 'learning_rate': 0.015506361393452057, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7299606164555122, 'colsample_bytree': 0.746091326443724, 'gamma': 3.37952718222031, 'reg_alpha': 0.20921812023659836, 'reg_lambda': 2.8529380755886105}. Best is trial 5 with value: 0.6845238095238094.
[I 2025-11-03 19:27:48,011] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 86, 'learning_rate': 0.03987572138637431, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6310048789992931, 'colsample_bytree': 0.7572849228529391, 'gamma': 2.3466660960854924, 'reg_alpha': 0.8043633023223142, 'reg_lambda': 1.8648091109306724}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:48,228] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 122, 'learning_rate': 0.15224859343738809, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.684686305918893, 'colsample_bytree': 0.986659948556207, 'gamma': 3.0300495626639616, 'reg_alpha': 0.5374113211089755, 'reg_lambda': 1.158488381405851}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:48,394] Trial 10 finished with value: 0.6011904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.09913095058791711, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9793914715900878, 'colsample_bytree': 0.627732963738691, 'gamma': 4.971280409330731, 'reg_alpha': 0.6969586129262065, 'reg_lambda': 2.6080353713946094}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:48,530] Trial 11 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 116, 'learning_rate': 0.19002695272353884, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7302215518508217, 'colsample_bytree': 0.9671431681672092, 'gamma': 0.9861816634670504, 'reg_alpha': 0.5854731537472142, 'reg_lambda': 1.8346923452165378}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:48,649] Trial 12 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 88, 'learning_rate': 0.13540655368366492, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6100151774191879, 'colsample_bytree': 0.8889299342771441, 'gamma': 1.6228952035065394, 'reg_alpha': 0.38203595064876494, 'reg_lambda': 0.9330043555120249}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:48,811] Trial 13 finished with value: 0.636904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.03053783173621078, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7289504345584087, 'colsample_bytree': 0.8777958187586433, 'gamma': 4.4581806104947335, 'reg_alpha': 0.7223970221992372, 'reg_lambda': 1.3659464807044401}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,002] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 131, 'learning_rate': 0.08013471874388998, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.6915436117693279, 'colsample_bytree': 0.9958849156514497, 'gamma': 1.7629923764423525, 'reg_alpha': 0.017309625642253912, 'reg_lambda': 0.5059326968740148}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,143] Trial 15 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 174, 'learning_rate': 0.2981586537890995, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6048659878127314, 'colsample_bytree': 0.894613914190685, 'gamma': 1.8240056220221557, 'reg_alpha': 0.6067601832850787, 'reg_lambda': 2.091114898898105}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,297] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 58, 'learning_rate': 0.027508552402023365, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7773855133463455, 'colsample_bytree': 0.7697295619858546, 'gamma': 4.100965037541134, 'reg_alpha': 0.4131824375912136, 'reg_lambda': 0.946969562935686}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,544] Trial 17 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 125, 'learning_rate': 0.15017862012494063, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.987004766415284, 'colsample_bytree': 0.6195166150254129, 'gamma': 2.9158076634854946, 'reg_alpha': 0.8280379480710763, 'reg_lambda': 1.5894687614906402}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,670] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 93, 'learning_rate': 0.021317073367436906, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7019764313461393, 'colsample_bytree': 0.8462832900900473, 'gamma': 0.7653237765331693, 'reg_alpha': 0.47973663873158007, 'reg_lambda': 1.9908796152562505}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,810] Trial 19 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 165, 'learning_rate': 0.06522950483093212, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7806864706822738, 'colsample_bytree': 0.9400123739951263, 'gamma': 2.1444639786180417, 'reg_alpha': 0.6515671512154573, 'reg_lambda': 2.4872142104106283}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,978] Trial 20 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 249, 'learning_rate': 0.11310800674475001, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6682464993575693, 'colsample_bytree': 0.7390646980319536, 'gamma': 1.2657602967382395, 'reg_alpha': 0.7944185431205403, 'reg_lambda': 1.192136330689404}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:50,096] Trial 21 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 86, 'learning_rate': 0.133849438622342, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6018516970903113, 'colsample_bytree': 0.8899685137030203, 'gamma': 1.5119388184008484, 'reg_alpha': 0.2829243462056246, 'reg_lambda': 0.950020206102607}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:50,241] Trial 22 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 108, 'learning_rate': 0.1760193862372186, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6082517672393662, 'colsample_bytree': 0.9165898763743554, 'gamma': 2.1312518546621084, 'reg_alpha': 0.31356958019336206, 'reg_lambda': 0.8520314099897156}. Best is trial 22 with value: 0.6964285714285714.
[I 2025-11-03 19:27:50,439] Trial 23 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 111, 'learning_rate': 0.04136588306136695, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.637333264893398, 'colsample_bytree': 0.995135881615055, 'gamma': 2.2363351415557524, 'reg_alpha': 0.2875258924183355, 'reg_lambda': 0.738132716578924}. Best is trial 22 with value: 0.6964285714285714.
[I 2025-11-03 19:27:50,530] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 141, 'learning_rate': 0.19174334425944775, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6719667526716739, 'colsample_bytree': 0.9214224941249588, 'gamma': 2.8968750692845875, 'reg_alpha': 0.5027990870931399, 'reg_lambda': 1.4588045751692482}. Best is trial 22 with value: 0.6964285714285714.
[I 2025-11-03 19:27:50,651] Trial 25 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 46, 'learning_rate': 0.06457798737567018, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9272341612939877, 'colsample_bytree': 0.8521772477358139, 'gamma': 2.978353546120504, 'reg_alpha': 0.06646592769014942, 'reg_lambda': 0.7326305557305779}. Best is trial 22 with value: 0.6964285714285714.
[I 2025-11-03 19:27:50,762] Trial 26 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 48, 'learning_rate': 0.059586712050042796, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.925489724331406, 'colsample_bytree': 0.8419872018281171, 'gamma': 2.009514521096968, 'reg_alpha': 0.05679330170513508, 'reg_lambda': 0.7269964395660344}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:50,940] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.06452820773311412, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9309575177864056, 'colsample_bytree': 0.8501620958277774, 'gamma': 0.3014188346004447, 'reg_alpha': 0.0019769750638122807, 'reg_lambda': 0.7485691852407709}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,055] Trial 28 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 33, 'learning_rate': 0.063756935519517, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9327407775541677, 'colsample_bytree': 0.8042721652396602, 'gamma': 0.06548387317048876, 'reg_alpha': 0.11916383784818016, 'reg_lambda': 0.7316701944546525}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,108] Trial 29 finished with value: 0.6815476190476192 and parameters: {'n_estimators': 26, 'learning_rate': 0.09006595901342163, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9140605413582503, 'colsample_bytree': 0.8556843188695651, 'gamma': 0.5349516269579171, 'reg_alpha': 0.010926144829016438, 'reg_lambda': 0.6796322318998279}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,202] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 21, 'learning_rate': 0.10884838104243763, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8874785261015906, 'colsample_bytree': 0.9126392053931132, 'gamma': 0.4643296496068715, 'reg_alpha': 0.22162440846066866, 'reg_lambda': 0.5036598082140314}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,296] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.06397134823573784, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9423986917875123, 'colsample_bytree': 0.8559363117773423, 'gamma': 3.8009503334376546, 'reg_alpha': 0.08898833844171013, 'reg_lambda': 0.7757298151309227}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,373] Trial 32 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 53, 'learning_rate': 0.03786027455184989, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9598366261727316, 'colsample_bytree': 0.8098042497407146, 'gamma': 3.713253258046091, 'reg_alpha': 0.12896403893747724, 'reg_lambda': 0.7909363159292248}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,545] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 50, 'learning_rate': 0.03201086764839036, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9592192594203104, 'colsample_bytree': 0.7986026566970487, 'gamma': 4.072004524653496, 'reg_alpha': 0.11525460646974851, 'reg_lambda': 1.0524857717916776}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,656] Trial 34 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 73, 'learning_rate': 0.021170524585752144, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9506444721279569, 'colsample_bytree': 0.8266565606070758, 'gamma': 4.228833984001468, 'reg_alpha': 0.08179315111124438, 'reg_lambda': 1.0770031278516654}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,735] Trial 35 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 46, 'learning_rate': 0.05535562558298442, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8872241978823452, 'colsample_bytree': 0.7865511218014283, 'gamma': 4.803362742544729, 'reg_alpha': 0.19614502165797518, 'reg_lambda': 0.6096993282954839}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,837] Trial 36 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 41, 'learning_rate': 0.052024690000669754, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9974727054209818, 'colsample_bytree': 0.8313381312185724, 'gamma': 3.7887831843270168, 'reg_alpha': 0.07707088757586811, 'reg_lambda': 1.3129616246756586}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,015] Trial 37 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 71, 'learning_rate': 0.03255291098679391, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.828811394614852, 'colsample_bytree': 0.8662701048426168, 'gamma': 3.998394391406691, 'reg_alpha': 0.16439018071679473, 'reg_lambda': 1.096699656926165}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,100] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.02432246741816372, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.90199866667247, 'colsample_bytree': 0.7953756171216548, 'gamma': 3.391420994174446, 'reg_alpha': 0.035846615110686805, 'reg_lambda': 0.6207343117396615}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,212] Trial 39 finished with value: 0.6875 and parameters: {'n_estimators': 76, 'learning_rate': 0.07841362347234378, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9485443434775498, 'colsample_bytree': 0.7295386396537803, 'gamma': 4.464785871373864, 'reg_alpha': 0.24153490880307668, 'reg_lambda': 0.8596945915258624}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,379] Trial 40 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 51, 'learning_rate': 0.011361482689490667, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8565508369822661, 'colsample_bytree': 0.8325896066639775, 'gamma': 4.571808448979668, 'reg_alpha': 0.1506051898524026, 'reg_lambda': 1.6522004059224447}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,508] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 54, 'learning_rate': 0.036262262214510885, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9688776442372686, 'colsample_bytree': 0.7980871422527419, 'gamma': 3.5662121714660353, 'reg_alpha': 0.10838934864952138, 'reg_lambda': 0.8325452259011146}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,675] Trial 42 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 34, 'learning_rate': 0.0454062009544505, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9597283271652253, 'colsample_bytree': 0.808335688121977, 'gamma': 3.809946511260275, 'reg_alpha': 0.14893007770490152, 'reg_lambda': 1.0509910671302225}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,806] Trial 43 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 62, 'learning_rate': 0.037100852034417854, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9381882367233794, 'colsample_bytree': 0.766433155097256, 'gamma': 2.616518296579098, 'reg_alpha': 0.0026656379542825404, 'reg_lambda': 0.8584401662867278}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,914] Trial 44 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 65, 'learning_rate': 0.07028480302023431, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9372171349855791, 'colsample_bytree': 0.7712921339382687, 'gamma': 2.6022896293246385, 'reg_alpha': 0.01220305239369543, 'reg_lambda': 0.6175031903265417}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:53,065] Trial 45 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 79, 'learning_rate': 0.051766927011602626, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8770307941340504, 'colsample_bytree': 0.6560364404483497, 'gamma': 3.2623399816084544, 'reg_alpha': 0.05850254711054009, 'reg_lambda': 1.2613562625889303}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:53,122] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.018184500983413187, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9150158424638654, 'colsample_bytree': 0.8711805675525572, 'gamma': 1.2256815251876998, 'reg_alpha': 0.1809196594909857, 'reg_lambda': 0.9762895681848088}. Best is trial 46 with value: 0.7261904761904763.
[I 2025-11-03 19:27:53,254] Trial 47 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.01665446246179561, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9146793613605969, 'colsample_bytree': 0.8656376651198081, 'gamma': 1.2616572583913805, 'reg_alpha': 0.09242519232313727, 'reg_lambda': 0.9917194837253815}. Best is trial 46 with value: 0.7261904761904763.
[I 2025-11-03 19:27:53,310] Trial 48 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.014677474433993112, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9097189674651857, 'colsample_bytree': 0.8699644738304725, 'gamma': 1.1844043454877882, 'reg_alpha': 0.18970463527748738, 'reg_lambda': 0.9466069132986704}. Best is trial 46 with value: 0.7261904761904763.
[I 2025-11-03 19:27:53,398] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.01557622734495836, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.904024815657161, 'colsample_bytree': 0.8832296170550399, 'gamma': 1.1566043617604962, 'reg_alpha': 0.25384912824832306, 'reg_lambda': 1.4105988072886597}. Best is trial 46 with value: 0.7261904761904763.
[I 2025-11-03 19:27:53,507] Trial 50 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 21, 'learning_rate': 0.014856403577125362, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8248726193292002, 'colsample_bytree': 0.8765414856294095, 'gamma': 1.1889227210146582, 'reg_alpha': 0.33898742189825914, 'reg_lambda': 1.4535037741650956}. Best is trial 46 with value: 0.7261904761904763.
[I 2025-11-03 19:27:53,658] Trial 51 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.016790626040679706, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9157207841541323, 'colsample_bytree': 0.8759476147266343, 'gamma': 0.9966726252715505, 'reg_alpha': 0.18044055742662, 'reg_lambda': 1.1414056575664038}. Best is trial 46 with value: 0.7261904761904763.
[I 2025-11-03 19:27:53,772] Trial 52 finished with value: 0.738095238095238 and parameters: {'n_estimators': 38, 'learning_rate': 0.010370587054456702, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8740867866711183, 'colsample_bytree': 0.9027760935844605, 'gamma': 0.40083433658978174, 'reg_alpha': 0.2459630252217751, 'reg_lambda': 0.9428665303455726}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:53,868] Trial 53 finished with value: 0.738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.010494450256628601, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8697263313641787, 'colsample_bytree': 0.9003854097408128, 'gamma': 0.710318103035928, 'reg_alpha': 0.25271403246664087, 'reg_lambda': 0.9659705439630484}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:53,947] Trial 54 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.010031774381663855, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8465178224484221, 'colsample_bytree': 0.9624571184735383, 'gamma': 0.7755528608637465, 'reg_alpha': 0.2535213783147501, 'reg_lambda': 0.9642942213707598}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,043] Trial 55 finished with value: 0.6011904761904763 and parameters: {'n_estimators': 37, 'learning_rate': 0.013128178107083272, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8677709167513911, 'colsample_bytree': 0.9010539726544354, 'gamma': 0.7789567933482784, 'reg_alpha': 0.42567744549336384, 'reg_lambda': 1.3599382765937507}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,100] Trial 56 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 29, 'learning_rate': 0.01791761991174676, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8955723972916605, 'colsample_bytree': 0.951638558514537, 'gamma': 1.371053605136626, 'reg_alpha': 0.35135542143987664, 'reg_lambda': 1.2374235935148805}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,284] Trial 57 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 193, 'learning_rate': 0.012115091146231027, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9038947977189191, 'colsample_bytree': 0.9345356124772883, 'gamma': 0.9737539033665387, 'reg_alpha': 0.2553870048033961, 'reg_lambda': 1.7264194296366566}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,373] Trial 58 finished with value: 0.5952380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.01005209301690254, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8439735371047147, 'colsample_bytree': 0.9049528826716144, 'gamma': 0.3354798443580363, 'reg_alpha': 0.2028892707509533, 'reg_lambda': 0.9514093215207472}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,463] Trial 59 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 27, 'learning_rate': 0.02066272620418455, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8009568877818714, 'colsample_bytree': 0.8877784503441193, 'gamma': 1.6117906904945911, 'reg_alpha': 0.2901350501743651, 'reg_lambda': 1.4704803883532322}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,561] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.018025262548208888, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8804859169542497, 'colsample_bytree': 0.9258838954754176, 'gamma': 1.1603768625454254, 'reg_alpha': 0.4550004712677127, 'reg_lambda': 2.9836106648046155}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,611] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.013492493339811222, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.909936747635603, 'colsample_bytree': 0.8684532970202162, 'gamma': 1.988907824400274, 'reg_alpha': 0.9068301386975735, 'reg_lambda': 1.1711294065433888}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,741] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.013604817222110155, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8707604345553261, 'colsample_bytree': 0.8703458797176871, 'gamma': 1.796814071392172, 'reg_alpha': 0.8617778044622584, 'reg_lambda': 1.158014346177396}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:54,850] Trial 63 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 30, 'learning_rate': 0.012842160933269868, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.831357056557526, 'colsample_bytree': 0.8883741018835922, 'gamma': 1.8597499397198884, 'reg_alpha': 0.9181070591418271, 'reg_lambda': 1.1681115357177074}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:54,951] Trial 64 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.01119055122356162, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8672059558614171, 'colsample_bytree': 0.9070885316913204, 'gamma': 1.4706417272501173, 'reg_alpha': 0.9740986075493907, 'reg_lambda': 1.279545692644331}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,022] Trial 65 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 27, 'learning_rate': 0.016366257906247184, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9178029683243595, 'colsample_bytree': 0.8673597334386185, 'gamma': 0.5430896935132772, 'reg_alpha': 0.9067300000159897, 'reg_lambda': 1.536652401471802}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,104] Trial 66 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.013831333336185529, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8934747261834819, 'colsample_bytree': 0.8915855638943614, 'gamma': 1.9265627243703218, 'reg_alpha': 0.7737254835185385, 'reg_lambda': 1.1870003069884703}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,291] Trial 67 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 43, 'learning_rate': 0.019476943706572016, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8734963517374064, 'colsample_bytree': 0.9257031295028437, 'gamma': 1.6234378377217857, 'reg_alpha': 0.8715540339020847, 'reg_lambda': 1.371213209402178}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,434] Trial 68 finished with value: 0.6875 and parameters: {'n_estimators': 32, 'learning_rate': 0.024231170582196433, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.764584980670246, 'colsample_bytree': 0.8407464876111136, 'gamma': 1.715367924543015, 'reg_alpha': 0.8477026960069505, 'reg_lambda': 1.0231304357256064}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,500] Trial 69 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 27, 'learning_rate': 0.011486730772744482, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.848139415499289, 'colsample_bytree': 0.9754528019613318, 'gamma': 0.9509678441402367, 'reg_alpha': 0.3874644280101193, 'reg_lambda': 0.8930429530064523}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,683] Trial 70 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.014713846751400679, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9224386019328678, 'colsample_bytree': 0.8162592391792416, 'gamma': 0.6722092841888498, 'reg_alpha': 0.659686126679177, 'reg_lambda': 1.024826857213211}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,846] Trial 71 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.015482642736371448, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9223856839870687, 'colsample_bytree': 0.8207360668888793, 'gamma': 0.6296975968242358, 'reg_alpha': 0.5468447179795421, 'reg_lambda': 1.1039878694521417}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,986] Trial 72 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 33, 'learning_rate': 0.012380476230300917, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8973708860203109, 'colsample_bytree': 0.8579265860712079, 'gamma': 0.1601353750168043, 'reg_alpha': 0.57497971171602, 'reg_lambda': 1.1055047828381408}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:56,084] Trial 73 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 26, 'learning_rate': 0.023456275791007217, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9760289207431333, 'colsample_bytree': 0.8810322002741127, 'gamma': 1.3982849278814509, 'reg_alpha': 0.7546269613811192, 'reg_lambda': 1.2088099542850734}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:56,139] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.010714822986104499, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8833095159211205, 'colsample_bytree': 0.8624365958470573, 'gamma': 0.6452493542093546, 'reg_alpha': 0.30824977864676, 'reg_lambda': 1.3524937363090763}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:56,333] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 46, 'learning_rate': 0.010529913995310334, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8847250878884203, 'colsample_bytree': 0.8379121834962179, 'gamma': 0.3527241562702087, 'reg_alpha': 0.22931365907640874, 'reg_lambda': 1.3484899850128578}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:56,450] Trial 76 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 48, 'learning_rate': 0.010709116281946388, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8843406172775635, 'colsample_bytree': 0.8200012777158135, 'gamma': 0.23549587898730923, 'reg_alpha': 0.3242291822266153, 'reg_lambda': 1.9611282399826315}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:56,568] Trial 77 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 67, 'learning_rate': 0.010717643549261155, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8635061687769416, 'colsample_bytree': 0.900468011507288, 'gamma': 0.014598103782020533, 'reg_alpha': 0.2207308128203096, 'reg_lambda': 1.3204594414324882}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:56,633] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.012433629615601809, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8389271404229842, 'colsample_bytree': 0.8375419295269317, 'gamma': 0.42678888032823636, 'reg_alpha': 0.30293242033303547, 'reg_lambda': 1.0035450380665742}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:56,801] Trial 79 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 152, 'learning_rate': 0.017338087854084902, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8760390415086292, 'colsample_bytree': 0.8581706623438732, 'gamma': 0.6285464786037677, 'reg_alpha': 0.3929412781263681, 'reg_lambda': 1.0911524922058966}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,053] Trial 80 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 220, 'learning_rate': 0.014169140353623112, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.856632680710683, 'colsample_bytree': 0.8303738548274843, 'gamma': 0.8124235259325405, 'reg_alpha': 0.22951814728170822, 'reg_lambda': 1.5937722694060832}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,157] Trial 81 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 36, 'learning_rate': 0.01607093564852, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8159814008169823, 'colsample_bytree': 0.8459093592037414, 'gamma': 0.3778821219796432, 'reg_alpha': 0.26782569970832437, 'reg_lambda': 1.4179281862579656}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,264] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 42, 'learning_rate': 0.019302659182841134, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8885414563555177, 'colsample_bytree': 0.8808305726169443, 'gamma': 1.0529159057997834, 'reg_alpha': 0.16615260282478528, 'reg_lambda': 1.5451858701548795}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,369] Trial 83 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 44, 'learning_rate': 0.019071601544463343, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8911215404184015, 'colsample_bytree': 0.9149673974240866, 'gamma': 0.8649031437758232, 'reg_alpha': 0.15791006991810563, 'reg_lambda': 1.721484974261896}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,477] Trial 84 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 52, 'learning_rate': 0.011485660899945311, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9265926657903293, 'colsample_bytree': 0.8618671869534665, 'gamma': 0.5064352590890443, 'reg_alpha': 0.1738163406558897, 'reg_lambda': 0.8939278523291849}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,571] Trial 85 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 34, 'learning_rate': 0.010360080911929128, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8854473358731154, 'colsample_bytree': 0.8485923941838392, 'gamma': 1.0546856465149375, 'reg_alpha': 0.12472249019689556, 'reg_lambda': 1.5051900342426958}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,744] Trial 86 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 26, 'learning_rate': 0.02823556821483397, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9478002201989961, 'colsample_bytree': 0.8970976121648929, 'gamma': 0.6413933858730281, 'reg_alpha': 0.540972820779279, 'reg_lambda': 1.6107973113975431}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,851] Trial 87 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 58, 'learning_rate': 0.02543679177160783, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8584141124871604, 'colsample_bytree': 0.8937653238591122, 'gamma': 0.5786484798246755, 'reg_alpha': 0.5808911589998171, 'reg_lambda': 1.6565351212188442}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,971] Trial 88 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 42, 'learning_rate': 0.027758728165595645, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9372307058086298, 'colsample_bytree': 0.9398237135026176, 'gamma': 0.21544592689958963, 'reg_alpha': 0.4780490842253008, 'reg_lambda': 1.782534748537141}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,056] Trial 89 finished with value: 0.738095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.02271570199101816, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.870330717591812, 'colsample_bytree': 0.9105261731876683, 'gamma': 0.6284353869456569, 'reg_alpha': 0.3623859246489996, 'reg_lambda': 1.6364446036265774}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,181] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.021466120270470363, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.8691553095744112, 'colsample_bytree': 0.9228531790132061, 'gamma': 0.7123419866651011, 'reg_alpha': 0.6228778676994454, 'reg_lambda': 1.885112970532867}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,260] Trial 91 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 25, 'learning_rate': 0.019382449224460724, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9490383459779236, 'colsample_bytree': 0.9121835490888528, 'gamma': 0.887852625157364, 'reg_alpha': 0.2735664444088717, 'reg_lambda': 1.3004251929510537}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,416] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 27, 'learning_rate': 0.012991664430634675, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9454460367859955, 'colsample_bytree': 0.9115949686932093, 'gamma': 0.9032675359409592, 'reg_alpha': 0.550015824556802, 'reg_lambda': 1.5425900910856507}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,491] Trial 93 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 25, 'learning_rate': 0.012026168831455703, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9517824016271139, 'colsample_bytree': 0.9538844173574038, 'gamma': 0.43831194395667594, 'reg_alpha': 0.525939580862748, 'reg_lambda': 1.6367160711512376}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,585] Trial 94 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 32, 'learning_rate': 0.015367271734706476, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9698570006181523, 'colsample_bytree': 0.9319942657939104, 'gamma': 0.865032974431097, 'reg_alpha': 0.3675864754455896, 'reg_lambda': 1.2711662613028}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,705] Trial 95 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 26, 'learning_rate': 0.013267093287366766, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9429139841034345, 'colsample_bytree': 0.9102213885721601, 'gamma': 0.2924641812590027, 'reg_alpha': 0.5643820918717053, 'reg_lambda': 1.3095412022828912}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,832] Trial 96 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.022565103821012858, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9849898407296288, 'colsample_bytree': 0.9008213596499274, 'gamma': 0.6689647545346636, 'reg_alpha': 0.5497830547997675, 'reg_lambda': 1.3535489450704306}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:59,125] Trial 97 finished with value: 0.699404761904762 and parameters: {'n_estimators': 38, 'learning_rate': 0.011003393139647495, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9649129354316472, 'colsample_bytree': 0.9460758305840032, 'gamma': 0.0882887675081988, 'reg_alpha': 0.3201603457127356, 'reg_lambda': 1.4382877106348133}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:59,233] Trial 98 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 31, 'learning_rate': 0.014064437135071673, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.992695926901555, 'colsample_bytree': 0.9172087145185863, 'gamma': 0.8810588718981741, 'reg_alpha': 0.4266712626346811, 'reg_lambda': 1.5082271345035454}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:59,315] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 25, 'learning_rate': 0.012005137680981229, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9490991436871473, 'colsample_bytree': 0.8945980466266212, 'gamma': 0.5299643702702501, 'reg_alpha': 0.7006293312095715, 'reg_lambda': 1.6009398528942549}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:27:59,404] Trial 100 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 26, 'learning_rate': 0.011867873279514987, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8362960243926902, 'colsample_bytree': 0.8979338490525306, 'gamma': 0.3852695154524262, 'reg_alpha': 0.6904583606676387, 'reg_lambda': 1.8430660661794729}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:27:59,594] Trial 101 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 35, 'learning_rate': 0.010034036120525749, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9523420588292546, 'colsample_bytree': 0.9089708103410045, 'gamma': 0.6384490292796725, 'reg_alpha': 0.48295289221578164, 'reg_lambda': 1.707887826884829}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:27:59,683] Trial 102 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.012536560981434823, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9281908600836991, 'colsample_bytree': 0.9288090152855847, 'gamma': 0.513138147233713, 'reg_alpha': 0.6040391579387686, 'reg_lambda': 1.618860607354504}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:27:59,784] Trial 103 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 46, 'learning_rate': 0.013428065093622227, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9466009066800213, 'colsample_bytree': 0.8864258323834562, 'gamma': 0.2502207435338656, 'reg_alpha': 0.5087351158351193, 'reg_lambda': 1.5693013946237917}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:27:59,885] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.010873285880683876, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9797714121933628, 'colsample_bytree': 0.8755762353450233, 'gamma': 0.17192455717335559, 'reg_alpha': 0.5088931288114319, 'reg_lambda': 1.4908355538947755}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:27:59,983] Trial 105 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 30, 'learning_rate': 0.011024223387942901, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9834403193053425, 'colsample_bytree': 0.8726822857987445, 'gamma': 0.12781929024472755, 'reg_alpha': 0.4516032805578537, 'reg_lambda': 1.6874088480980434}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:28:00,097] Trial 106 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 46, 'learning_rate': 0.013192868223124096, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9826439017061672, 'colsample_bytree': 0.875522175906985, 'gamma': 0.15456322080039772, 'reg_alpha': 0.4546047102108964, 'reg_lambda': 1.5674128806437577}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:28:00,230] Trial 107 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 37, 'learning_rate': 0.011444635213911146, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9975729477676388, 'colsample_bytree': 0.8834071914109755, 'gamma': 0.2631390597470614, 'reg_alpha': 0.4505986744150059, 'reg_lambda': 1.8940146402844618}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:28:00,333] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.014049333034104721, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9767432411313586, 'colsample_bytree': 0.89267752333758, 'gamma': 0.16976689874906745, 'reg_alpha': 0.5062711738264596, 'reg_lambda': 1.6750035998134387}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:28:00,509] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.014331208883423149, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9758581879655942, 'colsample_bytree': 0.9192976673608632, 'gamma': 0.00910884873710488, 'reg_alpha': 0.7183074950023526, 'reg_lambda': 1.7796211600199079}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:28:00,617] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 59, 'learning_rate': 0.01457646755895127, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9752148512032041, 'colsample_bytree': 0.9199156821059463, 'gamma': 0.053172019258336034, 'reg_alpha': 0.6941831368574902, 'reg_lambda': 1.7620615568971516}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:28:00,728] Trial 111 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 52, 'learning_rate': 0.01328045150844194, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9600857627729522, 'colsample_bytree': 0.9076940967894006, 'gamma': 0.33067786538035204, 'reg_alpha': 0.49781929181049295, 'reg_lambda': 1.4863140588486412}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:00,920] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.012456557764796258, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9648400784600055, 'colsample_bytree': 0.9079990361792724, 'gamma': 0.34427817430822494, 'reg_alpha': 0.817344239015027, 'reg_lambda': 1.4919558561865092}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:01,127] Trial 113 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 189, 'learning_rate': 0.012308720906666867, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9601172404969238, 'colsample_bytree': 0.9372760698700957, 'gamma': 0.348628026829754, 'reg_alpha': 0.8074212915415756, 'reg_lambda': 1.8090493208707197}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:01,292] Trial 114 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 139, 'learning_rate': 0.010001341577611227, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9733941940164407, 'colsample_bytree': 0.9047602824528895, 'gamma': 0.4615580508217242, 'reg_alpha': 0.8688901157977099, 'reg_lambda': 2.1333070723827374}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:01,478] Trial 115 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 167, 'learning_rate': 0.011816926055024012, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9928940816868962, 'colsample_bytree': 0.8933358735527347, 'gamma': 0.1624603039352908, 'reg_alpha': 0.6336319348704869, 'reg_lambda': 1.4986507724743552}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:01,620] Trial 116 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 110, 'learning_rate': 0.012889783527077942, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9623783929115906, 'colsample_bytree': 0.6060188965544102, 'gamma': 0.35168322146813846, 'reg_alpha': 0.9462034435463684, 'reg_lambda': 1.670819086962867}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:01,734] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.014230412250210291, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9689150041681858, 'colsample_bytree': 0.9194367510902337, 'gamma': 0.010002216914794915, 'reg_alpha': 0.7265083462283809, 'reg_lambda': 1.7506883115859806}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:02,040] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.01598289895797508, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9887064926691569, 'colsample_bytree': 0.9297295318107399, 'gamma': 0.5153139715797864, 'reg_alpha': 0.9995867839620564, 'reg_lambda': 1.4078297374201973}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:02,202] Trial 119 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.010776874415426432, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7814715979343715, 'colsample_bytree': 0.9047275244979261, 'gamma': 0.20570923224814538, 'reg_alpha': 0.5025471814127176, 'reg_lambda': 1.9403910724504656}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:02,362] Trial 120 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.013668211820305228, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9581711173951926, 'colsample_bytree': 0.8902573067435883, 'gamma': 2.3219913763165008, 'reg_alpha': 0.8367893080377937, 'reg_lambda': 2.046173040474409}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:02,480] Trial 121 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 81, 'learning_rate': 0.017024238816578018, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9797906006183467, 'colsample_bytree': 0.9143611019779644, 'gamma': 0.303717794851018, 'reg_alpha': 0.28079181802006015, 'reg_lambda': 2.4019786223064616}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:02,740] Trial 122 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 103, 'learning_rate': 0.015095507644985925, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9329377641609685, 'colsample_bytree': 0.9474440055778368, 'gamma': 2.7472393575154817, 'reg_alpha': 0.7899030908470357, 'reg_lambda': 1.4104320989692924}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:02,986] Trial 123 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 153, 'learning_rate': 0.011972999472926677, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9552022502141285, 'colsample_bytree': 0.9108584254754953, 'gamma': 0.761373965653495, 'reg_alpha': 0.8170659555787173, 'reg_lambda': 1.489385971125557}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,051] Trial 124 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 31, 'learning_rate': 0.012951574968479084, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9420620316550862, 'colsample_bytree': 0.8971025176753205, 'gamma': 0.3954797589967082, 'reg_alpha': 0.7481206130923885, 'reg_lambda': 1.2358178696763529}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,152] Trial 125 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.011089015062614024, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.9750219989286009, 'colsample_bytree': 0.8812274003048364, 'gamma': 0.014544844310695387, 'reg_alpha': 0.6684439839357192, 'reg_lambda': 1.4669030792027282}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,246] Trial 126 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 23, 'learning_rate': 0.26800135397891406, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9996970352696101, 'colsample_bytree': 0.68024865379533, 'gamma': 0.14537502919390632, 'reg_alpha': 0.23110148956361093, 'reg_lambda': 1.593608738982905}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,490] Trial 127 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 174, 'learning_rate': 0.011689065048621973, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9662683099564399, 'colsample_bytree': 0.9635594970050347, 'gamma': 0.5701662158581547, 'reg_alpha': 0.885040310651512, 'reg_lambda': 1.5625919905894177}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,656] Trial 128 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 211, 'learning_rate': 0.010480657331266028, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9011669345905796, 'colsample_bytree': 0.9094470280050919, 'gamma': 0.49805466700544865, 'reg_alpha': 0.7830639354600664, 'reg_lambda': 1.3942834628947827}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,792] Trial 129 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 39, 'learning_rate': 0.018192416372405543, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8550567483693398, 'colsample_bytree': 0.926556511240825, 'gamma': 0.27972152288374547, 'reg_alpha': 0.21370177101967167, 'reg_lambda': 1.530765718283212}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,907] Trial 130 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 66, 'learning_rate': 0.014244145658616461, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.954212938714484, 'colsample_bytree': 0.9167751668210716, 'gamma': 0.7676408475677263, 'reg_alpha': 0.4809126835826944, 'reg_lambda': 1.3248063826975602}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,031] Trial 131 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 47, 'learning_rate': 0.013369478287079406, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9426193463131471, 'colsample_bytree': 0.8929076318476643, 'gamma': 0.19948817127000026, 'reg_alpha': 0.5190261083958922, 'reg_lambda': 1.6158340463085477}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,213] Trial 132 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.012959104186596857, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.946776283813964, 'colsample_bytree': 0.8860048160576129, 'gamma': 0.26002328890808113, 'reg_alpha': 0.5047996820951093, 'reg_lambda': 1.6770143387039527}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,356] Trial 133 finished with value: 0.738095238095238 and parameters: {'n_estimators': 44, 'learning_rate': 0.015753637081002157, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9669853960123896, 'colsample_bytree': 0.9047418171561723, 'gamma': 0.4173099490285924, 'reg_alpha': 0.2669039507327356, 'reg_lambda': 1.561437954051737}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,430] Trial 134 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 31, 'learning_rate': 0.01554163804975771, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9657743111413127, 'colsample_bytree': 0.9037123392351957, 'gamma': 0.4389282219364207, 'reg_alpha': 0.2689744062866827, 'reg_lambda': 1.804556758233037}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,528] Trial 135 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 30, 'learning_rate': 0.015959922491545122, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9791168877054675, 'colsample_bytree': 0.9031597564963855, 'gamma': 0.3961976872904163, 'reg_alpha': 0.2551283749228504, 'reg_lambda': 1.7470548270545558}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,722] Trial 136 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 51, 'learning_rate': 0.012224288464705402, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9687551826220935, 'colsample_bytree': 0.9355246935537361, 'gamma': 0.4528718285836893, 'reg_alpha': 0.20056442319967122, 'reg_lambda': 1.8105352430295023}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,817] Trial 137 finished with value: 0.744047619047619 and parameters: {'n_estimators': 41, 'learning_rate': 0.0149955608355748, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.987796748340381, 'colsample_bytree': 0.874503930474415, 'gamma': 0.5739517065132294, 'reg_alpha': 0.35975486374522847, 'reg_lambda': 1.6843000923262996}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,962] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 39, 'learning_rate': 0.011162252994238883, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9881556527111865, 'colsample_bytree': 0.8742184466496601, 'gamma': 0.5654475221406061, 'reg_alpha': 0.3451696573565824, 'reg_lambda': 0.8117039076658054}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,057] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 34, 'learning_rate': 0.014954609005652276, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8740600190191551, 'colsample_bytree': 0.8645025413272619, 'gamma': 0.08738930181873772, 'reg_alpha': 0.4021195305832624, 'reg_lambda': 1.7043694200071695}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,139] Trial 140 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 29, 'learning_rate': 0.017042918832047328, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8181870367405086, 'colsample_bytree': 0.8562130121909902, 'gamma': 0.7186620463193729, 'reg_alpha': 0.5971923666548007, 'reg_lambda': 1.8674220145491593}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,248] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.014120006991021446, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9614167266460789, 'colsample_bytree': 0.8986464802492103, 'gamma': 0.341660634285393, 'reg_alpha': 0.3693942404295869, 'reg_lambda': 1.6484695657814015}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,412] Trial 142 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 42, 'learning_rate': 0.01243795547584681, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9898603524343951, 'colsample_bytree': 0.8949584642422177, 'gamma': 0.3106643943758928, 'reg_alpha': 0.3517258203159837, 'reg_lambda': 1.7955547392620237}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,535] Trial 143 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 23, 'learning_rate': 0.014285850869400546, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9793436320708376, 'colsample_bytree': 0.8807466685986698, 'gamma': 0.5244286425965696, 'reg_alpha': 0.3758124939812369, 'reg_lambda': 1.6361651730130835}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,694] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.011538646427897273, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9577308311418586, 'colsample_bytree': 0.9211487690063661, 'gamma': 0.10251936130002512, 'reg_alpha': 0.42731891484975326, 'reg_lambda': 1.4673310005811053}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,842] Trial 145 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 238, 'learning_rate': 0.010501213843965391, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9616171341755726, 'colsample_bytree': 0.921176006680488, 'gamma': 0.10726657080087268, 'reg_alpha': 0.4169970971510149, 'reg_lambda': 2.657510705027094}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,967] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 72, 'learning_rate': 0.01147382575353385, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9560072542867688, 'colsample_bytree': 0.8874662386128, 'gamma': 0.32682764571021544, 'reg_alpha': 0.30132556436014923, 'reg_lambda': 1.478175844574766}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:06,144] Trial 147 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 60, 'learning_rate': 0.011595486330513598, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9348661097938182, 'colsample_bytree': 0.8711640955434329, 'gamma': 0.20505003987314208, 'reg_alpha': 0.3300812163225908, 'reg_lambda': 1.4611493150065396}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:06,342] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.013919124829581832, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9744930284994245, 'colsample_bytree': 0.8897735337082167, 'gamma': 0.00959893096896169, 'reg_alpha': 0.29795776833155563, 'reg_lambda': 1.50473610040205}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:06,445] Trial 149 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 73, 'learning_rate': 0.013886214447321613, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9730821172895583, 'colsample_bytree': 0.8865981576045295, 'gamma': 0.01345172057282304, 'reg_alpha': 0.2987345721435444, 'reg_lambda': 1.4908509787905286}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:06,695] Trial 150 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 69, 'learning_rate': 0.015287073688418643, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9574995546129152, 'colsample_bytree': 0.8496841200613946, 'gamma': 0.11060128783159079, 'reg_alpha': 0.7676792869066195, 'reg_lambda': 1.5205786615392287}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:06,913] Trial 151 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 63, 'learning_rate': 0.012720139974419724, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9807979216897831, 'colsample_bytree': 0.8954788193854019, 'gamma': 0.3368990334954217, 'reg_alpha': 0.31308533123048066, 'reg_lambda': 1.4394876165813184}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:07,016] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.013757843708097144, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9634157737127245, 'colsample_bytree': 0.8793682616462497, 'gamma': 0.20054640720316055, 'reg_alpha': 0.28536837878011856, 'reg_lambda': 1.545631134290162}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:07,090] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.013786888868050403, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9659646848732439, 'colsample_bytree': 0.8795507568057612, 'gamma': 0.17454234729915083, 'reg_alpha': 0.29527248805142237, 'reg_lambda': 1.5734460709691103}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:07,213] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.013797628124381884, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9670228070092154, 'colsample_bytree': 0.8761375363980536, 'gamma': 0.22340250851464585, 'reg_alpha': 0.28814337485395153, 'reg_lambda': 1.5796326072982156}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:07,281] Trial 155 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.014870378683687511, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.9901049229510757, 'colsample_bytree': 0.8863755240398465, 'gamma': 0.307451940180133, 'reg_alpha': 0.32785427731086814, 'reg_lambda': 1.6894683959761985}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:07,406] Trial 156 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 62, 'learning_rate': 0.01662247088381114, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9739007437835394, 'colsample_bytree': 0.8628393886440658, 'gamma': 0.20369522293748432, 'reg_alpha': 0.7203765914298002, 'reg_lambda': 1.5383576816067517}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:07,762] Trial 157 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 50, 'learning_rate': 0.012831107902375998, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9637731164468918, 'colsample_bytree': 0.8773432632710555, 'gamma': 0.44531141038596916, 'reg_alpha': 0.2913358717695889, 'reg_lambda': 1.6331481375979415}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:08,340] Trial 158 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 73, 'learning_rate': 0.014348618483736902, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9992148371619008, 'colsample_bytree': 0.8685672322302551, 'gamma': 2.1038919223780836, 'reg_alpha': 0.24189650898445086, 'reg_lambda': 1.3820076191010637}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:08,473] Trial 159 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 55, 'learning_rate': 0.01336861837970114, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9848621185257073, 'colsample_bytree': 0.8916024183322816, 'gamma': 0.08602152927672627, 'reg_alpha': 0.5681323149215636, 'reg_lambda': 1.724245065482655}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:08,588] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.01221216128345579, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9516669347757329, 'colsample_bytree': 0.8548739933608586, 'gamma': 0.023880894351816465, 'reg_alpha': 0.27075501673554386, 'reg_lambda': 1.5992806238353063}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:08,695] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 56, 'learning_rate': 0.011322922195273621, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9555023582790666, 'colsample_bytree': 0.8986414736496422, 'gamma': 0.14289460414550884, 'reg_alpha': 0.40657130681098524, 'reg_lambda': 1.4435304305889314}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:08,818] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.013492929286413035, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9720718676287775, 'colsample_bytree': 0.8845157107059077, 'gamma': 0.31968356637988715, 'reg_alpha': 0.3875417823340951, 'reg_lambda': 1.5120653164836901}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,060] Trial 163 finished with value: 0.744047619047619 and parameters: {'n_estimators': 58, 'learning_rate': 0.016053683132946105, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9731041074241067, 'colsample_bytree': 0.8829932853798691, 'gamma': 0.0010581459876044808, 'reg_alpha': 0.3984912080672459, 'reg_lambda': 1.5327333901306182}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,138] Trial 164 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 68, 'learning_rate': 0.015985788964901295, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9376398668223894, 'colsample_bytree': 0.8805285534656075, 'gamma': 0.2549341677197892, 'reg_alpha': 0.38710522271549225, 'reg_lambda': 1.4274622830922725}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,318] Trial 165 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 58, 'learning_rate': 0.014849475837341525, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9536053930188549, 'colsample_bytree': 0.8696085571123396, 'gamma': 0.13965140518959154, 'reg_alpha': 0.36338722405541785, 'reg_lambda': 1.5428618049840659}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,465] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 50, 'learning_rate': 0.017901011455654814, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9731853171527447, 'colsample_bytree': 0.8860509143646772, 'gamma': 0.0023782220584660074, 'reg_alpha': 0.3412205401073599, 'reg_lambda': 1.362607723361271}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,563] Trial 167 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 49, 'learning_rate': 0.017730673154981863, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7424110450321831, 'colsample_bytree': 0.885987019499281, 'gamma': 0.03829652634739478, 'reg_alpha': 0.33633449324926035, 'reg_lambda': 1.3491371010374948}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,760] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.01844780041447772, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9713158411345538, 'colsample_bytree': 0.8988046835615894, 'gamma': 0.36148091148336675, 'reg_alpha': 0.3947182537709866, 'reg_lambda': 1.38837657736323}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,864] Trial 169 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.016831629350077808, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9464078887862214, 'colsample_bytree': 0.9024381747543792, 'gamma': 0.019245688661470584, 'reg_alpha': 0.30971495736071586, 'reg_lambda': 1.433495281274433}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,972] Trial 170 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 66, 'learning_rate': 0.020004532981812855, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9600875118746869, 'colsample_bytree': 0.8832547082377126, 'gamma': 0.23112617319022527, 'reg_alpha': 0.3762314320274106, 'reg_lambda': 1.5899238053213838}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,072] Trial 171 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 48, 'learning_rate': 0.013622159413612046, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9832915446952776, 'colsample_bytree': 0.8747401440311924, 'gamma': 0.1380563031567938, 'reg_alpha': 0.3451190472743465, 'reg_lambda': 1.5149194691135413}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,150] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.013473648147153273, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9723986035396256, 'colsample_bytree': 0.864199469361127, 'gamma': 0.12594003721776367, 'reg_alpha': 0.35293788802506404, 'reg_lambda': 1.6474144386128284}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,355] Trial 173 finished with value: 0.738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.013747721497788381, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9858123970792865, 'colsample_bytree': 0.8655004543136082, 'gamma': 0.10408056893586354, 'reg_alpha': 0.351436093493964, 'reg_lambda': 1.754277391269206}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,472] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.015393049878627905, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9739985587336065, 'colsample_bytree': 0.8437124824740047, 'gamma': 0.27269173739296804, 'reg_alpha': 0.40667065194741125, 'reg_lambda': 1.6448136304208978}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,584] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.015392291311098531, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.971637865879898, 'colsample_bytree': 0.8453604706301971, 'gamma': 0.26289482573911327, 'reg_alpha': 0.43528517672638717, 'reg_lambda': 1.6521873793178008}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,783] Trial 176 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 53, 'learning_rate': 0.015057264618376223, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9732789353787543, 'colsample_bytree': 0.8356085456336477, 'gamma': 0.001998235691565875, 'reg_alpha': 0.41550339432031197, 'reg_lambda': 1.667147465480913}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,897] Trial 177 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 60, 'learning_rate': 0.01553683903652099, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9916404672321342, 'colsample_bytree': 0.8259380172473638, 'gamma': 0.28215319986321463, 'reg_alpha': 0.43084190620149126, 'reg_lambda': 1.6437315544470448}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,999] Trial 178 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 52, 'learning_rate': 0.016437051689038994, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9809033742517366, 'colsample_bytree': 0.8421925227265342, 'gamma': 0.17396980425531777, 'reg_alpha': 0.4003708056239148, 'reg_lambda': 1.5773609933241615}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,241] Trial 179 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 70, 'learning_rate': 0.017557051960553186, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.970852798400017, 'colsample_bytree': 0.8480187530310644, 'gamma': 0.31339328442744324, 'reg_alpha': 0.3649788830873304, 'reg_lambda': 1.5176379781117115}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,370] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 76, 'learning_rate': 0.013337140921498167, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9589202996955146, 'colsample_bytree': 0.8511495637465463, 'gamma': 0.111960996838165, 'reg_alpha': 0.4393747499682249, 'reg_lambda': 1.6284801314480808}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,474] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 46, 'learning_rate': 0.014586011225423646, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9655937843809009, 'colsample_bytree': 0.8586222406121362, 'gamma': 0.43838213792455144, 'reg_alpha': 0.33892865885003665, 'reg_lambda': 1.7159435229267823}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,551] Trial 182 finished with value: 0.738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.014612431362705338, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9824822355263806, 'colsample_bytree': 0.8575244122947038, 'gamma': 0.22302488308012064, 'reg_alpha': 0.34769332266831104, 'reg_lambda': 1.7183686103660512}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,672] Trial 183 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 56, 'learning_rate': 0.012046859468347328, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6243957867413548, 'colsample_bytree': 0.8386561945530028, 'gamma': 0.37795201874609197, 'reg_alpha': 0.32275553381103395, 'reg_lambda': 1.5364432098978305}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,844] Trial 184 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 63, 'learning_rate': 0.013779389359546321, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9738780180044008, 'colsample_bytree': 0.8577027907791126, 'gamma': 0.1572029420149438, 'reg_alpha': 0.38389043134468126, 'reg_lambda': 1.4721907122775884}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,953] Trial 185 finished with value: 0.738095238095238 and parameters: {'n_estimators': 45, 'learning_rate': 0.012604265997555493, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.993772229459817, 'colsample_bytree': 0.8746254008788392, 'gamma': 0.5301355213783364, 'reg_alpha': 0.4058511398700697, 'reg_lambda': 1.6898124832322532}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,049] Trial 186 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 51, 'learning_rate': 0.016130496251790784, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9642474433620993, 'colsample_bytree': 0.8622540765383232, 'gamma': 0.005477069037209413, 'reg_alpha': 0.34147116772121666, 'reg_lambda': 1.6268255755333825}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,157] Trial 187 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 58, 'learning_rate': 0.014878869664349651, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9535387483230828, 'colsample_bytree': 0.87955447694736, 'gamma': 0.28609429834279065, 'reg_alpha': 0.36979565983109025, 'reg_lambda': 1.5843867326199812}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,269] Trial 188 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 42, 'learning_rate': 0.011483256882335341, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9784163980347091, 'colsample_bytree': 0.8449429254074959, 'gamma': 0.4463077259497885, 'reg_alpha': 0.3206180551702355, 'reg_lambda': 1.456343125514145}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,371] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.013041497010834914, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9685315236129003, 'colsample_bytree': 0.8679727230897402, 'gamma': 0.12231604472160201, 'reg_alpha': 0.38003089586530603, 'reg_lambda': 1.7455746344351293}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,576] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 50, 'learning_rate': 0.012847866055298982, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9638222127442915, 'colsample_bytree': 0.8673633158593006, 'gamma': 0.36266139051505836, 'reg_alpha': 0.3009778171980713, 'reg_lambda': 1.7707428771519198}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,730] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 50, 'learning_rate': 0.012855034101400035, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.963528536297766, 'colsample_bytree': 0.8692178468445859, 'gamma': 0.3584130026588681, 'reg_alpha': 0.3059649317620964, 'reg_lambda': 1.7587457654149914}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,844] Trial 192 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 50, 'learning_rate': 0.013046034358452505, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9584983742807118, 'colsample_bytree': 0.8649722946167203, 'gamma': 0.3390819381320214, 'reg_alpha': 0.3064492108625259, 'reg_lambda': 1.7858904554346302}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,958] Trial 193 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 54, 'learning_rate': 0.012050145545443284, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9640256724497581, 'colsample_bytree': 0.8564271105028165, 'gamma': 0.21549137741302665, 'reg_alpha': 0.29624508369368235, 'reg_lambda': 1.8521290794444387}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,067] Trial 194 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 47, 'learning_rate': 0.046649620429406895, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9477499486534102, 'colsample_bytree': 0.869562792804289, 'gamma': 0.12840993569548848, 'reg_alpha': 0.3334628221241958, 'reg_lambda': 1.7653174046953954}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,171] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.013656259686700178, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9679609314850078, 'colsample_bytree': 0.8901274394950165, 'gamma': 0.3805201024906036, 'reg_alpha': 0.2911119371547478, 'reg_lambda': 1.9085592163083869}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,389] Trial 196 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 62, 'learning_rate': 0.014079484552312825, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9566644313866957, 'colsample_bytree': 0.8910322786257211, 'gamma': 0.42380575529197784, 'reg_alpha': 0.2795857391784381, 'reg_lambda': 1.8894360922155387}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,503] Trial 197 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 55, 'learning_rate': 0.011313972779125749, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.963853024939176, 'colsample_bytree': 0.8893379350817493, 'gamma': 0.34380580788983883, 'reg_alpha': 0.3098873289493503, 'reg_lambda': 1.8286077390409812}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,630] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.012535867590024398, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9406966853969309, 'colsample_bytree': 0.8167400336321816, 'gamma': 0.2567407318692854, 'reg_alpha': 0.4703202063566826, 'reg_lambda': 2.055606108704729}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,754] Trial 199 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 65, 'learning_rate': 0.014222891019532741, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9761922447177527, 'colsample_bytree': 0.8292162808916311, 'gamma': 0.4833729641960148, 'reg_alpha': 0.28483457390477385, 'reg_lambda': 1.914380606322316}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,757] A new study created in memory with name: no-name-f834622f-a76b-4dec-a0eb-deed908b9482
[I 2025-11-03 19:28:13,963] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.09814893847063205, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9743366849742898, 'colsample_bytree': 0.8481610311896669, 'gamma': 4.401857100868483, 'reg_alpha': 0.4915318306352655, 'reg_lambda': 1.344357438373662}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:28:14,047] Trial 1 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 74, 'learning_rate': 0.06047250004382602, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8450576097912957, 'colsample_bytree': 0.8322323778110474, 'gamma': 4.950255886160322, 'reg_alpha': 0.5839341980208337, 'reg_lambda': 0.7879928119346229}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:14,316] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 221, 'learning_rate': 0.09151956091697425, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7685768912710093, 'colsample_bytree': 0.7898600069980405, 'gamma': 4.740482847568496, 'reg_alpha': 0.7206612137879285, 'reg_lambda': 2.676678155337923}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:14,448] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 164, 'learning_rate': 0.03957092756294163, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.6177477249548103, 'colsample_bytree': 0.9938599326783759, 'gamma': 4.472247102010403, 'reg_alpha': 0.21738718685243263, 'reg_lambda': 2.5594290272038993}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:14,596] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 199, 'learning_rate': 0.29695682990169214, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.6348275517040546, 'colsample_bytree': 0.6337737079001519, 'gamma': 0.8551503591434351, 'reg_alpha': 0.5859218859095946, 'reg_lambda': 0.6836875411786887}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:14,737] Trial 5 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 170, 'learning_rate': 0.11933163137013748, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8057775593147505, 'colsample_bytree': 0.8390532949850783, 'gamma': 0.44739763803427646, 'reg_alpha': 0.22401452351477935, 'reg_lambda': 1.063028711785175}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:14,865] Trial 6 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.18854376951509208, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6408271011938247, 'colsample_bytree': 0.6416079554549031, 'gamma': 3.103316765738631, 'reg_alpha': 0.6755270860034723, 'reg_lambda': 1.9571968475127672}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:15,090] Trial 7 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 212, 'learning_rate': 0.06613849517424504, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9879860824022071, 'colsample_bytree': 0.6140749560776734, 'gamma': 3.2686260073802065, 'reg_alpha': 0.43980213418344527, 'reg_lambda': 2.3070332620003824}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:15,252] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 158, 'learning_rate': 0.2965144820243135, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7786151896542906, 'colsample_bytree': 0.9871230734832367, 'gamma': 0.7018738721724832, 'reg_alpha': 0.6928956230440523, 'reg_lambda': 1.721943032167137}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:15,273] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.0835062817710051, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.9027188989187465, 'colsample_bytree': 0.6304582823103216, 'gamma': 2.6674847878062993, 'reg_alpha': 0.5303211836285495, 'reg_lambda': 2.104380574765762}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:15,387] Trial 10 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 82, 'learning_rate': 0.014406934655814831, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8690563826158241, 'colsample_bytree': 0.7378424743557084, 'gamma': 3.715772213258997, 'reg_alpha': 0.9755299432787814, 'reg_lambda': 0.5427326850273193}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:15,507] Trial 11 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 76, 'learning_rate': 0.014151645974504344, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8616023659663796, 'colsample_bytree': 0.7642042593305445, 'gamma': 3.7062742803913107, 'reg_alpha': 0.9572344626318442, 'reg_lambda': 0.5581219623352237}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:15,706] Trial 12 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 82, 'learning_rate': 0.0319570412237785, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8884732219697147, 'colsample_bytree': 0.7244109945449766, 'gamma': 1.7508255995532107, 'reg_alpha': 0.9827138465673682, 'reg_lambda': 0.9972969504316173}. Best is trial 12 with value: 0.7023809523809523.
[I 2025-11-03 19:28:15,786] Trial 13 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 24, 'learning_rate': 0.033439963279696595, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9295698353457648, 'colsample_bytree': 0.7087350640255419, 'gamma': 1.7587658909191808, 'reg_alpha': 0.014105730825010043, 'reg_lambda': 1.078634654808712}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:15,939] Trial 14 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 25, 'learning_rate': 0.029862570255134394, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9348538334237739, 'colsample_bytree': 0.7143643999929921, 'gamma': 1.7026907337719892, 'reg_alpha': 0.01707040659506537, 'reg_lambda': 1.4359733472262688}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,025] Trial 15 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 45, 'learning_rate': 0.023494416346260566, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9277448675992657, 'colsample_bytree': 0.7021926142028554, 'gamma': 1.74368143144071, 'reg_alpha': 0.8356445288907934, 'reg_lambda': 1.0850124597972792}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,265] Trial 16 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 53, 'learning_rate': 0.02073146845605411, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7087338021462575, 'colsample_bytree': 0.6817211753403649, 'gamma': 1.7121167917609605, 'reg_alpha': 0.8138632419760401, 'reg_lambda': 1.3183471313613517}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,414] Trial 17 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 112, 'learning_rate': 0.010117090695522437, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.941069574671861, 'colsample_bytree': 0.6820848525897505, 'gamma': 1.2709505094092273, 'reg_alpha': 0.35564945551052657, 'reg_lambda': 1.6357346466998814}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,598] Trial 18 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 249, 'learning_rate': 0.010923863922874774, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9600662066364193, 'colsample_bytree': 0.6711639460311042, 'gamma': 1.192873853822718, 'reg_alpha': 0.030841124318429104, 'reg_lambda': 1.6343534209793378}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,758] Trial 19 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 110, 'learning_rate': 0.04495727576294156, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.828287719202427, 'colsample_bytree': 0.8854916629968624, 'gamma': 0.06839062909795834, 'reg_alpha': 0.3553228743221162, 'reg_lambda': 1.9263463467138988}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,920] Trial 20 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 109, 'learning_rate': 0.010523435397058575, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9979465711620311, 'colsample_bytree': 0.7570567684268742, 'gamma': 2.390742404455736, 'reg_alpha': 0.13441559181795276, 'reg_lambda': 1.495948697582259}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,989] Trial 21 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 47, 'learning_rate': 0.02298096799985887, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9352874993817292, 'colsample_bytree': 0.6943686974306713, 'gamma': 2.1444781252404796, 'reg_alpha': 0.293557332816583, 'reg_lambda': 1.072572678314988}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:17,150] Trial 22 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 47, 'learning_rate': 0.019797274409049628, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9317489655251007, 'colsample_bytree': 0.6639808698704116, 'gamma': 2.279961071715072, 'reg_alpha': 0.3376871278139288, 'reg_lambda': 0.8833134313513662}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:17,303] Trial 23 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 143, 'learning_rate': 0.01636984511242816, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9034537060037007, 'colsample_bytree': 0.6630006438510917, 'gamma': 1.3712280960185936, 'reg_alpha': 0.3680206538089178, 'reg_lambda': 0.8922865392542374}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:17,413] Trial 24 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.016835569886800447, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9510558592821806, 'colsample_bytree': 0.6536318721055827, 'gamma': 2.593827092192027, 'reg_alpha': 0.1241304822884585, 'reg_lambda': 1.2427926744964948}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:17,477] Trial 25 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.029968412191848582, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9665559754921015, 'colsample_bytree': 0.6030763620941134, 'gamma': 2.855726791925237, 'reg_alpha': 0.11335039514286255, 'reg_lambda': 1.2055961584415875}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:17,564] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 22, 'learning_rate': 0.03169454397468499, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9638879135169809, 'colsample_bytree': 0.6045566424559764, 'gamma': 2.8757529712302237, 'reg_alpha': 0.08965165774082179, 'reg_lambda': 1.2515198287209677}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:17,761] Trial 27 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 63, 'learning_rate': 0.043798186351452065, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7306728226887668, 'colsample_bytree': 0.6046453086838045, 'gamma': 3.648515592596883, 'reg_alpha': 0.17750271381354166, 'reg_lambda': 1.2147975053444686}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:17,859] Trial 28 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 34, 'learning_rate': 0.025568027547295653, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8956478462705633, 'colsample_bytree': 0.6442988140809939, 'gamma': 2.146226507813229, 'reg_alpha': 0.08500956986855493, 'reg_lambda': 1.519314824697474}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,072] Trial 29 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 91, 'learning_rate': 0.03965851994495712, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9781126108048441, 'colsample_bytree': 0.8833068346110597, 'gamma': 3.384865607456333, 'reg_alpha': 0.0037875558616680682, 'reg_lambda': 1.2481086404892578}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,180] Trial 30 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 37, 'learning_rate': 0.016298609024364603, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9634448397355078, 'colsample_bytree': 0.7425807196619303, 'gamma': 2.7217246377515716, 'reg_alpha': 0.24295756944462038, 'reg_lambda': 0.7288633723362739}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,379] Trial 31 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 60, 'learning_rate': 0.0306169351875214, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.999927617192804, 'colsample_bytree': 0.6040927490478144, 'gamma': 2.9955824476461874, 'reg_alpha': 0.13206667081307227, 'reg_lambda': 1.1992813085808995}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,433] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 20, 'learning_rate': 0.05216428053794578, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9620439131851208, 'colsample_bytree': 0.6003366708384348, 'gamma': 2.838892178721507, 'reg_alpha': 0.09601036480019473, 'reg_lambda': 1.3937200658764972}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,565] Trial 33 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 67, 'learning_rate': 0.03437251417081345, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9139974798671695, 'colsample_bytree': 0.6513591973740138, 'gamma': 2.4430268192336886, 'reg_alpha': 0.07801047243300313, 'reg_lambda': 2.9891723017417116}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,622] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 30, 'learning_rate': 0.057888894184862955, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9630766322809535, 'colsample_bytree': 0.6252530140854751, 'gamma': 1.9920521131351479, 'reg_alpha': 0.15598960331237066, 'reg_lambda': 0.9439938304212688}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,721] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 36, 'learning_rate': 0.01779413360245132, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8661477515701596, 'colsample_bytree': 0.629128347462855, 'gamma': 4.02380097002777, 'reg_alpha': 0.27083842374780853, 'reg_lambda': 0.7545549899895814}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,893] Trial 36 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 97, 'learning_rate': 0.024948464277872003, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8409036195884709, 'colsample_bytree': 0.6518698156398532, 'gamma': 4.1473938377290365, 'reg_alpha': 0.19581825490323698, 'reg_lambda': 1.1521326089582589}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,966] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.07210141142911335, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9547694964256206, 'colsample_bytree': 0.8101217263937072, 'gamma': 2.6028743266042795, 'reg_alpha': 0.06269535650099377, 'reg_lambda': 1.3378050891528368}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,072] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.04865631460495697, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.9804155432784405, 'colsample_bytree': 0.7042483547840691, 'gamma': 3.262726280410865, 'reg_alpha': 0.11954755277328871, 'reg_lambda': 0.8372382998915859}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,249] Trial 39 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.037443589648091566, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8135891266268764, 'colsample_bytree': 0.6285965928072234, 'gamma': 4.97032770873639, 'reg_alpha': 0.45801750746188286, 'reg_lambda': 1.8238495469959521}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,517] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.028050466093808915, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.87939908735437, 'colsample_bytree': 0.6821363696130354, 'gamma': 2.977844335595427, 'reg_alpha': 0.04393625547684195, 'reg_lambda': 1.5475631276720112}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,621] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 35, 'learning_rate': 0.013356215273186084, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9524877293787839, 'colsample_bytree': 0.7451815515599075, 'gamma': 2.6036548138559477, 'reg_alpha': 0.23188042247129373, 'reg_lambda': 0.6379540290827094}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,684] Trial 42 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 22, 'learning_rate': 0.01720693246354859, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9153968090586533, 'colsample_bytree': 0.8065864775931688, 'gamma': 2.7993482998719648, 'reg_alpha': 0.24315960655600047, 'reg_lambda': 0.7659939044630815}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,782] Trial 43 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.020656323375426677, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9834445734751097, 'colsample_bytree': 0.7769280185777258, 'gamma': 3.3315636880518147, 'reg_alpha': 0.16929067043456567, 'reg_lambda': 1.0096849835813433}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,926] Trial 44 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 53, 'learning_rate': 0.1062448982208349, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9715132017793043, 'colsample_bytree': 0.731975401350364, 'gamma': 1.9726521997308997, 'reg_alpha': 0.06641891991867643, 'reg_lambda': 1.128769751187387}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,023] Trial 45 finished with value: 0.6160714285714285 and parameters: {'n_estimators': 30, 'learning_rate': 0.014712002725228745, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9477112192052526, 'colsample_bytree': 0.7860699444598841, 'gamma': 2.779362563724014, 'reg_alpha': 0.2971616999410639, 'reg_lambda': 0.7017200773684109}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,150] Trial 46 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 73, 'learning_rate': 0.012187862585281668, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9175229320321769, 'colsample_bytree': 0.6250903257124981, 'gamma': 3.5245273989961454, 'reg_alpha': 0.6038082490381407, 'reg_lambda': 1.2753402379417584}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,202] Trial 47 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.17087391409969155, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9751767126199357, 'colsample_bytree': 0.719978523179041, 'gamma': 3.0605181444163145, 'reg_alpha': 0.004511676744100862, 'reg_lambda': 2.20344461600717}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,300] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.026193614403609976, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7786051296709853, 'colsample_bytree': 0.6160284578879416, 'gamma': 1.5408087087087001, 'reg_alpha': 0.20054423113813102, 'reg_lambda': 0.6090654024886025}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,414] Trial 49 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 87, 'learning_rate': 0.03601671546176435, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6053312808022051, 'colsample_bytree': 0.6467431731840239, 'gamma': 1.0291795208161505, 'reg_alpha': 0.11095549193395894, 'reg_lambda': 0.9289201949966092}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,625] Trial 50 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 73, 'learning_rate': 0.021266540526854966, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6647618150544703, 'colsample_bytree': 0.7036967230733482, 'gamma': 1.9474649249613696, 'reg_alpha': 0.14652360134799886, 'reg_lambda': 0.5300658852583352}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,684] Trial 51 finished with value: 0.738095238095238 and parameters: {'n_estimators': 25, 'learning_rate': 0.05358155866978271, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9628588548059792, 'colsample_bytree': 0.6096648832530039, 'gamma': 2.877744649245185, 'reg_alpha': 0.09909914298597935, 'reg_lambda': 1.3830136108001827}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,783] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.06832084692215401, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9432867589621813, 'colsample_bytree': 0.6126310429756319, 'gamma': 2.5211797067712554, 'reg_alpha': 0.05393121216632878, 'reg_lambda': 1.3967930887093616}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,899] Trial 53 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 44, 'learning_rate': 0.03125451394798642, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9920417129248792, 'colsample_bytree': 0.6707096703294237, 'gamma': 3.206638443885958, 'reg_alpha': 0.10609305242828704, 'reg_lambda': 1.0323612420104444}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,009] Trial 54 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.06089959351219277, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.922263814977467, 'colsample_bytree': 0.6429654119738161, 'gamma': 2.3322562272282252, 'reg_alpha': 0.40298776815325454, 'reg_lambda': 1.6100749678807902}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,113] Trial 55 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 134, 'learning_rate': 0.043259671513861016, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8819705875546906, 'colsample_bytree': 0.6843070684652774, 'gamma': 2.918788337783183, 'reg_alpha': 0.2541681078240834, 'reg_lambda': 1.4438337489649}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,272] Trial 56 finished with value: 0.625 and parameters: {'n_estimators': 30, 'learning_rate': 0.018376522272473692, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.966084714281118, 'colsample_bytree': 0.970679090165907, 'gamma': 3.9435865723071597, 'reg_alpha': 0.21290928212349852, 'reg_lambda': 1.1086015296380294}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,468] Trial 57 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 27, 'learning_rate': 0.08014616794201387, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9450833279574721, 'colsample_bytree': 0.7504103060233764, 'gamma': 2.725759196526946, 'reg_alpha': 0.16597218730952898, 'reg_lambda': 1.7738593934830396}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,575] Trial 58 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 55, 'learning_rate': 0.015603782005088532, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.907639153478121, 'colsample_bytree': 0.6164891313974427, 'gamma': 2.2153660885920883, 'reg_alpha': 0.04661582614169983, 'reg_lambda': 1.3062513321258546}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,644] Trial 59 finished with value: 0.6875 and parameters: {'n_estimators': 39, 'learning_rate': 0.012878482537524702, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9271808861575139, 'colsample_bytree': 0.635546474203586, 'gamma': 3.1264559793889353, 'reg_alpha': 0.0038999380050202814, 'reg_lambda': 1.2161708165961824}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,752] Trial 60 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 49, 'learning_rate': 0.027460457686188218, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9880216004132151, 'colsample_bytree': 0.6580136456666109, 'gamma': 4.653710971369382, 'reg_alpha': 0.30821221399514565, 'reg_lambda': 2.544890645990657}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,807] Trial 61 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.04967039161424735, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9612785278700889, 'colsample_bytree': 0.6025227821645646, 'gamma': 2.8121374013273126, 'reg_alpha': 0.09712056311640954, 'reg_lambda': 1.4008418386474737}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,907] Trial 62 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 25, 'learning_rate': 0.050232250151098626, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9659052373088671, 'colsample_bytree': 0.603654457887761, 'gamma': 3.449705556529822, 'reg_alpha': 0.10534643015473066, 'reg_lambda': 1.3426832914418139}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,070] Trial 63 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 38, 'learning_rate': 0.0395437208017734, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9351830093541266, 'colsample_bytree': 0.6182033275522363, 'gamma': 2.4528159981150592, 'reg_alpha': 0.03043682064898398, 'reg_lambda': 1.5866571455231515}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,164] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.0892453718243307, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.954695689014301, 'colsample_bytree': 0.6388853064071199, 'gamma': 2.922152260778175, 'reg_alpha': 0.1450481593982, 'reg_lambda': 1.457689637583014}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,251] Trial 65 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.05528726050704917, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8951500677961466, 'colsample_bytree': 0.6001889637424476, 'gamma': 2.6028740854962535, 'reg_alpha': 0.0808361476946845, 'reg_lambda': 1.7231966882320948}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,425] Trial 66 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 243, 'learning_rate': 0.03392042944436619, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9972468027396938, 'colsample_bytree': 0.6617881712773432, 'gamma': 2.103542055979932, 'reg_alpha': 0.19232231102943942, 'reg_lambda': 1.1548516748832431}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,653] Trial 67 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 62, 'learning_rate': 0.023021461659428494, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7394789745572673, 'colsample_bytree': 0.6920748302594166, 'gamma': 3.142808178451838, 'reg_alpha': 0.12203129474608243, 'reg_lambda': 0.9648406208988425}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,791] Trial 68 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 46, 'learning_rate': 0.04426526964531252, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9761265529035457, 'colsample_bytree': 0.6715350495236254, 'gamma': 1.8489770096933902, 'reg_alpha': 0.538140137605883, 'reg_lambda': 0.8265993264832121}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,946] Trial 69 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 36, 'learning_rate': 0.06265245437622746, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9377628008841244, 'colsample_bytree': 0.6201536803947337, 'gamma': 2.331756642828907, 'reg_alpha': 0.7793874139588737, 'reg_lambda': 1.0532077123331127}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,001] Trial 70 finished with value: 0.738095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.0115996806055391, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9523664396398897, 'colsample_bytree': 0.6328430419642147, 'gamma': 3.5604887000829093, 'reg_alpha': 0.9230985685316024, 'reg_lambda': 1.2554613910597485}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,214] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 26, 'learning_rate': 0.011560000802498058, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9540566967598848, 'colsample_bytree': 0.6403251940091251, 'gamma': 0.5567900552246212, 'reg_alpha': 0.03517256974860834, 'reg_lambda': 1.2596124304824552}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,343] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 28, 'learning_rate': 0.011454139037625707, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.948644608796814, 'colsample_bytree': 0.6352241569901228, 'gamma': 3.730087369560934, 'reg_alpha': 0.9078844880762634, 'reg_lambda': 1.2280537725690417}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,451] Trial 73 finished with value: 0.744047619047619 and parameters: {'n_estimators': 41, 'learning_rate': 0.010162692265859566, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9860898286208493, 'colsample_bytree': 0.7127244543702195, 'gamma': 0.7864109332049964, 'reg_alpha': 0.6352316438591386, 'reg_lambda': 1.2863868077111327}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,557] Trial 74 finished with value: 0.738095238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.010503869878545033, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9892676800386254, 'colsample_bytree': 0.6491693825190769, 'gamma': 0.5150420992638638, 'reg_alpha': 0.6654357655218226, 'reg_lambda': 1.2521973607045103}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,648] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 42, 'learning_rate': 0.011671524082981936, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9746066288533125, 'colsample_bytree': 0.712793918402517, 'gamma': 0.7058202136453481, 'reg_alpha': 0.925412679984723, 'reg_lambda': 1.1716683612465604}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,782] Trial 76 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 58, 'learning_rate': 0.010068398750014229, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9270938027896215, 'colsample_bytree': 0.851817937505238, 'gamma': 0.2001332318108211, 'reg_alpha': 0.855311597371108, 'reg_lambda': 1.4869612100112564}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,939] Trial 77 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 187, 'learning_rate': 0.013916905542820466, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9836818534274293, 'colsample_bytree': 0.6754436998438519, 'gamma': 0.36383721043701794, 'reg_alpha': 0.03211189200034756, 'reg_lambda': 1.3063216115339362}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,095] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 33, 'learning_rate': 0.012266471845112115, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8540966082808333, 'colsample_bytree': 0.6292448444907799, 'gamma': 1.0377059228971224, 'reg_alpha': 0.7282116090560601, 'reg_lambda': 1.1019479421695746}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,192] Trial 79 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 26, 'learning_rate': 0.014816111058218173, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9548720827625545, 'colsample_bytree': 0.6551080083960181, 'gamma': 1.511393889503771, 'reg_alpha': 0.5165568815197475, 'reg_lambda': 1.372535251674988}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,355] Trial 80 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 149, 'learning_rate': 0.018967002139698028, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9054007901729697, 'colsample_bytree': 0.6120917456407937, 'gamma': 0.7455164314632837, 'reg_alpha': 0.9941374224667485, 'reg_lambda': 1.6810891525921847}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,487] Trial 81 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 51, 'learning_rate': 0.010916440984095478, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9880500433132838, 'colsample_bytree': 0.6478159699551607, 'gamma': 0.4819615474194787, 'reg_alpha': 0.6612762042799417, 'reg_lambda': 1.2655530559530022}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,691] Trial 82 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 41, 'learning_rate': 0.013059921494754071, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9988998718629697, 'colsample_bytree': 0.7675817757441408, 'gamma': 0.34167789843434887, 'reg_alpha': 0.6367587298018341, 'reg_lambda': 1.240202727342314}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,869] Trial 83 finished with value: 0.6101190476190476 and parameters: {'n_estimators': 43, 'learning_rate': 0.013142846695900151, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9703133684836486, 'colsample_bytree': 0.8262010994303169, 'gamma': 0.07325148603719045, 'reg_alpha': 0.6218149185218621, 'reg_lambda': 1.528507619455549}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,980] Trial 84 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 33, 'learning_rate': 0.01155275191442755, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.995961688110459, 'colsample_bytree': 0.733623188569395, 'gamma': 0.9655925574731985, 'reg_alpha': 0.7164660710483359, 'reg_lambda': 1.0237446529124243}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,114] Trial 85 finished with value: 0.738095238095238 and parameters: {'n_estimators': 68, 'learning_rate': 0.015598482793696852, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.94098123069644, 'colsample_bytree': 0.6897896154022957, 'gamma': 0.25557100910795455, 'reg_alpha': 0.7782841596600937, 'reg_lambda': 1.1395557287763967}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,215] Trial 86 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 25, 'learning_rate': 0.016596688951656096, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9798839059623369, 'colsample_bytree': 0.7674068812710046, 'gamma': 0.6264890964553793, 'reg_alpha': 0.44007214845871134, 'reg_lambda': 1.3510255674826466}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,312] Trial 87 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.012858907938695185, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9554912635142064, 'colsample_bytree': 0.6252756500021013, 'gamma': 1.1888256802735055, 'reg_alpha': 0.4941287127651295, 'reg_lambda': 1.185098438623452}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,377] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.13045349697723563, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9679626503408786, 'colsample_bytree': 0.611338037604763, 'gamma': 0.366866223822533, 'reg_alpha': 0.5496441206419587, 'reg_lambda': 0.872379562446869}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,509] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 34, 'learning_rate': 0.014004150962513767, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9205333253604995, 'colsample_bytree': 0.6374673976654521, 'gamma': 0.8561856370778527, 'reg_alpha': 0.06795470316684998, 'reg_lambda': 0.9751087215549452}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,614] Trial 90 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.021157183358319998, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9446747398637111, 'colsample_bytree': 0.7275790995057542, 'gamma': 4.210049208281843, 'reg_alpha': 0.8687734091646578, 'reg_lambda': 1.0841016582367526}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,695] Trial 91 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 52, 'learning_rate': 0.010033063409433147, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9868720519288106, 'colsample_bytree': 0.6666672249744721, 'gamma': 0.5431728225152384, 'reg_alpha': 0.6646662148571761, 'reg_lambda': 1.2390760903839004}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,823] Trial 92 finished with value: 0.738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.012056711347718118, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9991611584329592, 'colsample_bytree': 0.650683916364453, 'gamma': 0.8043183728091752, 'reg_alpha': 0.6157881067389009, 'reg_lambda': 1.2691600822361522}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,031] Trial 93 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.010896063320465756, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9780930768242914, 'colsample_bytree': 0.7125530497328927, 'gamma': 0.02697717424471935, 'reg_alpha': 0.5889963419945053, 'reg_lambda': 1.4133588503316366}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,144] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 49, 'learning_rate': 0.02822222876937193, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9608393058855246, 'colsample_bytree': 0.6100728759867179, 'gamma': 0.3537230440663741, 'reg_alpha': 0.7011033203167072, 'reg_lambda': 1.2948819540651804}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,259] Trial 95 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 26, 'learning_rate': 0.010824348812061832, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9895541395677204, 'colsample_bytree': 0.6223104283175955, 'gamma': 0.5542718583585314, 'reg_alpha': 0.7587914235576471, 'reg_lambda': 1.1923268627195196}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,358] Trial 96 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 38, 'learning_rate': 0.01473279679042145, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9331970678289976, 'colsample_bytree': 0.7598845661544962, 'gamma': 0.19231247936111262, 'reg_alpha': 0.5633223667740239, 'reg_lambda': 1.3512745120396616}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,580] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 80, 'learning_rate': 0.0244762280156455, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9728098720833833, 'colsample_bytree': 0.697952509778015, 'gamma': 3.605930150614801, 'reg_alpha': 0.6462871923297788, 'reg_lambda': 1.4863534634105404}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,678] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.01260470615372645, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.9552038833030101, 'colsample_bytree': 0.7972971520763975, 'gamma': 2.569742318419823, 'reg_alpha': 0.0461770836095337, 'reg_lambda': 1.0772363595702774}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,809] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 118, 'learning_rate': 0.03274325215936747, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9662184620832044, 'colsample_bytree': 0.6403747129256137, 'gamma': 3.036200245260607, 'reg_alpha': 0.08260770070903993, 'reg_lambda': 1.5658064896773678}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,907] Trial 100 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 25, 'learning_rate': 0.013670822765049072, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6811537715879468, 'colsample_bytree': 0.6770575966502668, 'gamma': 3.304586767712737, 'reg_alpha': 0.137058338884607, 'reg_lambda': 1.2573712196554099}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,012] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 68, 'learning_rate': 0.017082724938051626, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9402521205268212, 'colsample_bytree': 0.6888735194723342, 'gamma': 0.1864001505335428, 'reg_alpha': 0.771622978325159, 'reg_lambda': 1.134809540302427}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,160] Trial 102 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 40, 'learning_rate': 0.01059472410387379, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.947846760484959, 'colsample_bytree': 0.6588959705411908, 'gamma': 0.6153774287776166, 'reg_alpha': 0.636607832508111, 'reg_lambda': 1.1485760470835973}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,286] Trial 103 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 70, 'learning_rate': 0.25504560007323857, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9837478504077358, 'colsample_bytree': 0.7087003587070572, 'gamma': 0.3935857488358858, 'reg_alpha': 0.6901089112582789, 'reg_lambda': 0.9177901621467905}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,427] Trial 104 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 56, 'learning_rate': 0.016059710216598484, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9405341010462069, 'colsample_bytree': 0.6316375566375764, 'gamma': 0.24275466113693012, 'reg_alpha': 0.7356793329062514, 'reg_lambda': 1.0169234315529292}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,543] Trial 105 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 63, 'learning_rate': 0.01537952629803779, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9260116013292443, 'colsample_bytree': 0.6452152276496668, 'gamma': 2.6924554830470697, 'reg_alpha': 0.823506593757561, 'reg_lambda': 1.2083918345682485}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,635] Trial 106 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.03744505765937878, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8044029336296288, 'colsample_bytree': 0.6642440942875812, 'gamma': 0.44021357905051056, 'reg_alpha': 0.7937082961926892, 'reg_lambda': 1.320818216173501}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,896] Trial 107 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 48, 'learning_rate': 0.02964836798703903, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9923797453612206, 'colsample_bytree': 0.6858118706556816, 'gamma': 2.87968092107682, 'reg_alpha': 0.9614995185420507, 'reg_lambda': 1.1162613972189974}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:28,005] Trial 108 finished with value: 0.625 and parameters: {'n_estimators': 36, 'learning_rate': 0.01142091338415798, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9154138970048135, 'colsample_bytree': 0.7229100516415307, 'gamma': 0.9501851628571927, 'reg_alpha': 0.021829865223017345, 'reg_lambda': 1.4024381321251653}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:28,118] Trial 109 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 43, 'learning_rate': 0.041105365719624365, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9598738281016687, 'colsample_bytree': 0.7391217895260059, 'gamma': 0.2774468255969628, 'reg_alpha': 0.8773082140648304, 'reg_lambda': 1.8935813991074064}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:28,278] Trial 110 finished with value: 0.761904761904762 and parameters: {'n_estimators': 23, 'learning_rate': 0.01845020958825493, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9735233113260718, 'colsample_bytree': 0.6081728071759953, 'gamma': 3.822411840524196, 'reg_alpha': 0.46704271725706525, 'reg_lambda': 1.456179550591844}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:28,380] Trial 111 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 25, 'learning_rate': 0.019323988539527878, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9729914499946548, 'colsample_bytree': 0.6103326857240711, 'gamma': 4.413991701817164, 'reg_alpha': 0.5770337840440235, 'reg_lambda': 1.4704937840319132}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:28,533] Trial 112 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 30, 'learning_rate': 0.017607640904435458, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9486272931359573, 'colsample_bytree': 0.6206073084495747, 'gamma': 3.9223199006094944, 'reg_alpha': 0.9281371096731729, 'reg_lambda': 1.2185114717321834}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:28,660] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.02269004978122018, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9816979736083065, 'colsample_bytree': 0.6076936110305253, 'gamma': 3.8248151613363843, 'reg_alpha': 0.05958612190296034, 'reg_lambda': 1.2963092188298877}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:28,735] Trial 114 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 38, 'learning_rate': 0.013266190006596451, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9639870421901872, 'colsample_bytree': 0.6989806056195222, 'gamma': 4.156907623780727, 'reg_alpha': 0.3834243874844674, 'reg_lambda': 1.4292566039152952}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:28,836] Trial 115 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 24, 'learning_rate': 0.012110496887655397, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9990195723798958, 'colsample_bytree': 0.6311438798784751, 'gamma': 0.6391024112227288, 'reg_alpha': 0.12039465668354829, 'reg_lambda': 1.3504440678922744}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:28,930] Trial 116 finished with value: 0.699404761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.01457903931864852, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8205474508570921, 'colsample_bytree': 0.6002681018104639, 'gamma': 0.1140019457230993, 'reg_alpha': 0.7453657710959927, 'reg_lambda': 1.1697282166947818}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:29,112] Trial 117 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 34, 'learning_rate': 0.015389058261933018, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9362398926432778, 'colsample_bytree': 0.9433888659812005, 'gamma': 2.4379706662545555, 'reg_alpha': 0.00011411927926589793, 'reg_lambda': 1.0505968366857998}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:29,214] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.02030301856337474, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9719004295286559, 'colsample_bytree': 0.6169168037114261, 'gamma': 3.402274052234717, 'reg_alpha': 0.17713913693483957, 'reg_lambda': 1.2601166929134549}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:29,325] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 53, 'learning_rate': 0.010056389481396961, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9546701620413124, 'colsample_bytree': 0.6541884313689076, 'gamma': 1.3307292773242692, 'reg_alpha': 0.6854576590877751, 'reg_lambda': 1.118769068964834}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:29,491] Trial 120 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 43, 'learning_rate': 0.04728561659091127, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9894388703482692, 'colsample_bytree': 0.7485681848140987, 'gamma': 3.544692991187011, 'reg_alpha': 0.0965304308671719, 'reg_lambda': 1.193748679915045}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:29,592] Trial 121 finished with value: 0.738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.011710400333015325, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9928055718872096, 'colsample_bytree': 0.6498705715218971, 'gamma': 0.5130997011443513, 'reg_alpha': 0.5992630444944871, 'reg_lambda': 1.2672796514765914}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:29,837] Trial 122 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 59, 'learning_rate': 0.012475463253424047, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9987002424233092, 'colsample_bytree': 0.642677047454735, 'gamma': 0.8008941507288712, 'reg_alpha': 0.652100500732711, 'reg_lambda': 1.3728269884858424}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,035] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 220, 'learning_rate': 0.01123884245493124, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9783664869843955, 'colsample_bytree': 0.6254115182035344, 'gamma': 0.8247026826810003, 'reg_alpha': 0.6290237049522305, 'reg_lambda': 1.3071507040284709}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,157] Trial 124 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 39, 'learning_rate': 0.013420294375405302, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9691651314664808, 'colsample_bytree': 0.6349329274458484, 'gamma': 1.1978032199156958, 'reg_alpha': 0.6754499647768146, 'reg_lambda': 2.056536518906338}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,261] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 38, 'learning_rate': 0.013539875099385272, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9664998420342036, 'colsample_bytree': 0.6315699089424285, 'gamma': 1.6205087322075813, 'reg_alpha': 0.4607478272169414, 'reg_lambda': 2.021173981249548}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,360] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 29, 'learning_rate': 0.026509829024774386, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9502334448707324, 'colsample_bytree': 0.6171599567994067, 'gamma': 1.0716723683435279, 'reg_alpha': 0.7180697608792439, 'reg_lambda': 2.6911876882098515}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,590] Trial 127 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.02700317965311821, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9612283113965887, 'colsample_bytree': 0.7768920341380694, 'gamma': 0.9116955138390813, 'reg_alpha': 0.6706888768057735, 'reg_lambda': 2.699555919412973}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,685] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.03456049200730729, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7549479600858435, 'colsample_bytree': 0.6168483432954622, 'gamma': 1.1155062934104087, 'reg_alpha': 0.7061175134275974, 'reg_lambda': 2.9738791390486194}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,738] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 24, 'learning_rate': 0.029013489645143675, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9505265000109383, 'colsample_bytree': 0.6054850380179663, 'gamma': 1.4171108173009668, 'reg_alpha': 0.024749175805528736, 'reg_lambda': 2.2006187695682895}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,800] Trial 130 finished with value: 0.738095238095238 and parameters: {'n_estimators': 24, 'learning_rate': 0.029951492349417328, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9499793696362746, 'colsample_bytree': 0.6084911027575968, 'gamma': 1.79309385835833, 'reg_alpha': 0.03149692825071567, 'reg_lambda': 2.2469161734402663}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,967] Trial 131 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 33, 'learning_rate': 0.024857369129824648, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9814830449152399, 'colsample_bytree': 0.6220557744644823, 'gamma': 1.2158842312295741, 'reg_alpha': 0.06847655140709874, 'reg_lambda': 2.3670951345045337}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,051] Trial 132 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 29, 'learning_rate': 0.022379500582215515, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9712970825744647, 'colsample_bytree': 0.6023030979216709, 'gamma': 1.487553941190673, 'reg_alpha': 0.02364097657488874, 'reg_lambda': 2.0319753167370385}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,142] Trial 133 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 34, 'learning_rate': 0.031634766871095475, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9584852038611844, 'colsample_bytree': 0.6361369022000629, 'gamma': 1.3452624217694376, 'reg_alpha': 0.08384836980802826, 'reg_lambda': 2.2851573856128717}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,235] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 40, 'learning_rate': 0.028245989705464932, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9334560833233592, 'colsample_bytree': 0.6126979268658184, 'gamma': 1.0345194752830438, 'reg_alpha': 0.04751396546099214, 'reg_lambda': 2.1669915952180165}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,336] Trial 135 finished with value: 0.5 and parameters: {'n_estimators': 24, 'learning_rate': 0.025918455784918207, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.948740029877138, 'colsample_bytree': 0.6258588711118, 'gamma': 1.4185216401665006, 'reg_alpha': 0.10844875706445026, 'reg_lambda': 2.386530677942509}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,437] Trial 136 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 28, 'learning_rate': 0.03305390960789545, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9837753230289092, 'colsample_bytree': 0.6376860719238244, 'gamma': 1.1246444585336155, 'reg_alpha': 0.016823443292079195, 'reg_lambda': 2.6884599345911173}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,625] Trial 137 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.03667075158114411, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9671895071499609, 'colsample_bytree': 0.6193253490108697, 'gamma': 2.954261685229665, 'reg_alpha': 0.15189163938011108, 'reg_lambda': 2.510989149680154}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,726] Trial 138 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 34, 'learning_rate': 0.07406202048277394, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9753975286285353, 'colsample_bytree': 0.600999848994732, 'gamma': 1.2528180068519632, 'reg_alpha': 0.32659196869210116, 'reg_lambda': 1.825699316898199}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,830] Trial 139 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 42, 'learning_rate': 0.010646422958960497, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9562425404253139, 'colsample_bytree': 0.6108154173034408, 'gamma': 3.1484766816455005, 'reg_alpha': 0.5213759974655026, 'reg_lambda': 2.4420014923997306}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,944] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.03896899446913542, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7923593523904489, 'colsample_bytree': 0.6285728991907077, 'gamma': 0.697912325052612, 'reg_alpha': 0.615315368560114, 'reg_lambda': 2.780747780115358}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,033] Trial 141 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.03930235074569587, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9411119984971839, 'colsample_bytree': 0.6282361525882473, 'gamma': 0.6511068024920154, 'reg_alpha': 0.6172816376483334, 'reg_lambda': 2.903333231900479}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,096] Trial 142 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.029968437804459496, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9282074549078402, 'colsample_bytree': 0.6425019971180685, 'gamma': 2.7902561630277276, 'reg_alpha': 0.5695171179457199, 'reg_lambda': 2.7781465799462213}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,358] Trial 143 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 133, 'learning_rate': 0.03615218221662989, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7776330451123669, 'colsample_bytree': 0.617212827527821, 'gamma': 0.7354017690021959, 'reg_alpha': 0.6751276319721375, 'reg_lambda': 2.8335815308083068}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,508] Trial 144 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 170, 'learning_rate': 0.05669735964998583, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.80030307002561, 'colsample_bytree': 0.6086283815831993, 'gamma': 4.270266897417888, 'reg_alpha': 0.6388250460881904, 'reg_lambda': 2.607539327154437}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,639] Trial 145 finished with value: 0.5 and parameters: {'n_estimators': 24, 'learning_rate': 0.04077016846077833, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9635313652074692, 'colsample_bytree': 0.6543394695929844, 'gamma': 1.6799872849414201, 'reg_alpha': 0.7071793339969383, 'reg_lambda': 2.7473346419276776}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,807] Trial 146 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 40, 'learning_rate': 0.03214164453583837, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7932430420929579, 'colsample_bytree': 0.6341943206817692, 'gamma': 0.9047853610250781, 'reg_alpha': 0.5925446309319129, 'reg_lambda': 2.8516078381024337}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,921] Trial 147 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 50, 'learning_rate': 0.018554996677060315, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8294110532743882, 'colsample_bytree': 0.6238848798173128, 'gamma': 2.6634720987201876, 'reg_alpha': 0.05151255932136284, 'reg_lambda': 1.6332782484018245}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,039] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 32, 'learning_rate': 0.021639149425698573, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.876042461346094, 'colsample_bytree': 0.6235638830723683, 'gamma': 2.671906676164928, 'reg_alpha': 0.053312624675328525, 'reg_lambda': 1.605274717147063}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,152] Trial 149 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 32, 'learning_rate': 0.01792770048728158, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8408191859947964, 'colsample_bytree': 0.6222839004240418, 'gamma': 2.546126907078752, 'reg_alpha': 0.07632408724746312, 'reg_lambda': 1.6485363155345945}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,353] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.01997257629098881, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8616705267566224, 'colsample_bytree': 0.6082471512423536, 'gamma': 2.228423094212149, 'reg_alpha': 0.045536407029235934, 'reg_lambda': 1.7677833650451968}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,451] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 25, 'learning_rate': 0.023618980419849257, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8933057018152586, 'colsample_bytree': 0.6284155982781776, 'gamma': 2.640705927076464, 'reg_alpha': 0.05733837818228476, 'reg_lambda': 1.6527991634644978}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,525] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.02416520019671833, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.898399702651709, 'colsample_bytree': 0.6002983848073825, 'gamma': 2.660125016537698, 'reg_alpha': 0.05954080617407404, 'reg_lambda': 1.672675974798227}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,611] Trial 153 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 36, 'learning_rate': 0.023390694066174392, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9080289771943818, 'colsample_bytree': 0.6163041066107362, 'gamma': 2.706475990397496, 'reg_alpha': 0.052307027839670645, 'reg_lambda': 1.6874282784013812}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,732] Trial 154 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 41, 'learning_rate': 0.024904032109517055, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8924905014336909, 'colsample_bytree': 0.8159681002019543, 'gamma': 4.746006114147551, 'reg_alpha': 0.028626022329173696, 'reg_lambda': 1.5973095342354566}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,854] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 31, 'learning_rate': 0.021554521950443696, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7862425806994254, 'colsample_bytree': 0.6002365661030973, 'gamma': 2.3272040370165517, 'reg_alpha': 0.00042504292211483635, 'reg_lambda': 1.810260744686434}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,926] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.01881465867170731, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8732982655120679, 'colsample_bytree': 0.6256744643929901, 'gamma': 2.6761521939258195, 'reg_alpha': 0.0656804192810464, 'reg_lambda': 1.704266671979927}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,120] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.019506770167330035, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8476858911700461, 'colsample_bytree': 0.6261763272397957, 'gamma': 2.592827170374738, 'reg_alpha': 0.06754964238857043, 'reg_lambda': 1.718096728245958}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,236] Trial 158 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.02189391139972924, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8837208957042313, 'colsample_bytree': 0.6432752281119207, 'gamma': 2.6091784531674187, 'reg_alpha': 0.017241576474121154, 'reg_lambda': 1.6274861828352614}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,336] Trial 159 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 45, 'learning_rate': 0.02400595188256515, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8136921664708648, 'colsample_bytree': 0.6255536737933614, 'gamma': 2.4786555341802687, 'reg_alpha': 0.12407682675746193, 'reg_lambda': 1.9341154104039164}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,438] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 37, 'learning_rate': 0.026738345223063797, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8696156175149287, 'colsample_bytree': 0.6361732147022856, 'gamma': 2.015666036067983, 'reg_alpha': 0.041684333927031796, 'reg_lambda': 1.5224647348992866}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,549] Trial 161 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 53, 'learning_rate': 0.018464041235178752, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8714262021801858, 'colsample_bytree': 0.8584017376435367, 'gamma': 2.618114208366381, 'reg_alpha': 0.06792357773608236, 'reg_lambda': 1.698745059181808}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,658] Trial 162 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 51, 'learning_rate': 0.01917954309130809, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8472135962229975, 'colsample_bytree': 0.6283762865279884, 'gamma': 2.7626249423742735, 'reg_alpha': 0.0953121249991043, 'reg_lambda': 1.7426691655241122}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,837] Trial 163 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 44, 'learning_rate': 0.0205173171415937, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8279758875433265, 'colsample_bytree': 0.6180204624340296, 'gamma': 2.357316817908958, 'reg_alpha': 0.06484730081043742, 'reg_lambda': 1.6644987619376581}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,957] Trial 164 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 62, 'learning_rate': 0.016705550560554113, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8773286566951103, 'colsample_bytree': 0.6246873182047424, 'gamma': 2.4797029531650643, 'reg_alpha': 0.08782684533046489, 'reg_lambda': 1.5602346815396566}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,062] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 39, 'learning_rate': 0.018036305821950697, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8567140313395657, 'colsample_bytree': 0.6128941625685511, 'gamma': 2.713836021342253, 'reg_alpha': 0.03859014741234045, 'reg_lambda': 1.8563786462749545}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,165] Trial 166 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 50, 'learning_rate': 0.02807671838341328, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.898609574826487, 'colsample_bytree': 0.6424849257550558, 'gamma': 2.657307847002192, 'reg_alpha': 0.015498685719798448, 'reg_lambda': 1.7726641192519872}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,231] Trial 167 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 32, 'learning_rate': 0.023378271981894797, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8858516154568927, 'colsample_bytree': 0.6305523799908234, 'gamma': 2.8892796708880866, 'reg_alpha': 0.06053992651807903, 'reg_lambda': 1.725563488192063}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,415] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 57, 'learning_rate': 0.019689525314594426, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.845307634969418, 'colsample_bytree': 0.6205590626189502, 'gamma': 2.547802078272631, 'reg_alpha': 0.11011456242637961, 'reg_lambda': 1.6256183896159648}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,513] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 27, 'learning_rate': 0.02200844539982149, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8745306560181633, 'colsample_bytree': 0.6058258245154937, 'gamma': 2.813571879602169, 'reg_alpha': 0.0828953240054619, 'reg_lambda': 1.5879215419891377}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,638] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 48, 'learning_rate': 0.026129949560914516, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8384449993071006, 'colsample_bytree': 0.657835271669538, 'gamma': 2.408500740290589, 'reg_alpha': 0.05269063736929452, 'reg_lambda': 1.5379881858820594}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,751] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 48, 'learning_rate': 0.025519975692689375, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8347450580468839, 'colsample_bytree': 0.6574750434748867, 'gamma': 2.4039429102727623, 'reg_alpha': 0.05404626080510735, 'reg_lambda': 1.6812979871320017}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,948] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 44, 'learning_rate': 0.02654108103680543, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8376943383955409, 'colsample_bytree': 0.6625110059412551, 'gamma': 2.131820543105599, 'reg_alpha': 0.036890874587074164, 'reg_lambda': 1.5451580749079903}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,046] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 45, 'learning_rate': 0.0266642255441618, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8329224455590759, 'colsample_bytree': 0.6681426332026623, 'gamma': 2.122895781609895, 'reg_alpha': 0.03488041852060829, 'reg_lambda': 1.539886215759082}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,251] Trial 174 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 42, 'learning_rate': 0.02446401226725445, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8366190870268225, 'colsample_bytree': 0.6591168401256495, 'gamma': 1.8644867115567123, 'reg_alpha': 0.049536211381252485, 'reg_lambda': 1.49136627414918}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,357] Trial 175 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 57, 'learning_rate': 0.02595909951639476, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8523666940138681, 'colsample_bytree': 0.6738812226654641, 'gamma': 2.2810821434596735, 'reg_alpha': 0.012501076750241584, 'reg_lambda': 1.6349787726807283}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,459] Trial 176 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 65, 'learning_rate': 0.02851585586765961, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8250533118305741, 'colsample_bytree': 0.6583023412753771, 'gamma': 2.4067976632561177, 'reg_alpha': 0.04416942244225547, 'reg_lambda': 1.4519666706471472}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,562] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.0210238022920978, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.814292543792059, 'colsample_bytree': 0.6493056553549754, 'gamma': 2.232479433735908, 'reg_alpha': 0.08434619004849819, 'reg_lambda': 1.5916819584816129}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,645] Trial 178 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 33, 'learning_rate': 0.025521825569694644, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8336193028533379, 'colsample_bytree': 0.6662775319801327, 'gamma': 2.085566002863049, 'reg_alpha': 0.030287389321667274, 'reg_lambda': 2.1220410062440282}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,787] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 23, 'learning_rate': 0.022818164213236212, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8484332426155882, 'colsample_bytree': 0.6793356556134706, 'gamma': 2.4136525898311025, 'reg_alpha': 0.12990639816968497, 'reg_lambda': 1.9985824939776315}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,937] Trial 180 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.023060456541228996, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8479962659752194, 'colsample_bytree': 0.6811784629126736, 'gamma': 2.392120719702548, 'reg_alpha': 0.1327136486922835, 'reg_lambda': 2.0332888838883973}. Best is trial 180 with value: 0.7857142857142857.
[I 2025-11-03 19:28:36,983] Trial 181 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.02235383236574793, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8512048300509657, 'colsample_bytree': 0.6757629287326942, 'gamma': 2.3775055171913233, 'reg_alpha': 0.13277078468377213, 'reg_lambda': 2.036324455658299}. Best is trial 180 with value: 0.7857142857142857.
[I 2025-11-03 19:28:37,060] Trial 182 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 22, 'learning_rate': 0.022236858990246303, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8630749607172302, 'colsample_bytree': 0.6781066692165132, 'gamma': 2.480041310600989, 'reg_alpha': 0.12657029308713239, 'reg_lambda': 2.0530272356118}. Best is trial 180 with value: 0.7857142857142857.
[I 2025-11-03 19:28:37,154] Trial 183 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.023221125657723014, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8495785777874509, 'colsample_bytree': 0.6803804202991524, 'gamma': 2.39000782401986, 'reg_alpha': 0.10228900306295394, 'reg_lambda': 1.9801433069642151}. Best is trial 183 with value: 0.7916666666666666.
[I 2025-11-03 19:28:37,211] Trial 184 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 23, 'learning_rate': 0.023720577435598023, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8495418033358807, 'colsample_bytree': 0.6879046603928811, 'gamma': 2.3830762918007364, 'reg_alpha': 0.15929367191466617, 'reg_lambda': 1.954857954491555}. Best is trial 183 with value: 0.7916666666666666.
[I 2025-11-03 19:28:37,300] Trial 185 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 21, 'learning_rate': 0.023162151625410538, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8522273040738974, 'colsample_bytree': 0.6800334982828906, 'gamma': 2.3792692194175635, 'reg_alpha': 0.16110418656411427, 'reg_lambda': 1.9800486774012964}. Best is trial 183 with value: 0.7916666666666666.
[I 2025-11-03 19:28:37,388] Trial 186 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.023067187654676632, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8519109181527795, 'colsample_bytree': 0.684751459442688, 'gamma': 2.3893744971215765, 'reg_alpha': 0.1625076696259417, 'reg_lambda': 1.9794076018646691}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:37,447] Trial 187 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 20, 'learning_rate': 0.022994425920984957, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8553032651098669, 'colsample_bytree': 0.6809650873689291, 'gamma': 2.307816347488257, 'reg_alpha': 0.16318673163637776, 'reg_lambda': 1.9977772666199958}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:37,581] Trial 188 finished with value: 0.681547619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.023133653569697946, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8498072788346864, 'colsample_bytree': 0.6882707207948524, 'gamma': 2.2918920815135633, 'reg_alpha': 0.1594292472555602, 'reg_lambda': 1.9891855027223293}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:37,660] Trial 189 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.020772444312377538, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8607966545607643, 'colsample_bytree': 0.6993927127395616, 'gamma': 2.3414376483554995, 'reg_alpha': 0.19874932404495807, 'reg_lambda': 2.080898956293309}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:37,799] Trial 190 finished with value: 0.738095238095238 and parameters: {'n_estimators': 27, 'learning_rate': 0.023823806868830746, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8560539563938682, 'colsample_bytree': 0.681402184501339, 'gamma': 2.5266132550423976, 'reg_alpha': 0.18003435052641148, 'reg_lambda': 2.132680317380785}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:37,931] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.021974762445869923, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8482656473470291, 'colsample_bytree': 0.6915279923004439, 'gamma': 2.189077923965062, 'reg_alpha': 0.14094755512223178, 'reg_lambda': 1.9574722922009697}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,047] Trial 192 finished with value: 0.675595238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.022108332928816615, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8471681434243238, 'colsample_bytree': 0.6932005748417496, 'gamma': 2.1959134953360477, 'reg_alpha': 0.1348217877731672, 'reg_lambda': 1.964588462751483}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,195] Trial 193 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.02011377730691537, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8641932299763284, 'colsample_bytree': 0.6849064026653462, 'gamma': 2.3932455901079193, 'reg_alpha': 0.1539820390035507, 'reg_lambda': 1.9116430763083871}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,288] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 27, 'learning_rate': 0.022823242188605927, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.852734234283791, 'colsample_bytree': 0.6821379502484912, 'gamma': 2.5548016165138048, 'reg_alpha': 0.17272947261353083, 'reg_lambda': 1.973137041813387}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,361] Trial 195 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 24, 'learning_rate': 0.020040608711580813, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.843292429964628, 'colsample_bytree': 0.6731823286136152, 'gamma': 2.4356401279080764, 'reg_alpha': 0.21794446344675877, 'reg_lambda': 1.881827341639661}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,421] Trial 196 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.021531399670447454, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8220144396013057, 'colsample_bytree': 0.6964722020363011, 'gamma': 2.195712019138101, 'reg_alpha': 0.14437383431003414, 'reg_lambda': 2.0195636614124566}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,634] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 29, 'learning_rate': 0.023778993758251103, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8566374757303197, 'colsample_bytree': 0.675739293503492, 'gamma': 2.338878168648291, 'reg_alpha': 0.1291074533767779, 'reg_lambda': 2.060574078227267}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,821] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.017505443289706282, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8302115703611942, 'colsample_bytree': 0.7027735055362313, 'gamma': 2.0403750315083733, 'reg_alpha': 0.18641484625085755, 'reg_lambda': 1.940702501404623}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,919] Trial 199 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.024268612743513593, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8417846223265094, 'colsample_bytree': 0.6905312982427949, 'gamma': 2.6131940714813497, 'reg_alpha': 0.16280816002200224, 'reg_lambda': 1.820488798913672}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,922] A new study created in memory with name: no-name-6842fe61-933b-4c44-b116-47131de96fc0
[I 2025-11-03 19:28:39,062] Trial 0 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 115, 'learning_rate': 0.11221543539750499, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9419659228859585, 'colsample_bytree': 0.8698797323899723, 'gamma': 0.29206778491023044, 'reg_alpha': 0.20441436394176848, 'reg_lambda': 1.2700238341446344}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:39,204] Trial 1 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 186, 'learning_rate': 0.06135488095328403, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.721551430389596, 'colsample_bytree': 0.8477211877440554, 'gamma': 4.0307139788001916, 'reg_alpha': 0.16894992827218425, 'reg_lambda': 2.1604189441811905}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:39,259] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.033556156073085916, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.6183552593211596, 'colsample_bytree': 0.8329210998774089, 'gamma': 2.6085778419023953, 'reg_alpha': 0.37600778764736886, 'reg_lambda': 1.8478578315542211}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:39,489] Trial 3 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 202, 'learning_rate': 0.02515161969903307, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.8584337240206257, 'colsample_bytree': 0.9570650581113698, 'gamma': 2.3129584637249563, 'reg_alpha': 0.13152094044834617, 'reg_lambda': 2.375718982655598}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:39,614] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.0124183333991537, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.6294985281241287, 'colsample_bytree': 0.7499705010462593, 'gamma': 0.10465333939368326, 'reg_alpha': 0.9676800807851085, 'reg_lambda': 1.3289540976338996}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:39,788] Trial 5 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 135, 'learning_rate': 0.016588817366043056, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8845299108157537, 'colsample_bytree': 0.619701937409137, 'gamma': 2.3302428192933538, 'reg_alpha': 0.6707327843870777, 'reg_lambda': 0.5989655943374692}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:39,879] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.10078459070407318, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.6791539689819508, 'colsample_bytree': 0.6119595690795314, 'gamma': 4.83774205871958, 'reg_alpha': 0.8674445734813309, 'reg_lambda': 2.187594114104349}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:40,157] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 217, 'learning_rate': 0.010618535456250376, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6007522453004324, 'colsample_bytree': 0.7959803037958277, 'gamma': 4.0520511565980195, 'reg_alpha': 0.532219171553824, 'reg_lambda': 1.8991101857007673}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:40,212] Trial 8 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 53, 'learning_rate': 0.12637096934956255, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6975382622911375, 'colsample_bytree': 0.8586491727440203, 'gamma': 0.2143194350740607, 'reg_alpha': 0.5747933802186114, 'reg_lambda': 2.5230560461903653}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:40,365] Trial 9 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.2855463778639675, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7781326423593894, 'colsample_bytree': 0.8447504207923142, 'gamma': 4.342517262544548, 'reg_alpha': 0.04539905378118658, 'reg_lambda': 1.6175607936175866}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:40,446] Trial 10 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 22, 'learning_rate': 0.2604377143281301, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9841287549320692, 'colsample_bytree': 0.9810954548172633, 'gamma': 1.3102815145465063, 'reg_alpha': 0.31498968159234897, 'reg_lambda': 0.9494608107232403}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:40,710] Trial 11 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 172, 'learning_rate': 0.07164726725451714, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9811545469276262, 'colsample_bytree': 0.911151659177812, 'gamma': 3.509249309045497, 'reg_alpha': 0.24955443515363718, 'reg_lambda': 2.957131689422355}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:40,943] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 242, 'learning_rate': 0.04556674432905801, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7718895407712155, 'colsample_bytree': 0.7571741115872745, 'gamma': 1.223896928450232, 'reg_alpha': 0.1724777316500297, 'reg_lambda': 1.2312962132590664}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:41,077] Trial 13 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 107, 'learning_rate': 0.14613873769314153, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.908267579314886, 'colsample_bytree': 0.8941711720193974, 'gamma': 3.372786004538974, 'reg_alpha': 0.03858303715103989, 'reg_lambda': 1.5247430223855516}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:41,217] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 166, 'learning_rate': 0.06879335826590212, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.7355775470536632, 'colsample_bytree': 0.7353968454217927, 'gamma': 1.3901621088368428, 'reg_alpha': 0.4062275381556103, 'reg_lambda': 0.9568194271424837}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:41,618] Trial 15 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 104, 'learning_rate': 0.16026413984045088, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8256300177225947, 'colsample_bytree': 0.698801458757876, 'gamma': 2.9769930927499266, 'reg_alpha': 0.19482420448934826, 'reg_lambda': 2.8417725804181906}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:41,846] Trial 16 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 158, 'learning_rate': 0.04639412263255376, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9179027822117669, 'colsample_bytree': 0.9223854627842696, 'gamma': 0.6173927078413182, 'reg_alpha': 0.01092316075723615, 'reg_lambda': 0.5367668362486692}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:42,025] Trial 17 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.03840367802923468, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9314874437787737, 'colsample_bytree': 0.9311576170452831, 'gamma': 0.7362166207536769, 'reg_alpha': 0.023997027574757152, 'reg_lambda': 0.6270872328485144}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:42,146] Trial 18 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 82, 'learning_rate': 0.023881524830436318, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.951568233449225, 'colsample_bytree': 0.988540564530864, 'gamma': 0.8291582860151234, 'reg_alpha': 0.7037714225013496, 'reg_lambda': 0.8836580176302946}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:42,302] Trial 19 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 132, 'learning_rate': 0.09491343585015483, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8453496404087233, 'colsample_bytree': 0.9473938791972408, 'gamma': 1.8726344793453178, 'reg_alpha': 0.4499782466296843, 'reg_lambda': 1.2227709234739632}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:42,447] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.03374469499632531, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9444497538188271, 'colsample_bytree': 0.8818381194805982, 'gamma': 0.5839412884994388, 'reg_alpha': 0.30045244189553866, 'reg_lambda': 0.7359421481518043}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:42,614] Trial 21 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 110, 'learning_rate': 0.044845318088600664, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9156099648675147, 'colsample_bytree': 0.9270615792715806, 'gamma': 0.6899355142883283, 'reg_alpha': 0.002308414923935964, 'reg_lambda': 0.5488604444677446}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:42,882] Trial 22 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 152, 'learning_rate': 0.04510454343864191, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9394006339938732, 'colsample_bytree': 0.8065523890983932, 'gamma': 0.0014614394390843888, 'reg_alpha': 0.08757025935348145, 'reg_lambda': 0.5131278509370346}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,127] Trial 23 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 152, 'learning_rate': 0.09310508922150819, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8796880855690917, 'colsample_bytree': 0.9358372607391937, 'gamma': 1.712598701004907, 'reg_alpha': 0.005903700451287186, 'reg_lambda': 1.1030573834223485}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,269] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 89, 'learning_rate': 0.03322532458436311, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9897835946115975, 'colsample_bytree': 0.8762528892075425, 'gamma': 0.8302394674820842, 'reg_alpha': 0.12229149195083228, 'reg_lambda': 0.733414203304093}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,391] Trial 25 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 90, 'learning_rate': 0.020472586037284565, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9991948439465872, 'colsample_bytree': 0.8747546260117944, 'gamma': 0.8813951024186559, 'reg_alpha': 0.2517528096321517, 'reg_lambda': 0.8438311948595076}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,575] Trial 26 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 54, 'learning_rate': 0.017287770275982297, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9678113327854037, 'colsample_bytree': 0.8085272765982346, 'gamma': 1.827778260684681, 'reg_alpha': 0.25716826023899025, 'reg_lambda': 1.4050600699875297}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,705] Trial 27 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 122, 'learning_rate': 0.20218192502864918, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9920498204836173, 'colsample_bytree': 0.8952723017576074, 'gamma': 0.3771471799246042, 'reg_alpha': 0.3382175762997721, 'reg_lambda': 1.023566978462066}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,834] Trial 28 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 98, 'learning_rate': 0.02040642262951895, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8980069894180109, 'colsample_bytree': 0.96434530065003, 'gamma': 1.152927110876378, 'reg_alpha': 0.22756241153516749, 'reg_lambda': 0.8290489417209473}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,961] Trial 29 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 71, 'learning_rate': 0.028432049285061777, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9359931252103896, 'colsample_bytree': 0.9999309491460813, 'gamma': 1.0194980533920148, 'reg_alpha': 0.13074840694854545, 'reg_lambda': 1.1439299226766733}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:44,066] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.05803786706778375, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8084085954009066, 'colsample_bytree': 0.8623770312625143, 'gamma': 0.45037335594686567, 'reg_alpha': 0.4532956536465029, 'reg_lambda': 1.6232766152550737}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:44,190] Trial 31 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 88, 'learning_rate': 0.03616204125676946, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9955791179119531, 'colsample_bytree': 0.8783157844153554, 'gamma': 0.9421912691654919, 'reg_alpha': 0.10640479550091496, 'reg_lambda': 0.7189113242976183}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:44,416] Trial 32 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 116, 'learning_rate': 0.017252945942316703, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9601896686561969, 'colsample_bytree': 0.8234436625178146, 'gamma': 1.6327193714526518, 'reg_alpha': 0.15782567768983488, 'reg_lambda': 0.7321513046814508}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:44,707] Trial 33 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 63, 'learning_rate': 0.029651111170715946, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9618608588458478, 'colsample_bytree': 0.9058697330484292, 'gamma': 2.10940697682778, 'reg_alpha': 0.2058041062322133, 'reg_lambda': 0.7824749069116907}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:44,829] Trial 34 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 93, 'learning_rate': 0.022591927478329, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.998714235703438, 'colsample_bytree': 0.8681453127500961, 'gamma': 0.2933070002232176, 'reg_alpha': 0.08287576473239769, 'reg_lambda': 1.3670369677531833}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:44,977] Trial 35 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 191, 'learning_rate': 0.013737357782778266, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.853504727731935, 'colsample_bytree': 0.7838554335808587, 'gamma': 0.29073817049990724, 'reg_alpha': 0.08128632300908625, 'reg_lambda': 1.8514212082227575}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:45,270] Trial 36 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 138, 'learning_rate': 0.022014162794302062, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8823424783873087, 'colsample_bytree': 0.8433098596983293, 'gamma': 0.02256866885250819, 'reg_alpha': 0.28209102976231615, 'reg_lambda': 1.4392864327204453}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:45,439] Trial 37 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 93, 'learning_rate': 0.013929213380560449, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9720771440210024, 'colsample_bytree': 0.8266835107781171, 'gamma': 2.632857042074646, 'reg_alpha': 0.07531709644319798, 'reg_lambda': 1.3029221193624896}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:45,576] Trial 38 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 123, 'learning_rate': 0.027710832827219874, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9350221794035606, 'colsample_bytree': 0.8621463283647711, 'gamma': 0.3511674606816244, 'reg_alpha': 0.36992902539200356, 'reg_lambda': 1.07558251458168}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:45,775] Trial 39 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 74, 'learning_rate': 0.010026489569610974, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.928923686278941, 'colsample_bytree': 0.6551069197714452, 'gamma': 1.4960955012290582, 'reg_alpha': 0.16117197398656496, 'reg_lambda': 1.7696344908177892}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:45,910] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.018802470666323998, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.9996415804620846, 'colsample_bytree': 0.9528169912493611, 'gamma': 0.6429101929559075, 'reg_alpha': 0.7953030950785676, 'reg_lambda': 2.184299494398254}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,138] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 90, 'learning_rate': 0.03781670315584574, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9717653601056926, 'colsample_bytree': 0.8723043403392573, 'gamma': 1.0197744073773538, 'reg_alpha': 0.12234118058748467, 'reg_lambda': 0.6204098455844619}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,246] Trial 42 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 44, 'learning_rate': 0.02333511012483101, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9795732360338569, 'colsample_bytree': 0.8917950567558899, 'gamma': 0.8236887147544316, 'reg_alpha': 0.051194393400228355, 'reg_lambda': 0.9074846131455514}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,357] Trial 43 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 68, 'learning_rate': 0.03120960784613358, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9995048068704783, 'colsample_bytree': 0.9139118450601336, 'gamma': 0.18273499819683925, 'reg_alpha': 0.21641394631109578, 'reg_lambda': 1.9653790077540938}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,478] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.03895040032528851, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9492874411240099, 'colsample_bytree': 0.8426197425336601, 'gamma': 0.4896682543653689, 'reg_alpha': 0.14792425271676368, 'reg_lambda': 0.670064805298574}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,695] Trial 45 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 114, 'learning_rate': 0.07037242620814901, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6479037417409703, 'colsample_bytree': 0.966175495035399, 'gamma': 1.2277142902439266, 'reg_alpha': 0.5719018170847793, 'reg_lambda': 1.2168082010604686}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,816] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.11200351782599727, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9772630317497248, 'colsample_bytree': 0.781153018191071, 'gamma': 0.796988050690381, 'reg_alpha': 0.05674642438276105, 'reg_lambda': 0.9953504757159817}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,983] Trial 47 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 127, 'learning_rate': 0.05220252135022988, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8962847622813117, 'colsample_bytree': 0.9378763905654035, 'gamma': 0.14269833222590833, 'reg_alpha': 0.9705765542786666, 'reg_lambda': 1.558595015741573}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:47,148] Trial 48 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 102, 'learning_rate': 0.02609085805258847, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9565827603341599, 'colsample_bytree': 0.8569159302459878, 'gamma': 4.793579201421654, 'reg_alpha': 0.2644922389188249, 'reg_lambda': 0.8455126142191726}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:47,433] Trial 49 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 45, 'learning_rate': 0.014778975258734606, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.741297579102011, 'colsample_bytree': 0.8990900363271543, 'gamma': 1.4042804845026469, 'reg_alpha': 0.1817753087251741, 'reg_lambda': 1.376244177468745}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:47,556] Trial 50 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 86, 'learning_rate': 0.08295837604657626, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8731534331837576, 'colsample_bytree': 0.880747451380889, 'gamma': 1.0741150632131078, 'reg_alpha': 0.1187498647964298, 'reg_lambda': 1.154124542455464}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:47,705] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 89, 'learning_rate': 0.034588858533243526, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9876662748034772, 'colsample_bytree': 0.8283523883314775, 'gamma': 0.9300032051993976, 'reg_alpha': 0.09145318533167723, 'reg_lambda': 0.7516032604425429}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:47,845] Trial 52 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 117, 'learning_rate': 0.04049306844485529, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9857077047852298, 'colsample_bytree': 0.8793436539248838, 'gamma': 0.5417267345565726, 'reg_alpha': 0.03668380522798491, 'reg_lambda': 0.6342491851350816}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:47,989] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.020495513504320398, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9990571322771167, 'colsample_bytree': 0.9135960093288715, 'gamma': 0.7700318597876242, 'reg_alpha': 0.11170819919874186, 'reg_lambda': 0.6871373382671968}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:48,105] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 80, 'learning_rate': 0.051264554434159865, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9224663549729559, 'colsample_bytree': 0.865853533995897, 'gamma': 0.25495170220223773, 'reg_alpha': 0.19231020263148701, 'reg_lambda': 2.0466750074030973}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:48,225] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 93, 'learning_rate': 0.03427797888254495, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.952460684970634, 'colsample_bytree': 0.849693324789301, 'gamma': 0.92320431638571, 'reg_alpha': 0.3426724975307524, 'reg_lambda': 0.930000052185232}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:48,348] Trial 56 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 64, 'learning_rate': 0.06451890806612859, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9078281616543348, 'colsample_bytree': 0.9265296910060704, 'gamma': 0.5184617709495175, 'reg_alpha': 0.23236951061309152, 'reg_lambda': 0.5088629752166073}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:48,665] Trial 57 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 233, 'learning_rate': 0.011818213965309023, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9684335106992152, 'colsample_bytree': 0.8852883149271871, 'gamma': 2.073233670824778, 'reg_alpha': 0.04356020519953746, 'reg_lambda': 1.708665730035435}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:48,896] Trial 58 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 141, 'learning_rate': 0.22708885845451482, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.982928208931703, 'colsample_bytree': 0.9417939798743704, 'gamma': 1.3421997900700093, 'reg_alpha': 0.14493074708992085, 'reg_lambda': 1.0708038469321988}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,010] Trial 59 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 103, 'learning_rate': 0.08146064471905837, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9440459156499793, 'colsample_bytree': 0.836139945445224, 'gamma': 3.6181567860696027, 'reg_alpha': 0.6503746694225854, 'reg_lambda': 2.4534268798673966}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,158] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 127, 'learning_rate': 0.025091907657188252, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8315551876876703, 'colsample_bytree': 0.8113963803839871, 'gamma': 0.6848597726887165, 'reg_alpha': 0.10308557805310331, 'reg_lambda': 1.2879964098390861}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,391] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.03516183615551487, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9889463005995929, 'colsample_bytree': 0.827942457631616, 'gamma': 0.9795408098815135, 'reg_alpha': 0.08839222992323963, 'reg_lambda': 0.7796744672612397}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,486] Trial 62 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 86, 'learning_rate': 0.029288306395326973, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9863588845503416, 'colsample_bytree': 0.8724947605248976, 'gamma': 0.8825652167614145, 'reg_alpha': 0.014999447032648966, 'reg_lambda': 0.8672058268724004}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,608] Trial 63 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.041640355173509884, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9630917703469246, 'colsample_bytree': 0.7939963266200185, 'gamma': 1.1926387438531214, 'reg_alpha': 0.07410452728355858, 'reg_lambda': 0.5723571139657733}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,745] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 73, 'learning_rate': 0.041447327559459526, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9663050734501211, 'colsample_bytree': 0.7518590801180658, 'gamma': 1.5794985246328417, 'reg_alpha': 0.055933437446667386, 'reg_lambda': 0.5911518565558669}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,971] Trial 65 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 60, 'learning_rate': 0.05005951431571722, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9274441539991657, 'colsample_bytree': 0.7923875100610251, 'gamma': 1.2134975744475405, 'reg_alpha': 0.17060066305245955, 'reg_lambda': 0.6581049091925992}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:50,079] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 51, 'learning_rate': 0.14354491924781668, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9595825836656101, 'colsample_bytree': 0.7654342769398818, 'gamma': 0.37825824924422174, 'reg_alpha': 0.2979205936735412, 'reg_lambda': 0.8177656121798018}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:50,257] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.06032668761894573, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9445773124716532, 'colsample_bytree': 0.8146754086967105, 'gamma': 0.6540621731172914, 'reg_alpha': 0.0007411823701217873, 'reg_lambda': 0.9705453372871431}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:50,401] Trial 68 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 99, 'learning_rate': 0.031791849604516614, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9139002491499902, 'colsample_bytree': 0.7252755346929031, 'gamma': 2.640018974087416, 'reg_alpha': 0.12812180210519622, 'reg_lambda': 1.4857313640434604}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:50,598] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 110, 'learning_rate': 0.0446729615736108, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7847486565037073, 'colsample_bytree': 0.8941668350528814, 'gamma': 0.21755170583119365, 'reg_alpha': 0.25016002933446446, 'reg_lambda': 2.704112205599282}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:50,747] Trial 70 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 145, 'learning_rate': 0.02141543592460878, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9737643486842184, 'colsample_bytree': 0.8565371059416026, 'gamma': 1.1059389691218267, 'reg_alpha': 0.19771381489625098, 'reg_lambda': 0.7135093960807182}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:50,886] Trial 71 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 83, 'learning_rate': 0.034485261643501186, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9992766410906926, 'colsample_bytree': 0.8502569372533841, 'gamma': 0.7650898354778677, 'reg_alpha': 0.08486218507951297, 'reg_lambda': 0.5835069494223635}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,004] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 97, 'learning_rate': 0.026954148291532688, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9869100855861682, 'colsample_bytree': 0.8341023161231306, 'gamma': 0.031449423895629935, 'reg_alpha': 0.07720538643582386, 'reg_lambda': 0.7590934548082081}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,123] Trial 73 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 75, 'learning_rate': 0.037152311880734264, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9588629954494862, 'colsample_bytree': 0.9041316233415218, 'gamma': 0.43005825269685505, 'reg_alpha': 0.024021722787647123, 'reg_lambda': 0.513698241563735}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,231] Trial 74 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 67, 'learning_rate': 0.019294877384517115, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.979997624756568, 'colsample_bytree': 0.8185997396983593, 'gamma': 1.4707351666207413, 'reg_alpha': 0.14387148410974174, 'reg_lambda': 0.7308272633933978}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,482] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 131, 'learning_rate': 0.02363146631184438, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9323094519723847, 'colsample_bytree': 0.7694487707784732, 'gamma': 0.9274981588298205, 'reg_alpha': 0.1006925493420263, 'reg_lambda': 0.5931235254213874}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,632] Trial 76 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 115, 'learning_rate': 0.04148756017767581, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9924836760812853, 'colsample_bytree': 0.7970242628140662, 'gamma': 1.2345904093144078, 'reg_alpha': 0.060388140888426055, 'reg_lambda': 0.8849189932646214}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,766] Trial 77 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 94, 'learning_rate': 0.030448755633366093, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9701244906260321, 'colsample_bytree': 0.9159860519770285, 'gamma': 0.5984636680041098, 'reg_alpha': 0.43368088025893237, 'reg_lambda': 1.039672301719902}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,878] Trial 78 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 56, 'learning_rate': 0.04962500199461909, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9508476816926122, 'colsample_bytree': 0.8747927461739298, 'gamma': 1.835412269824174, 'reg_alpha': 0.17212107780847372, 'reg_lambda': 0.8092806700366999}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,007] Trial 79 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 121, 'learning_rate': 0.055040868209663196, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6927625126243557, 'colsample_bytree': 0.9725205824434765, 'gamma': 0.32896134872406274, 'reg_alpha': 0.22777578430836495, 'reg_lambda': 0.6952947100136608}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,188] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 106, 'learning_rate': 0.03238766629874817, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.9763251796688909, 'colsample_bytree': 0.843283602887108, 'gamma': 1.0982798641892653, 'reg_alpha': 0.11112304526484541, 'reg_lambda': 1.1861500797084654}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,334] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.03592986132179145, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9902884806764708, 'colsample_bytree': 0.824799629146083, 'gamma': 0.96788633796894, 'reg_alpha': 0.08504520010456948, 'reg_lambda': 0.7745070710415711}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,455] Trial 82 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.04258742610247499, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9905672477041996, 'colsample_bytree': 0.8311781062830883, 'gamma': 0.7624551584894065, 'reg_alpha': 0.06317675784324092, 'reg_lambda': 0.9392327870236085}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,594] Trial 83 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 90, 'learning_rate': 0.037756033248752645, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9639622255643017, 'colsample_bytree': 0.8888538937444224, 'gamma': 0.9697268841636915, 'reg_alpha': 0.025637940412369907, 'reg_lambda': 0.6599819439233494}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,873] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 70, 'learning_rate': 0.046076767254541164, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9367966404603103, 'colsample_bytree': 0.8067047053666685, 'gamma': 0.5333065320009492, 'reg_alpha': 0.4918391929399313, 'reg_lambda': 0.785572141610888}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,988] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 70, 'learning_rate': 0.04741705687677388, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9400048807682841, 'colsample_bytree': 0.7847309079508392, 'gamma': 0.12665694345306025, 'reg_alpha': 0.4868468985289035, 'reg_lambda': 1.1138664655187758}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,062] Trial 86 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 48, 'learning_rate': 0.04690231968295184, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8976050361891927, 'colsample_bytree': 0.7810806903250963, 'gamma': 0.15456188962446546, 'reg_alpha': 0.37137563919909566, 'reg_lambda': 1.2408539612061487}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,206] Trial 87 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 67, 'learning_rate': 0.016237527322184087, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9403874718104073, 'colsample_bytree': 0.800709902369754, 'gamma': 0.39204163174188583, 'reg_alpha': 0.4942025100538212, 'reg_lambda': 1.3638732134747202}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,320] Trial 88 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 60, 'learning_rate': 0.056063353277109325, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9062383370304017, 'colsample_bytree': 0.7351386626648532, 'gamma': 0.5073147695539074, 'reg_alpha': 0.6155816758321695, 'reg_lambda': 1.0002677203858175}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,407] Trial 89 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 29, 'learning_rate': 0.06367559348997297, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9227750905978085, 'colsample_bytree': 0.7645394404167127, 'gamma': 0.0666670867554799, 'reg_alpha': 0.5423370761037001, 'reg_lambda': 1.1127865482850514}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,533] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 78, 'learning_rate': 0.18038579478177416, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.871333782616448, 'colsample_bytree': 0.8693430489356822, 'gamma': 0.2741313573480184, 'reg_alpha': 0.5006221567961795, 'reg_lambda': 0.8432655147630833}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,647] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.17517938190480772, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9352178707611853, 'colsample_bytree': 0.8654794688599857, 'gamma': 0.2677185035931118, 'reg_alpha': 0.5061397826903643, 'reg_lambda': 0.8502204012249152}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,754] Trial 92 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 71, 'learning_rate': 0.18702194686502469, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8646452759539256, 'colsample_bytree': 0.8663115065292785, 'gamma': 0.3011107866238828, 'reg_alpha': 0.4791237815486359, 'reg_lambda': 0.8668542088401018}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,881] Trial 93 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 77, 'learning_rate': 0.2957634702432025, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9390015264528841, 'colsample_bytree': 0.8512552511777187, 'gamma': 0.13528591582837046, 'reg_alpha': 0.4171368347403337, 'reg_lambda': 1.0370878993840635}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:54,178] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 80, 'learning_rate': 0.17541800023753154, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9179261644696015, 'colsample_bytree': 0.7039306716287329, 'gamma': 0.2405252627912999, 'reg_alpha': 0.5134208378592877, 'reg_lambda': 0.5550635634856373}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:54,291] Trial 95 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 82, 'learning_rate': 0.1752309851032362, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9138150935618103, 'colsample_bytree': 0.6810966287409594, 'gamma': 0.25884142881992567, 'reg_alpha': 0.5271873477757915, 'reg_lambda': 0.539134176056563}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:54,407] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.13131523679585003, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8907718909217174, 'colsample_bytree': 0.7412509794606903, 'gamma': 0.47478460196978745, 'reg_alpha': 0.5888159076401491, 'reg_lambda': 0.626803231067725}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:54,502] Trial 97 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 41, 'learning_rate': 0.21719052859161203, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9050222683727568, 'colsample_bytree': 0.7106457519211018, 'gamma': 0.03732530540987944, 'reg_alpha': 0.535632408142642, 'reg_lambda': 1.4402433389539224}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:54,668] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 70, 'learning_rate': 0.16497562649751893, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9285393550100854, 'colsample_bytree': 0.6737598340990105, 'gamma': 0.5762847949718228, 'reg_alpha': 0.7329167182137639, 'reg_lambda': 0.9219407149904518}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:54,785] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 65, 'learning_rate': 0.14791725055448168, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8854744701630173, 'colsample_bytree': 0.6501586544922102, 'gamma': 0.18636475878672143, 'reg_alpha': 0.4637274034538298, 'reg_lambda': 1.2904546045198384}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:54,906] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.10625606690749234, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9188720447846023, 'colsample_bytree': 0.7903884314218632, 'gamma': 0.6735875218183935, 'reg_alpha': 0.3982802676091617, 'reg_lambda': 0.5660816624089938}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,031] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 78, 'learning_rate': 0.1983872386096992, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9514535961061288, 'colsample_bytree': 0.9033707350269132, 'gamma': 0.3983964688004291, 'reg_alpha': 0.5050634934235856, 'reg_lambda': 0.8431543752088889}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,186] Trial 102 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 74, 'learning_rate': 0.21216674788695408, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9443951581136322, 'colsample_bytree': 0.8609646147252801, 'gamma': 0.25904555047698746, 'reg_alpha': 0.5055363396282699, 'reg_lambda': 0.6865908681230973}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,305] Trial 103 finished with value: 0.726190476190476 and parameters: {'n_estimators': 84, 'learning_rate': 0.25113341996784994, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9608420775490223, 'colsample_bytree': 0.6291430289806034, 'gamma': 0.5366769179130026, 'reg_alpha': 0.5748380567944225, 'reg_lambda': 0.8068902739533597}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,422] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 101, 'learning_rate': 0.176523273619731, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9326212133202443, 'colsample_bytree': 0.8694024081525199, 'gamma': 0.7555897847544809, 'reg_alpha': 0.440514797613179, 'reg_lambda': 0.9685609129175041}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,541] Trial 105 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 81, 'learning_rate': 0.24452106805905247, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8166843987821203, 'colsample_bytree': 0.7742415720327178, 'gamma': 0.3406578027868973, 'reg_alpha': 0.556018069427265, 'reg_lambda': 1.1298842590952127}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,656] Trial 106 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.2716602864736838, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9762393309366648, 'colsample_bytree': 0.8849966744362169, 'gamma': 0.12285405184811063, 'reg_alpha': 0.8822039793411195, 'reg_lambda': 2.295913275949875}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,773] Trial 107 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 61, 'learning_rate': 0.1224503666962915, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9487343086365579, 'colsample_bytree': 0.8824081440912419, 'gamma': 0.14411717628254922, 'reg_alpha': 0.9029574427233349, 'reg_lambda': 2.3117277250754165}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,054] Trial 108 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 69, 'learning_rate': 0.08011694244957726, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9552373513646396, 'colsample_bytree': 0.9257791017949081, 'gamma': 0.024066324907884157, 'reg_alpha': 0.8511089183214271, 'reg_lambda': 2.9868287570203185}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,162] Trial 109 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 64, 'learning_rate': 0.15197703940704882, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8441952781825337, 'colsample_bytree': 0.8073862217661469, 'gamma': 3.087583111813111, 'reg_alpha': 0.7088881057218519, 'reg_lambda': 1.5950941498561655}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,313] Trial 110 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 52, 'learning_rate': 0.234298091699558, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9210994144488855, 'colsample_bytree': 0.8984105110641921, 'gamma': 0.25090071377900347, 'reg_alpha': 0.4726920152084301, 'reg_lambda': 2.714577577958816}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,446] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.28220117582532683, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9745671655591539, 'colsample_bytree': 0.890762721046538, 'gamma': 0.4386668683244451, 'reg_alpha': 0.3332288248668575, 'reg_lambda': 2.0844821375849554}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,562] Trial 112 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 74, 'learning_rate': 0.27823361352066156, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9366967565255407, 'colsample_bytree': 0.8853061754499095, 'gamma': 0.4397246013098748, 'reg_alpha': 0.3382756041627653, 'reg_lambda': 2.2262958502506813}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,751] Trial 113 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 85, 'learning_rate': 0.27811341444870025, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9734977404441181, 'colsample_bytree': 0.856114102104498, 'gamma': 0.12099789254027776, 'reg_alpha': 0.3147418362865145, 'reg_lambda': 2.0812444944357096}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,926] Trial 114 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 209, 'learning_rate': 0.13700756804564393, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8727940565779796, 'colsample_bytree': 0.9347049326584665, 'gamma': 0.6387491400566929, 'reg_alpha': 0.9931370248442487, 'reg_lambda': 2.3079091607848703}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,062] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.19328607254899388, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9647706983006386, 'colsample_bytree': 0.8396640190791654, 'gamma': 0.33896543676007346, 'reg_alpha': 0.2844724866394887, 'reg_lambda': 2.560873527709621}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,187] Trial 116 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 96, 'learning_rate': 0.18730469169729844, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9651327964386291, 'colsample_bytree': 0.9083723158313965, 'gamma': 0.4563323278221304, 'reg_alpha': 0.632845980533657, 'reg_lambda': 2.5439244114686184}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,296] Trial 117 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.2687766650960045, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.9804924360587942, 'colsample_bytree': 0.8727669616195296, 'gamma': 0.33251520085699754, 'reg_alpha': 0.2759649978287042, 'reg_lambda': 1.9559937105242078}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,519] Trial 118 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 91, 'learning_rate': 0.20006447332663918, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7488900124942992, 'colsample_bytree': 0.8410130001004649, 'gamma': 0.5884674505632236, 'reg_alpha': 0.3508804147945892, 'reg_lambda': 2.568833038890597}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,638] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 83, 'learning_rate': 0.16334133633347003, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9562584988593154, 'colsample_bytree': 0.8181143605656115, 'gamma': 0.23796988159481097, 'reg_alpha': 0.39357775377330323, 'reg_lambda': 2.601519936510027}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,751] Trial 120 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 72, 'learning_rate': 0.22433024260355236, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9729547534082358, 'colsample_bytree': 0.6002778959353378, 'gamma': 2.4355840877421726, 'reg_alpha': 0.2958740564787139, 'reg_lambda': 2.4378251426442357}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,895] Trial 121 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 99, 'learning_rate': 0.18169470138991772, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9652652654061117, 'colsample_bytree': 0.9093806134835433, 'gamma': 0.4626163201048488, 'reg_alpha': 0.6571032103858548, 'reg_lambda': 2.816537522396693}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,019] Trial 122 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 94, 'learning_rate': 0.19509016958524636, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.964361070471805, 'colsample_bytree': 0.8899459228199554, 'gamma': 0.4146100016843838, 'reg_alpha': 0.5962563356874656, 'reg_lambda': 2.5173851382260524}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,238] Trial 123 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.25316151393203945, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9790292716974075, 'colsample_bytree': 0.9188443683014063, 'gamma': 0.004161559484891275, 'reg_alpha': 0.7611148394566616, 'reg_lambda': 2.455844053124599}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,374] Trial 124 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 134, 'learning_rate': 0.21040253346134996, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9451958740463936, 'colsample_bytree': 0.9478691254391272, 'gamma': 0.6849105654583671, 'reg_alpha': 0.5156051860776162, 'reg_lambda': 2.694104179866737}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,523] Trial 125 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 110, 'learning_rate': 0.04793596570222075, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9994786500300648, 'colsample_bytree': 0.8978755670014469, 'gamma': 0.8269684287591863, 'reg_alpha': 0.6217405141746504, 'reg_lambda': 2.3900773692148194}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,655] Trial 126 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 88, 'learning_rate': 0.1599638339698072, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9299928290436072, 'colsample_bytree': 0.8774695158300402, 'gamma': 0.5203437788425732, 'reg_alpha': 0.4906955851497559, 'reg_lambda': 1.7245402907567184}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,770] Trial 127 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 79, 'learning_rate': 0.2981178342652762, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9684618953175224, 'colsample_bytree': 0.9328806101237834, 'gamma': 0.14241062405724517, 'reg_alpha': 0.45393257371847984, 'reg_lambda': 2.6435378058170036}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,900] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.05236565764683423, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9831916298423574, 'colsample_bytree': 0.8674441753506018, 'gamma': 0.31973614075508894, 'reg_alpha': 0.42987949504819306, 'reg_lambda': 1.8066801500194223}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:59,079] Trial 129 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 153, 'learning_rate': 0.23667310571005448, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9544547477162509, 'colsample_bytree': 0.8014453471802653, 'gamma': 0.20951266655467143, 'reg_alpha': 0.8999677368722706, 'reg_lambda': 2.0872085694537343}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:59,186] Trial 130 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 67, 'learning_rate': 0.018318072050717844, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.940433378944322, 'colsample_bytree': 0.9086360576429343, 'gamma': 4.131483446534, 'reg_alpha': 0.8156404159156436, 'reg_lambda': 2.2408498600139284}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:59,324] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.12432335927848528, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.911838878933664, 'colsample_bytree': 0.8901234619653712, 'gamma': 0.3802330485148002, 'reg_alpha': 0.2494775935923373, 'reg_lambda': 0.617957205592806}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:59,469] Trial 132 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 122, 'learning_rate': 0.18913055854631683, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9278628203641857, 'colsample_bytree': 0.8537861364756612, 'gamma': 0.11433893149986007, 'reg_alpha': 0.5504293097061121, 'reg_lambda': 1.2534270373226635}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:59,606] Trial 133 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 86, 'learning_rate': 0.04474764264606636, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9606240602049045, 'colsample_bytree': 0.8815515612889657, 'gamma': 0.5554002475776668, 'reg_alpha': 0.3223371615083874, 'reg_lambda': 2.8221267803769705}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:59,800] Trial 134 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 77, 'learning_rate': 0.26195113904694495, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9489578696784076, 'colsample_bytree': 0.8613421911673448, 'gamma': 0.44696651369285734, 'reg_alpha': 0.2793819373832383, 'reg_lambda': 1.3345193202267671}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,002] Trial 135 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 105, 'learning_rate': 0.17410523231810382, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9933748034550954, 'colsample_bytree': 0.8727424552733245, 'gamma': 0.7086624087162958, 'reg_alpha': 0.48505767307932496, 'reg_lambda': 1.189771190417878}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,144] Trial 136 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 83, 'learning_rate': 0.016036546530621323, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.976239984017665, 'colsample_bytree': 0.8505187526075536, 'gamma': 0.2833740436468558, 'reg_alpha': 0.2120552241589838, 'reg_lambda': 2.540657198315151}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,262] Trial 137 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 71, 'learning_rate': 0.09267679841441408, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9384467223723221, 'colsample_bytree': 0.8631443286870383, 'gamma': 0.21575719002881238, 'reg_alpha': 0.3617100486032175, 'reg_lambda': 0.7162117543622182}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,389] Trial 138 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 115, 'learning_rate': 0.1554556158837029, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9551272528219575, 'colsample_bytree': 0.8945984492439122, 'gamma': 0.8533038404584901, 'reg_alpha': 0.5236713521040163, 'reg_lambda': 0.5654531924555783}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,589] Trial 139 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 90, 'learning_rate': 0.1374362274305674, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9030278377611575, 'colsample_bytree': 0.8461723160635679, 'gamma': 0.5753476718594437, 'reg_alpha': 0.24502915667330963, 'reg_lambda': 0.7678343000180277}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,726] Trial 140 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 145, 'learning_rate': 0.11498703720786733, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6041568540906159, 'colsample_bytree': 0.83671411815379, 'gamma': 0.3593197424370934, 'reg_alpha': 0.3818779671580533, 'reg_lambda': 0.6580679124783618}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,848] Trial 141 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 81, 'learning_rate': 0.043553496142012135, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9838671922023106, 'colsample_bytree': 0.8769013385496186, 'gamma': 0.48859242442135925, 'reg_alpha': 0.14461338123381753, 'reg_lambda': 0.5001415926562798}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,969] Trial 142 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 75, 'learning_rate': 0.043085739428145205, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9851414148847846, 'colsample_bytree': 0.9032298522589791, 'gamma': 0.46699433226651293, 'reg_alpha': 0.13809686444224778, 'reg_lambda': 0.538461363738159}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:01,080] Trial 143 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 62, 'learning_rate': 0.208235565502873, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9725246870798837, 'colsample_bytree': 0.8808679248776419, 'gamma': 0.12496259988355635, 'reg_alpha': 0.1930924477170063, 'reg_lambda': 0.9036970788352752}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:01,309] Trial 144 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.040278120410295354, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9664905747420562, 'colsample_bytree': 0.920060474123022, 'gamma': 0.3139597239512558, 'reg_alpha': 0.15936663584153116, 'reg_lambda': 0.5077986129523078}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:01,429] Trial 145 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 98, 'learning_rate': 0.17352869509720661, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9925014364908521, 'colsample_bytree': 0.7582822127808846, 'gamma': 0.6139926742095921, 'reg_alpha': 0.6896896717260734, 'reg_lambda': 0.5929353441980754}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:01,577] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.05922340318298497, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9235294275457961, 'colsample_bytree': 0.887531980276353, 'gamma': 0.07900764862709952, 'reg_alpha': 0.23326163391020516, 'reg_lambda': 0.6298755688631219}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:01,768] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 182, 'learning_rate': 0.06709546167284929, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9189208093305223, 'colsample_bytree': 0.8861102551969965, 'gamma': 0.003666038286596285, 'reg_alpha': 0.025984212869877996, 'reg_lambda': 0.6258808449422971}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:01,930] Trial 148 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 87, 'learning_rate': 0.03938179117238731, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9240150615410111, 'colsample_bytree': 0.8706992990131416, 'gamma': 0.19672491606925072, 'reg_alpha': 0.411525309251387, 'reg_lambda': 0.6818168229201281}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:02,148] Trial 149 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 57, 'learning_rate': 0.022528973374302347, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9346083564878339, 'colsample_bytree': 0.7891420507670438, 'gamma': 0.11222922994186907, 'reg_alpha': 0.3189174046936409, 'reg_lambda': 0.8321810848638124}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:02,332] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.04541073905769284, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9819068646310234, 'colsample_bytree': 0.7012992651310208, 'gamma': 0.7246672287433182, 'reg_alpha': 0.2279540838012714, 'reg_lambda': 0.5018505157199313}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:02,428] Trial 151 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 69, 'learning_rate': 0.0473957153426746, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.982334048126028, 'colsample_bytree': 0.718312616292198, 'gamma': 0.7646416448351574, 'reg_alpha': 0.22951031954603465, 'reg_lambda': 0.5611890334161713}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:02,553] Trial 152 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 74, 'learning_rate': 0.06019139204620639, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9944001602288005, 'colsample_bytree': 0.6981012781724908, 'gamma': 0.45770341651230084, 'reg_alpha': 0.26048227294139353, 'reg_lambda': 0.5011706541617311}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:02,747] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 64, 'learning_rate': 0.051181897105277534, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9776073714523621, 'colsample_bytree': 0.6977557651346742, 'gamma': 0.2605065087733799, 'reg_alpha': 0.04889258013760074, 'reg_lambda': 0.6332704838159706}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:02,894] Trial 154 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 64, 'learning_rate': 0.053623974059903295, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9454415815622704, 'colsample_bytree': 0.6837564404371756, 'gamma': 0.2791564115264589, 'reg_alpha': 0.0038439932134632926, 'reg_lambda': 1.667409313599184}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,018] Trial 155 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 59, 'learning_rate': 0.05646036413623929, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9632881000012777, 'colsample_bytree': 0.7041593332738496, 'gamma': 0.3695752815546595, 'reg_alpha': 0.03573924119395236, 'reg_lambda': 0.7241960715198034}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,164] Trial 156 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 53, 'learning_rate': 0.07561363149702426, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7987091425288868, 'colsample_bytree': 0.6906569629478188, 'gamma': 0.06571840640876958, 'reg_alpha': 0.4645202120579565, 'reg_lambda': 0.6410810075100632}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,298] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 67, 'learning_rate': 0.012490865930896941, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9705281565355837, 'colsample_bytree': 0.6577184522952114, 'gamma': 0.6503284244004545, 'reg_alpha': 0.3027372541730405, 'reg_lambda': 0.7870386858432249}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,460] Trial 158 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 78, 'learning_rate': 0.04772003018058373, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6592058758720133, 'colsample_bytree': 0.717647438722882, 'gamma': 2.0736081708692984, 'reg_alpha': 0.06306666712589983, 'reg_lambda': 2.1438940267013677}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,588] Trial 159 finished with value: 0.744047619047619 and parameters: {'n_estimators': 71, 'learning_rate': 0.22020343599440495, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9734940945298708, 'colsample_bytree': 0.7103652433881853, 'gamma': 0.22238651639765644, 'reg_alpha': 0.5080517638842378, 'reg_lambda': 0.6052305159400801}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,721] Trial 160 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 71, 'learning_rate': 0.050003772701332855, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9993504372923203, 'colsample_bytree': 0.7082388899771094, 'gamma': 0.21283982401285806, 'reg_alpha': 0.55876646563673, 'reg_lambda': 0.593440319875255}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,869] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.22739290958708763, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9763870181922814, 'colsample_bytree': 0.6924125741891147, 'gamma': 0.28953812532016093, 'reg_alpha': 0.506410894018448, 'reg_lambda': 0.661276097006348}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,984] Trial 162 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 65, 'learning_rate': 0.22117666029665425, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9788565006865253, 'colsample_bytree': 0.7257823614769325, 'gamma': 0.1887089631835095, 'reg_alpha': 0.507362956313424, 'reg_lambda': 0.688674049651125}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:04,105] Trial 163 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 76, 'learning_rate': 0.26975460920207, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9744489341753961, 'colsample_bytree': 0.6926686145993354, 'gamma': 0.2858160213405224, 'reg_alpha': 0.5278600003372372, 'reg_lambda': 0.6425769178756169}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:04,286] Trial 164 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 72, 'learning_rate': 0.24026671050900753, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9899671226270327, 'colsample_bytree': 0.6798350752829663, 'gamma': 0.0748080496805987, 'reg_alpha': 0.48167620650277027, 'reg_lambda': 0.7680816807380726}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:04,413] Trial 165 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.24826698486411622, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9874303439425833, 'colsample_bytree': 0.6689451431006596, 'gamma': 0.02175214393189903, 'reg_alpha': 0.4472347592514758, 'reg_lambda': 0.7469280820649242}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:04,533] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.2333591396443258, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9911856850089977, 'colsample_bytree': 0.6701895620330951, 'gamma': 0.002899263098118693, 'reg_alpha': 0.47448674680245395, 'reg_lambda': 0.7547225668429937}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:04,773] Trial 167 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 55, 'learning_rate': 0.2415882316615265, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9899165115375052, 'colsample_bytree': 0.6594947472722733, 'gamma': 0.02435685054922985, 'reg_alpha': 0.43820917776659324, 'reg_lambda': 0.7461848934076847}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:04,942] Trial 168 finished with value: 0.755952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.24237419152580805, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9999868836795514, 'colsample_bytree': 0.670037976489106, 'gamma': 0.09877198190595261, 'reg_alpha': 0.4583988265130998, 'reg_lambda': 0.5767873518064375}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,047] Trial 169 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 38, 'learning_rate': 0.23272021386050892, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9892680339887406, 'colsample_bytree': 0.6717973635050204, 'gamma': 0.06638828739640468, 'reg_alpha': 0.4583774727908081, 'reg_lambda': 0.5829661040226729}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,189] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.25326886802823034, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9881827159356945, 'colsample_bytree': 0.6689831245005372, 'gamma': 0.017189162597973262, 'reg_alpha': 0.4726855942380074, 'reg_lambda': 0.6111996241189658}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,295] Trial 171 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.22985074272203657, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.999686399316289, 'colsample_bytree': 0.6711420340100201, 'gamma': 0.0023199762921060074, 'reg_alpha': 0.4672308136058064, 'reg_lambda': 0.6039326656446405}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,395] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.24641657181250834, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9904370437026268, 'colsample_bytree': 0.6769406536471057, 'gamma': 0.09719729212447567, 'reg_alpha': 0.46528725400898485, 'reg_lambda': 0.6850172910113276}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,500] Trial 173 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 28, 'learning_rate': 0.2538205001693338, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9883789673146828, 'colsample_bytree': 0.6696644205012457, 'gamma': 0.0853570576440712, 'reg_alpha': 0.45424273741622107, 'reg_lambda': 0.6996960876358418}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,608] Trial 174 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 42, 'learning_rate': 0.2396804256025324, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9882641383425251, 'colsample_bytree': 0.6822161068641017, 'gamma': 0.09206562957602135, 'reg_alpha': 0.4147251047511084, 'reg_lambda': 0.6465189441562648}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,794] Trial 175 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 41, 'learning_rate': 0.24151679135255652, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9863100723161674, 'colsample_bytree': 0.6421922356274627, 'gamma': 0.08136285139106572, 'reg_alpha': 0.4152606130620726, 'reg_lambda': 0.5557310068628614}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,892] Trial 176 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 22, 'learning_rate': 0.21874928331567564, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9833281087719091, 'colsample_bytree': 0.6275855544667517, 'gamma': 0.20240653289861713, 'reg_alpha': 0.4247769508710851, 'reg_lambda': 0.5428999009911523}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,025] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 43, 'learning_rate': 0.2339010800693659, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9861467302687322, 'colsample_bytree': 0.6659657759713216, 'gamma': 0.0032029287188502786, 'reg_alpha': 0.41456567671064415, 'reg_lambda': 0.6368323573521636}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,159] Trial 178 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 44, 'learning_rate': 0.2886763782601203, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9869680101249194, 'colsample_bytree': 0.6386066158235246, 'gamma': 0.007669312130725622, 'reg_alpha': 0.3953353345540348, 'reg_lambda': 0.5783865727090798}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,266] Trial 179 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 30, 'learning_rate': 0.20432944305150716, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9923982636133615, 'colsample_bytree': 0.6626022438750919, 'gamma': 0.11753475141402056, 'reg_alpha': 0.40861413819764186, 'reg_lambda': 0.6165685691074062}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,487] Trial 180 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.23750640392157166, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9810857650451185, 'colsample_bytree': 0.6483555005652171, 'gamma': 0.1550985854236395, 'reg_alpha': 0.44382805929890445, 'reg_lambda': 0.5481866166507635}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,595] Trial 181 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.2625266051590659, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9745286734269378, 'colsample_bytree': 0.6841059815552247, 'gamma': 0.07358251509993684, 'reg_alpha': 0.48127400842755974, 'reg_lambda': 0.6450996283069041}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,707] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 48, 'learning_rate': 0.224617504325174, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9808602957513192, 'colsample_bytree': 0.6656502947587729, 'gamma': 0.010302334684232167, 'reg_alpha': 0.5060761430251903, 'reg_lambda': 0.7426184870072837}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,842] Trial 183 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 50, 'learning_rate': 0.2481559051600025, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9931960904889591, 'colsample_bytree': 0.6428698336533563, 'gamma': 0.008665353804774229, 'reg_alpha': 0.44227943208093284, 'reg_lambda': 0.7195654379929195}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:07,000] Trial 184 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 32, 'learning_rate': 0.21428685698342656, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9841162379613406, 'colsample_bytree': 0.6667266075595998, 'gamma': 0.20156910176248632, 'reg_alpha': 0.3825799826726457, 'reg_lambda': 0.5980609848289484}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:07,113] Trial 185 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 32, 'learning_rate': 0.21664170108863473, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9824930590238773, 'colsample_bytree': 0.6752631173740684, 'gamma': 0.19092560168179457, 'reg_alpha': 0.42238149995991414, 'reg_lambda': 0.6032016456256557}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:07,212] Trial 186 finished with value: 0.6309523809523808 and parameters: {'n_estimators': 32, 'learning_rate': 0.2136264677722388, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9880333939567169, 'colsample_bytree': 0.6663172292249195, 'gamma': 4.996513094181703, 'reg_alpha': 0.48053281081518184, 'reg_lambda': 0.591837578292295}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:07,310] Trial 187 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 24, 'learning_rate': 0.22689139881331988, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9983856494464116, 'colsample_bytree': 0.678735082948053, 'gamma': 0.1829063168506391, 'reg_alpha': 0.4235081460096688, 'reg_lambda': 0.5421892411687445}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:07,425] Trial 188 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 41, 'learning_rate': 0.20424310429053166, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9826218247832407, 'colsample_bytree': 0.6523455807667624, 'gamma': 0.000572272194639178, 'reg_alpha': 0.3699867843600576, 'reg_lambda': 0.6347353630902847}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:07,579] Trial 189 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 40, 'learning_rate': 0.20427680041033094, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9815680947737042, 'colsample_bytree': 0.6544421925242533, 'gamma': 0.06452017205896526, 'reg_alpha': 0.38073592120032074, 'reg_lambda': 0.7584306155793399}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:07,715] Trial 190 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 42, 'learning_rate': 0.20403684499008423, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9997524062623565, 'colsample_bytree': 0.6499141745057282, 'gamma': 0.004300316175570806, 'reg_alpha': 0.37477963739419906, 'reg_lambda': 0.7569748863150687}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:07,815] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.2373500271330749, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9835432566267827, 'colsample_bytree': 0.6630225616089627, 'gamma': 0.08323944017102564, 'reg_alpha': 0.3854815661069774, 'reg_lambda': 0.6569943350005369}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,028] Trial 192 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 38, 'learning_rate': 0.23695973252370828, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9879545077131169, 'colsample_bytree': 0.6650112686742757, 'gamma': 0.10937979885818518, 'reg_alpha': 0.3940047381092042, 'reg_lambda': 0.6721204358148691}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,130] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.2388595725294458, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9862543613342303, 'colsample_bytree': 0.6656168809391156, 'gamma': 0.10459899628925641, 'reg_alpha': 0.38620199190235543, 'reg_lambda': 0.740131355945829}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,230] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 33, 'learning_rate': 0.23901188834720236, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9860756357339691, 'colsample_bytree': 0.6653670974056248, 'gamma': 0.11446089459933577, 'reg_alpha': 0.38109003044840223, 'reg_lambda': 0.7390016957048218}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,428] Trial 195 finished with value: 0.744047619047619 and parameters: {'n_estimators': 37, 'learning_rate': 0.24160843131592089, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9861701824013623, 'colsample_bytree': 0.664931919126497, 'gamma': 0.1196904508179971, 'reg_alpha': 0.3940877558813831, 'reg_lambda': 0.7336170287624685}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,544] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 34, 'learning_rate': 0.25100836854506625, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9913882241001583, 'colsample_bytree': 0.6556353409031971, 'gamma': 0.0032676835028888334, 'reg_alpha': 0.3523907934605616, 'reg_lambda': 0.6731336703817166}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,640] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.23336010973914018, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9821697955187246, 'colsample_bytree': 0.6396556830136024, 'gamma': 0.14578353869569946, 'reg_alpha': 0.36074265226041774, 'reg_lambda': 0.7832538837274572}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,756] Trial 198 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.2634410833373098, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.981067429907068, 'colsample_bytree': 0.6350802086417305, 'gamma': 0.16935734523371443, 'reg_alpha': 0.35429291074318103, 'reg_lambda': 0.6803005859757746}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,873] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.21114077834589892, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9812345433973417, 'colsample_bytree': 0.6562273346954186, 'gamma': 0.13533762004572433, 'reg_alpha': 0.37485216101570684, 'reg_lambda': 0.8024997674146626}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,877] A new study created in memory with name: no-name-bc5cfccc-12b6-4c1e-b207-a9eaa9d4e183
[I 2025-11-03 19:29:09,093] Trial 0 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 59, 'learning_rate': 0.17770344996263732, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8420353371544831, 'colsample_bytree': 0.8805197704877985, 'gamma': 3.3316960645942832, 'reg_alpha': 0.04813888791833143, 'reg_lambda': 0.9653286629751854}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 19:29:09,341] Trial 1 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 231, 'learning_rate': 0.19645064013792132, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7825769723154579, 'colsample_bytree': 0.9605376339405054, 'gamma': 3.6088087810558864, 'reg_alpha': 0.008650873769267653, 'reg_lambda': 2.098842223679791}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 19:29:09,411] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.01232990489431397, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.6442231462697233, 'colsample_bytree': 0.8551612308250769, 'gamma': 4.876003401710986, 'reg_alpha': 0.6805919231446639, 'reg_lambda': 1.858389540789298}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 19:29:09,698] Trial 3 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 203, 'learning_rate': 0.011870359814368707, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7513086481067989, 'colsample_bytree': 0.9324746787879196, 'gamma': 4.526232157135942, 'reg_alpha': 0.34519992044428294, 'reg_lambda': 1.7381306678386124}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:09,807] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.09024127656203029, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.7628134112489962, 'colsample_bytree': 0.9532397253740242, 'gamma': 2.7389345017276856, 'reg_alpha': 0.1700871267514179, 'reg_lambda': 2.545375169501664}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:09,921] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.07494801104974076, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.7097991504694743, 'colsample_bytree': 0.7493457933243346, 'gamma': 1.3343475150787054, 'reg_alpha': 0.8306810249772197, 'reg_lambda': 2.3140901072531697}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:10,047] Trial 6 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 54, 'learning_rate': 0.1782996712461914, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6042125376965392, 'colsample_bytree': 0.6635565674574257, 'gamma': 0.2983751590064354, 'reg_alpha': 0.12188660068989654, 'reg_lambda': 1.1777233708382586}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:10,139] Trial 7 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 115, 'learning_rate': 0.014597488559307063, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6121130010342726, 'colsample_bytree': 0.8661094843804988, 'gamma': 2.5387995786530695, 'reg_alpha': 0.1977997574632836, 'reg_lambda': 2.9290195707253357}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:10,297] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 213, 'learning_rate': 0.1378772872954943, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9831418447382314, 'colsample_bytree': 0.6541670849429305, 'gamma': 2.2650484092738816, 'reg_alpha': 0.9088130944422602, 'reg_lambda': 2.319826997729046}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:10,463] Trial 9 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.05447787624358542, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7272162827009212, 'colsample_bytree': 0.7131147779460943, 'gamma': 4.879946737440947, 'reg_alpha': 0.327984043883055, 'reg_lambda': 2.552488103136297}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:10,669] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.027281991904923513, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8664903880225416, 'colsample_bytree': 0.9975726758671458, 'gamma': 4.158154421311183, 'reg_alpha': 0.46703654036637354, 'reg_lambda': 1.4709018561739193}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:10,831] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.29464195391468095, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8658312923294904, 'colsample_bytree': 0.8658120413008394, 'gamma': 3.781053505877678, 'reg_alpha': 0.4437095308361507, 'reg_lambda': 0.5726537341735025}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:11,031] Trial 12 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 176, 'learning_rate': 0.030393501045216934, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9259551495462065, 'colsample_bytree': 0.8086392935050777, 'gamma': 4.0502415754318335, 'reg_alpha': 0.5052093609504076, 'reg_lambda': 0.5651743579862184}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:11,193] Trial 13 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 182, 'learning_rate': 0.02756299433812236, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8619126544106006, 'colsample_bytree': 0.9219710754812974, 'gamma': 4.163804837473012, 'reg_alpha': 0.3869170099473249, 'reg_lambda': 0.5661608014661428}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:11,425] Trial 14 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 245, 'learning_rate': 0.29811232097754425, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9170896365964356, 'colsample_bytree': 0.7999442597694797, 'gamma': 3.141635869182023, 'reg_alpha': 0.6360740721182879, 'reg_lambda': 1.5688091984407841}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:11,654] Trial 15 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 149, 'learning_rate': 0.047867556303948774, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6895740469085893, 'colsample_bytree': 0.9144657525007176, 'gamma': 1.7637948790161464, 'reg_alpha': 0.2911725841803325, 'reg_lambda': 1.0091261960395905}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:11,873] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 206, 'learning_rate': 0.01953355530125933, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8187718597014181, 'colsample_bytree': 0.8128976471486993, 'gamma': 4.41728915052887, 'reg_alpha': 0.574058243296589, 'reg_lambda': 1.4113794330001905}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,021] Trial 17 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 151, 'learning_rate': 0.010068279765532517, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9115535886876724, 'colsample_bytree': 0.9073628858537329, 'gamma': 3.789646736489445, 'reg_alpha': 0.7794197313692277, 'reg_lambda': 0.8259553565832137}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,176] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.10224284370185065, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7524278580780724, 'colsample_bytree': 0.7526883358661328, 'gamma': 4.561803697439982, 'reg_alpha': 0.2717688269072721, 'reg_lambda': 1.7920398155943622}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,278] Trial 19 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.27648194261168607, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.982901399636169, 'colsample_bytree': 0.8406389975663923, 'gamma': 3.1066990847334828, 'reg_alpha': 0.4836989170742798, 'reg_lambda': 1.2645428986934695}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,472] Trial 20 finished with value: 0.6011904761904763 and parameters: {'n_estimators': 25, 'learning_rate': 0.03876609033375556, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8124066862366807, 'colsample_bytree': 0.9899096554755114, 'gamma': 3.6413575111319423, 'reg_alpha': 0.39928805531216827, 'reg_lambda': 1.9766890833178883}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,653] Trial 21 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 183, 'learning_rate': 0.20195673996660904, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8605466830191623, 'colsample_bytree': 0.8772120682020348, 'gamma': 3.243648431018486, 'reg_alpha': 0.006788147062405971, 'reg_lambda': 0.6902531904523512}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,817] Trial 22 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.13037576092323966, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8310894679991152, 'colsample_bytree': 0.900172022466693, 'gamma': 3.5550577097054625, 'reg_alpha': 0.09756959968432746, 'reg_lambda': 0.9957418750710497}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,947] Trial 23 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 112, 'learning_rate': 0.2322764483858516, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8766910228417104, 'colsample_bytree': 0.945924346235486, 'gamma': 4.4722595183991976, 'reg_alpha': 0.22016859937662148, 'reg_lambda': 0.8203328115309396}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:13,152] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 114, 'learning_rate': 0.2329775832740878, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8885205381442696, 'colsample_bytree': 0.9470463275974642, 'gamma': 4.640663222014063, 'reg_alpha': 0.23578369432957377, 'reg_lambda': 0.7598696307441112}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:13,277] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 113, 'learning_rate': 0.23565322342650327, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9532091167171356, 'colsample_bytree': 0.9719845895107178, 'gamma': 4.991122268333385, 'reg_alpha': 0.21550866331353694, 'reg_lambda': 0.7763989038892476}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:13,419] Trial 26 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 86, 'learning_rate': 0.1340639080151977, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9491137127737836, 'colsample_bytree': 0.9982390752863877, 'gamma': 4.895972776209359, 'reg_alpha': 0.26334419591286073, 'reg_lambda': 1.1761492627122563}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:13,548] Trial 27 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 123, 'learning_rate': 0.22555846508108826, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9516525369932367, 'colsample_bytree': 0.9689355324080609, 'gamma': 4.9947596376729475, 'reg_alpha': 0.41203742011297084, 'reg_lambda': 0.5197495991005753}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:13,707] Trial 28 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 97, 'learning_rate': 0.07469287752258116, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.897700742753631, 'colsample_bytree': 0.8427927096272445, 'gamma': 4.052404864351526, 'reg_alpha': 0.14448867513427838, 'reg_lambda': 0.815615334208505}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:13,910] Trial 29 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 133, 'learning_rate': 0.13902632379979313, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.948064758455385, 'colsample_bytree': 0.8995879274703764, 'gamma': 4.612686731761362, 'reg_alpha': 0.07969775886105368, 'reg_lambda': 0.7281085894401758}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,032] Trial 30 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 68, 'learning_rate': 0.2542431206439444, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8969827561653753, 'colsample_bytree': 0.8878495783161054, 'gamma': 3.894743545571304, 'reg_alpha': 0.5788767717934441, 'reg_lambda': 1.01744649546385}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,217] Trial 31 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 107, 'learning_rate': 0.16549499840055995, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8773557686230394, 'colsample_bytree': 0.9462881413087806, 'gamma': 4.346824515434775, 'reg_alpha': 0.22015420891064916, 'reg_lambda': 0.8764111406811044}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,340] Trial 32 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.2585739873095688, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8465124521846082, 'colsample_bytree': 0.9704639212124648, 'gamma': 4.655564244206104, 'reg_alpha': 0.20263438255524957, 'reg_lambda': 0.6966998445104422}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,456] Trial 33 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 78, 'learning_rate': 0.20971918743879145, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.791825583132446, 'colsample_bytree': 0.6012780589030836, 'gamma': 4.359837428123035, 'reg_alpha': 0.24564640834341656, 'reg_lambda': 1.1271094877689065}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,647] Trial 34 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 80, 'learning_rate': 0.1705499458609941, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8090331104415054, 'colsample_bytree': 0.6260988609965339, 'gamma': 3.4846797647533454, 'reg_alpha': 0.3249049207125411, 'reg_lambda': 1.1230589088323497}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,772] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.20772859401496252, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8391410371155875, 'colsample_bytree': 0.7614871981629372, 'gamma': 4.262106235612125, 'reg_alpha': 0.0445054996399642, 'reg_lambda': 1.3555512191709633}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,911] Trial 36 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 163, 'learning_rate': 0.11433983857646315, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9950208849232814, 'colsample_bytree': 0.7678561733413724, 'gamma': 2.800942101323101, 'reg_alpha': 0.06583462396295617, 'reg_lambda': 1.267285504541327}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:15,067] Trial 37 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.29970350486324315, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8389548821979855, 'colsample_bytree': 0.7769332911013251, 'gamma': 0.7153065044703542, 'reg_alpha': 0.030426646321660505, 'reg_lambda': 0.6413577493788694}. Best is trial 37 with value: 0.7380952380952381.
[I 2025-11-03 19:29:15,218] Trial 38 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.2944372383336959, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7831912990679133, 'colsample_bytree': 0.7305490094768272, 'gamma': 0.5624875551731245, 'reg_alpha': 0.14632283190924283, 'reg_lambda': 0.5073119104717146}. Best is trial 37 with value: 0.7380952380952381.
[I 2025-11-03 19:29:15,469] Trial 39 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 143, 'learning_rate': 0.2982539869412509, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7957079492122933, 'colsample_bytree': 0.7274597837865249, 'gamma': 0.3683717436428823, 'reg_alpha': 0.1528775675621702, 'reg_lambda': 0.5076772336212405}. Best is trial 37 with value: 0.7380952380952381.
[I 2025-11-03 19:29:15,605] Trial 40 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 125, 'learning_rate': 0.16281734688718852, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7724279668892124, 'colsample_bytree': 0.7088378356266385, 'gamma': 0.6870812651039719, 'reg_alpha': 0.03214515112561539, 'reg_lambda': 0.6478838620964182}. Best is trial 37 with value: 0.7380952380952381.
[I 2025-11-03 19:29:15,852] Trial 41 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 95, 'learning_rate': 0.24466663397888436, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8946607936599719, 'colsample_bytree': 0.780325559746338, 'gamma': 0.92245885561076, 'reg_alpha': 0.12718804209221507, 'reg_lambda': 0.898270362711801}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:15,980] Trial 42 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.18621395758793846, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8830286026164547, 'colsample_bytree': 0.7821554582408561, 'gamma': 0.7520695075659236, 'reg_alpha': 0.11433922635031615, 'reg_lambda': 0.9455186349280127}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:16,286] Trial 43 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 93, 'learning_rate': 0.18288489258398902, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8485762268198849, 'colsample_bytree': 0.7829615404570203, 'gamma': 0.9931139226393321, 'reg_alpha': 0.12061441640746065, 'reg_lambda': 0.9365764316630989}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:16,419] Trial 44 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 93, 'learning_rate': 0.1879909844795218, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8290604606553404, 'colsample_bytree': 0.7822462639229378, 'gamma': 0.9744820817171982, 'reg_alpha': 0.10592715605789083, 'reg_lambda': 0.934797227030898}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:16,524] Trial 45 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 45, 'learning_rate': 0.07483951256648799, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8457426771743242, 'colsample_bytree': 0.7820987392056415, 'gamma': 1.038259660016682, 'reg_alpha': 0.11554558774185192, 'reg_lambda': 1.6227637100328063}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:16,658] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 92, 'learning_rate': 0.18067042198134858, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8339895039475977, 'colsample_bytree': 0.7939849311649428, 'gamma': 1.3864437752140033, 'reg_alpha': 0.010290100570957264, 'reg_lambda': 0.9344543290945494}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:16,852] Trial 47 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 58, 'learning_rate': 0.14908757741011208, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9336043971360215, 'colsample_bytree': 0.8251206799572979, 'gamma': 0.011724461092928906, 'reg_alpha': 0.17407771605756778, 'reg_lambda': 1.0834372773253458}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:16,967] Trial 48 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 58, 'learning_rate': 0.09193107979501833, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9246665598682376, 'colsample_bytree': 0.8255472864903078, 'gamma': 0.04553896395066703, 'reg_alpha': 0.18263999717715743, 'reg_lambda': 1.0798312785273558}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:17,178] Trial 49 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 43, 'learning_rate': 0.1488004142088224, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9341946373080751, 'colsample_bytree': 0.6892877420889212, 'gamma': 1.7815242900885409, 'reg_alpha': 0.1642540572315344, 'reg_lambda': 1.2721874624327651}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:17,314] Trial 50 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.11331801513069044, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9092950986541062, 'colsample_bytree': 0.8225007926386468, 'gamma': 0.0654318104276058, 'reg_alpha': 0.06566176251954878, 'reg_lambda': 0.6355834175744696}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:17,481] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 70, 'learning_rate': 0.10797788893052325, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9096509416422602, 'colsample_bytree': 0.8142940260960351, 'gamma': 0.07758545538426698, 'reg_alpha': 0.06501770588454907, 'reg_lambda': 0.6348981605422355}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:17,696] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 71, 'learning_rate': 0.12343314921457815, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9048319211125829, 'colsample_bytree': 0.8301535345310663, 'gamma': 0.09374370515573856, 'reg_alpha': 0.04995460169117713, 'reg_lambda': 0.6485489007761772}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:17,807] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.06480057372112383, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9701012714488649, 'colsample_bytree': 0.8369110331136782, 'gamma': 0.056212247131806836, 'reg_alpha': 0.9889343796919863, 'reg_lambda': 2.9331555719468385}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:17,935] Trial 54 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 75, 'learning_rate': 0.10979028480457265, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9076382829521052, 'colsample_bytree': 0.8156092455608642, 'gamma': 0.2382078681167052, 'reg_alpha': 0.06765011877388626, 'reg_lambda': 0.6498053057438565}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,005] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 34, 'learning_rate': 0.12267603173801951, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9268187944951994, 'colsample_bytree': 0.8502484792334289, 'gamma': 0.42258219201118136, 'reg_alpha': 0.06889191372987685, 'reg_lambda': 0.8895007251255005}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,236] Trial 56 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.09259217738570043, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9029040343059185, 'colsample_bytree': 0.8692251107506515, 'gamma': 0.011900184231869754, 'reg_alpha': 0.0060863028934660945, 'reg_lambda': 0.6278479366705446}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,352] Trial 57 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 61, 'learning_rate': 0.15157842000741445, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.937176040528859, 'colsample_bytree': 0.8288887774663075, 'gamma': 0.2073034476804847, 'reg_alpha': 0.3138319615422428, 'reg_lambda': 2.690351728463538}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,452] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.06544470757266285, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9648228773411889, 'colsample_bytree': 0.8127090900340131, 'gamma': 1.0611845668259026, 'reg_alpha': 0.12896185388123832, 'reg_lambda': 1.0329237614170543}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,580] Trial 59 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 84, 'learning_rate': 0.09995701666036602, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.863066629536258, 'colsample_bytree': 0.7974359591643517, 'gamma': 1.4191889471342787, 'reg_alpha': 0.18217943179204632, 'reg_lambda': 2.2024562598495008}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,712] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.11922192618344823, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9154935864261037, 'colsample_bytree': 0.8530433451174764, 'gamma': 0.546721440807562, 'reg_alpha': 0.36829645324367133, 'reg_lambda': 0.7546971964062019}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,825] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 55, 'learning_rate': 0.14682473267968496, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8552992845813518, 'colsample_bytree': 0.772377634008564, 'gamma': 0.8656454685011472, 'reg_alpha': 0.03347967067800425, 'reg_lambda': 0.6153506788570003}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,029] Trial 62 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 72, 'learning_rate': 0.08250126562003773, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.891036837404173, 'colsample_bytree': 0.7502273196938213, 'gamma': 1.193191866799705, 'reg_alpha': 0.05066859052859472, 'reg_lambda': 0.8479187077654526}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,155] Trial 63 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 102, 'learning_rate': 0.2588342195431097, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8710431982447172, 'colsample_bytree': 0.8225570180027064, 'gamma': 0.49686212763167137, 'reg_alpha': 0.09177767081118704, 'reg_lambda': 0.7163671818945305}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,290] Trial 64 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 88, 'learning_rate': 0.1033849693159837, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8760993361464818, 'colsample_bytree': 0.8238661482180856, 'gamma': 0.2356937663257788, 'reg_alpha': 0.09421342512308298, 'reg_lambda': 0.7294188296557891}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,405] Trial 65 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.12804852438434192, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9147744044113859, 'colsample_bytree': 0.8017167322881326, 'gamma': 0.48890679190650765, 'reg_alpha': 0.12809631949091205, 'reg_lambda': 0.7980363279395277}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,663] Trial 66 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 102, 'learning_rate': 0.2535381259859363, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6699928372329673, 'colsample_bytree': 0.8610071637826863, 'gamma': 1.593191472769308, 'reg_alpha': 0.7810776366722963, 'reg_lambda': 0.5872978365304319}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,789] Trial 67 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 81, 'learning_rate': 0.21342179088476998, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.899210112656123, 'colsample_bytree': 0.7921132493257926, 'gamma': 0.13570931267804356, 'reg_alpha': 0.07897969046540877, 'reg_lambda': 0.8849251825849024}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,898] Trial 68 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.1601289238891373, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9365519768411495, 'colsample_bytree': 0.829554373058533, 'gamma': 0.3739872396268432, 'reg_alpha': 0.17734371679468364, 'reg_lambda': 0.7401167672457855}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,993] Trial 69 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 26, 'learning_rate': 0.16424927578170087, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9663139031332678, 'colsample_bytree': 0.8403518155592882, 'gamma': 0.3557795549364339, 'reg_alpha': 0.2863046226366083, 'reg_lambda': 0.7116431283443445}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,173] Trial 70 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.04764611396710022, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8701921062538751, 'colsample_bytree': 0.8809700289807434, 'gamma': 0.6180947724767037, 'reg_alpha': 0.09135803750432121, 'reg_lambda': 0.5833577962063925}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,280] Trial 71 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 51, 'learning_rate': 0.20132106074752176, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.93802830907792, 'colsample_bytree': 0.8237114177606767, 'gamma': 0.8710464365514157, 'reg_alpha': 0.17743539934045433, 'reg_lambda': 1.0536500467079366}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,390] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 42, 'learning_rate': 0.13720907899291235, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.888011038210506, 'colsample_bytree': 0.8087373241182425, 'gamma': 0.4207172518588863, 'reg_alpha': 0.1433638770895574, 'reg_lambda': 0.7979559869048336}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,514] Trial 73 finished with value: 0.5863095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.25181513242852727, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9253968237271136, 'colsample_bytree': 0.8329172734743012, 'gamma': 0.14659029610566404, 'reg_alpha': 0.0034970450545627335, 'reg_lambda': 0.9450491412091786}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,684] Trial 74 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 69, 'learning_rate': 0.021093620639613883, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9058242749813339, 'colsample_bytree': 0.8180443942844663, 'gamma': 2.2345506891474116, 'reg_alpha': 0.2043458752256544, 'reg_lambda': 1.1953887268747692}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,840] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 105, 'learning_rate': 0.15604567500703054, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8549486707188191, 'colsample_bytree': 0.7629638841064222, 'gamma': 0.3231290179881289, 'reg_alpha': 0.24942489573421434, 'reg_lambda': 0.70095089876983}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,928] Trial 76 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.18245291652245407, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9809596378405576, 'colsample_bytree': 0.7372966003513376, 'gamma': 0.8144944804323863, 'reg_alpha': 0.057415279150023604, 'reg_lambda': 0.8581182940035457}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:21,054] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 88, 'learning_rate': 0.22755666184019463, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9477773689461763, 'colsample_bytree': 0.8523040184009294, 'gamma': 0.014249635856447757, 'reg_alpha': 0.10092600728519352, 'reg_lambda': 0.5416149579534351}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:21,183] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.08563384585712186, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.887479420184208, 'colsample_bytree': 0.7910347620296865, 'gamma': 0.572028842837315, 'reg_alpha': 0.5242361541241897, 'reg_lambda': 0.771085044966551}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:21,389] Trial 79 finished with value: 0.75 and parameters: {'n_estimators': 51, 'learning_rate': 0.11447162693918939, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6230741309207015, 'colsample_bytree': 0.804703891240418, 'gamma': 1.1703590172082523, 'reg_alpha': 0.15758311167539604, 'reg_lambda': 1.5101721276048896}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:21,635] Trial 80 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 224, 'learning_rate': 0.11156795194272234, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6432085115592568, 'colsample_bytree': 0.8106940481457264, 'gamma': 1.0931215046847778, 'reg_alpha': 0.7009697585975673, 'reg_lambda': 1.9119450644461176}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:21,811] Trial 81 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 119, 'learning_rate': 0.14139030349877454, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6145148339817698, 'colsample_bytree': 0.8034081980102661, 'gamma': 1.2194893464076737, 'reg_alpha': 0.1652515482470671, 'reg_lambda': 1.5009783960151002}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:21,979] Trial 82 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 50, 'learning_rate': 0.12397828249988387, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7053259399086794, 'colsample_bytree': 0.8448507428460335, 'gamma': 0.2819178379399562, 'reg_alpha': 0.14314145528624408, 'reg_lambda': 1.348879502198333}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:22,201] Trial 83 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 40, 'learning_rate': 0.0986088621536781, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9204380696239302, 'colsample_bytree': 0.789899665123392, 'gamma': 0.4700490110018525, 'reg_alpha': 0.23010585797230518, 'reg_lambda': 1.5907613212630467}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:22,337] Trial 84 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 63, 'learning_rate': 0.27119177073534106, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7380907923949691, 'colsample_bytree': 0.8671463125276563, 'gamma': 0.17542288907833092, 'reg_alpha': 0.1232312629170203, 'reg_lambda': 0.6629723189566503}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:22,451] Trial 85 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 71, 'learning_rate': 0.1751042484823406, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8211837774233932, 'colsample_bytree': 0.8340878100555116, 'gamma': 0.688237322808182, 'reg_alpha': 0.18849825325084507, 'reg_lambda': 1.0894772140183095}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:22,591] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.1988680233575279, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8722281024968452, 'colsample_bytree': 0.818980798238613, 'gamma': 0.9294984110895057, 'reg_alpha': 0.030018682659081343, 'reg_lambda': 0.9870010907453131}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:22,647] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 29, 'learning_rate': 0.19629754212721448, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8787362354430902, 'colsample_bytree': 0.7585248008384385, 'gamma': 0.8913617341321354, 'reg_alpha': 0.030705489143851954, 'reg_lambda': 1.7136885407964053}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:22,830] Trial 88 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 53, 'learning_rate': 0.23587568472649004, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8683295085440279, 'colsample_bytree': 0.7733433895096463, 'gamma': 1.201095810859042, 'reg_alpha': 0.0497179159061788, 'reg_lambda': 0.8996248739237322}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:22,934] Trial 89 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 47, 'learning_rate': 0.22271765298875063, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8947214932004041, 'colsample_bytree': 0.7699016252126117, 'gamma': 1.5646308554238495, 'reg_alpha': 0.050077532394729875, 'reg_lambda': 0.9866077486214822}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:23,065] Trial 90 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 54, 'learning_rate': 0.24048404747786092, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8678357408271424, 'colsample_bytree': 0.8006007568404895, 'gamma': 1.2055123385897184, 'reg_alpha': 0.0860578744811355, 'reg_lambda': 0.5043497398085016}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:23,268] Trial 91 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 53, 'learning_rate': 0.2743348896734277, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9094917742426972, 'colsample_bytree': 0.8033808074171747, 'gamma': 1.2031845684554223, 'reg_alpha': 0.08617852286789787, 'reg_lambda': 0.5658587764735388}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:23,437] Trial 92 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 37, 'learning_rate': 0.2441436061810393, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9091675576207295, 'colsample_bytree': 0.8036503684760414, 'gamma': 1.8279840567056056, 'reg_alpha': 0.078701609559955, 'reg_lambda': 0.504141152331859}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:23,551] Trial 93 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.27667539175581335, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9435568351454304, 'colsample_bytree': 0.7761606544501033, 'gamma': 1.2004758229740833, 'reg_alpha': 0.09340456836485021, 'reg_lambda': 0.5615580146216634}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:23,718] Trial 94 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 77, 'learning_rate': 0.23739781273455188, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9007789565238982, 'colsample_bytree': 0.7851931364138843, 'gamma': 1.4867305420326211, 'reg_alpha': 0.06374528732674281, 'reg_lambda': 0.6761608560924824}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:23,919] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.2765981721953057, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9610426300765207, 'colsample_bytree': 0.7379058060390311, 'gamma': 1.6691486377421527, 'reg_alpha': 0.016025999774412866, 'reg_lambda': 0.5706680961977681}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,053] Trial 96 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.27362938888946314, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.882291910091656, 'colsample_bytree': 0.801048856992901, 'gamma': 1.3403320114520585, 'reg_alpha': 0.11037707912069754, 'reg_lambda': 2.045181843898038}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,168] Trial 97 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 63, 'learning_rate': 0.22296331450092544, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8635317568955369, 'colsample_bytree': 0.8123407471897998, 'gamma': 2.10710859281484, 'reg_alpha': 0.04595006498576662, 'reg_lambda': 0.6215302048612154}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,288] Trial 98 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 52, 'learning_rate': 0.07993132248006268, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9132317507102398, 'colsample_bytree': 0.8452888440779968, 'gamma': 0.7166827779741207, 'reg_alpha': 0.15048765586802726, 'reg_lambda': 0.7523224890366674}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,446] Trial 99 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.10694782944932697, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9299314644745754, 'colsample_bytree': 0.8313764551320518, 'gamma': 1.898919633829955, 'reg_alpha': 0.07675401480578695, 'reg_lambda': 0.8185562291619807}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,544] Trial 100 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.21477430568609338, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8541417658292867, 'colsample_bytree': 0.8586361574698472, 'gamma': 1.2453723517611968, 'reg_alpha': 0.09172447408795917, 'reg_lambda': 2.470255473634344}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,663] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 56, 'learning_rate': 0.2000127127292561, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8721382575205809, 'colsample_bytree': 0.8193135096086996, 'gamma': 0.9913943509393355, 'reg_alpha': 0.032662280106989, 'reg_lambda': 0.7122730123475035}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,848] Trial 102 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 46, 'learning_rate': 0.2598385175886702, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9205078212644117, 'colsample_bytree': 0.7992414342253031, 'gamma': 1.1035526033845118, 'reg_alpha': 0.02079593709506223, 'reg_lambda': 0.9016128836127852}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,978] Trial 103 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 72, 'learning_rate': 0.16944138334422784, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8921674340647825, 'colsample_bytree': 0.8182578265496143, 'gamma': 0.6073110352838735, 'reg_alpha': 0.055194891887220154, 'reg_lambda': 0.6133156251175349}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,096] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 62, 'learning_rate': 0.23860805217225553, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8686938211612341, 'colsample_bytree': 0.8297719656536124, 'gamma': 1.3105607387193878, 'reg_alpha': 0.12483365615130385, 'reg_lambda': 0.6609098391544282}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,201] Trial 105 finished with value: 0.5 and parameters: {'n_estimators': 84, 'learning_rate': 0.11676004637508638, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8043305781627538, 'colsample_bytree': 0.807998263746934, 'gamma': 0.9358708336983113, 'reg_alpha': 0.0015132351067843226, 'reg_lambda': 0.8212973689185391}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,533] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 53, 'learning_rate': 0.1991594859241501, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9065928123941774, 'colsample_bytree': 0.7898264561261844, 'gamma': 0.7826322011003576, 'reg_alpha': 0.10789299428839466, 'reg_lambda': 0.5478541357480228}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,664] Trial 107 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 67, 'learning_rate': 0.18792030557812603, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8853139329472176, 'colsample_bytree': 0.8398066108467441, 'gamma': 0.12283852563403001, 'reg_alpha': 0.13816734023732602, 'reg_lambda': 0.7651620336580884}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,759] Trial 108 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 44, 'learning_rate': 0.1310935046382097, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8963830057895715, 'colsample_bytree': 0.7571053138337809, 'gamma': 2.7859596753330242, 'reg_alpha': 0.16266381680573783, 'reg_lambda': 0.9861374883583268}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,874] Trial 109 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 57, 'learning_rate': 0.15978184434203868, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9402738703869874, 'colsample_bytree': 0.7672938116989254, 'gamma': 0.36335778570718863, 'reg_alpha': 0.07595829980060437, 'reg_lambda': 0.6885672635682706}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,998] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 76, 'learning_rate': 0.2902732913849115, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8614823555419933, 'colsample_bytree': 0.7440412308556137, 'gamma': 0.4993405771487217, 'reg_alpha': 0.030432059981229508, 'reg_lambda': 0.6062455977217555}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,106] Trial 111 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 65, 'learning_rate': 0.26823623663645335, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9737110258568271, 'colsample_bytree': 0.7111884860738743, 'gamma': 1.5188956285810533, 'reg_alpha': 0.016914767199376755, 'reg_lambda': 0.5680328191626003}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,300] Trial 112 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 59, 'learning_rate': 0.2837602936622704, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9576515465336006, 'colsample_bytree': 0.8179557995243306, 'gamma': 1.174811102348616, 'reg_alpha': 0.05533133782853841, 'reg_lambda': 0.512425262478117}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,422] Trial 113 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 68, 'learning_rate': 0.24809977284691553, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9575451974590637, 'colsample_bytree': 0.7778616323702465, 'gamma': 1.4056287375264755, 'reg_alpha': 0.08698094815604154, 'reg_lambda': 0.7355245416876488}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,547] Trial 114 finished with value: 0.761904761904762 and parameters: {'n_estimators': 49, 'learning_rate': 0.2136076672012147, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9153929063285244, 'colsample_bytree': 0.7205700306015466, 'gamma': 0.26990104992050995, 'reg_alpha': 0.04117478967070287, 'reg_lambda': 0.8620815647930381}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,665] Trial 115 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.22390910969947092, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9181049749770122, 'colsample_bytree': 0.6687448016850581, 'gamma': 0.270386348012204, 'reg_alpha': 0.043701280966641984, 'reg_lambda': 0.8647947317825297}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,901] Trial 116 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.21264112850912692, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8740130340534904, 'colsample_bytree': 0.795618201211819, 'gamma': 0.11078408807157376, 'reg_alpha': 0.10536405843697672, 'reg_lambda': 0.9047230962952175}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,969] Trial 117 finished with value: 0.6011904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.03472593175842184, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9283612307856633, 'colsample_bytree': 0.6975058977221078, 'gamma': 0.12431422536256165, 'reg_alpha': 0.10941792796158145, 'reg_lambda': 0.7980429042126328}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,081] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.21498454377049483, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9088916875200564, 'colsample_bytree': 0.7225404911114638, 'gamma': 0.36500539298751195, 'reg_alpha': 0.2056130608024646, 'reg_lambda': 0.6514606694370209}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,172] Trial 119 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 30, 'learning_rate': 0.23867184020358057, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8823354335732713, 'colsample_bytree': 0.7990329764856393, 'gamma': 2.5316358042958753, 'reg_alpha': 0.13160686615906028, 'reg_lambda': 1.1594094343725623}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,335] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.09525122584456891, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.845154088322614, 'colsample_bytree': 0.8088998372733415, 'gamma': 0.22920738599267187, 'reg_alpha': 0.07151702603273694, 'reg_lambda': 0.8855264013867599}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,446] Trial 121 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 40, 'learning_rate': 0.18957731396688032, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8750513403648977, 'colsample_bytree': 0.7916227269862561, 'gamma': 0.4401992458293175, 'reg_alpha': 0.10306120831172766, 'reg_lambda': 0.9220554577955268}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,551] Trial 122 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 53, 'learning_rate': 0.1752750369520252, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9018714913403838, 'colsample_bytree': 0.8231927718528548, 'gamma': 0.09807289120097487, 'reg_alpha': 0.06414692676563954, 'reg_lambda': 1.032124747830952}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,689] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.17677360157285016, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8978833161622082, 'colsample_bytree': 0.8285613026498035, 'gamma': 0.09926318786382426, 'reg_alpha': 0.06766516698342498, 'reg_lambda': 0.7126841735757556}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,793] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.14387810277880556, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8904901116356531, 'colsample_bytree': 0.8462168862913215, 'gamma': 0.20211008389276008, 'reg_alpha': 0.1638526642696153, 'reg_lambda': 1.0430739979624342}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,036] Trial 125 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 190, 'learning_rate': 0.2557181898233969, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9038284726298234, 'colsample_bytree': 0.8385931909520594, 'gamma': 0.29771203408389807, 'reg_alpha': 0.0903096393903894, 'reg_lambda': 0.7843509677186361}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,183] Trial 126 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 26, 'learning_rate': 0.21078586983886793, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9163761671787459, 'colsample_bytree': 0.7840474576051982, 'gamma': 0.6367539938396536, 'reg_alpha': 0.12293096448636867, 'reg_lambda': 0.8333110528156801}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,347] Trial 127 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 108, 'learning_rate': 0.01379726149297636, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9352871779312955, 'colsample_bytree': 0.8063264181004983, 'gamma': 0.023167832195844604, 'reg_alpha': 0.04886568208713796, 'reg_lambda': 1.6877408338327227}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,454] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.13409803895976857, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8255806739179918, 'colsample_bytree': 0.8234539382789872, 'gamma': 0.11741258854097536, 'reg_alpha': 0.4211906343991018, 'reg_lambda': 0.6132584311521915}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,609] Trial 129 finished with value: 0.744047619047619 and parameters: {'n_estimators': 98, 'learning_rate': 0.15767612252770694, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7591822267556084, 'colsample_bytree': 0.6398228102544061, 'gamma': 0.5133500971124787, 'reg_alpha': 0.14157053182071902, 'reg_lambda': 0.7456449411118546}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,813] Trial 130 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 51, 'learning_rate': 0.2324119225793426, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6830097406835776, 'colsample_bytree': 0.7992723422084862, 'gamma': 0.0032471944973637146, 'reg_alpha': 0.19337484914278608, 'reg_lambda': 1.231049715021169}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,933] Trial 131 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 61, 'learning_rate': 0.20279875161300592, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8722728289279753, 'colsample_bytree': 0.8178219540911017, 'gamma': 0.38932050701426796, 'reg_alpha': 0.03812332551447586, 'reg_lambda': 0.9739302951805653}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,046] Trial 132 finished with value: 0.761904761904762 and parameters: {'n_estimators': 54, 'learning_rate': 0.19300660883636345, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8825903117395698, 'colsample_bytree': 0.8128343982972438, 'gamma': 1.0871879057712956, 'reg_alpha': 0.0031581980753380007, 'reg_lambda': 1.0157325144400862}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,160] Trial 133 finished with value: 0.738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.16960721667883238, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9005553153762997, 'colsample_bytree': 0.8349046020898983, 'gamma': 0.242185392590067, 'reg_alpha': 0.003571673041631307, 'reg_lambda': 1.112641786796435}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,312] Trial 134 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 46, 'learning_rate': 0.11973624928849093, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8524881847803967, 'colsample_bytree': 0.7946504149206935, 'gamma': 0.8104719778991181, 'reg_alpha': 0.06227304894206949, 'reg_lambda': 0.9019092311057231}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,441] Trial 135 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 38, 'learning_rate': 0.2199564061193828, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9246289141918957, 'colsample_bytree': 0.8107252832516704, 'gamma': 1.2929067486275576, 'reg_alpha': 0.08163717005338508, 'reg_lambda': 1.3193915085145782}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,644] Trial 136 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 80, 'learning_rate': 0.249990248264587, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8816587795256409, 'colsample_bytree': 0.825177987819707, 'gamma': 1.157481912418059, 'reg_alpha': 0.10129817902105631, 'reg_lambda': 1.0463068076249757}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,791] Trial 137 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 74, 'learning_rate': 0.11008355855753531, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8645311745395322, 'colsample_bytree': 0.776158893320902, 'gamma': 0.15017120075840132, 'reg_alpha': 0.02271239513265009, 'reg_lambda': 1.4627314202767345}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,959] Trial 138 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 71, 'learning_rate': 0.06767652955154839, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.889385437185858, 'colsample_bytree': 0.8535133144760011, 'gamma': 1.024456663553745, 'reg_alpha': 0.06611832450928447, 'reg_lambda': 0.678841641529777}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:30,122] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.18788248759360043, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9071983512006443, 'colsample_bytree': 0.789122136483926, 'gamma': 0.35500462089257045, 'reg_alpha': 0.11552920388730088, 'reg_lambda': 1.807757628064135}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:30,249] Trial 140 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 63, 'learning_rate': 0.18889422345110382, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9097056152826559, 'colsample_bytree': 0.7851877909181748, 'gamma': 0.31958527968671335, 'reg_alpha': 0.8734857405723498, 'reg_lambda': 1.823629724297129}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:30,491] Trial 141 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 53, 'learning_rate': 0.1768625187181993, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9188130161161849, 'colsample_bytree': 0.805190076661596, 'gamma': 0.1966076251565672, 'reg_alpha': 0.11742184804731942, 'reg_lambda': 1.788318624994521}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:30,592] Trial 142 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 46, 'learning_rate': 0.29867684178264353, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8949565966612101, 'colsample_bytree': 0.8126195443424216, 'gamma': 0.4646157465478302, 'reg_alpha': 0.0463749726250256, 'reg_lambda': 1.963852630865367}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:30,703] Trial 143 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 58, 'learning_rate': 0.2318828035938864, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9033520014976044, 'colsample_bytree': 0.7912484578067656, 'gamma': 0.5929713871964168, 'reg_alpha': 0.08772212614231432, 'reg_lambda': 0.9365552794351997}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:30,852] Trial 144 finished with value: 0.761904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.15158101241926453, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9115451082602427, 'colsample_bytree': 0.7661291996951843, 'gamma': 0.31961759264848927, 'reg_alpha': 0.020214417023700033, 'reg_lambda': 0.8586471022007148}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:31,089] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 67, 'learning_rate': 0.15120467820793207, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9125053402098099, 'colsample_bytree': 0.7670170045874312, 'gamma': 0.2768994358376175, 'reg_alpha': 0.01615340132451195, 'reg_lambda': 0.8441864599254421}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:31,235] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 157, 'learning_rate': 0.16525877435942524, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9313854711447332, 'colsample_bytree': 0.7567035597943571, 'gamma': 0.07929369766584604, 'reg_alpha': 0.04369261953554712, 'reg_lambda': 0.5565439338591472}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:31,480] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 42, 'learning_rate': 0.17052165945094008, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9308207352745178, 'colsample_bytree': 0.7505850351280994, 'gamma': 0.3941504685521718, 'reg_alpha': 0.034534353488511305, 'reg_lambda': 0.5476417864421438}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:31,668] Trial 148 finished with value: 0.761904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.20606273453216528, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.923521356167246, 'colsample_bytree': 0.7572827321126258, 'gamma': 0.062009365104722325, 'reg_alpha': 0.002550774128424964, 'reg_lambda': 2.8001750605142104}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:31,911] Trial 149 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.20391301525669658, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9485045301285465, 'colsample_bytree': 0.7592341631575322, 'gamma': 0.7057273452130542, 'reg_alpha': 0.011226567164925302, 'reg_lambda': 2.3457761921179254}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,056] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.18714280404168296, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9251890185745715, 'colsample_bytree': 0.7348070191019364, 'gamma': 0.19844745475840253, 'reg_alpha': 0.02988064912272895, 'reg_lambda': 2.980905925656951}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,202] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.16223625344604575, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9356699507777947, 'colsample_bytree': 0.7203836556441254, 'gamma': 0.007811564427002038, 'reg_alpha': 0.003933571691180221, 'reg_lambda': 2.8059912143046772}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,333] Trial 152 finished with value: 0.761904761904762 and parameters: {'n_estimators': 118, 'learning_rate': 0.21248290376410445, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9169644785873715, 'colsample_bytree': 0.7477524920240074, 'gamma': 0.0909135026972149, 'reg_alpha': 0.06089855677215, 'reg_lambda': 2.1914703228845975}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,560] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.20800564899978638, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9201919037180322, 'colsample_bytree': 0.7450764524658274, 'gamma': 0.3363224186877861, 'reg_alpha': 0.061290624868938354, 'reg_lambda': 2.6806126981764864}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,697] Trial 154 finished with value: 0.761904761904762 and parameters: {'n_estimators': 125, 'learning_rate': 0.21126796729496378, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9156694453431399, 'colsample_bytree': 0.7431983443955419, 'gamma': 0.3435151469771264, 'reg_alpha': 0.07161211073746344, 'reg_lambda': 2.772390973943394}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,823] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.2119325679093545, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9159118374256893, 'colsample_bytree': 0.7476489368391686, 'gamma': 0.4929324333217918, 'reg_alpha': 0.00013743143989529936, 'reg_lambda': 2.775857120983064}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,955] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 122, 'learning_rate': 0.25557935571900026, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8900853655017577, 'colsample_bytree': 0.7248783428643183, 'gamma': 0.2856834182242908, 'reg_alpha': 0.06907736803400782, 'reg_lambda': 2.7015367035481295}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:33,104] Trial 157 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 130, 'learning_rate': 0.22548296398935197, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.943904711461306, 'colsample_bytree': 0.7731359459129482, 'gamma': 0.17232022257303464, 'reg_alpha': 0.08486295290603649, 'reg_lambda': 2.8281602331188527}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:33,244] Trial 158 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 139, 'learning_rate': 0.22934924590107103, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9220942139078449, 'colsample_bytree': 0.7431373334738707, 'gamma': 0.17072004296381837, 'reg_alpha': 0.08359530276628625, 'reg_lambda': 2.805561796782563}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:33,456] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.22467854712898197, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9247348053418667, 'colsample_bytree': 0.7394823567311649, 'gamma': 0.18568076047689783, 'reg_alpha': 0.055427510429446006, 'reg_lambda': 2.7624054887734766}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:33,617] Trial 160 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.2669450020963873, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9205101779005798, 'colsample_bytree': 0.7454913844236728, 'gamma': 0.11464309773791952, 'reg_alpha': 0.08681184684262716, 'reg_lambda': 2.883192543031128}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:33,741] Trial 161 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 127, 'learning_rate': 0.2362322515352193, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9430374355189111, 'colsample_bytree': 0.7320625520268107, 'gamma': 2.9321310243602943, 'reg_alpha': 0.09787322554360804, 'reg_lambda': 2.5660915800078956}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:33,872] Trial 162 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 137, 'learning_rate': 0.20125259619833574, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8978427425245359, 'colsample_bytree': 0.770668324024423, 'gamma': 0.28930122155964894, 'reg_alpha': 0.6302470020997955, 'reg_lambda': 2.909525605318441}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:34,125] Trial 163 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 126, 'learning_rate': 0.215213708069632, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9147297994119972, 'colsample_bytree': 0.7645307131193524, 'gamma': 0.17187521402733608, 'reg_alpha': 0.074172927999176, 'reg_lambda': 2.84832284928478}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:34,311] Trial 164 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.24243692094324867, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8804978372682537, 'colsample_bytree': 0.749659424384266, 'gamma': 0.01606183488821182, 'reg_alpha': 0.0257226968937099, 'reg_lambda': 2.651405083488364}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:34,449] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.24534302733014748, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8602479372249, 'colsample_bytree': 0.7044058280587864, 'gamma': 0.002004254394179006, 'reg_alpha': 0.021087976119192952, 'reg_lambda': 2.586199083664589}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:34,727] Trial 166 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 133, 'learning_rate': 0.22819479647349966, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8786795888240942, 'colsample_bytree': 0.7527504296777278, 'gamma': 0.10944629546203943, 'reg_alpha': 0.04804395417644925, 'reg_lambda': 2.6668158036113754}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:34,860] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.20835132349114788, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9516764776033456, 'colsample_bytree': 0.7383504597031727, 'gamma': 0.2550125939997711, 'reg_alpha': 0.03832661780286655, 'reg_lambda': 2.6383589435863604}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,054] Trial 168 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.2661701199898186, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8394992103998694, 'colsample_bytree': 0.7148456258753059, 'gamma': 0.43756071606224534, 'reg_alpha': 0.05886855031159737, 'reg_lambda': 2.719512831150184}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,201] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 114, 'learning_rate': 0.19517160309456538, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8828704739258312, 'colsample_bytree': 0.74459508450913, 'gamma': 0.07858461555615825, 'reg_alpha': 0.023856091143780664, 'reg_lambda': 2.449763301720634}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,348] Trial 170 finished with value: 0.744047619047619 and parameters: {'n_estimators': 124, 'learning_rate': 0.24195586735289654, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.941060736969988, 'colsample_bytree': 0.7543470836311439, 'gamma': 0.34701426897823556, 'reg_alpha': 0.07945655114839928, 'reg_lambda': 2.826997438396899}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,478] Trial 171 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 121, 'learning_rate': 0.2191206375136705, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9033823041742122, 'colsample_bytree': 0.7725784230000854, 'gamma': 0.16045387503012454, 'reg_alpha': 0.06129700435858772, 'reg_lambda': 2.858999360967952}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,620] Trial 172 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 141, 'learning_rate': 0.2834820971465939, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8897033488130414, 'colsample_bytree': 0.7612487342969614, 'gamma': 0.5514545357042503, 'reg_alpha': 0.10114985960594519, 'reg_lambda': 2.748797120016723}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,814] Trial 173 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 127, 'learning_rate': 0.25751801940468516, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9133984121821153, 'colsample_bytree': 0.7282316903108549, 'gamma': 0.265492762453634, 'reg_alpha': 0.037649761721199757, 'reg_lambda': 2.2310993731779964}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,968] Trial 174 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.2563676015204939, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9113809114057012, 'colsample_bytree': 0.7286702551545775, 'gamma': 0.23222710232409985, 'reg_alpha': 0.03306373108711346, 'reg_lambda': 2.194745200436308}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:36,159] Trial 175 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 129, 'learning_rate': 0.26521387126422213, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.899507773066559, 'colsample_bytree': 0.7173911678471628, 'gamma': 0.20483194649900893, 'reg_alpha': 0.025210323272160717, 'reg_lambda': 2.2699236059386}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:36,307] Trial 176 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.23114805517474507, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9276340227687832, 'colsample_bytree': 0.7281971253840464, 'gamma': 0.029177850178734185, 'reg_alpha': 0.04482122367419582, 'reg_lambda': 2.634370435773669}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:36,506] Trial 177 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 137, 'learning_rate': 0.25440415086816004, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9096142813370922, 'colsample_bytree': 0.7294863235362312, 'gamma': 0.0016444466681584946, 'reg_alpha': 0.0038948204364746136, 'reg_lambda': 2.1191588652662015}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:36,664] Trial 178 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.2543088891510069, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8693977496645614, 'colsample_bytree': 0.7316875152820846, 'gamma': 0.24304724047480067, 'reg_alpha': 0.0008019630016670692, 'reg_lambda': 2.1028432936561896}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:36,797] Trial 179 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 135, 'learning_rate': 0.2759610121343733, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.909204871521191, 'colsample_bytree': 0.7032243772743806, 'gamma': 2.397103399708521, 'reg_alpha': 0.022762499564737693, 'reg_lambda': 2.1024847076889355}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:36,964] Trial 180 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 139, 'learning_rate': 0.296576061539975, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8792116258816859, 'colsample_bytree': 0.7267926505155534, 'gamma': 0.004434613135949245, 'reg_alpha': 0.00043020123826914905, 'reg_lambda': 2.275309934462198}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:37,197] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 115, 'learning_rate': 0.23998860340664152, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9088002952094139, 'colsample_bytree': 0.6911080666955727, 'gamma': 0.12769751430676757, 'reg_alpha': 0.04162641582176495, 'reg_lambda': 2.147466051449628}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:37,337] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 131, 'learning_rate': 0.24709208213287973, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.907982617109888, 'colsample_bytree': 0.7102436640015687, 'gamma': 0.18264309963791148, 'reg_alpha': 0.03420684936072854, 'reg_lambda': 2.4468143309970913}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:37,473] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 113, 'learning_rate': 0.24157913199106726, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8944289785983842, 'colsample_bytree': 0.690250879943228, 'gamma': 0.1863390441623553, 'reg_alpha': 0.03275121831713919, 'reg_lambda': 2.4683108555795896}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:37,601] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 129, 'learning_rate': 0.25667865832626197, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9020550448430956, 'colsample_bytree': 0.689984474098368, 'gamma': 0.4480914293932745, 'reg_alpha': 0.04183112740202609, 'reg_lambda': 2.150959314608919}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:37,729] Trial 185 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 121, 'learning_rate': 0.27482389731720613, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9092499576695967, 'colsample_bytree': 0.7093567102175008, 'gamma': 0.2808604122420477, 'reg_alpha': 0.08150497659873954, 'reg_lambda': 2.043175556804938}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:37,954] Trial 186 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 106, 'learning_rate': 0.2419278571189651, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.893142265070325, 'colsample_bytree': 0.671142634802932, 'gamma': 1.9676917524586885, 'reg_alpha': 0.05076143850272334, 'reg_lambda': 2.234690133986016}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:38,134] Trial 187 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.05370439464822749, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8841327168515516, 'colsample_bytree': 0.6955720560769605, 'gamma': 0.15279526480067382, 'reg_alpha': 0.02357173553596815, 'reg_lambda': 2.3861019648709947}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:38,255] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.2574133828121748, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9106058564403822, 'colsample_bytree': 0.7175501922262175, 'gamma': 0.39005493498221505, 'reg_alpha': 0.08719548232931802, 'reg_lambda': 2.4073960204250797}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:38,401] Trial 189 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.22853115954042777, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.8733469981207685, 'colsample_bytree': 0.7010900936952319, 'gamma': 0.27939107030132543, 'reg_alpha': 0.044574794372687965, 'reg_lambda': 2.00443958189752}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:38,635] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 127, 'learning_rate': 0.28614817435073414, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9027635147775471, 'colsample_bytree': 0.7113071657037722, 'gamma': 0.10791850151759144, 'reg_alpha': 0.06266216010913113, 'reg_lambda': 2.634216902698003}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:38,847] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 130, 'learning_rate': 0.2252037114770552, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9206810843427349, 'colsample_bytree': 0.7342694321006, 'gamma': 0.09715906285853373, 'reg_alpha': 0.02636993661844521, 'reg_lambda': 2.1399992047949157}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:39,034] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 142, 'learning_rate': 0.2292381265158708, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9191700218557927, 'colsample_bytree': 0.6758560323078101, 'gamma': 0.19725773359415513, 'reg_alpha': 0.022311719410599392, 'reg_lambda': 2.180848583420504}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:39,179] Trial 193 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 142, 'learning_rate': 0.2269006680461599, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9219194491250388, 'colsample_bytree': 0.6564766261655671, 'gamma': 0.1678243869040183, 'reg_alpha': 0.024381119991655, 'reg_lambda': 2.1385583270467095}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:39,430] Trial 194 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 150, 'learning_rate': 0.24658392335775559, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9317987909396913, 'colsample_bytree': 0.6816116020473454, 'gamma': 0.20631770860573936, 'reg_alpha': 0.037646955503884125, 'reg_lambda': 2.212306620090389}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:39,607] Trial 195 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 150, 'learning_rate': 0.24626528982845244, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9334963888322706, 'colsample_bytree': 0.6490304603965469, 'gamma': 0.09668031362905527, 'reg_alpha': 0.09794240777167723, 'reg_lambda': 2.164661658288194}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:39,765] Trial 196 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 161, 'learning_rate': 0.26168188661091185, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9424019873886356, 'colsample_bytree': 0.6701563236948465, 'gamma': 0.02169154220649752, 'reg_alpha': 0.061671533093422416, 'reg_lambda': 2.1442994868210694}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:39,925] Trial 197 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 169, 'learning_rate': 0.2345851251771719, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.928615536389522, 'colsample_bytree': 0.6850898798438225, 'gamma': 0.19596064756592935, 'reg_alpha': 0.04004502241421212, 'reg_lambda': 2.2271839895702104}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:40,065] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 144, 'learning_rate': 0.22697745525418853, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9222718684130519, 'colsample_bytree': 0.6773397879165058, 'gamma': 0.15996436327939006, 'reg_alpha': 0.02394933196275679, 'reg_lambda': 2.063653312117334}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:40,273] Trial 199 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.27007608337970784, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9204722360556171, 'colsample_bytree': 0.6805731584769578, 'gamma': 0.11609451130702642, 'reg_alpha': 0.021732400246834458, 'reg_lambda': 2.0823059041538983}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:40,277] A new study created in memory with name: no-name-ea0aa977-ef6b-41c8-8b4e-8cdca796960f
[I 2025-11-03 19:29:40,400] Trial 0 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 63, 'learning_rate': 0.06859367696414471, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8931797726795194, 'colsample_bytree': 0.9880892650332608, 'gamma': 1.493156469701515, 'reg_alpha': 0.9346156955022004, 'reg_lambda': 1.4210830757280535}. Best is trial 0 with value: 0.6785714285714286.
[I 2025-11-03 19:29:40,551] Trial 1 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 227, 'learning_rate': 0.08353072362587194, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8862471924926139, 'colsample_bytree': 0.6460274342101017, 'gamma': 3.8414232196773717, 'reg_alpha': 0.8600577696637085, 'reg_lambda': 1.9365268298704101}. Best is trial 0 with value: 0.6785714285714286.
[I 2025-11-03 19:29:40,737] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.09517640083214847, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8633145006185433, 'colsample_bytree': 0.962998698466758, 'gamma': 4.965043440131787, 'reg_alpha': 0.10048081612017412, 'reg_lambda': 2.234913638362598}. Best is trial 0 with value: 0.6785714285714286.
[I 2025-11-03 19:29:40,838] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 49, 'learning_rate': 0.22943335958843644, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.6856758911829984, 'colsample_bytree': 0.7957817634510905, 'gamma': 3.4317280438495548, 'reg_alpha': 0.8691154765821011, 'reg_lambda': 1.46579809727693}. Best is trial 0 with value: 0.6785714285714286.
[I 2025-11-03 19:29:40,969] Trial 4 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 105, 'learning_rate': 0.03289518256670356, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9137525155951846, 'colsample_bytree': 0.7621364151864389, 'gamma': 2.8878276776047573, 'reg_alpha': 0.5344468266252315, 'reg_lambda': 1.8907403841373451}. Best is trial 0 with value: 0.6785714285714286.
[I 2025-11-03 19:29:41,004] Trial 5 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 29, 'learning_rate': 0.21263775055083844, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8883923103942879, 'colsample_bytree': 0.6176222927960399, 'gamma': 2.904355160494367, 'reg_alpha': 0.8639014853498114, 'reg_lambda': 1.4048551617083}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:29:41,212] Trial 6 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 45, 'learning_rate': 0.01188528649764674, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.856406265479176, 'colsample_bytree': 0.7762242891896819, 'gamma': 2.8305169662780036, 'reg_alpha': 0.5207942017508006, 'reg_lambda': 0.7800648076072959}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:29:41,604] Trial 7 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 182, 'learning_rate': 0.1652947173585423, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8434626353922081, 'colsample_bytree': 0.6008598541080659, 'gamma': 2.345582936228634, 'reg_alpha': 0.5057511021204127, 'reg_lambda': 0.824540151769461}. Best is trial 7 with value: 0.6964285714285715.
[I 2025-11-03 19:29:41,741] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 120, 'learning_rate': 0.05825429800658869, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8354376573034941, 'colsample_bytree': 0.6941023442055332, 'gamma': 0.00019905213484439077, 'reg_alpha': 0.5457021978243121, 'reg_lambda': 2.6776853616738086}. Best is trial 7 with value: 0.6964285714285715.
[I 2025-11-03 19:29:41,870] Trial 9 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 113, 'learning_rate': 0.0852223601603085, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9185337807614272, 'colsample_bytree': 0.8585632353336288, 'gamma': 0.04350953151341597, 'reg_alpha': 0.6115066335769104, 'reg_lambda': 2.8110086882702197}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 19:29:42,020] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 175, 'learning_rate': 0.02578035930935672, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9922135010913746, 'colsample_bytree': 0.8906385714245009, 'gamma': 0.19012915324027135, 'reg_alpha': 0.18144331801337998, 'reg_lambda': 2.9785892274925447}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 19:29:42,264] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 176, 'learning_rate': 0.12961715897462633, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7551985984136098, 'colsample_bytree': 0.8856817329107045, 'gamma': 1.454649593054594, 'reg_alpha': 0.28790525891171564, 'reg_lambda': 0.5503280504974843}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 19:29:42,417] Trial 12 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 165, 'learning_rate': 0.13049919900361734, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7332662927870904, 'colsample_bytree': 0.8760734154419714, 'gamma': 1.0586974762833983, 'reg_alpha': 0.2834734057736018, 'reg_lambda': 0.5975334660690633}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:42,571] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 90, 'learning_rate': 0.03733753633667409, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6344408205612153, 'colsample_bytree': 0.8561862018665278, 'gamma': 0.9063828967295223, 'reg_alpha': 0.32293376190532497, 'reg_lambda': 2.4061704668366577}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:42,744] Trial 14 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 153, 'learning_rate': 0.12289260771108307, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.757276199382066, 'colsample_bytree': 0.9263469582957874, 'gamma': 0.7997463861115133, 'reg_alpha': 0.6937018299273872, 'reg_lambda': 1.1011652233281843}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:43,076] Trial 15 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 233, 'learning_rate': 0.27226543994091684, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9689123403995159, 'colsample_bytree': 0.8380732444645266, 'gamma': 1.7441395855487116, 'reg_alpha': 0.6939187020874202, 'reg_lambda': 2.2094783635213675}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:43,242] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.048174709593103576, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.7561683252075345, 'colsample_bytree': 0.7253724155784017, 'gamma': 0.8033198646138662, 'reg_alpha': 0.3846921675619881, 'reg_lambda': 2.668304922908928}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:43,415] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 205, 'learning_rate': 0.019239947714655994, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6879561739252338, 'colsample_bytree': 0.8240178604925472, 'gamma': 0.47677242243214113, 'reg_alpha': 0.01709937524151789, 'reg_lambda': 1.6938911802216245}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:43,536] Trial 18 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 83, 'learning_rate': 0.12194292540329353, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8060659099150688, 'colsample_bytree': 0.9051445117810121, 'gamma': 1.8491735205166713, 'reg_alpha': 0.6740395831179163, 'reg_lambda': 2.990315819497134}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:43,675] Trial 19 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 152, 'learning_rate': 0.16715678682601712, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9533390178644311, 'colsample_bytree': 0.9545214455781927, 'gamma': 1.1247185184060873, 'reg_alpha': 0.38630608573781144, 'reg_lambda': 1.0695674536967568}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:43,935] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 208, 'learning_rate': 0.08759944430570978, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6019422419714947, 'colsample_bytree': 0.8654407539793845, 'gamma': 2.203175969657104, 'reg_alpha': 0.20800277552331867, 'reg_lambda': 1.1359314440421073}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:44,100] Trial 21 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 175, 'learning_rate': 0.13993031177188153, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7378390843579103, 'colsample_bytree': 0.9152111429856454, 'gamma': 0.4901833092560432, 'reg_alpha': 0.2735931713080681, 'reg_lambda': 0.5296787743038891}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:44,265] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 196, 'learning_rate': 0.1052908581749092, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7150586366044009, 'colsample_bytree': 0.8638321044509061, 'gamma': 1.2560097221649713, 'reg_alpha': 0.42236212601624057, 'reg_lambda': 0.5503408956122966}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:44,512] Trial 23 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.064147899741203, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7856056133996869, 'colsample_bytree': 0.8144732769289222, 'gamma': 0.4273753073889933, 'reg_alpha': 0.6248766316967409, 'reg_lambda': 0.8875891532196378}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:44,704] Trial 24 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 130, 'learning_rate': 0.18372245355005015, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7925534271331265, 'colsample_bytree': 0.934242071030004, 'gamma': 1.6463234405294203, 'reg_alpha': 0.2659799597666557, 'reg_lambda': 0.6916295157189967}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:44,881] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 165, 'learning_rate': 0.2863595201295812, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6717353717769766, 'colsample_bytree': 0.8798576893913563, 'gamma': 1.3745583427612327, 'reg_alpha': 0.12238475623469594, 'reg_lambda': 0.9622786264481242}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:45,014] Trial 26 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 103, 'learning_rate': 0.04737799860587344, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7195249998287006, 'colsample_bytree': 0.759181901533688, 'gamma': 2.0034351826966783, 'reg_alpha': 0.44543749049256115, 'reg_lambda': 1.2760896619374793}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:45,197] Trial 27 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 188, 'learning_rate': 0.14048728070191036, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8174175395937596, 'colsample_bytree': 0.8943806521481483, 'gamma': 0.9086719291901675, 'reg_alpha': 0.6119961472414668, 'reg_lambda': 1.6955930127803571}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:45,352] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.07492247515872338, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7612662594539372, 'colsample_bytree': 0.9900435176134453, 'gamma': 0.0364993838296247, 'reg_alpha': 0.3310550382137816, 'reg_lambda': 0.5023971436411766}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:45,575] Trial 29 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 74, 'learning_rate': 0.10486697709330028, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6588676625065022, 'colsample_bytree': 0.8446413738978462, 'gamma': 1.4320314408165877, 'reg_alpha': 0.7466819916137282, 'reg_lambda': 1.5191194259450307}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:45,738] Trial 30 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 136, 'learning_rate': 0.07317398139866045, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9232548405551275, 'colsample_bytree': 0.9584670064259848, 'gamma': 0.5303477779329148, 'reg_alpha': 0.026466861547502774, 'reg_lambda': 0.7225378888008086}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:45,901] Trial 31 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 195, 'learning_rate': 0.10585082930463634, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7277637607234448, 'colsample_bytree': 0.8652235234643417, 'gamma': 1.3249067727386186, 'reg_alpha': 0.3893967801856816, 'reg_lambda': 0.649338213070593}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:46,040] Trial 32 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 166, 'learning_rate': 0.12316693904889413, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7057873841951249, 'colsample_bytree': 0.7975802991227907, 'gamma': 1.1798397954077176, 'reg_alpha': 0.9813961675327887, 'reg_lambda': 0.6490748123591785}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:46,358] Trial 33 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 248, 'learning_rate': 0.09042802091068085, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7769460782507401, 'colsample_bytree': 0.8709899782472799, 'gamma': 2.5600340573160163, 'reg_alpha': 0.22275497997584812, 'reg_lambda': 0.9349318420914398}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:46,507] Trial 34 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 193, 'learning_rate': 0.1502773644896244, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7331569188870315, 'colsample_bytree': 0.8332226454171118, 'gamma': 3.64610516408272, 'reg_alpha': 0.32932143436003025, 'reg_lambda': 2.108897329225895}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:46,692] Trial 35 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 217, 'learning_rate': 0.20676783936924545, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7009748398432641, 'colsample_bytree': 0.9375438586780082, 'gamma': 4.09160296952585, 'reg_alpha': 0.4407938938763353, 'reg_lambda': 1.257620292857412}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:46,838] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.07603802773657557, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8168272261537455, 'colsample_bytree': 0.9029532018653795, 'gamma': 1.5337991247643215, 'reg_alpha': 0.7928149314720212, 'reg_lambda': 2.5030604511418915}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:47,056] Trial 37 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 144, 'learning_rate': 0.1061250299628582, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7397131516977803, 'colsample_bytree': 0.8122513884327051, 'gamma': 4.680020052960009, 'reg_alpha': 0.11498090794703225, 'reg_lambda': 1.9559683082177983}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:47,202] Trial 38 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 163, 'learning_rate': 0.22435351337495757, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8714211672087023, 'colsample_bytree': 0.7707670211542469, 'gamma': 2.0363637989979937, 'reg_alpha': 0.5885388404310848, 'reg_lambda': 0.6533186374053753}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:47,349] Trial 39 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 127, 'learning_rate': 0.05387558295487771, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6504219398427116, 'colsample_bytree': 0.9791428999899683, 'gamma': 2.5265429557082806, 'reg_alpha': 0.4642793207803375, 'reg_lambda': 0.7986574032456504}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:47,549] Trial 40 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 102, 'learning_rate': 0.18354930433088332, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7658704458955437, 'colsample_bytree': 0.8819978962050831, 'gamma': 3.1135866781876516, 'reg_alpha': 0.27787363059768144, 'reg_lambda': 1.0344340401269017}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:47,713] Trial 41 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 201, 'learning_rate': 0.10390059120368836, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7205784166773055, 'colsample_bytree': 0.8585704838091213, 'gamma': 1.1986721138667331, 'reg_alpha': 0.4096628641020115, 'reg_lambda': 0.5618831945391172}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:47,941] Trial 42 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 183, 'learning_rate': 0.08989144643305155, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7009053246646605, 'colsample_bytree': 0.8489858498825161, 'gamma': 1.0074727012258788, 'reg_alpha': 0.3605156479861331, 'reg_lambda': 0.6012388357489572}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:48,098] Trial 43 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 195, 'learning_rate': 0.1178106586722043, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.913218545637711, 'colsample_bytree': 0.914532792469359, 'gamma': 0.6571327002642124, 'reg_alpha': 0.5603363494544316, 'reg_lambda': 0.7764469365027847}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:48,264] Trial 44 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.11954625781388258, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9109496548059803, 'colsample_bytree': 0.9233443075559005, 'gamma': 0.24825304419312688, 'reg_alpha': 0.18073060003111652, 'reg_lambda': 0.8220251371172729}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:48,474] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 228, 'learning_rate': 0.01017635556971541, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9134663232467376, 'colsample_bytree': 0.9227296578453628, 'gamma': 0.2464386743134734, 'reg_alpha': 0.1639417329687941, 'reg_lambda': 0.8085914169123815}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:48,684] Trial 46 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 237, 'learning_rate': 0.012643831068645866, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9005685419911962, 'colsample_bytree': 0.9461308825327763, 'gamma': 0.6583366588472486, 'reg_alpha': 0.18366661253442979, 'reg_lambda': 0.8386942688505266}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:49,022] Trial 47 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 218, 'learning_rate': 0.016732376345686778, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9478021471268334, 'colsample_bytree': 0.9731512711647239, 'gamma': 0.3796073552179833, 'reg_alpha': 0.07590387115690306, 'reg_lambda': 1.2131409692574753}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:49,267] Trial 48 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 227, 'learning_rate': 0.03148829685286104, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8697815385642731, 'colsample_bytree': 0.9203706464903336, 'gamma': 0.3181466036972983, 'reg_alpha': 0.14832136191033976, 'reg_lambda': 0.7421549809829978}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:49,438] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.01090201726828762, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9998959979887687, 'colsample_bytree': 0.9998689259405773, 'gamma': 0.654761445522172, 'reg_alpha': 0.06992940123495162, 'reg_lambda': 1.4096175421518304}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:49,653] Trial 50 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 246, 'learning_rate': 0.02112895631355487, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9391964913502115, 'colsample_bytree': 0.9167692370516293, 'gamma': 0.2340754709939865, 'reg_alpha': 0.23757298093062856, 'reg_lambda': 0.9667104202327772}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:49,820] Trial 51 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 176, 'learning_rate': 0.15949285340612723, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9098401649886273, 'colsample_bytree': 0.9052818404379315, 'gamma': 0.020010887521793478, 'reg_alpha': 0.5536403082420186, 'reg_lambda': 0.8657132151228575}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:50,086] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 180, 'learning_rate': 0.15580020793117294, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8904146686127693, 'colsample_bytree': 0.9034685547145553, 'gamma': 0.1007100262530163, 'reg_alpha': 0.5473392540804752, 'reg_lambda': 0.7682369395750486}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:50,254] Trial 53 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.24943592123943406, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8946233324437416, 'colsample_bytree': 0.9004234221487566, 'gamma': 0.16281726502018498, 'reg_alpha': 0.5648752478884708, 'reg_lambda': 0.8372078490965132}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:50,482] Trial 54 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 172, 'learning_rate': 0.24017491053964535, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8845001580403804, 'colsample_bytree': 0.8921798282486323, 'gamma': 0.037416646735814546, 'reg_alpha': 0.5483714215393916, 'reg_lambda': 1.0128245358773316}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:50,686] Trial 55 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.2572694766744199, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8524497769422588, 'colsample_bytree': 0.6472485894840143, 'gamma': 0.6648062189687091, 'reg_alpha': 0.5141821197995649, 'reg_lambda': 0.885663646933041}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:50,843] Trial 56 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 160, 'learning_rate': 0.1974992442750801, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9693344037793482, 'colsample_bytree': 0.9069008855395971, 'gamma': 0.18773122671147946, 'reg_alpha': 0.5608312325376049, 'reg_lambda': 0.7642793872284503}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:51,064] Trial 57 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.1649576035829876, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9004455885067647, 'colsample_bytree': 0.9517526959161826, 'gamma': 0.7639929478645291, 'reg_alpha': 0.48138070146672274, 'reg_lambda': 1.147942780889946}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:51,220] Trial 58 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 143, 'learning_rate': 0.17247837894718313, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8905671745383721, 'colsample_bytree': 0.9405930580795276, 'gamma': 0.7951466040726413, 'reg_alpha': 0.4788204777160464, 'reg_lambda': 1.1498808609916418}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:51,376] Trial 59 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.13272846801630028, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9283201438343351, 'colsample_bytree': 0.9678921727281664, 'gamma': 0.5722620358297618, 'reg_alpha': 0.6393729502201078, 'reg_lambda': 1.5477144347269869}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:51,547] Trial 60 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 180, 'learning_rate': 0.2907434603846905, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8331334719243401, 'colsample_bytree': 0.9494032806179452, 'gamma': 0.9860380030951027, 'reg_alpha': 0.7290513332231818, 'reg_lambda': 1.3392978738788401}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:51,698] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.2492626964726176, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8347504275399771, 'colsample_bytree': 0.9539869693135833, 'gamma': 0.9819311425584546, 'reg_alpha': 0.8241634878387266, 'reg_lambda': 1.3343151352012703}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:51,909] Trial 62 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 170, 'learning_rate': 0.24446930605116565, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8746724619482229, 'colsample_bytree': 0.9296563156032664, 'gamma': 0.7708783466878845, 'reg_alpha': 0.8380654618154452, 'reg_lambda': 1.0617325699284899}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:52,088] Trial 63 finished with value: 0.738095238095238 and parameters: {'n_estimators': 189, 'learning_rate': 0.20591466543293588, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8976379434981538, 'colsample_bytree': 0.9858622485009404, 'gamma': 0.3696542174200691, 'reg_alpha': 0.9276306429924907, 'reg_lambda': 1.1249598579892488}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:52,310] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 197, 'learning_rate': 0.2102719777553813, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9039812003400278, 'colsample_bytree': 0.9818232833437788, 'gamma': 0.3437844993997287, 'reg_alpha': 0.8797890253116757, 'reg_lambda': 1.193525235385484}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:52,486] Trial 65 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 190, 'learning_rate': 0.18971139503628284, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8509031319440349, 'colsample_bytree': 0.9636546622616475, 'gamma': 0.17411388496617702, 'reg_alpha': 0.931858883891335, 'reg_lambda': 1.2988096891762768}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:52,650] Trial 66 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 207, 'learning_rate': 0.14961731535864195, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8882498213544016, 'colsample_bytree': 0.9926340385390517, 'gamma': 0.43595284894632735, 'reg_alpha': 0.9370734340736336, 'reg_lambda': 0.9541231398444312}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:52,760] Trial 67 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.22778688750468398, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9617814166574732, 'colsample_bytree': 0.9561492732836228, 'gamma': 0.5394860240588607, 'reg_alpha': 0.6525725691829136, 'reg_lambda': 1.0464702976623377}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,006] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 182, 'learning_rate': 0.2729721633432611, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9300102906483534, 'colsample_bytree': 0.9412969246222903, 'gamma': 0.19947348507318455, 'reg_alpha': 0.835005897067078, 'reg_lambda': 1.125111926932432}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,150] Trial 69 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 158, 'learning_rate': 0.1754148538057993, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8363772038984173, 'colsample_bytree': 0.9722671751760116, 'gamma': 0.7620873430602225, 'reg_alpha': 0.7761587810929638, 'reg_lambda': 1.4869905955443057}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,297] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 161, 'learning_rate': 0.17364663525554247, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8331729416214826, 'colsample_bytree': 0.968215685021743, 'gamma': 0.9577459292636095, 'reg_alpha': 0.7840201700516994, 'reg_lambda': 1.506062790071561}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,460] Trial 71 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 158, 'learning_rate': 0.16993348296471184, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8418222685373331, 'colsample_bytree': 0.9647850336692181, 'gamma': 0.8930885807082275, 'reg_alpha': 0.7737758721312574, 'reg_lambda': 1.620599530380646}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,676] Trial 72 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 147, 'learning_rate': 0.11480531747361743, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8209195792368374, 'colsample_bytree': 0.927820124167529, 'gamma': 1.07593587873255, 'reg_alpha': 0.677358058515901, 'reg_lambda': 1.4502060760369322}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,835] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.15546632627677623, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.827139112029162, 'colsample_bytree': 0.9489602732539103, 'gamma': 0.7411369133763706, 'reg_alpha': 0.5888260268641415, 'reg_lambda': 1.348231462466379}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,986] Trial 74 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 178, 'learning_rate': 0.17996610712850722, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8596939950127829, 'colsample_bytree': 0.9106604016334056, 'gamma': 0.8798882695380738, 'reg_alpha': 0.719390206172814, 'reg_lambda': 1.527543783871487}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:54,145] Trial 75 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 150, 'learning_rate': 0.1463734776805934, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.881830922070467, 'colsample_bytree': 0.9320711297891814, 'gamma': 0.5443640190692624, 'reg_alpha': 0.5008739929587928, 'reg_lambda': 1.8638159266184022}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:54,299] Trial 76 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 200, 'learning_rate': 0.11677683238635447, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8106610556991276, 'colsample_bytree': 0.97743165740528, 'gamma': 1.6001096141652293, 'reg_alpha': 0.7950228081897984, 'reg_lambda': 1.6985286222631297}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:54,607] Trial 77 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 167, 'learning_rate': 0.13655561718780831, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7972227590218579, 'colsample_bytree': 0.8969820101078487, 'gamma': 0.12761210711593113, 'reg_alpha': 0.5797182204235575, 'reg_lambda': 1.5945808471426643}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:54,759] Trial 78 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 160, 'learning_rate': 0.2602977722087931, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8630686462167894, 'colsample_bytree': 0.9584726033225205, 'gamma': 1.249503508893429, 'reg_alpha': 0.7646635792909704, 'reg_lambda': 1.4497864895948687}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:54,888] Trial 79 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 136, 'learning_rate': 0.2971285166347614, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8407213012547032, 'colsample_bytree': 0.7383784010854182, 'gamma': 1.08077187839857, 'reg_alpha': 0.8529567697132265, 'reg_lambda': 1.7710324520415406}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:55,040] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 185, 'learning_rate': 0.2173510630215152, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9143706960426544, 'colsample_bytree': 0.9992779743360283, 'gamma': 0.4528462398554334, 'reg_alpha': 0.701474250107275, 'reg_lambda': 1.362783906374731}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:55,252] Trial 81 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 172, 'learning_rate': 0.15370865581127693, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9364680748851492, 'colsample_bytree': 0.9499253912960693, 'gamma': 0.7586978044083877, 'reg_alpha': 0.5960324245355113, 'reg_lambda': 1.3771384413178602}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:55,559] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 169, 'learning_rate': 0.16410064997890042, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8246536881612939, 'colsample_bytree': 0.9397094635731816, 'gamma': 0.7097295934703041, 'reg_alpha': 0.8173572977037322, 'reg_lambda': 1.2128175258546618}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:55,740] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 156, 'learning_rate': 0.12925359915586945, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8260035446838782, 'colsample_bytree': 0.9737555035314869, 'gamma': 0.8892062992574893, 'reg_alpha': 0.8878401819081996, 'reg_lambda': 1.3136881481439433}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:55,909] Trial 84 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 192, 'learning_rate': 0.18855814815279479, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8764475881463895, 'colsample_bytree': 0.9189883348639696, 'gamma': 0.6405773950538294, 'reg_alpha': 0.5278974120911728, 'reg_lambda': 0.7153673820731921}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:56,061] Trial 85 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 178, 'learning_rate': 0.2455742138544234, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.782108448248644, 'colsample_bytree': 0.95097171915271, 'gamma': 0.9771169497374619, 'reg_alpha': 0.6229709934792126, 'reg_lambda': 1.4802831024114875}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:56,253] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 203, 'learning_rate': 0.1633172993736604, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.8053996890637726, 'colsample_bytree': 0.8836077926797467, 'gamma': 0.3140993489425215, 'reg_alpha': 0.6486774043130548, 'reg_lambda': 0.9128633034425092}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:56,608] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.09506104589254805, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8498366214016506, 'colsample_bytree': 0.9712672151147669, 'gamma': 0.08955858787377646, 'reg_alpha': 0.4849024430442621, 'reg_lambda': 1.2595888290839385}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:56,857] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 164, 'learning_rate': 0.14246809660688772, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.832114754089969, 'colsample_bytree': 0.8982723780440242, 'gamma': 0.5752314046886845, 'reg_alpha': 0.6757552001026894, 'reg_lambda': 0.6368959378587811}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:57,015] Trial 89 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 163, 'learning_rate': 0.11262927678885942, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8660107086032761, 'colsample_bytree': 0.8935324562597302, 'gamma': 1.3244287852950252, 'reg_alpha': 0.748069223741736, 'reg_lambda': 0.6507500311708656}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:57,156] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.1984619295785395, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.921265136804095, 'colsample_bytree': 0.8767659655447932, 'gamma': 1.7880514412063953, 'reg_alpha': 0.6689170369571088, 'reg_lambda': 0.8325263194007879}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:57,322] Trial 91 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.13968325941756607, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8379266779603556, 'colsample_bytree': 0.932398633169046, 'gamma': 0.5812564812128781, 'reg_alpha': 0.5975167230240326, 'reg_lambda': 0.7748385565375819}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:57,601] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 184, 'learning_rate': 0.1413738388427899, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8938195678221388, 'colsample_bytree': 0.913664666775947, 'gamma': 0.552052100760813, 'reg_alpha': 0.5608429361724088, 'reg_lambda': 0.7769150621460629}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:57,761] Trial 93 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 176, 'learning_rate': 0.08097454173717328, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8362192294797529, 'colsample_bytree': 0.9261737461020092, 'gamma': 0.29445087163854167, 'reg_alpha': 0.809615677574635, 'reg_lambda': 0.6048919976796999}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:57,928] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.12795764070896035, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9049966863246973, 'colsample_bytree': 0.930707060147019, 'gamma': 0.43618554130029946, 'reg_alpha': 0.6990283711278824, 'reg_lambda': 0.6987173187216216}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:58,062] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.17828373541198803, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8580717893932759, 'colsample_bytree': 0.8973259975337395, 'gamma': 0.6189086166616363, 'reg_alpha': 0.5305711103520779, 'reg_lambda': 0.9927132796696571}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:58,300] Trial 96 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.09922488545729359, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.8461490912523594, 'colsample_bytree': 0.9371716673966387, 'gamma': 0.0061890587683719744, 'reg_alpha': 0.6292089817634888, 'reg_lambda': 0.5223151479491044}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:58,447] Trial 97 finished with value: 0.738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.22532133088004372, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8098206710803215, 'colsample_bytree': 0.9617724087593229, 'gamma': 1.1599477502667468, 'reg_alpha': 0.6073276628158804, 'reg_lambda': 0.8874452803065814}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:58,597] Trial 98 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 189, 'learning_rate': 0.12279107316530549, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8786283435906944, 'colsample_bytree': 0.9028081065171757, 'gamma': 0.8621833433579001, 'reg_alpha': 0.899775531929328, 'reg_lambda': 0.5934963456196297}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:58,747] Trial 99 finished with value: 0.726190476190476 and parameters: {'n_estimators': 181, 'learning_rate': 0.1472745504097857, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9465105483084684, 'colsample_bytree': 0.9884095438694687, 'gamma': 0.24730991403565428, 'reg_alpha': 0.7270323311104803, 'reg_lambda': 0.7835055758676457}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:58,870] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.13489543988222527, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9808134530110982, 'colsample_bytree': 0.9136987295402589, 'gamma': 2.752595294214277, 'reg_alpha': 0.43774946739974324, 'reg_lambda': 0.6822759583890685}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:59,061] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 169, 'learning_rate': 0.15836325807845877, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8278582840555669, 'colsample_bytree': 0.9456809461053424, 'gamma': 0.7288477412617346, 'reg_alpha': 0.5807089069783363, 'reg_lambda': 0.8411384978031139}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:59,279] Trial 102 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 165, 'learning_rate': 0.17163879845734778, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8306451704572466, 'colsample_bytree': 0.9229022699176753, 'gamma': 0.46121852868441204, 'reg_alpha': 0.5765972101033037, 'reg_lambda': 0.8435903371085363}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:59,449] Trial 103 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 156, 'learning_rate': 0.11133290107311364, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7723289622863961, 'colsample_bytree': 0.9427133380298508, 'gamma': 1.0086625007948322, 'reg_alpha': 0.46974453298673446, 'reg_lambda': 0.9551817762056026}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:59,592] Trial 104 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 175, 'learning_rate': 0.1594472402883643, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7897228875703503, 'colsample_bytree': 0.8890117432643568, 'gamma': 0.6993494962296638, 'reg_alpha': 0.5102525101238131, 'reg_lambda': 0.7493995840058868}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:59,745] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 186, 'learning_rate': 0.19224436743787504, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8172522679844939, 'colsample_bytree': 0.7876685566074683, 'gamma': 0.8240788060564829, 'reg_alpha': 0.5680320236538642, 'reg_lambda': 1.0741854963110131}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:59,922] Trial 106 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 161, 'learning_rate': 0.06624111160395864, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8363632777887493, 'colsample_bytree': 0.9561820799607821, 'gamma': 0.1276395936253676, 'reg_alpha': 0.609885754732058, 'reg_lambda': 0.6198776692942395}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:00,111] Trial 107 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 168, 'learning_rate': 0.04213140759905353, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.906762889114974, 'colsample_bytree': 0.8726795605826194, 'gamma': 0.3715763079178941, 'reg_alpha': 0.6728852847306838, 'reg_lambda': 0.9077939565527571}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:00,269] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.21352191181769364, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7973751528166277, 'colsample_bytree': 0.9032369843848842, 'gamma': 0.5810702472424931, 'reg_alpha': 0.5308886686248251, 'reg_lambda': 1.612270109893565}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:00,415] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.14335584499194998, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8926111194502612, 'colsample_bytree': 0.9677631133859583, 'gamma': 0.9419109232501562, 'reg_alpha': 0.7763219199480544, 'reg_lambda': 0.8074402762601136}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:00,578] Trial 110 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 199, 'learning_rate': 0.17921914218697452, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8556003607584023, 'colsample_bytree': 0.9341986186630779, 'gamma': 0.4863357986196165, 'reg_alpha': 0.5481617047775366, 'reg_lambda': 1.1843211133606095}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:00,836] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 172, 'learning_rate': 0.15630720029610404, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8292216121070513, 'colsample_bytree': 0.9430059042023647, 'gamma': 0.7368657199030968, 'reg_alpha': 0.5900792214353546, 'reg_lambda': 0.7323311947732444}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:01,066] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.12290849235672792, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8676198936376719, 'colsample_bytree': 0.6622586520109265, 'gamma': 0.7865254444779187, 'reg_alpha': 0.49316956148543967, 'reg_lambda': 0.7258067225992021}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:01,219] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.12704762589870452, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8689815702135546, 'colsample_bytree': 0.6879890311287349, 'gamma': 0.7755309055115545, 'reg_alpha': 0.49055746978991477, 'reg_lambda': 0.7303010639778535}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:01,353] Trial 114 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 143, 'learning_rate': 0.15741098493685904, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.884963718011673, 'colsample_bytree': 0.6163891700998342, 'gamma': 3.2299845615856815, 'reg_alpha': 0.30156016064920665, 'reg_lambda': 0.8617035582151467}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:01,616] Trial 115 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 174, 'learning_rate': 0.11557332413654987, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9179717157722843, 'colsample_bytree': 0.6907420125736945, 'gamma': 4.322070303980244, 'reg_alpha': 0.4641673063704698, 'reg_lambda': 0.5605474195823479}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:01,778] Trial 116 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 168, 'learning_rate': 0.13753302917962146, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8430744210027649, 'colsample_bytree': 0.654594874292339, 'gamma': 0.6338389986482316, 'reg_alpha': 0.40540917394667436, 'reg_lambda': 0.6671585447986889}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:01,953] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.12278678554817356, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9002379510119372, 'colsample_bytree': 0.7513069150170635, 'gamma': 0.27218174910112664, 'reg_alpha': 0.6516610954129677, 'reg_lambda': 0.9981846555126996}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:02,111] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 150, 'learning_rate': 0.09448489885027463, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9287179819314005, 'colsample_bytree': 0.7019490544653915, 'gamma': 0.2632469913022415, 'reg_alpha': 0.653357041516351, 'reg_lambda': 0.9929169820862025}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:02,396] Trial 119 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.1056011688614379, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8161236235347258, 'colsample_bytree': 0.750453667507405, 'gamma': 0.15756202349365686, 'reg_alpha': 0.6097790985465332, 'reg_lambda': 0.7571349031389115}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:02,537] Trial 120 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 131, 'learning_rate': 0.12462168431741145, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8634465440361395, 'colsample_bytree': 0.7825029318713107, 'gamma': 0.4068724379271833, 'reg_alpha': 0.5947800858895415, 'reg_lambda': 0.8193156980258243}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:02,700] Trial 121 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 172, 'learning_rate': 0.15251348883939114, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8999981228168259, 'colsample_bytree': 0.804712711154408, 'gamma': 0.5004900977328929, 'reg_alpha': 0.6355405603535978, 'reg_lambda': 0.9162991295729024}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:02,854] Trial 122 finished with value: 0.755952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.12174915475541744, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8755927967629142, 'colsample_bytree': 0.66463581281132, 'gamma': 0.33483580445536076, 'reg_alpha': 0.5793321196108675, 'reg_lambda': 0.7125916665606137}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:03,031] Trial 123 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 184, 'learning_rate': 0.08315182594797743, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8757827389282246, 'colsample_bytree': 0.6768128140929054, 'gamma': 0.2595630026344925, 'reg_alpha': 0.5459739093007042, 'reg_lambda': 0.6998804456406065}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:03,279] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 146, 'learning_rate': 0.11793372995488079, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.85240814139383, 'colsample_bytree': 0.9233618754422883, 'gamma': 0.1108332613083558, 'reg_alpha': 0.5700286975307849, 'reg_lambda': 0.626380866956416}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:03,446] Trial 125 finished with value: 0.738095238095238 and parameters: {'n_estimators': 145, 'learning_rate': 0.11799217341808542, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8510621118721065, 'colsample_bytree': 0.9231695037145878, 'gamma': 0.004084691697312071, 'reg_alpha': 0.5735598673664434, 'reg_lambda': 0.6400708100333559}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:03,602] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.269567458252201, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8450742688583334, 'colsample_bytree': 0.6330298206776382, 'gamma': 0.12265561450414392, 'reg_alpha': 0.5915328586576374, 'reg_lambda': 0.5562493166715892}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:03,724] Trial 127 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 63, 'learning_rate': 0.09911042116791413, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8835611100561652, 'colsample_bytree': 0.9086803300656653, 'gamma': 0.34862257874565833, 'reg_alpha': 0.6189988091078487, 'reg_lambda': 0.5098329652627955}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:03,895] Trial 128 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 180, 'learning_rate': 0.1367498062736035, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8239723812568672, 'colsample_bytree': 0.7075113267439708, 'gamma': 0.17916438104323162, 'reg_alpha': 0.523648808722718, 'reg_lambda': 0.7909503272928541}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:04,078] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.14531045444369012, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9110979016603967, 'colsample_bytree': 0.9163980223865752, 'gamma': 0.3343195025645441, 'reg_alpha': 0.6799602974148573, 'reg_lambda': 0.8638956371566159}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:04,218] Trial 130 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 170, 'learning_rate': 0.23883769232954644, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.912945363278209, 'colsample_bytree': 0.7161212953704778, 'gamma': 2.3550164457404597, 'reg_alpha': 0.5638030704975298, 'reg_lambda': 0.8668416740312573}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:04,408] Trial 131 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 164, 'learning_rate': 0.1118955579684035, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.938126014088175, 'colsample_bytree': 0.9447281041973581, 'gamma': 0.33296383697818466, 'reg_alpha': 0.6864515160206348, 'reg_lambda': 0.6733317171705075}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:04,567] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.1033894945036121, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9450400322037151, 'colsample_bytree': 0.9458838036146581, 'gamma': 0.3265969413698411, 'reg_alpha': 0.7072597483326402, 'reg_lambda': 0.7672736097865719}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:04,720] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.10790470276090672, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9363051115605326, 'colsample_bytree': 0.944726500627834, 'gamma': 0.32249427524091756, 'reg_alpha': 0.7081334233074388, 'reg_lambda': 0.73028650919712}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:04,979] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.11049321166943143, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9549100530563794, 'colsample_bytree': 0.9424045871781294, 'gamma': 0.33361116910616506, 'reg_alpha': 0.7058123395487844, 'reg_lambda': 0.6958673761416931}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:05,178] Trial 135 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 165, 'learning_rate': 0.10536816693516263, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9366981851041187, 'colsample_bytree': 0.9329494258017428, 'gamma': 0.42784382189568304, 'reg_alpha': 0.7494546517635738, 'reg_lambda': 2.895261556892705}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:05,399] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 151, 'learning_rate': 0.09834554947959677, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9338044377205407, 'colsample_bytree': 0.9321990743447809, 'gamma': 0.21916393484294694, 'reg_alpha': 0.7573151988633811, 'reg_lambda': 2.8290594264995317}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:05,594] Trial 137 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 138, 'learning_rate': 0.08985979161136465, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9237987890080726, 'colsample_bytree': 0.9233049899314645, 'gamma': 0.43867878427477036, 'reg_alpha': 0.6574151461963507, 'reg_lambda': 2.4372114787807178}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:05,751] Trial 138 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.10988159704652913, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9529557160696157, 'colsample_bytree': 0.9131535760643675, 'gamma': 0.516182144126426, 'reg_alpha': 0.7248947821064804, 'reg_lambda': 0.8232437936016305}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:05,907] Trial 139 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 156, 'learning_rate': 0.12911477786168415, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9375259531045064, 'colsample_bytree': 0.9187492627849781, 'gamma': 0.0827925210117072, 'reg_alpha': 0.6780292026830192, 'reg_lambda': 2.3026800886304994}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:06,138] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.12285480780695854, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9202877085615859, 'colsample_bytree': 0.8212421963633478, 'gamma': 0.2436398425562489, 'reg_alpha': 0.7477264278331746, 'reg_lambda': 2.1972376903951654}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:06,307] Trial 141 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 167, 'learning_rate': 0.10283734111300306, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9448657979199696, 'colsample_bytree': 0.9383457291863403, 'gamma': 0.4114388115819794, 'reg_alpha': 0.7112302067371833, 'reg_lambda': 0.7516492752587923}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:06,486] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.11716997660262125, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9623272960901448, 'colsample_bytree': 0.9468755729197339, 'gamma': 0.3215088201695184, 'reg_alpha': 0.6930649454002668, 'reg_lambda': 2.028273927824311}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:06,667] Trial 143 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.10686411734222434, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9393461228172747, 'colsample_bytree': 0.932604788780389, 'gamma': 0.6656524045498043, 'reg_alpha': 0.6375487967380525, 'reg_lambda': 0.8589575145714108}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:06,948] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 159, 'learning_rate': 0.13355139771779184, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9255529309172673, 'colsample_bytree': 0.9593620397375184, 'gamma': 0.3611391721071516, 'reg_alpha': 0.7351368330222101, 'reg_lambda': 2.560121592771415}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:07,123] Trial 145 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.13160857155488773, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9120299910281531, 'colsample_bytree': 0.9595617622381187, 'gamma': 0.588255337868009, 'reg_alpha': 0.7397228147399793, 'reg_lambda': 2.8805614654503096}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:07,275] Trial 146 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 149, 'learning_rate': 0.14450083997627558, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9271596970851232, 'colsample_bytree': 0.9752598689043108, 'gamma': 0.1682127502546606, 'reg_alpha': 0.7978724471170623, 'reg_lambda': 2.750084976740356}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:07,418] Trial 147 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 143, 'learning_rate': 0.13449411164017372, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8994612808285631, 'colsample_bytree': 0.9538489663694844, 'gamma': 0.4423968254279472, 'reg_alpha': 0.6861037035830774, 'reg_lambda': 2.514167728093273}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:07,704] Trial 148 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 154, 'learning_rate': 0.1179089271125851, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.906848065149821, 'colsample_bytree': 0.930414412688477, 'gamma': 0.06922242261888012, 'reg_alpha': 0.6614872827999644, 'reg_lambda': 2.6183926846637497}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:07,862] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 172, 'learning_rate': 0.08812804676645902, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9055935952002993, 'colsample_bytree': 0.9633980761690643, 'gamma': 0.5242198027518253, 'reg_alpha': 0.6558148106356205, 'reg_lambda': 2.98265739210695}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:08,015] Trial 150 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 154, 'learning_rate': 0.1519407980031263, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9171473253520644, 'colsample_bytree': 0.9429477580615775, 'gamma': 0.2570760173380797, 'reg_alpha': 0.6208535610969574, 'reg_lambda': 2.4709237609241685}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:08,196] Trial 151 finished with value: 0.738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.05833543603113328, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9189157454285022, 'colsample_bytree': 0.9398972798683937, 'gamma': 0.25863847101116416, 'reg_alpha': 0.6251223656273008, 'reg_lambda': 2.6439839674242895}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:08,405] Trial 152 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 154, 'learning_rate': 0.14606426689818114, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9304309504280581, 'colsample_bytree': 0.9295707478422933, 'gamma': 0.3756518130254365, 'reg_alpha': 0.6034298140449615, 'reg_lambda': 2.5118126134317285}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:08,578] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.1631170527322743, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9104296426749777, 'colsample_bytree': 0.9471112893325047, 'gamma': 0.036224857940972494, 'reg_alpha': 0.660193558517668, 'reg_lambda': 2.7511708449852517}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:08,831] Trial 154 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 176, 'learning_rate': 0.16283483053506342, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9158800247351891, 'colsample_bytree': 0.9510216896092355, 'gamma': 0.013636173935129087, 'reg_alpha': 0.7372018134401204, 'reg_lambda': 2.603585721107556}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:09,480] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 177, 'learning_rate': 0.1573694592259796, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9189685767649769, 'colsample_bytree': 0.9374219208528426, 'gamma': 0.17132678158067172, 'reg_alpha': 0.7716384820903688, 'reg_lambda': 2.428094473918313}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:09,650] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.1684132989816974, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9369356645325176, 'colsample_bytree': 0.9833200648676893, 'gamma': 0.014148411348167217, 'reg_alpha': 0.7326045752371603, 'reg_lambda': 2.601458341893186}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:09,820] Trial 157 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.13705087898803653, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8927327742971419, 'colsample_bytree': 0.9540138912837192, 'gamma': 0.7133169722762096, 'reg_alpha': 0.7518213055959893, 'reg_lambda': 2.5806448677817726}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:10,035] Trial 158 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 168, 'learning_rate': 0.1500005692066177, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9257497304650004, 'colsample_bytree': 0.9159668327883047, 'gamma': 0.47663580808100914, 'reg_alpha': 0.6884510922925484, 'reg_lambda': 2.6958949054009267}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:10,238] Trial 159 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 193, 'learning_rate': 0.18326951578227993, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9110411573408127, 'colsample_bytree': 0.9608636714009493, 'gamma': 0.38356545017237575, 'reg_alpha': 0.7199607916741371, 'reg_lambda': 2.355647628257368}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:10,458] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 172, 'learning_rate': 0.12965625917736578, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9527586160345827, 'colsample_bytree': 0.9297420498763785, 'gamma': 0.602725269401851, 'reg_alpha': 0.5911922966693204, 'reg_lambda': 2.55125915765358}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:10,624] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 164, 'learning_rate': 0.2005528910288352, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9067995265154215, 'colsample_bytree': 0.9554691373549069, 'gamma': 0.003032571108336324, 'reg_alpha': 0.6300371662002862, 'reg_lambda': 2.884166766336095}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:10,869] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 161, 'learning_rate': 0.17012161967490308, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9120168959231373, 'colsample_bytree': 0.9477225398917309, 'gamma': 0.1456117483750216, 'reg_alpha': 0.659509014941857, 'reg_lambda': 2.7091136511613962}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:11,034] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.16439901500826065, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.892371583681835, 'colsample_bytree': 0.9694700896861269, 'gamma': 0.22865636972778508, 'reg_alpha': 0.6750519890342106, 'reg_lambda': 2.644013382837226}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:11,193] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.14917072018529937, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9319759222478284, 'colsample_bytree': 0.9441427832117176, 'gamma': 0.08420403059216992, 'reg_alpha': 0.6423678635946006, 'reg_lambda': 2.705055688463519}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:11,344] Trial 165 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 178, 'learning_rate': 0.1353353652682409, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9178772511561655, 'colsample_bytree': 0.9389272110336119, 'gamma': 0.3495456946425089, 'reg_alpha': 0.6084264003579033, 'reg_lambda': 2.9133634360218474}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:11,523] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.11187923328053996, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9042605428409445, 'colsample_bytree': 0.9464827856693603, 'gamma': 0.0954259459032521, 'reg_alpha': 0.7031402067377478, 'reg_lambda': 2.7786349692543704}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:11,777] Trial 167 finished with value: 0.75 and parameters: {'n_estimators': 172, 'learning_rate': 0.15379939500886902, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9249198682656875, 'colsample_bytree': 0.9273775026328789, 'gamma': 0.21770301851474413, 'reg_alpha': 0.7594759057235067, 'reg_lambda': 2.6091648773534453}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:11,952] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.18460388044100756, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9424408709784486, 'colsample_bytree': 0.91728816716846, 'gamma': 0.2966499039777308, 'reg_alpha': 0.5775881536348688, 'reg_lambda': 2.768501222087785}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:12,108] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.11908789177946008, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9122625704964978, 'colsample_bytree': 0.9360097854820857, 'gamma': 0.5450628221743156, 'reg_alpha': 0.7243997779615732, 'reg_lambda': 1.8131620433427447}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:12,262] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.14295677867919468, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9316358261026381, 'colsample_bytree': 0.9511844656617278, 'gamma': 0.4386549925931334, 'reg_alpha': 0.5474904294498337, 'reg_lambda': 2.4881032201229503}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:12,537] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.1389624250228485, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8893006878327556, 'colsample_bytree': 0.9565785522767741, 'gamma': 0.7129923544651297, 'reg_alpha': 0.7443127228068387, 'reg_lambda': 2.5446380004746723}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:12,684] Trial 172 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 169, 'learning_rate': 0.12641474602648464, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8970561128293525, 'colsample_bytree': 0.9668280129384769, 'gamma': 0.6995303072966215, 'reg_alpha': 0.7833019872231357, 'reg_lambda': 2.589279354012274}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:12,834] Trial 173 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.16333477851010322, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8968646706454313, 'colsample_bytree': 0.9795721338576423, 'gamma': 0.08434775911426358, 'reg_alpha': 0.8076503490908579, 'reg_lambda': 2.4648430140274793}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:12,981] Trial 174 finished with value: 0.761904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.15997952350000214, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9219498353963758, 'colsample_bytree': 0.9794663280100662, 'gamma': 0.052746742260214495, 'reg_alpha': 0.8495236755018898, 'reg_lambda': 2.479291377480048}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:13,295] Trial 175 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 155, 'learning_rate': 0.1959693874964264, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9204030711234267, 'colsample_bytree': 0.9912066921058272, 'gamma': 0.12112101349216292, 'reg_alpha': 0.8287673336819485, 'reg_lambda': 2.367721156778014}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:13,457] Trial 176 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.17402160628501304, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9189718648853726, 'colsample_bytree': 0.9929048455848566, 'gamma': 0.1561099327977593, 'reg_alpha': 0.8489885787744378, 'reg_lambda': 2.3182675556489074}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:13,611] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 155, 'learning_rate': 0.18987934035880974, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.91828519740277, 'colsample_bytree': 0.9859780228869414, 'gamma': 0.00507185361937231, 'reg_alpha': 0.8459312332513147, 'reg_lambda': 2.3074786012477895}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:13,749] Trial 178 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 152, 'learning_rate': 0.19511793402304226, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8988653960773965, 'colsample_bytree': 0.9940845089180793, 'gamma': 0.21109217581533193, 'reg_alpha': 0.855719691416144, 'reg_lambda': 2.2591426764260523}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:13,900] Trial 179 finished with value: 0.755952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.20528417314854472, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9155006085188565, 'colsample_bytree': 0.9833686760921357, 'gamma': 0.05118578871785577, 'reg_alpha': 0.8237978347270438, 'reg_lambda': 2.361836794894669}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:14,162] Trial 180 finished with value: 0.744047619047619 and parameters: {'n_estimators': 155, 'learning_rate': 0.20899181710972708, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9197775313111974, 'colsample_bytree': 0.9842669839546361, 'gamma': 0.0975466964246529, 'reg_alpha': 0.8293018914929287, 'reg_lambda': 2.3766805928398087}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:14,310] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 153, 'learning_rate': 0.22185769965028354, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9199167231305344, 'colsample_bytree': 0.9954673387784992, 'gamma': 0.0031510326983757476, 'reg_alpha': 0.8487842977709945, 'reg_lambda': 2.3425139807777766}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:14,453] Trial 182 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 145, 'learning_rate': 0.22068131530234225, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9183034572444541, 'colsample_bytree': 0.9987664569026522, 'gamma': 0.04545670665579328, 'reg_alpha': 0.8751412647012069, 'reg_lambda': 2.2986226266966385}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:14,595] Trial 183 finished with value: 0.761904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.22570350332413383, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9189250711740714, 'colsample_bytree': 0.9987914453762115, 'gamma': 0.018433521704025957, 'reg_alpha': 0.907671484509818, 'reg_lambda': 2.315894894237217}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:14,821] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 133, 'learning_rate': 0.2251154648232022, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9214844164818877, 'colsample_bytree': 0.9942562420013886, 'gamma': 0.009146339900746203, 'reg_alpha': 0.9061500069842554, 'reg_lambda': 2.3311167045131254}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,010] Trial 185 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 133, 'learning_rate': 0.20692065243143956, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9230338493023372, 'colsample_bytree': 0.9946650428932864, 'gamma': 0.007629045017288101, 'reg_alpha': 0.8955734382276541, 'reg_lambda': 2.3154036003027954}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,205] Trial 186 finished with value: 0.761904761904762 and parameters: {'n_estimators': 133, 'learning_rate': 0.22767170924437033, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9232271846056447, 'colsample_bytree': 0.999985571503294, 'gamma': 0.023382770445673273, 'reg_alpha': 0.9047465177919044, 'reg_lambda': 2.333914289860244}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,345] Trial 187 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 131, 'learning_rate': 0.22472592052616772, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9269620765289396, 'colsample_bytree': 0.9977832152949335, 'gamma': 0.014650169214060274, 'reg_alpha': 0.9098480853349034, 'reg_lambda': 2.17585348147451}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,481] Trial 188 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 117, 'learning_rate': 0.2268918929954329, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9303197756510478, 'colsample_bytree': 0.9986704809957155, 'gamma': 0.026818498869563445, 'reg_alpha': 0.9091473042264355, 'reg_lambda': 2.307799171376856}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,703] Trial 189 finished with value: 0.75 and parameters: {'n_estimators': 113, 'learning_rate': 0.2322826024028764, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.942168163344839, 'colsample_bytree': 0.9966490463988946, 'gamma': 0.0036797749155012445, 'reg_alpha': 0.9680941029917061, 'reg_lambda': 2.2377903217469477}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,839] Trial 190 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 123, 'learning_rate': 0.2283322316104628, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.93247989101092, 'colsample_bytree': 0.9898415909709025, 'gamma': 0.11917358665987399, 'reg_alpha': 0.8743279547245405, 'reg_lambda': 2.1363057151489615}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,993] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 122, 'learning_rate': 0.22598696688547792, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.931258235037278, 'colsample_bytree': 0.9995586357998248, 'gamma': 0.11847778262374711, 'reg_alpha': 0.8610370328229568, 'reg_lambda': 2.168969452054257}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:16,142] Trial 192 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 125, 'learning_rate': 0.2576623951427908, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9496426806929255, 'colsample_bytree': 0.9901018552224785, 'gamma': 0.1184733580784587, 'reg_alpha': 0.8797287716519521, 'reg_lambda': 2.2811941403729312}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:16,394] Trial 193 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 113, 'learning_rate': 0.21901005521922412, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9270688310787001, 'colsample_bytree': 0.9887476640627206, 'gamma': 0.011562916780904651, 'reg_alpha': 0.9151366715539658, 'reg_lambda': 2.127544924101105}. Best is trial 193 with value: 0.7916666666666666.
[I 2025-11-03 19:30:16,531] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 116, 'learning_rate': 0.21358001971780294, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9267389177227051, 'colsample_bytree': 0.9884864272049568, 'gamma': 0.15527041566246486, 'reg_alpha': 0.9069545531360598, 'reg_lambda': 2.0439979381028985}. Best is trial 193 with value: 0.7916666666666666.
[I 2025-11-03 19:30:16,658] Trial 195 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 105, 'learning_rate': 0.21244062965064317, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9363087736319333, 'colsample_bytree': 0.9796896179959645, 'gamma': 0.1736289083853835, 'reg_alpha': 0.9067985883271412, 'reg_lambda': 2.1107697665267686}. Best is trial 195 with value: 0.7976190476190476.
[I 2025-11-03 19:30:16,808] Trial 196 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 114, 'learning_rate': 0.2163861727935113, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9615615420188857, 'colsample_bytree': 0.9789334151315393, 'gamma': 0.15788467100044495, 'reg_alpha': 0.907854893201356, 'reg_lambda': 2.1117807144215637}. Best is trial 195 with value: 0.7976190476190476.
[I 2025-11-03 19:30:16,995] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.27569320668986536, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.92793327212687, 'colsample_bytree': 0.9897057557687564, 'gamma': 0.16948247600075922, 'reg_alpha': 0.9519462555101512, 'reg_lambda': 2.0298767948822114}. Best is trial 195 with value: 0.7976190476190476.
[I 2025-11-03 19:30:17,126] Trial 198 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 96, 'learning_rate': 0.24107231126080586, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9442470074448989, 'colsample_bytree': 0.9988991849554324, 'gamma': 0.012245583775428642, 'reg_alpha': 0.9994179125793391, 'reg_lambda': 2.1601764736019553}. Best is trial 195 with value: 0.7976190476190476.
[I 2025-11-03 19:30:17,252] Trial 199 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 117, 'learning_rate': 0.1949690880120822, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9331269311120325, 'colsample_bytree': 0.9871671704101996, 'gamma': 0.13804376906074686, 'reg_alpha': 0.9236763847339713, 'reg_lambda': 2.4098910692268722}. Best is trial 195 with value: 0.7976190476190476.
[I 2025-11-03 19:30:17,255] A new study created in memory with name: no-name-e0ba42a2-7312-4cda-93e3-4b58c3b43d62
[I 2025-11-03 19:30:17,385] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.03435046430621304, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8276884662763168, 'colsample_bytree': 0.9089576797655551, 'gamma': 4.778827924789639, 'reg_alpha': 0.9903333448209021, 'reg_lambda': 2.028498077746726}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:30:17,528] Trial 1 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.2494833243799888, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6543106349503202, 'colsample_bytree': 0.8473863383512688, 'gamma': 0.971715063764047, 'reg_alpha': 0.6533103914658562, 'reg_lambda': 2.2155448177735364}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:17,806] Trial 2 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 229, 'learning_rate': 0.20816307553415547, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9623232117339957, 'colsample_bytree': 0.6058073322432009, 'gamma': 2.9217538395731184, 'reg_alpha': 0.3394973758125889, 'reg_lambda': 2.83503619541699}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:17,955] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.04033755423627027, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6418481406409724, 'colsample_bytree': 0.9208628803317267, 'gamma': 0.9318268452863671, 'reg_alpha': 0.7975490762321055, 'reg_lambda': 0.7284166988241008}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:18,135] Trial 4 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 151, 'learning_rate': 0.07724830055911902, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9071249637618255, 'colsample_bytree': 0.6196176757071385, 'gamma': 2.268353593924171, 'reg_alpha': 0.6581990724540878, 'reg_lambda': 1.146531091932371}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:18,280] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.014757229980025892, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7100154884598513, 'colsample_bytree': 0.7244039596483045, 'gamma': 4.746418786323668, 'reg_alpha': 0.33236204366507205, 'reg_lambda': 0.7849079716918529}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:18,314] Trial 6 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 24, 'learning_rate': 0.06630964294891613, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7295901054173553, 'colsample_bytree': 0.8740623627620088, 'gamma': 4.980900552691678, 'reg_alpha': 0.1264207201828269, 'reg_lambda': 2.8861661531061733}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:18,571] Trial 7 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 84, 'learning_rate': 0.13587662393917294, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7727354212185122, 'colsample_bytree': 0.6793066284915918, 'gamma': 4.277601477322576, 'reg_alpha': 0.3622947543163928, 'reg_lambda': 2.669327426793758}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:18,734] Trial 8 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 243, 'learning_rate': 0.06638389743284943, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9354129174651786, 'colsample_bytree': 0.8957094221008928, 'gamma': 4.520437572489674, 'reg_alpha': 0.8345058559001921, 'reg_lambda': 0.9078201215362331}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:18,878] Trial 9 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.09499473985200857, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7338263501848306, 'colsample_bytree': 0.9318888271236958, 'gamma': 3.837878269805781, 'reg_alpha': 0.5913337554076454, 'reg_lambda': 0.5172215675230483}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,045] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.28168599489160895, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.6056030719315106, 'colsample_bytree': 0.8077572449230674, 'gamma': 0.022655654170176565, 'reg_alpha': 0.005972759335038158, 'reg_lambda': 1.9992672328274268}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,192] Trial 11 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 155, 'learning_rate': 0.165720300425245, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.873253890016071, 'colsample_bytree': 0.7973582137392351, 'gamma': 1.7385661228344245, 'reg_alpha': 0.6107164528812079, 'reg_lambda': 1.3929904406953777}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,338] Trial 12 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 163, 'learning_rate': 0.12881722742253338, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8888785419380036, 'colsample_bytree': 0.8098905078120452, 'gamma': 2.1542146935293336, 'reg_alpha': 0.7259975905030234, 'reg_lambda': 1.4267754980224907}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,495] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 105, 'learning_rate': 0.1229728417700158, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8297340154918894, 'colsample_bytree': 0.8158613602936203, 'gamma': 1.2625452140652058, 'reg_alpha': 0.7957443703382222, 'reg_lambda': 2.3314421148346094}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,653] Trial 14 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 174, 'learning_rate': 0.2951315558307564, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9961458137130207, 'colsample_bytree': 0.9751023650039289, 'gamma': 2.8856774298049284, 'reg_alpha': 0.45062881125938165, 'reg_lambda': 1.4791086951927395}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,805] Trial 15 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 108, 'learning_rate': 0.21379785804037327, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6579372905386422, 'colsample_bytree': 0.758539049004451, 'gamma': 0.3495207685314623, 'reg_alpha': 0.9966848231444341, 'reg_lambda': 1.6899244457047569}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,963] Trial 16 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 169, 'learning_rate': 0.0190931388633411, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8662684694494772, 'colsample_bytree': 0.8536314556009753, 'gamma': 2.067098734027315, 'reg_alpha': 0.7099185896649362, 'reg_lambda': 2.39369508125513}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:20,088] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 118, 'learning_rate': 0.11759755779194067, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.6880123081085598, 'colsample_bytree': 0.748466529901437, 'gamma': 1.1570851100710213, 'reg_alpha': 0.5027487579232895, 'reg_lambda': 1.8780031087182887}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:20,302] Trial 18 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 52, 'learning_rate': 0.04644292597606203, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7784002458750566, 'colsample_bytree': 0.9990252903688263, 'gamma': 3.531582147064378, 'reg_alpha': 0.8795650961672198, 'reg_lambda': 2.198433755316877}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:20,436] Trial 19 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 130, 'learning_rate': 0.184740040459914, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6002480340897498, 'colsample_bytree': 0.8440665725403811, 'gamma': 1.6261423638267907, 'reg_alpha': 0.517777895699889, 'reg_lambda': 1.6006969229930943}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:20,633] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 190, 'learning_rate': 0.10197811638344517, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.880909410576897, 'colsample_bytree': 0.676952866466589, 'gamma': 0.7675805335940364, 'reg_alpha': 0.7073590544959277, 'reg_lambda': 1.1688174671782015}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:20,764] Trial 21 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 40, 'learning_rate': 0.045383043894222305, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.793825194649517, 'colsample_bytree': 0.9918041562689033, 'gamma': 3.5195783842748614, 'reg_alpha': 0.8977505830438471, 'reg_lambda': 2.239041032005952}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:20,882] Trial 22 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 65, 'learning_rate': 0.028183526465653672, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7594888951254866, 'colsample_bytree': 0.9647809029224291, 'gamma': 2.8898339954585452, 'reg_alpha': 0.8862844986481403, 'reg_lambda': 2.546925055813774}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:21,083] Trial 23 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 169, 'learning_rate': 0.024445295312080548, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.823353136977444, 'colsample_bytree': 0.7718285517523523, 'gamma': 3.595548573381499, 'reg_alpha': 0.7410110578944828, 'reg_lambda': 2.154472133876944}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:21,233] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 149, 'learning_rate': 0.05117769512827898, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6690443622419544, 'colsample_bytree': 0.8415718849750496, 'gamma': 2.603882307569686, 'reg_alpha': 0.8915575528306099, 'reg_lambda': 1.7825393508546412}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:21,370] Trial 25 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 140, 'learning_rate': 0.01021019372581097, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6503785123212122, 'colsample_bytree': 0.8370700990398439, 'gamma': 2.5257906149726566, 'reg_alpha': 0.5865466322256486, 'reg_lambda': 1.8696769136633156}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:21,553] Trial 26 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 214, 'learning_rate': 0.15008090126437507, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6879308978159583, 'colsample_bytree': 0.87140520496257, 'gamma': 1.8485903732117595, 'reg_alpha': 0.7476574221327974, 'reg_lambda': 1.2850909145992673}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:21,698] Trial 27 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 159, 'learning_rate': 0.08358053582642212, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6298388745686835, 'colsample_bytree': 0.7843992319914921, 'gamma': 2.394147171460334, 'reg_alpha': 0.9401057449152045, 'reg_lambda': 1.730330644197569}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:22,017] Trial 28 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 175, 'learning_rate': 0.09072877394140823, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6262035316386355, 'colsample_bytree': 0.7072102014696442, 'gamma': 1.5285659725543792, 'reg_alpha': 0.9489872115683089, 'reg_lambda': 1.6137716877486217}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:22,137] Trial 29 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 94, 'learning_rate': 0.19450170970038483, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8308995647613515, 'colsample_bytree': 0.781072062894944, 'gamma': 2.097616498179301, 'reg_alpha': 0.4178216742405675, 'reg_lambda': 2.0051325424968387}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:22,265] Trial 30 finished with value: 0.6875 and parameters: {'n_estimators': 122, 'learning_rate': 0.24214393731805053, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9139143721683949, 'colsample_bytree': 0.7353537821421064, 'gamma': 0.5759991630518144, 'reg_alpha': 0.6578133654446805, 'reg_lambda': 1.0279418701909075}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:22,476] Trial 31 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 154, 'learning_rate': 0.05880673460750451, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6696492246289513, 'colsample_bytree': 0.8230826814991776, 'gamma': 2.6188603816437843, 'reg_alpha': 0.9366389647822856, 'reg_lambda': 1.794366739858009}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:22,617] Trial 32 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.08018928921966013, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6306235838482082, 'colsample_bytree': 0.8910973400291149, 'gamma': 3.0720979578310947, 'reg_alpha': 0.8619699026163681, 'reg_lambda': 1.4760284271080586}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:22,866] Trial 33 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 182, 'learning_rate': 0.031188484291137762, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7041490571520415, 'colsample_bytree': 0.7951334561543755, 'gamma': 2.2511786687340054, 'reg_alpha': 0.8006469338888612, 'reg_lambda': 2.0470067846949944}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:23,035] Trial 34 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 210, 'learning_rate': 0.05193200636549659, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6777173049195184, 'colsample_bytree': 0.8623445275106062, 'gamma': 3.1834733913091444, 'reg_alpha': 0.9490984566330416, 'reg_lambda': 1.695197761033334}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:23,173] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 145, 'learning_rate': 0.037941055156771146, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7463870180599274, 'colsample_bytree': 0.9338456002689877, 'gamma': 2.5848991408735635, 'reg_alpha': 0.8152212678327564, 'reg_lambda': 2.5741076120927744}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:23,309] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.07388939789364725, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.6264901097849375, 'colsample_bytree': 0.8341641048438937, 'gamma': 1.4280549509697, 'reg_alpha': 0.6496719869882328, 'reg_lambda': 1.3422453456303707}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:23,620] Trial 37 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 197, 'learning_rate': 0.11585882033611256, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9630471584413418, 'colsample_bytree': 0.7842215500628978, 'gamma': 1.983408826028513, 'reg_alpha': 0.7616788478632092, 'reg_lambda': 1.5467619925276623}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:23,754] Trial 38 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 132, 'learning_rate': 0.1529220543478276, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7155655869341113, 'colsample_bytree': 0.9105120781448388, 'gamma': 1.0214372025253213, 'reg_alpha': 0.9899379364132378, 'reg_lambda': 1.8581526975270521}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:23,926] Trial 39 finished with value: 0.5952380952380953 and parameters: {'n_estimators': 223, 'learning_rate': 0.23607718637400912, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.6402097098790643, 'colsample_bytree': 0.8768955057196746, 'gamma': 2.222513247398849, 'reg_alpha': 0.6876426836712629, 'reg_lambda': 2.7111199197921345}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:24,086] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.06257414927375213, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.6669177660173061, 'colsample_bytree': 0.7101548956908024, 'gamma': 2.384569879913783, 'reg_alpha': 0.19954840985349515, 'reg_lambda': 1.2441535234442482}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:24,353] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 185, 'learning_rate': 0.08076993478700867, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.618363059440186, 'colsample_bytree': 0.8949541843543081, 'gamma': 3.1214212434144564, 'reg_alpha': 0.8594111085261608, 'reg_lambda': 1.460106877485395}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:24,526] Trial 42 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 186, 'learning_rate': 0.0765019658552596, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6134954401090421, 'colsample_bytree': 0.8951192498051107, 'gamma': 3.262341997006566, 'reg_alpha': 0.846925361937936, 'reg_lambda': 1.02326751898669}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:24,674] Trial 43 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 148, 'learning_rate': 0.09724513770299775, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6546445905298394, 'colsample_bytree': 0.8141725551332234, 'gamma': 4.048683472036769, 'reg_alpha': 0.9174516653669299, 'reg_lambda': 1.4141300784986313}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:24,837] Trial 44 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 198, 'learning_rate': 0.053039166904292924, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6172727342578062, 'colsample_bytree': 0.9478049038704398, 'gamma': 2.745398613330579, 'reg_alpha': 0.765887171648932, 'reg_lambda': 2.971623736383129}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:25,113] Trial 45 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 246, 'learning_rate': 0.1362623304580702, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6096395410278221, 'colsample_bytree': 0.9522769137376408, 'gamma': 2.8690761116148846, 'reg_alpha': 0.5645771185054066, 'reg_lambda': 2.909369390600886}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:25,283] Trial 46 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.13165198904809072, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6150107976335625, 'colsample_bytree': 0.9471656389728249, 'gamma': 2.8858050941771936, 'reg_alpha': 0.5615455062882179, 'reg_lambda': 2.900355989207265}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:25,433] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.171989743649489, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.6011022236552668, 'colsample_bytree': 0.9486861242453428, 'gamma': 3.3277326783104066, 'reg_alpha': 0.6325812946307632, 'reg_lambda': 2.9570411912310224}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:25,583] Trial 48 finished with value: 0.6547619047619049 and parameters: {'n_estimators': 199, 'learning_rate': 0.11250754189546026, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6432357611845135, 'colsample_bytree': 0.9219631630044491, 'gamma': 3.8260241511419872, 'reg_alpha': 0.5437925896187343, 'reg_lambda': 2.791754002174055}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:25,853] Trial 49 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 224, 'learning_rate': 0.21150395312927647, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8469331200777592, 'colsample_bytree': 0.9686461047126048, 'gamma': 0.10375730330733113, 'reg_alpha': 0.767528405077345, 'reg_lambda': 2.9865792214278932}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:26,035] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.2468669465307602, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.688876958541092, 'colsample_bytree': 0.9716088812428187, 'gamma': 0.03883410964948997, 'reg_alpha': 0.7756029728044964, 'reg_lambda': 2.789891681945907}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:26,197] Trial 51 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 207, 'learning_rate': 0.14231291560446144, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8443095827776994, 'colsample_bytree': 0.9540262219650649, 'gamma': 0.34273758171211555, 'reg_alpha': 0.7052435827875594, 'reg_lambda': 2.9947769422596218}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:26,369] Trial 52 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.21752167554714905, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8972435562438175, 'colsample_bytree': 0.9285421442487666, 'gamma': 0.7731211229698616, 'reg_alpha': 0.6078915382515225, 'reg_lambda': 2.4853463591141924}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:26,596] Trial 53 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 221, 'learning_rate': 0.28050807184609233, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8654657835003658, 'colsample_bytree': 0.9859414945678854, 'gamma': 2.8013177320111957, 'reg_alpha': 0.8309883641043897, 'reg_lambda': 2.6470185051262574}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:26,781] Trial 54 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 247, 'learning_rate': 0.1803891930758748, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8465359614230392, 'colsample_bytree': 0.9087979328050504, 'gamma': 0.32000703991589124, 'reg_alpha': 0.6800768716133606, 'reg_lambda': 2.8764552997906265}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:27,059] Trial 55 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 237, 'learning_rate': 0.15683366547922667, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.930289490747673, 'colsample_bytree': 0.9406080636802483, 'gamma': 3.0233280042309754, 'reg_alpha': 0.44751804184897026, 'reg_lambda': 2.7090056981196042}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:27,214] Trial 56 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 202, 'learning_rate': 0.10643918766409914, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8053756503252596, 'colsample_bytree': 0.9070461209261772, 'gamma': 1.3645573769003898, 'reg_alpha': 0.7161862605341158, 'reg_lambda': 2.398787088504199}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:27,411] Trial 57 finished with value: 0.6041666666666667 and parameters: {'n_estimators': 175, 'learning_rate': 0.20274743023671304, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.6147764850298412, 'colsample_bytree': 0.979274627765642, 'gamma': 2.711637178338362, 'reg_alpha': 0.7423039344648653, 'reg_lambda': 0.7098141860584644}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:27,562] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.12595906439909377, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8896405726491903, 'colsample_bytree': 0.962271960008386, 'gamma': 4.5621941398122665, 'reg_alpha': 0.7942838450700922, 'reg_lambda': 2.775421001473415}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:27,739] Trial 59 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 178, 'learning_rate': 0.2957931780996528, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9618336807897496, 'colsample_bytree': 0.8798170067942659, 'gamma': 0.5592748289752703, 'reg_alpha': 0.5746528778308526, 'reg_lambda': 2.9183534124507746}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:27,916] Trial 60 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 212, 'learning_rate': 0.0905842857257966, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8603592229757079, 'colsample_bytree': 0.8493021698447164, 'gamma': 3.4113450240240994, 'reg_alpha': 0.6298890783671774, 'reg_lambda': 2.9996663129508696}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:28,248] Trial 61 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 159, 'learning_rate': 0.08725254500167319, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6392378741767368, 'colsample_bytree': 0.7975981464300025, 'gamma': 1.8277138626607734, 'reg_alpha': 0.8428115517473744, 'reg_lambda': 1.5884457650531232}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:28,389] Trial 62 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 165, 'learning_rate': 0.06637239014334359, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6302914454964541, 'colsample_bytree': 0.825253668439745, 'gamma': 2.380516635101535, 'reg_alpha': 0.7762825849610233, 'reg_lambda': 2.077720229326496}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:28,572] Trial 63 finished with value: 0.6011904761904763 and parameters: {'n_estimators': 191, 'learning_rate': 0.25921715812217716, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.620606646050941, 'colsample_bytree': 0.7669480036856063, 'gamma': 3.057328224747102, 'reg_alpha': 0.5222407549913686, 'reg_lambda': 2.2699696409596593}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:28,739] Trial 64 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 239, 'learning_rate': 0.06935992866432031, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6054296466048682, 'colsample_bytree': 0.9973183784534038, 'gamma': 1.1445307624659908, 'reg_alpha': 0.9828676034513784, 'reg_lambda': 1.6896096182075626}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:28,992] Trial 65 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 228, 'learning_rate': 0.04258673148535333, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6455780058459516, 'colsample_bytree': 0.8578880031856079, 'gamma': 3.7184748980370794, 'reg_alpha': 0.735628535765788, 'reg_lambda': 1.5027987065947}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:29,138] Trial 66 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 169, 'learning_rate': 0.0554013856472855, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8045595227324065, 'colsample_bytree': 0.8057784017335149, 'gamma': 2.4221521999601747, 'reg_alpha': 0.8707776504137829, 'reg_lambda': 1.9515391202254044}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:29,306] Trial 67 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 216, 'learning_rate': 0.08254799211027723, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6584259443805052, 'colsample_bytree': 0.6318490178540002, 'gamma': 1.6692106428234121, 'reg_alpha': 0.47543485596678564, 'reg_lambda': 1.1962309506239437}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:29,437] Trial 68 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 139, 'learning_rate': 0.21388166816339008, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9117357621276787, 'colsample_bytree': 0.7458658694290178, 'gamma': 2.7759706171472818, 'reg_alpha': 0.6646040446272121, 'reg_lambda': 1.3774609039529382}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:29,663] Trial 69 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 181, 'learning_rate': 0.18643762036874184, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7824947760768246, 'colsample_bytree': 0.9612301670969761, 'gamma': 0.19314385307058393, 'reg_alpha': 0.27093840880157655, 'reg_lambda': 2.5982027350497305}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:29,845] Trial 70 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 202, 'learning_rate': 0.10132649934596111, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6340709807430441, 'colsample_bytree': 0.9224446964274363, 'gamma': 2.1222116193784126, 'reg_alpha': 0.8117290043616996, 'reg_lambda': 2.8647533351343215}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:29,993] Trial 71 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 121, 'learning_rate': 0.03503137306887533, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6679114469669529, 'colsample_bytree': 0.8412035173928554, 'gamma': 2.6183036940427984, 'reg_alpha': 0.9160049787349642, 'reg_lambda': 1.804281938427985}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:30,130] Trial 72 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 145, 'learning_rate': 0.04783935255935957, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6211899731219646, 'colsample_bytree': 0.8293957946701714, 'gamma': 3.121457801227535, 'reg_alpha': 0.8945471814747028, 'reg_lambda': 1.6680207372068265}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:30,355] Trial 73 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 142, 'learning_rate': 0.04696525806977228, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6226725904268005, 'colsample_bytree': 0.8666075898359076, 'gamma': 3.5368146452927562, 'reg_alpha': 0.8882811993075568, 'reg_lambda': 1.6366968050806703}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:30,498] Trial 74 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 161, 'learning_rate': 0.0561288716344293, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6138159633825426, 'colsample_bytree': 0.7873342288741326, 'gamma': 3.160644664450107, 'reg_alpha': 0.9541414757957316, 'reg_lambda': 1.7190804948686953}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:30,633] Trial 75 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 128, 'learning_rate': 0.13771822829799768, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6030320583897731, 'colsample_bytree': 0.8175917015165001, 'gamma': 2.9591644767267495, 'reg_alpha': 0.8576825425878836, 'reg_lambda': 1.1062436437444312}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:30,754] Trial 76 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 128, 'learning_rate': 0.13790165942979227, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6024804304769606, 'colsample_bytree': 0.8874783603584392, 'gamma': 3.3674064415986313, 'reg_alpha': 0.8340521300700668, 'reg_lambda': 1.0775650823403602}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:30,900] Trial 77 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 115, 'learning_rate': 0.03983418368791046, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6485346931607855, 'colsample_bytree': 0.8173130030278997, 'gamma': 2.996786168126616, 'reg_alpha': 0.7674146835743485, 'reg_lambda': 0.8537555068759414}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:31,142] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 94, 'learning_rate': 0.04944593903528799, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.6141377332412623, 'colsample_bytree': 0.8314768847031639, 'gamma': 3.165638902762252, 'reg_alpha': 0.011621807533875539, 'reg_lambda': 1.3084677557980602}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:31,399] Trial 79 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 135, 'learning_rate': 0.16445649925070857, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.684872877197124, 'colsample_bytree': 0.9751390323855923, 'gamma': 4.032975548084452, 'reg_alpha': 0.7142301055405155, 'reg_lambda': 1.4264142997486324}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:31,542] Trial 80 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 147, 'learning_rate': 0.06116020754104145, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8208699078758764, 'colsample_bytree': 0.8524693407271934, 'gamma': 2.7684373651881446, 'reg_alpha': 0.7935345038906055, 'reg_lambda': 1.2389750883600383}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:31,687] Trial 81 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 170, 'learning_rate': 0.11046521552136411, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6312044178860708, 'colsample_bytree': 0.7750043046179351, 'gamma': 2.8660976697162113, 'reg_alpha': 0.8694896298482776, 'reg_lambda': 1.9387203513272635}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:31,924] Trial 82 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 153, 'learning_rate': 0.12302171234284322, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6571031682989187, 'colsample_bytree': 0.9387488868949329, 'gamma': 2.470694565958271, 'reg_alpha': 0.9230959025342316, 'reg_lambda': 1.50765751052716}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:32,057] Trial 83 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 126, 'learning_rate': 0.07197240071262043, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.607681859269305, 'colsample_bytree': 0.8083716484935619, 'gamma': 1.9915041207822277, 'reg_alpha': 0.9694694574122131, 'reg_lambda': 0.6312551779870033}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:32,194] Trial 84 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 164, 'learning_rate': 0.224946024526463, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6229611546374371, 'colsample_bytree': 0.7622916400264912, 'gamma': 0.6051050032335806, 'reg_alpha': 0.894093014786411, 'reg_lambda': 1.1132291203655802}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:32,339] Trial 85 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 193, 'learning_rate': 0.14503622043004952, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6377365407494286, 'colsample_bytree': 0.7927972838190338, 'gamma': 2.2898213838788406, 'reg_alpha': 0.8534914247238563, 'reg_lambda': 0.9764319593761328}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:32,568] Trial 86 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 114, 'learning_rate': 0.08274695775311976, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.600080177252801, 'colsample_bytree': 0.8228135783146351, 'gamma': 2.926884402220079, 'reg_alpha': 0.6128479942390385, 'reg_lambda': 2.1034578866343567}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:32,705] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.1957663600740617, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6994027192690896, 'colsample_bytree': 0.7545379462743732, 'gamma': 3.257634710738904, 'reg_alpha': 0.8252055273793868, 'reg_lambda': 1.561355122629093}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:32,904] Trial 88 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 230, 'learning_rate': 0.02532718825713042, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.882185461121739, 'colsample_bytree': 0.804509259425476, 'gamma': 2.6462768196762525, 'reg_alpha': 0.6832913899854178, 'reg_lambda': 2.808401260747773}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:33,083] Trial 89 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 245, 'learning_rate': 0.2697679274411017, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7353106336226674, 'colsample_bytree': 0.9045321049667588, 'gamma': 0.7455305891987419, 'reg_alpha': 0.9116038827541884, 'reg_lambda': 2.9485100303320944}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:33,238] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.2604618905295234, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7321913123745892, 'colsample_bytree': 0.9034550166607643, 'gamma': 0.7634961337460768, 'reg_alpha': 0.72968984821373, 'reg_lambda': 2.5079153688811924}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:33,441] Trial 91 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 247, 'learning_rate': 0.2623017407146239, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7245509399532291, 'colsample_bytree': 0.9008900455651487, 'gamma': 0.7061282755673992, 'reg_alpha': 0.7378108293482731, 'reg_lambda': 2.49519227556763}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:33,611] Trial 92 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.27003024454446306, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.750747231840887, 'colsample_bytree': 0.9306254190704782, 'gamma': 1.013829976632899, 'reg_alpha': 0.7809232832062127, 'reg_lambda': 2.949391550032076}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:33,788] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 231, 'learning_rate': 0.23117919414237206, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8516824008591721, 'colsample_bytree': 0.913882513081208, 'gamma': 0.9304026666658273, 'reg_alpha': 0.7536637851116466, 'reg_lambda': 2.699966374145513}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:33,984] Trial 94 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 228, 'learning_rate': 0.2388421974591422, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7538330429243976, 'colsample_bytree': 0.8873190170554088, 'gamma': 0.8742148354323287, 'reg_alpha': 0.6989914753480921, 'reg_lambda': 2.7377626783306437}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:34,157] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.29623235548033644, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7359475374709837, 'colsample_bytree': 0.9170504478228189, 'gamma': 0.457613532691112, 'reg_alpha': 0.7565695093779963, 'reg_lambda': 2.6646659948629687}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:34,435] Trial 96 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.23359340767481268, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8491807813511911, 'colsample_bytree': 0.9030537447607057, 'gamma': 0.1669261836510464, 'reg_alpha': 0.8137910500586215, 'reg_lambda': 2.830514087839787}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:34,590] Trial 97 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 207, 'learning_rate': 0.20622000394666148, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8182072798724082, 'colsample_bytree': 0.9144767584209849, 'gamma': 1.2276063280796767, 'reg_alpha': 0.9087714350890936, 'reg_lambda': 2.9364473752548115}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:34,767] Trial 98 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 222, 'learning_rate': 0.25295579351638997, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8320688196446396, 'colsample_bytree': 0.8768787777390412, 'gamma': 0.8485962496961967, 'reg_alpha': 0.652316888264338, 'reg_lambda': 2.8719756598327546}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:34,928] Trial 99 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 216, 'learning_rate': 0.27203467259346686, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7768803547763982, 'colsample_bytree': 0.9536629538884022, 'gamma': 1.036505951882053, 'reg_alpha': 0.8546097286216598, 'reg_lambda': 2.7502075889364863}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:35,192] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.18193329823227763, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7653570119082218, 'colsample_bytree': 0.9442603518091461, 'gamma': 1.464117917261166, 'reg_alpha': 0.5403068518990622, 'reg_lambda': 2.6270447040692155}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:35,355] Trial 101 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 241, 'learning_rate': 0.16820664290804327, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9228740047377374, 'colsample_bytree': 0.9236388765707224, 'gamma': 1.1453177201743507, 'reg_alpha': 0.7229792047118082, 'reg_lambda': 2.3721389912664064}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:35,561] Trial 102 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 235, 'learning_rate': 0.22547465326633676, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8735976758099065, 'colsample_bytree': 0.967340450071024, 'gamma': 0.6684101886619385, 'reg_alpha': 0.800409598182808, 'reg_lambda': 2.5007377402235207}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:35,938] Trial 103 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 225, 'learning_rate': 0.157775712302515, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8613609831923122, 'colsample_bytree': 0.8671736715227764, 'gamma': 0.44153757062924576, 'reg_alpha': 0.7667875151115479, 'reg_lambda': 2.9963940283761556}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:36,201] Trial 104 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 245, 'learning_rate': 0.1322070173556797, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7873646553766145, 'colsample_bytree': 0.9529012667977673, 'gamma': 0.9650545743733328, 'reg_alpha': 0.6640632749586771, 'reg_lambda': 2.8507805732320493}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:36,294] Trial 105 finished with value: 0.5952380952380953 and parameters: {'n_estimators': 23, 'learning_rate': 0.014898261544301423, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9482089118568257, 'colsample_bytree': 0.9811166688663067, 'gamma': 1.363412319256938, 'reg_alpha': 0.7508461650393212, 'reg_lambda': 2.7145996167707382}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:36,450] Trial 106 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 218, 'learning_rate': 0.04309371295811706, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.6197171881259114, 'colsample_bytree': 0.8978090311744923, 'gamma': 0.45841277448298395, 'reg_alpha': 0.6353701804641773, 'reg_lambda': 2.916442455592539}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:36,611] Trial 107 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 234, 'learning_rate': 0.2005425215731947, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9052447482640306, 'colsample_bytree': 0.9373916932482552, 'gamma': 0.2239700091853396, 'reg_alpha': 0.7260292206202698, 'reg_lambda': 2.5648904243926554}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:36,779] Trial 108 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 238, 'learning_rate': 0.2473206182930811, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.676855571972617, 'colsample_bytree': 0.829589132989192, 'gamma': 0.0325498899554747, 'reg_alpha': 0.9308263602868649, 'reg_lambda': 1.644909328368397}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:37,033] Trial 109 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 207, 'learning_rate': 0.2783132946987504, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8522305290987883, 'colsample_bytree': 0.8593224766384382, 'gamma': 3.429612987004456, 'reg_alpha': 0.692041498756033, 'reg_lambda': 2.819615819522172}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:37,181] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.21850063575342973, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.6089807473866787, 'colsample_bytree': 0.8433466867227507, 'gamma': 2.9736964280178024, 'reg_alpha': 0.871532157445851, 'reg_lambda': 2.1752554953839507}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:37,325] Trial 111 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.05238362584736327, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6310824122983314, 'colsample_bytree': 0.817311757038162, 'gamma': 2.514205324589458, 'reg_alpha': 0.964908484030607, 'reg_lambda': 1.8691465405500025}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:37,471] Trial 112 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.0982652897012261, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6511615238682393, 'colsample_bytree': 0.8863488282157322, 'gamma': 3.1650445437480013, 'reg_alpha': 0.5925959810623598, 'reg_lambda': 1.7772193478425315}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:37,748] Trial 113 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 153, 'learning_rate': 0.1160202669263946, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6623875745663333, 'colsample_bytree': 0.8861293775845891, 'gamma': 3.1024579803882033, 'reg_alpha': 0.6048242240704885, 'reg_lambda': 2.264014017662554}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:37,881] Trial 114 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 144, 'learning_rate': 0.10078752743570807, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8367000011436678, 'colsample_bytree': 0.9103897248500286, 'gamma': 4.996431679126329, 'reg_alpha': 0.5775334908107275, 'reg_lambda': 1.4311263243462966}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:38,016] Trial 115 finished with value: 0.5 and parameters: {'n_estimators': 172, 'learning_rate': 0.09580377854611147, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.6444167145127003, 'colsample_bytree': 0.9276535766965067, 'gamma': 3.220503399592631, 'reg_alpha': 0.5615971091186337, 'reg_lambda': 2.9592854792557928}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:38,183] Trial 116 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 151, 'learning_rate': 0.0628652504012025, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6988950352846535, 'colsample_bytree': 0.896016898172212, 'gamma': 0.7915353744573059, 'reg_alpha': 0.49552414555205904, 'reg_lambda': 1.3588287801127246}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:38,420] Trial 117 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 164, 'learning_rate': 0.12797541757722886, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8112371490412412, 'colsample_bytree': 0.8496108448512397, 'gamma': 2.841486678772305, 'reg_alpha': 0.6314314310544379, 'reg_lambda': 2.673795228437774}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:38,591] Trial 118 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 250, 'learning_rate': 0.1500297308565637, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.624089422322187, 'colsample_bytree': 0.8821004640363064, 'gamma': 3.280785761080378, 'reg_alpha': 0.6690444216579985, 'reg_lambda': 1.7792896099237163}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:38,734] Trial 119 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 157, 'learning_rate': 0.10637512088053429, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.650258286744236, 'colsample_bytree': 0.8705147401964449, 'gamma': 3.648822306102011, 'reg_alpha': 0.8354763189426937, 'reg_lambda': 2.8989802017089237}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:38,873] Trial 120 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 131, 'learning_rate': 0.09145549815178407, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7944806035684647, 'colsample_bytree': 0.9174598212260501, 'gamma': 3.086083174246405, 'reg_alpha': 0.791326729589147, 'reg_lambda': 1.4685722850275915}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:39,097] Trial 121 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.07873557306433107, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7924718143587972, 'colsample_bytree': 0.9165304741206456, 'gamma': 2.6937722368009127, 'reg_alpha': 0.7814210537879575, 'reg_lambda': 1.5193621953452623}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:39,228] Trial 122 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.06749215577501776, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7912001631233455, 'colsample_bytree': 0.9176630083277294, 'gamma': 2.7022926031690515, 'reg_alpha': 0.7887317582841182, 'reg_lambda': 1.5416874371740485}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:39,363] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 110, 'learning_rate': 0.06807650781598533, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7938255511519688, 'colsample_bytree': 0.9137458801086845, 'gamma': 3.030877704480736, 'reg_alpha': 0.7937916570160793, 'reg_lambda': 1.6551162809842024}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:39,499] Trial 124 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 104, 'learning_rate': 0.07040441198130226, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8065401982261579, 'colsample_bytree': 0.8920806234772315, 'gamma': 2.7285890276950493, 'reg_alpha': 0.812686381664487, 'reg_lambda': 1.6530672530146528}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:39,717] Trial 125 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 97, 'learning_rate': 0.06526474355976174, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7704407041524567, 'colsample_bytree': 0.9045813156717375, 'gamma': 2.699929356233212, 'reg_alpha': 0.7843919610213176, 'reg_lambda': 1.7245305183755708}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:39,835] Trial 126 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 79, 'learning_rate': 0.07694868932820324, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.7965027490487439, 'colsample_bytree': 0.9329281978785275, 'gamma': 2.9731114230612303, 'reg_alpha': 0.7552599623890878, 'reg_lambda': 1.5575102248802484}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,064] Trial 127 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 109, 'learning_rate': 0.05765466930674739, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.716303612548588, 'colsample_bytree': 0.9173398189984039, 'gamma': 2.559507530020998, 'reg_alpha': 0.8853231276230373, 'reg_lambda': 1.5293994554115629}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,184] Trial 128 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.07745387818217465, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8145417837142668, 'colsample_bytree': 0.9105888679155983, 'gamma': 3.084791843468853, 'reg_alpha': 0.8485332028666516, 'reg_lambda': 2.4266437227070368}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,392] Trial 129 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.048114523081288975, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7880840778662773, 'colsample_bytree': 0.900266007818208, 'gamma': 3.370873156148595, 'reg_alpha': 0.8245877409292721, 'reg_lambda': 1.674872989649839}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,522] Trial 130 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 117, 'learning_rate': 0.05925026301570711, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7410305678274538, 'colsample_bytree': 0.87903084588204, 'gamma': 2.9304553503075375, 'reg_alpha': 0.778281535263764, 'reg_lambda': 1.5885704528182933}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,654] Trial 131 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 132, 'learning_rate': 0.0859908899360243, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7941017568436628, 'colsample_bytree': 0.9119317957963909, 'gamma': 3.1363196039988517, 'reg_alpha': 0.801973760755776, 'reg_lambda': 1.3029438059834686}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,782] Trial 132 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.06772959726449257, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7610687035030365, 'colsample_bytree': 0.9209177111032905, 'gamma': 3.475726284792911, 'reg_alpha': 0.7351124068253969, 'reg_lambda': 1.4660930341477518}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,912] Trial 133 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.09312539058369772, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8000108609846895, 'colsample_bytree': 0.9275684360256419, 'gamma': 3.0198647761550856, 'reg_alpha': 0.7871734815050002, 'reg_lambda': 1.452667731171942}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:41,195] Trial 134 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 131, 'learning_rate': 0.0724132874060096, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7827399465684943, 'colsample_bytree': 0.9453077632747402, 'gamma': 2.8135883780395847, 'reg_alpha': 0.8621257857077959, 'reg_lambda': 1.7573358939636152}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:41,329] Trial 135 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 125, 'learning_rate': 0.08071035558380371, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8339388488731111, 'colsample_bytree': 0.8962707443080897, 'gamma': 2.6866046028253456, 'reg_alpha': 0.8970944815400786, 'reg_lambda': 1.6089547511307247}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:41,633] Trial 136 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 139, 'learning_rate': 0.05202734483807539, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8246501874360119, 'colsample_bytree': 0.9376041318173036, 'gamma': 3.2665586784056004, 'reg_alpha': 0.7568373277420695, 'reg_lambda': 1.4877474850408936}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:41,763] Trial 137 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 118, 'learning_rate': 0.06418522432896963, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7729846114988403, 'colsample_bytree': 0.9185966347642077, 'gamma': 3.07231013435146, 'reg_alpha': 0.7033972541532761, 'reg_lambda': 1.9585301440558347}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:42,040] Trial 138 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 104, 'learning_rate': 0.07427898817856787, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8391675204785393, 'colsample_bytree': 0.9605569985290991, 'gamma': 2.8714567463278096, 'reg_alpha': 0.8192836024526551, 'reg_lambda': 1.8373474742090659}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:42,177] Trial 139 finished with value: 0.5952380952380951 and parameters: {'n_estimators': 142, 'learning_rate': 0.24528798658169898, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.638549523690716, 'colsample_bytree': 0.9068536569812864, 'gamma': 0.5792956404386349, 'reg_alpha': 0.801772563691203, 'reg_lambda': 1.3837338735209666}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:42,315] Trial 140 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 149, 'learning_rate': 0.03650199851835918, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8132053952873766, 'colsample_bytree': 0.8913344949838522, 'gamma': 3.182551811923635, 'reg_alpha': 0.7210573618396252, 'reg_lambda': 1.2281265582530572}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:42,501] Trial 141 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 244, 'learning_rate': 0.08915788709933771, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6093787594189386, 'colsample_bytree': 0.9856696166218079, 'gamma': 2.7978316707534923, 'reg_alpha': 0.8406523713984839, 'reg_lambda': 2.9744387068902176}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:42,621] Trial 142 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.2989558422403535, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6174707799198407, 'colsample_bytree': 0.9309150586312326, 'gamma': 2.9011538159841455, 'reg_alpha': 0.5910338374506707, 'reg_lambda': 2.7779999274161415}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:42,863] Trial 143 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 112, 'learning_rate': 0.055113896859731504, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6026735790642108, 'colsample_bytree': 0.9569119214976279, 'gamma': 0.8983640001340149, 'reg_alpha': 0.7600483680261341, 'reg_lambda': 1.5316615244835632}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:43,028] Trial 144 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.2639963005948723, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.788689205689798, 'colsample_bytree': 0.9487850194625986, 'gamma': 2.5663916883348556, 'reg_alpha': 0.530954368479982, 'reg_lambda': 2.339115240870357}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:43,167] Trial 145 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 134, 'learning_rate': 0.27212104871215365, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7935817420920132, 'colsample_bytree': 0.9458820311899239, 'gamma': 2.3641412610598427, 'reg_alpha': 0.7761657207063535, 'reg_lambda': 2.293998700780247}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:43,318] Trial 146 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 233, 'learning_rate': 0.23159605516573356, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.7849141322111335, 'colsample_bytree': 0.9749531332805922, 'gamma': 2.3759513958559233, 'reg_alpha': 0.7437155139296077, 'reg_lambda': 2.3657036129413167}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:43,602] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.2716621991976061, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8023283678932442, 'colsample_bytree': 0.9425790766401445, 'gamma': 2.2858179624087005, 'reg_alpha': 0.5071364447995961, 'reg_lambda': 2.440142695001199}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:43,782] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.2663894848823677, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8012874908915365, 'colsample_bytree': 0.9478769811312938, 'gamma': 2.2522679329698105, 'reg_alpha': 0.4518962962783454, 'reg_lambda': 2.294087709708073}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:43,931] Trial 149 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 121, 'learning_rate': 0.2573997827443144, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8032471196597917, 'colsample_bytree': 0.9430547094051983, 'gamma': 1.8560095096819995, 'reg_alpha': 0.3950019059341354, 'reg_lambda': 2.440660612922429}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:44,173] Trial 150 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 228, 'learning_rate': 0.2779464888212334, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7675405736469175, 'colsample_bytree': 0.9652318752278795, 'gamma': 2.297720887628047, 'reg_alpha': 0.417300254833628, 'reg_lambda': 2.309555092554504}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:44,494] Trial 151 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 136, 'learning_rate': 0.25867852870670294, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8257010131086824, 'colsample_bytree': 0.9377595547867651, 'gamma': 2.1988076057865102, 'reg_alpha': 0.47299172664311484, 'reg_lambda': 2.325960296533409}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:44,632] Trial 152 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 137, 'learning_rate': 0.26173023611491086, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8218895848495146, 'colsample_bytree': 0.9482020613934578, 'gamma': 2.155995255165299, 'reg_alpha': 0.44566102431676274, 'reg_lambda': 2.2104672592756534}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:44,760] Trial 153 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 134, 'learning_rate': 0.21592836139404345, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8546392450302347, 'colsample_bytree': 0.9378720121148238, 'gamma': 1.993104312344288, 'reg_alpha': 0.4983081712149286, 'reg_lambda': 2.1214454487153938}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:44,886] Trial 154 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.2779614288378953, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8531005784174079, 'colsample_bytree': 0.9389948149395865, 'gamma': 2.022179490805272, 'reg_alpha': 0.4787413086338215, 'reg_lambda': 2.3095021735191064}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:45,137] Trial 155 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 126, 'learning_rate': 0.21416658767555793, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8449052185208425, 'colsample_bytree': 0.9686552008761922, 'gamma': 2.4485024077277284, 'reg_alpha': 0.4728684949870034, 'reg_lambda': 2.1590751699137534}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:45,296] Trial 156 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.24098776034475317, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8082005733674049, 'colsample_bytree': 0.9533403817442069, 'gamma': 2.2021329442976185, 'reg_alpha': 0.5248476484247323, 'reg_lambda': 2.248101233801708}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:45,424] Trial 157 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 119, 'learning_rate': 0.2257529920476577, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8721206098123194, 'colsample_bytree': 0.9329882983359375, 'gamma': 2.324855441045294, 'reg_alpha': 0.5017481161334756, 'reg_lambda': 2.5275458399930146}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:45,569] Trial 158 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 137, 'learning_rate': 0.2602434060913649, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7779135881167154, 'colsample_bytree': 0.923425398269439, 'gamma': 1.8310966876627743, 'reg_alpha': 0.4559502499305577, 'reg_lambda': 2.339762202351436}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:45,718] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 141, 'learning_rate': 0.18985989037308118, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8296964034058522, 'colsample_bytree': 0.9465482433504503, 'gamma': 2.490664303072515, 'reg_alpha': 0.38430717278797316, 'reg_lambda': 2.4513565744474204}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:45,959] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.19107555147654348, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8287084282365141, 'colsample_bytree': 0.9475492696423554, 'gamma': 2.619659242499922, 'reg_alpha': 0.3201027518485666, 'reg_lambda': 2.3100972291961894}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:46,096] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.19003900677858768, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.827307954183753, 'colsample_bytree': 0.9456879896644897, 'gamma': 2.5666153020437443, 'reg_alpha': 0.3156153296199616, 'reg_lambda': 2.4713993144323836}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:46,257] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.18902394881357287, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8278556835559386, 'colsample_bytree': 0.9469790651289961, 'gamma': 2.582758777866771, 'reg_alpha': 0.29390395638137895, 'reg_lambda': 2.4120536165241333}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:46,411] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.18468093275224826, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8266931412034775, 'colsample_bytree': 0.9464550700598028, 'gamma': 2.5525273826804806, 'reg_alpha': 0.3133361266997458, 'reg_lambda': 2.4507173400052897}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:46,803] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.1885110321249556, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8275291077954179, 'colsample_bytree': 0.9580390635185868, 'gamma': 2.564153788380567, 'reg_alpha': 0.32438659523924884, 'reg_lambda': 2.4415922547831217}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:46,951] Trial 165 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 144, 'learning_rate': 0.19764355986477503, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8321946787725887, 'colsample_bytree': 0.9578222762762127, 'gamma': 2.473508588570076, 'reg_alpha': 0.31950401719454496, 'reg_lambda': 2.400263143590334}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:47,084] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.18211215006277648, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8290265652037767, 'colsample_bytree': 0.9589107105943031, 'gamma': 2.4883967149707593, 'reg_alpha': 0.3115538135726387, 'reg_lambda': 2.4470360703116003}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:47,256] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.18803928355126937, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8263955790021047, 'colsample_bytree': 0.9535871349701186, 'gamma': 2.5093815941286035, 'reg_alpha': 0.3163851152068213, 'reg_lambda': 2.4468777850589882}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:47,404] Trial 168 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 143, 'learning_rate': 0.1783508262183932, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8272545200093455, 'colsample_bytree': 0.9607286658613262, 'gamma': 2.4944650503986305, 'reg_alpha': 0.2901314189690452, 'reg_lambda': 2.4468834447841465}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:47,512] Trial 169 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 66, 'learning_rate': 0.17785431652414085, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8241173373472476, 'colsample_bytree': 0.9607042704397994, 'gamma': 2.5845914941653576, 'reg_alpha': 0.2969425537402266, 'reg_lambda': 2.466097000364833}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:47,843] Trial 170 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 140, 'learning_rate': 0.16904234351005226, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8402152815252141, 'colsample_bytree': 0.9724290242246445, 'gamma': 2.4026049046174145, 'reg_alpha': 0.2440105488655075, 'reg_lambda': 2.532975358477411}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:47,981] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.19403739984462812, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8300831130211896, 'colsample_bytree': 0.9599516052585767, 'gamma': 2.533548717098934, 'reg_alpha': 0.33950473309339096, 'reg_lambda': 2.4327994907343564}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:48,112] Trial 172 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 147, 'learning_rate': 0.17745800187492827, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8290451722262896, 'colsample_bytree': 0.9454704753874079, 'gamma': 2.2799801909756026, 'reg_alpha': 0.3280436812731496, 'reg_lambda': 2.4581455237818566}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:48,333] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.18908452844739917, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8288674349029975, 'colsample_bytree': 0.9465758314337381, 'gamma': 2.2829490525384024, 'reg_alpha': 0.35752354066466185, 'reg_lambda': 2.4449341941026996}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:48,591] Trial 174 finished with value: 0.6875 and parameters: {'n_estimators': 146, 'learning_rate': 0.1883347773907493, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.825554325883549, 'colsample_bytree': 0.9458573131088802, 'gamma': 2.104628073490501, 'reg_alpha': 0.3717693677437868, 'reg_lambda': 2.454537103732501}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:48,724] Trial 175 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 148, 'learning_rate': 0.1581021182156006, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8314586066117097, 'colsample_bytree': 0.9571011922964497, 'gamma': 2.243016848745785, 'reg_alpha': 0.34727609539631465, 'reg_lambda': 2.4093134887013035}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:48,866] Trial 176 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.18731217392042065, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8172406283920545, 'colsample_bytree': 0.9635508534587159, 'gamma': 2.493783725801981, 'reg_alpha': 0.28542739144764784, 'reg_lambda': 2.5788037844288114}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:49,000] Trial 177 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 140, 'learning_rate': 0.1729586830209079, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8286256224440639, 'colsample_bytree': 0.9528656053863646, 'gamma': 2.3195944445457197, 'reg_alpha': 0.32110553863124025, 'reg_lambda': 2.293969384255418}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:49,215] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.17188220476755012, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8299277957864617, 'colsample_bytree': 0.9839863187211666, 'gamma': 2.308433868015457, 'reg_alpha': 0.31243018775450376, 'reg_lambda': 2.290115018973501}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:49,363] Trial 179 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 157, 'learning_rate': 0.17335857515230785, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8280354488541111, 'colsample_bytree': 0.9893299622408568, 'gamma': 2.297738547509208, 'reg_alpha': 0.3216622250460678, 'reg_lambda': 2.378399418033451}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:49,547] Trial 180 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.1763077629542102, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8404661101326724, 'colsample_bytree': 0.9978709269192123, 'gamma': 2.328798960617325, 'reg_alpha': 0.3223465426683882, 'reg_lambda': 2.3841321128048776}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:49,704] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.19709006661792308, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8264327019429646, 'colsample_bytree': 0.9845561518969306, 'gamma': 2.2023733706112454, 'reg_alpha': 0.24826090964630382, 'reg_lambda': 2.300014174716108}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,026] Trial 182 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 141, 'learning_rate': 0.16349131130072733, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.816902752887765, 'colsample_bytree': 0.9879641134499934, 'gamma': 2.408779661098221, 'reg_alpha': 0.22551851546013335, 'reg_lambda': 2.2827293027087534}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,158] Trial 183 finished with value: 0.6607142857142856 and parameters: {'n_estimators': 153, 'learning_rate': 0.19440210772039498, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8311187945112574, 'colsample_bytree': 0.9775278163806168, 'gamma': 2.2674812679743264, 'reg_alpha': 0.3034362630465931, 'reg_lambda': 2.46773128820541}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,287] Trial 184 finished with value: 0.6160714285714285 and parameters: {'n_estimators': 149, 'learning_rate': 0.17642085532044885, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.810268093391312, 'colsample_bytree': 0.9829620915247694, 'gamma': 2.4992677365128277, 'reg_alpha': 0.34848493112695755, 'reg_lambda': 2.4257624039193098}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,437] Trial 185 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 142, 'learning_rate': 0.20129769954177276, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.838810469233272, 'colsample_bytree': 0.9897749297145649, 'gamma': 2.595799670966587, 'reg_alpha': 0.26063877891118364, 'reg_lambda': 2.230472928580874}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,575] Trial 186 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 142, 'learning_rate': 0.2006711822940572, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8389105313147933, 'colsample_bytree': 0.9694709309090933, 'gamma': 2.602590482540505, 'reg_alpha': 0.2709941826592217, 'reg_lambda': 2.3676995784376036}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,706] Trial 187 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 147, 'learning_rate': 0.18796214920482412, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8192813186323585, 'colsample_bytree': 0.990689630555941, 'gamma': 2.4258037845054674, 'reg_alpha': 0.3795437738041372, 'reg_lambda': 2.2337546047957715}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,869] Trial 188 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 139, 'learning_rate': 0.20550335522831475, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8451419500342513, 'colsample_bytree': 0.951579892661964, 'gamma': 2.53379631854977, 'reg_alpha': 0.33403799634229436, 'reg_lambda': 2.4931583270720172}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,036] Trial 189 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.15253679314236226, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8345299602742383, 'colsample_bytree': 0.9636369871931204, 'gamma': 2.1520109048121334, 'reg_alpha': 0.24978449112156387, 'reg_lambda': 2.5460335477107}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,186] Trial 190 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 160, 'learning_rate': 0.18496593167238748, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8245656346087025, 'colsample_bytree': 0.9969077897620761, 'gamma': 2.643626319278397, 'reg_alpha': 0.19393383081389443, 'reg_lambda': 2.4279484770807165}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,321] Trial 191 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 143, 'learning_rate': 0.17050004460165705, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8291857176430176, 'colsample_bytree': 0.976405931006242, 'gamma': 2.322109400215577, 'reg_alpha': 0.30938048846298105, 'reg_lambda': 2.2952657463841795}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,560] Trial 192 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 144, 'learning_rate': 0.1670659184468168, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.814459147792938, 'colsample_bytree': 0.9775567560331574, 'gamma': 2.3587744588776807, 'reg_alpha': 0.281590840092897, 'reg_lambda': 2.363432525311041}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,690] Trial 193 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 139, 'learning_rate': 0.20026931781824858, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8273851115481926, 'colsample_bytree': 0.9507629366661389, 'gamma': 2.223688667532746, 'reg_alpha': 0.33161473597625923, 'reg_lambda': 2.46836028652637}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,828] Trial 194 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 146, 'learning_rate': 0.17863658198385343, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8049712270593117, 'colsample_bytree': 0.9695937421301196, 'gamma': 2.497804773276134, 'reg_alpha': 0.35702245594721366, 'reg_lambda': 2.3993613905679383}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,956] Trial 195 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 135, 'learning_rate': 0.16122663708266585, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8438363678807237, 'colsample_bytree': 0.9578598707765756, 'gamma': 2.351139149177205, 'reg_alpha': 0.2602909553215004, 'reg_lambda': 2.2053106391131494}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:52,193] Trial 196 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 141, 'learning_rate': 0.14477184047148253, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8193071715010024, 'colsample_bytree': 0.9462446043408264, 'gamma': 2.0797029653543553, 'reg_alpha': 0.2931915233072281, 'reg_lambda': 2.6046606618460713}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:52,329] Trial 197 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 149, 'learning_rate': 0.14537554167894384, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8164743928594181, 'colsample_bytree': 0.9726094118379089, 'gamma': 2.1224351247766835, 'reg_alpha': 0.2971076251618894, 'reg_lambda': 2.600608914080897}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:52,572] Trial 198 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 143, 'learning_rate': 0.21124507110732596, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8373630370116625, 'colsample_bytree': 0.9426171185990393, 'gamma': 2.246126249117277, 'reg_alpha': 0.22580569211972928, 'reg_lambda': 2.316160833941131}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:52,708] Trial 199 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.17241339423549937, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8091631293295922, 'colsample_bytree': 0.9632083360694569, 'gamma': 2.044585244069994, 'reg_alpha': 0.31055893836085086, 'reg_lambda': 2.2586831739077944}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:52,711] A new study created in memory with name: no-name-105f8a2b-9e9c-49c4-9f7f-6911f27879d7
[I 2025-11-03 19:30:52,929] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.1604135719728835, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.663291447875041, 'colsample_bytree': 0.7918750103174435, 'gamma': 2.3437225253195324, 'reg_alpha': 0.054747329444873594, 'reg_lambda': 1.1588707037803028}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:30:53,039] Trial 1 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 63, 'learning_rate': 0.02848622179528998, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7158438546911365, 'colsample_bytree': 0.8359174645212948, 'gamma': 2.518914886569439, 'reg_alpha': 0.31107131245529474, 'reg_lambda': 1.365363059861586}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:30:53,259] Trial 2 finished with value: 0.5952380952380951 and parameters: {'n_estimators': 194, 'learning_rate': 0.254527203941992, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.640578348173076, 'colsample_bytree': 0.920463581508468, 'gamma': 1.2335934122789145, 'reg_alpha': 0.0401847631015575, 'reg_lambda': 1.6231521095197365}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:30:53,420] Trial 3 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 157, 'learning_rate': 0.015290557336731632, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9667752846102128, 'colsample_bytree': 0.7304335223421636, 'gamma': 2.306450686609085, 'reg_alpha': 0.6994849482064289, 'reg_lambda': 2.9079787727566777}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:30:53,555] Trial 4 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 146, 'learning_rate': 0.016050723888465963, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8363301491604396, 'colsample_bytree': 0.7754680252031132, 'gamma': 2.9551289325875785, 'reg_alpha': 0.5695689230040121, 'reg_lambda': 2.0003206328087586}. Best is trial 4 with value: 0.6964285714285715.
[I 2025-11-03 19:30:53,714] Trial 5 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.034994791624518504, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6271834927521353, 'colsample_bytree': 0.885153776718737, 'gamma': 1.6477443105100664, 'reg_alpha': 0.8584810440999154, 'reg_lambda': 0.576881379926331}. Best is trial 4 with value: 0.6964285714285715.
[I 2025-11-03 19:30:53,902] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.027480324805002343, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.8643695205970461, 'colsample_bytree': 0.8691771749707466, 'gamma': 1.2841960978219706, 'reg_alpha': 0.10854138640512134, 'reg_lambda': 1.9756115783381631}. Best is trial 4 with value: 0.6964285714285715.
[I 2025-11-03 19:30:54,113] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.01103430044216028, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.6197884303412274, 'colsample_bytree': 0.8109986526160194, 'gamma': 4.955877217732538, 'reg_alpha': 0.4591724541017348, 'reg_lambda': 1.9165664661308055}. Best is trial 4 with value: 0.6964285714285715.
[I 2025-11-03 19:30:54,267] Trial 8 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.05433122238565452, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7884169361129935, 'colsample_bytree': 0.8292873397864944, 'gamma': 0.32973959062399083, 'reg_alpha': 0.6547940638683207, 'reg_lambda': 2.247559652866159}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:54,384] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 38, 'learning_rate': 0.021580996764709686, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.762561903208484, 'colsample_bytree': 0.7816737516116457, 'gamma': 3.8303097559239063, 'reg_alpha': 0.5243960714180222, 'reg_lambda': 2.2482479873932606}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:54,555] Trial 10 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 106, 'learning_rate': 0.07762761893956434, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9039695187446458, 'colsample_bytree': 0.9905573291941696, 'gamma': 0.33373372271476365, 'reg_alpha': 0.9565822599986027, 'reg_lambda': 2.6529908968829425}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:54,745] Trial 11 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 153, 'learning_rate': 0.0705197293105156, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8195281353120629, 'colsample_bytree': 0.6100097515398835, 'gamma': 3.5677221311700382, 'reg_alpha': 0.6997208379017503, 'reg_lambda': 2.3217332413918457}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:54,893] Trial 12 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 93, 'learning_rate': 0.09855163001358076, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7894808843488094, 'colsample_bytree': 0.7069220745980223, 'gamma': 0.16983231936848878, 'reg_alpha': 0.6170213019490077, 'reg_lambda': 2.5056277695293745}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:55,141] Trial 13 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 181, 'learning_rate': 0.05158716871769693, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8777943765130951, 'colsample_bytree': 0.7072131903148369, 'gamma': 3.256324108474423, 'reg_alpha': 0.3745541988778335, 'reg_lambda': 2.1056715047712773}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:55,271] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 132, 'learning_rate': 0.046341978881589446, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.7262940971502686, 'colsample_bytree': 0.6374983669876093, 'gamma': 4.469278853033986, 'reg_alpha': 0.8027482491314973, 'reg_lambda': 1.6046022680744096}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:55,329] Trial 15 finished with value: 0.744047619047619 and parameters: {'n_estimators': 22, 'learning_rate': 0.010036445883015695, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8290248716288382, 'colsample_bytree': 0.950434509126107, 'gamma': 2.921728737213037, 'reg_alpha': 0.24504039255224558, 'reg_lambda': 0.994001807237914}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:55,465] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 22, 'learning_rate': 0.13598592532630954, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9424334835621269, 'colsample_bytree': 0.9953160906552649, 'gamma': 0.7763452151680428, 'reg_alpha': 0.22523180133721368, 'reg_lambda': 0.7787306353858835}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:55,586] Trial 17 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 72, 'learning_rate': 0.01000961626395642, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7562773926881478, 'colsample_bytree': 0.9193982546563795, 'gamma': 1.7732446794364805, 'reg_alpha': 0.20436207672642703, 'reg_lambda': 1.0442193648512896}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:55,641] Trial 18 finished with value: 0.613095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.28582493049169405, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7015280833207668, 'colsample_bytree': 0.9379209343639654, 'gamma': 4.108503590335628, 'reg_alpha': 0.4580471757126563, 'reg_lambda': 1.4070202682235036}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:55,877] Trial 19 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 82, 'learning_rate': 0.019054743430783977, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.918893284238864, 'colsample_bytree': 0.9599585857265365, 'gamma': 2.8776068807778192, 'reg_alpha': 0.37019425039752646, 'reg_lambda': 0.848241585686303}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:55,986] Trial 20 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 50, 'learning_rate': 0.037808635955959485, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8009194936931904, 'colsample_bytree': 0.8763747169156731, 'gamma': 1.874835254154375, 'reg_alpha': 0.24026619757099854, 'reg_lambda': 2.8497615788444413}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:56,111] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 128, 'learning_rate': 0.016199729031863116, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8488916319291787, 'colsample_bytree': 0.7486246754519619, 'gamma': 2.959118561183328, 'reg_alpha': 0.5727100667457199, 'reg_lambda': 1.8028661340677143}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:56,245] Trial 22 finished with value: 0.699404761904762 and parameters: {'n_estimators': 124, 'learning_rate': 0.01300234947491579, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.846997613306641, 'colsample_bytree': 0.7552726330518453, 'gamma': 3.338484397892829, 'reg_alpha': 0.7028284754826037, 'reg_lambda': 1.7644276387058917}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:56,528] Trial 23 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 43, 'learning_rate': 0.01960764344272988, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7785621006894788, 'colsample_bytree': 0.835166842853645, 'gamma': 2.8194042081490265, 'reg_alpha': 0.6274604873572226, 'reg_lambda': 2.3842020037855787}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:56,710] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.013666638454489342, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8902389515893839, 'colsample_bytree': 0.6738005224901273, 'gamma': 2.0933355626071197, 'reg_alpha': 0.8082177411248006, 'reg_lambda': 1.3269872992362788}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:56,869] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 92, 'learning_rate': 0.0219214143100295, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.827586524050469, 'colsample_bytree': 0.7377347381860491, 'gamma': 0.8854368862343697, 'reg_alpha': 0.5189604997598162, 'reg_lambda': 1.7121307940106618}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:56,932] Trial 26 finished with value: 0.613095238095238 and parameters: {'n_estimators': 34, 'learning_rate': 0.010370775141502264, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.743389162307135, 'colsample_bytree': 0.8397438737955517, 'gamma': 2.7078773713127946, 'reg_alpha': 0.38641217119481636, 'reg_lambda': 2.1507986320253853}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:57,044] Trial 27 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 72, 'learning_rate': 0.027233501022207608, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9885638982934557, 'colsample_bytree': 0.6739305986699262, 'gamma': 3.2296156637151365, 'reg_alpha': 0.14782450776065592, 'reg_lambda': 2.6593805512041717}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:57,390] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.06967108989962699, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.8072405053093539, 'colsample_bytree': 0.8979470783992841, 'gamma': 4.033727139582071, 'reg_alpha': 0.6244508326143692, 'reg_lambda': 1.848144778415181}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:57,537] Trial 29 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 120, 'learning_rate': 0.1422447861402991, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6696068923544278, 'colsample_bytree': 0.8033726408444228, 'gamma': 2.326807705743123, 'reg_alpha': 0.4379264886955979, 'reg_lambda': 1.5271228903335494}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:57,664] Trial 30 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 104, 'learning_rate': 0.21422863179195997, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8553483898256897, 'colsample_bytree': 0.9560391118675254, 'gamma': 0.46520402787083626, 'reg_alpha': 0.3073229200253643, 'reg_lambda': 1.1593706182639592}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:57,878] Trial 31 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 90, 'learning_rate': 0.021946012399495028, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8263084396598726, 'colsample_bytree': 0.7488828149252523, 'gamma': 0.8871479535770013, 'reg_alpha': 0.5310666203403891, 'reg_lambda': 1.1698721431633012}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,066] Trial 32 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 68, 'learning_rate': 0.01682169913913259, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7787831675149849, 'colsample_bytree': 0.709970264256549, 'gamma': 0.6916527966533204, 'reg_alpha': 0.6077010863819331, 'reg_lambda': 1.7068086178179382}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,188] Trial 33 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 66, 'learning_rate': 0.012476939989372354, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7855333927009864, 'colsample_bytree': 0.7068190501587401, 'gamma': 0.07390760733192259, 'reg_alpha': 0.7348284632636569, 'reg_lambda': 0.525303602215972}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,305] Trial 34 finished with value: 0.738095238095238 and parameters: {'n_estimators': 57, 'learning_rate': 0.01563101790256049, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6957174407291878, 'colsample_bytree': 0.6751474480019288, 'gamma': 1.2546137597133846, 'reg_alpha': 0.01787283133290296, 'reg_lambda': 1.4435596916775495}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,470] Trial 35 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 57, 'learning_rate': 0.034638863427466554, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6717721458356765, 'colsample_bytree': 0.6579201809335203, 'gamma': 1.4170301575428281, 'reg_alpha': 0.029745782148561724, 'reg_lambda': 0.9901935498691933}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,576] Trial 36 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 31, 'learning_rate': 0.015520200474772672, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7105615265912232, 'colsample_bytree': 0.6880513712204771, 'gamma': 0.5912647897730126, 'reg_alpha': 0.0853474882342799, 'reg_lambda': 1.3459197753746135}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,698] Trial 37 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 47, 'learning_rate': 0.02705542041769469, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7431420162046962, 'colsample_bytree': 0.6062464221126154, 'gamma': 1.1907202762273095, 'reg_alpha': 0.2881483271127423, 'reg_lambda': 1.4914229741759457}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,950] Trial 38 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 81, 'learning_rate': 0.017392952139513997, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6950738863593334, 'colsample_bytree': 0.6351786443165173, 'gamma': 1.053336266985305, 'reg_alpha': 0.14447420824477372, 'reg_lambda': 0.7113338683323907}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,065] Trial 39 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 66, 'learning_rate': 0.01217144657105651, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6857125263854036, 'colsample_bytree': 0.826078624497032, 'gamma': 0.6317550279146882, 'reg_alpha': 0.005002549530557598, 'reg_lambda': 0.9495906949913685}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,128] Trial 40 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 31, 'learning_rate': 0.09788414891678213, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6529148942962489, 'colsample_bytree': 0.7728574607995113, 'gamma': 1.5870720260086169, 'reg_alpha': 0.9298985760717062, 'reg_lambda': 1.2130543486722445}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,258] Trial 41 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 57, 'learning_rate': 0.015648845351885522, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.770706379793666, 'colsample_bytree': 0.7238236709557256, 'gamma': 2.580225865234989, 'reg_alpha': 0.6218564444361887, 'reg_lambda': 1.6350951964316545}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,503] Trial 42 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 116, 'learning_rate': 0.01438175849586953, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8728017191683848, 'colsample_bytree': 0.7691350969844869, 'gamma': 0.306894492648394, 'reg_alpha': 0.747591912617368, 'reg_lambda': 1.8552841354811354}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,643] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 79, 'learning_rate': 0.011790967518724497, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8757156266062965, 'colsample_bytree': 0.7711498087040571, 'gamma': 0.35369173999145637, 'reg_alpha': 0.7750710337590815, 'reg_lambda': 2.090771622425631}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,782] Trial 44 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 112, 'learning_rate': 0.011402982068060891, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6054495478853519, 'colsample_bytree': 0.792423073588544, 'gamma': 0.28927119900911247, 'reg_alpha': 0.8700819219894207, 'reg_lambda': 2.0045190399239283}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,905] Trial 45 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 80, 'learning_rate': 0.013864663380741798, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.920166281753297, 'colsample_bytree': 0.7747912545092539, 'gamma': 0.03188724515924202, 'reg_alpha': 0.7663220920450581, 'reg_lambda': 2.2602209244634235}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,061] Trial 46 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 146, 'learning_rate': 0.024659280803948667, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8788532098153589, 'colsample_bytree': 0.8496098048880084, 'gamma': 0.40644416615695694, 'reg_alpha': 0.9136089097079991, 'reg_lambda': 2.100349331521372}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,283] Trial 47 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 102, 'learning_rate': 0.010166990671541634, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8678218969452451, 'colsample_bytree': 0.858160503951403, 'gamma': 0.24535275047944854, 'reg_alpha': 0.6677372318976387, 'reg_lambda': 2.490049742469342}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,402] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.011633555540138936, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.8997806005470178, 'colsample_bytree': 0.854477160775673, 'gamma': 1.1173115306785353, 'reg_alpha': 0.8379204213000165, 'reg_lambda': 2.4659397269164085}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,488] Trial 49 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 41, 'learning_rate': 0.010416241335840747, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9410630815737061, 'colsample_bytree': 0.89907200890272, 'gamma': 0.9932714672043741, 'reg_alpha': 0.6740197502733054, 'reg_lambda': 2.638254420624679}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,599] Trial 50 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 41, 'learning_rate': 0.01904501588931333, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9555587185438152, 'colsample_bytree': 0.8949825400942135, 'gamma': 1.972004637271826, 'reg_alpha': 0.6786377227467231, 'reg_lambda': 2.6087246351641378}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,689] Trial 51 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.010142237173836563, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9283070390822555, 'colsample_bytree': 0.9154476541202792, 'gamma': 1.377892331104433, 'reg_alpha': 0.6860156124593605, 'reg_lambda': 2.7918782626685643}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,801] Trial 52 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 54, 'learning_rate': 0.011496239922647665, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.989675053542966, 'colsample_bytree': 0.8171317106129186, 'gamma': 0.9827971333628338, 'reg_alpha': 0.6687188746487329, 'reg_lambda': 2.50985661421875}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,046] Trial 53 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 79, 'learning_rate': 0.01335163111358928, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8102576238055691, 'colsample_bytree': 0.870083407741552, 'gamma': 0.4817505124877994, 'reg_alpha': 0.7992156279540158, 'reg_lambda': 2.3832149950754324}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,286] Trial 54 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 38, 'learning_rate': 0.04165770424912549, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8395473074328639, 'colsample_bytree': 0.9301041782455135, 'gamma': 0.7538535105143671, 'reg_alpha': 0.5742451582359188, 'reg_lambda': 2.7483030826875643}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,401] Trial 55 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 59, 'learning_rate': 0.0581895554842419, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8612944512203122, 'colsample_bytree': 0.9662415367623826, 'gamma': 0.09675020757771408, 'reg_alpha': 0.7283782889622783, 'reg_lambda': 2.9924889847812195}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,494] Trial 56 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 27, 'learning_rate': 0.01003787605640549, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9641903919937977, 'colsample_bytree': 0.8977223020280014, 'gamma': 0.5412222044209767, 'reg_alpha': 0.9886786751013509, 'reg_lambda': 2.2136847693904986}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,605] Trial 57 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.18144811583402357, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8931788386438538, 'colsample_bytree': 0.9397314408506755, 'gamma': 0.26249477955239187, 'reg_alpha': 0.4904458889264915, 'reg_lambda': 2.350866301904966}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,724] Trial 58 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 47, 'learning_rate': 0.2006420307785995, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.940141009269666, 'colsample_bytree': 0.9454520533177017, 'gamma': 1.556490759595845, 'reg_alpha': 0.482597687143067, 'reg_lambda': 1.9612562323068374}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,924] Trial 59 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.10196044486034053, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9134478677034958, 'colsample_bytree': 0.9789995586844145, 'gamma': 2.169874644857747, 'reg_alpha': 0.40765229519816015, 'reg_lambda': 2.369763796616832}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,030] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 48, 'learning_rate': 0.11316986333383525, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8856997383981314, 'colsample_bytree': 0.9078444254911674, 'gamma': 0.8185906237016289, 'reg_alpha': 0.25421797601376867, 'reg_lambda': 2.109329205809067}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,167] Trial 61 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 76, 'learning_rate': 0.03113272273068486, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9014964901425025, 'colsample_bytree': 0.8816353805968401, 'gamma': 0.19106499571954896, 'reg_alpha': 0.18309730044690925, 'reg_lambda': 2.5638594190501784}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,322] Trial 62 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 88, 'learning_rate': 0.011192181231090793, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8638994433422154, 'colsample_bytree': 0.8588644769410272, 'gamma': 0.16069746925003053, 'reg_alpha': 0.07893591525043869, 'reg_lambda': 2.463377723353322}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,434] Trial 63 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 64, 'learning_rate': 0.055576966489658375, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8387671524052389, 'colsample_bytree': 0.9275965249182758, 'gamma': 3.0434024809794487, 'reg_alpha': 0.6613882416560122, 'reg_lambda': 2.2862209379734093}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,566] Trial 64 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 100, 'learning_rate': 0.08497257827425725, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8192557415029423, 'colsample_bytree': 0.946563243807414, 'gamma': 0.30611729410706573, 'reg_alpha': 0.7790586689157654, 'reg_lambda': 2.659187809031329}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,737] Trial 65 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.012723256139231356, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9362995643904387, 'colsample_bytree': 0.9817941267487208, 'gamma': 0.6396091302816975, 'reg_alpha': 0.5551444333684203, 'reg_lambda': 2.201074449858729}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,856] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 60, 'learning_rate': 0.191040008256871, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8934724916692945, 'colsample_bytree': 0.8404843922474038, 'gamma': 3.569010325983322, 'reg_alpha': 0.3450910023116815, 'reg_lambda': 2.034263625866746}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:03,006] Trial 67 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 72, 'learning_rate': 0.014669658207940623, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9112596014466534, 'colsample_bytree': 0.8661431320145824, 'gamma': 0.9646638290173579, 'reg_alpha': 0.7195804416771804, 'reg_lambda': 2.746682684744636}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:03,174] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 207, 'learning_rate': 0.1529137098853104, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8719767796026942, 'colsample_bytree': 0.8139076608918903, 'gamma': 0.4225957885240961, 'reg_alpha': 0.4923911850909004, 'reg_lambda': 2.3443073723800616}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:03,418] Trial 69 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 86, 'learning_rate': 0.01777204814055038, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.636652745394608, 'colsample_bytree': 0.9117357262814636, 'gamma': 0.002061200160679233, 'reg_alpha': 0.8539394121558569, 'reg_lambda': 1.2663413495636924}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:03,540] Trial 70 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 51, 'learning_rate': 0.2891101601587381, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7285225214549004, 'colsample_bytree': 0.7956054839866618, 'gamma': 4.6794663174485365, 'reg_alpha': 0.6602504016604079, 'reg_lambda': 1.0564108267055476}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:03,702] Trial 71 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 134, 'learning_rate': 0.014807752545320185, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8499176698849072, 'colsample_bytree': 0.8246958378524304, 'gamma': 0.295326090811491, 'reg_alpha': 0.7603235281334432, 'reg_lambda': 1.8980066571106875}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:03,848] Trial 72 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 114, 'learning_rate': 0.2441367682968042, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8835711600739281, 'colsample_bytree': 0.7676112366002708, 'gamma': 0.21390415044426547, 'reg_alpha': 0.8205106323532979, 'reg_lambda': 1.8267852067125798}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:04,128] Trial 73 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 112, 'learning_rate': 0.17279314729254072, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8868428252389557, 'colsample_bytree': 0.761381377740927, 'gamma': 1.2854245586286919, 'reg_alpha': 0.5929043373150967, 'reg_lambda': 2.423978372188177}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:04,264] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.2493814796830977, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.950933541028548, 'colsample_bytree': 0.7608155315850058, 'gamma': 1.7750734891343778, 'reg_alpha': 0.5882775451447106, 'reg_lambda': 0.7080984751865715}. Best is trial 74 with value: 0.7440476190476191.
[I 2025-11-03 19:31:04,388] Trial 75 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 111, 'learning_rate': 0.26435195517418364, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9763236447581568, 'colsample_bytree': 0.7254978411045165, 'gamma': 1.7133412598524078, 'reg_alpha': 0.5374602538418065, 'reg_lambda': 0.8128996778145071}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:04,532] Trial 76 finished with value: 0.6875 and parameters: {'n_estimators': 149, 'learning_rate': 0.25088296814192873, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.976077766032737, 'colsample_bytree': 0.7378857883514969, 'gamma': 2.529381332584745, 'reg_alpha': 0.5369824088222238, 'reg_lambda': 0.725348153957537}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:04,764] Trial 77 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 143, 'learning_rate': 0.2647436963683253, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9548327722316841, 'colsample_bytree': 0.7222855903479021, 'gamma': 1.8168082043235785, 'reg_alpha': 0.4273650239670065, 'reg_lambda': 0.867543387045635}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:04,976] Trial 78 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 168, 'learning_rate': 0.22753940575939402, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9757296741946769, 'colsample_bytree': 0.6867050881316356, 'gamma': 1.800328329921953, 'reg_alpha': 0.462714985689455, 'reg_lambda': 0.8588083999102878}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:05,110] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 123, 'learning_rate': 0.26193887274375666, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9524122065071295, 'colsample_bytree': 0.6303524779450561, 'gamma': 1.7268915998058183, 'reg_alpha': 0.4204885711314173, 'reg_lambda': 0.5705433733308045}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:05,247] Trial 80 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.2747326799924705, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.979085954123706, 'colsample_bytree': 0.6957864947196828, 'gamma': 2.019173406914454, 'reg_alpha': 0.6417475295658086, 'reg_lambda': 0.66172574733415}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:05,380] Trial 81 finished with value: 0.755952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.24526246877433824, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9515782999014366, 'colsample_bytree': 0.723201448246007, 'gamma': 2.2169735871899037, 'reg_alpha': 0.5204533298175654, 'reg_lambda': 0.8585528282699441}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:05,685] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.22859928058020296, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9501202655470808, 'colsample_bytree': 0.7206103787229436, 'gamma': 2.3826538081120425, 'reg_alpha': 0.5074633102611871, 'reg_lambda': 0.8711777650879451}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:05,848] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.1729824607214994, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9565281513822549, 'colsample_bytree': 0.7293339253186324, 'gamma': 2.3780122954939404, 'reg_alpha': 0.5136492655352797, 'reg_lambda': 0.8682286777231144}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:06,000] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.22575684040493277, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9333420698216518, 'colsample_bytree': 0.7215982223956522, 'gamma': 2.133817317842912, 'reg_alpha': 0.588689364654897, 'reg_lambda': 0.7900894988872628}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:06,150] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.22167315694746662, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9963185697763273, 'colsample_bytree': 0.7156462602385286, 'gamma': 2.230797355753031, 'reg_alpha': 0.5529010277586945, 'reg_lambda': 0.7809507449015777}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:06,401] Trial 86 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 183, 'learning_rate': 0.29903976769277807, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9321473306849644, 'colsample_bytree': 0.7425453516655217, 'gamma': 2.7211696940203893, 'reg_alpha': 0.5774630752307411, 'reg_lambda': 0.9350635749769998}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:06,574] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.29932835137478986, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9314701396425031, 'colsample_bytree': 0.7414842977537136, 'gamma': 2.692261808099152, 'reg_alpha': 0.6070894782657003, 'reg_lambda': 0.9286650551769293}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:06,716] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.20528970478496877, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9637369987084735, 'colsample_bytree': 0.7207697632900013, 'gamma': 2.400561603185418, 'reg_alpha': 0.5729437379440767, 'reg_lambda': 0.6451135198479336}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:06,898] Trial 89 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 160, 'learning_rate': 0.23538437861195727, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9666741452799845, 'colsample_bytree': 0.7181731576951793, 'gamma': 2.4342739549264065, 'reg_alpha': 0.589701000847213, 'reg_lambda': 0.6374666477773943}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:07,040] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.21771419556683547, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9502455515166555, 'colsample_bytree': 0.6964392666063722, 'gamma': 1.9126716997680124, 'reg_alpha': 0.45497406662197626, 'reg_lambda': 1.0825974919630932}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:07,189] Trial 91 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.20211968000278815, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.944890909697447, 'colsample_bytree': 0.7528608015619319, 'gamma': 2.108120362714691, 'reg_alpha': 0.5391527675488682, 'reg_lambda': 0.7624718053489068}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:07,460] Trial 92 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 169, 'learning_rate': 0.2755048078598352, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9259132005265154, 'colsample_bytree': 0.7238363868162734, 'gamma': 2.742701419728361, 'reg_alpha': 0.5730884487012842, 'reg_lambda': 0.9128433603665995}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:07,617] Trial 93 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.2590602012303848, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9633190696174888, 'colsample_bytree': 0.7862611404962462, 'gamma': 2.2915984261191795, 'reg_alpha': 0.5088564109199477, 'reg_lambda': 1.0009813959726006}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:07,768] Trial 94 finished with value: 0.6875 and parameters: {'n_estimators': 175, 'learning_rate': 0.20547361819806045, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9806927284309627, 'colsample_bytree': 0.7456251879281083, 'gamma': 2.9875657149327455, 'reg_alpha': 0.6348576568204357, 'reg_lambda': 0.8056322412232653}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:07,935] Trial 95 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 163, 'learning_rate': 0.24126651827524195, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9452691384168086, 'colsample_bytree': 0.7339325540692585, 'gamma': 2.500783954973767, 'reg_alpha': 0.34926771968451753, 'reg_lambda': 0.5052741620511333}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:08,168] Trial 96 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.24050344868147333, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9881257481156089, 'colsample_bytree': 0.7332051380229069, 'gamma': 3.1298903620826115, 'reg_alpha': 0.35805064503449063, 'reg_lambda': 0.6466044730442816}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:08,339] Trial 97 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.2667151141382249, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9603327759928129, 'colsample_bytree': 0.704859407755685, 'gamma': 2.850661273481494, 'reg_alpha': 0.2845248797826845, 'reg_lambda': 0.5030493048693272}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:08,513] Trial 98 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 151, 'learning_rate': 0.12988195978376976, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.972106059838973, 'colsample_bytree': 0.759968515832268, 'gamma': 2.4789596810769257, 'reg_alpha': 0.395745778518748, 'reg_lambda': 0.6852259800482788}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:08,661] Trial 99 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 187, 'learning_rate': 0.18638271896695843, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9502113481185017, 'colsample_bytree': 0.7256386357442891, 'gamma': 2.6367178002102865, 'reg_alpha': 0.32982641193052065, 'reg_lambda': 1.127428450946607}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:08,918] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.1603758734183241, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9996952596958311, 'colsample_bytree': 0.7142403207396385, 'gamma': 1.4792481874950192, 'reg_alpha': 0.4710732742263919, 'reg_lambda': 0.581511780483897}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:09,093] Trial 101 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 174, 'learning_rate': 0.2357425574390327, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9432861147330772, 'colsample_bytree': 0.7359028325173025, 'gamma': 1.6934596591834548, 'reg_alpha': 0.5555908958502315, 'reg_lambda': 0.8238902018936032}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:09,298] Trial 102 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 165, 'learning_rate': 0.28766588549223504, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.921735787540022, 'colsample_bytree': 0.7467317630389632, 'gamma': 2.0645996664340043, 'reg_alpha': 0.5905917282606051, 'reg_lambda': 0.7396502589484901}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:09,446] Trial 103 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.2866568140790043, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.9215224796874699, 'colsample_bytree': 0.6990852390900137, 'gamma': 1.849029201980473, 'reg_alpha': 0.4349696425003118, 'reg_lambda': 0.7389581510026126}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:09,604] Trial 104 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.21194395674094704, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9120415582281716, 'colsample_bytree': 0.6858757872335861, 'gamma': 2.034422676081997, 'reg_alpha': 0.5911529920839942, 'reg_lambda': 0.5801328006428274}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:09,738] Trial 105 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 130, 'learning_rate': 0.2089742411852363, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9121017476857356, 'colsample_bytree': 0.6799480517909086, 'gamma': 2.040873968017708, 'reg_alpha': 0.5975729146158079, 'reg_lambda': 0.578481940858194}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,045] Trial 106 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 142, 'learning_rate': 0.2516558447039539, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9329521818363729, 'colsample_bytree': 0.6668129980090911, 'gamma': 2.2191125690270734, 'reg_alpha': 0.524053080371348, 'reg_lambda': 0.6145273675856459}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,200] Trial 107 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 193, 'learning_rate': 0.22496601870542746, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9476777083491901, 'colsample_bytree': 0.6499202292282064, 'gamma': 1.9140230159451255, 'reg_alpha': 0.5805415876293216, 'reg_lambda': 0.890164090471897}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,341] Trial 108 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 146, 'learning_rate': 0.1958587969664292, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9357268587195303, 'colsample_bytree': 0.7484467876461488, 'gamma': 2.3381290158359445, 'reg_alpha': 0.5550781309786796, 'reg_lambda': 0.9559429168115678}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,501] Trial 109 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 177, 'learning_rate': 0.27423778915058683, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9060243225692353, 'colsample_bytree': 0.7046997918472016, 'gamma': 2.1121555755058026, 'reg_alpha': 0.6391776296585152, 'reg_lambda': 0.5394689185615971}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,649] Trial 110 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 156, 'learning_rate': 0.2981766626881462, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.968211325829044, 'colsample_bytree': 0.7213553134230989, 'gamma': 1.5596975436691178, 'reg_alpha': 0.6198246823842004, 'reg_lambda': 0.7084400787923308}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,786] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.25211459542206643, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9605076310251028, 'colsample_bytree': 0.7605975149729205, 'gamma': 2.4272739776821846, 'reg_alpha': 0.5300039565480595, 'reg_lambda': 0.8263324297272938}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,947] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.2489970398287125, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9244281292977071, 'colsample_bytree': 0.7572415898046623, 'gamma': 2.559860529545548, 'reg_alpha': 0.5085184764427427, 'reg_lambda': 0.8242834841675377}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:11,120] Trial 113 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 138, 'learning_rate': 0.21617517832717764, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9582427774024208, 'colsample_bytree': 0.7310227591893051, 'gamma': 2.2605046763951435, 'reg_alpha': 0.5389412828427731, 'reg_lambda': 0.7790259872222196}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:11,259] Trial 114 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 147, 'learning_rate': 0.17798800222525538, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9821888671407752, 'colsample_bytree': 0.7808236642931033, 'gamma': 2.404801534603742, 'reg_alpha': 0.44526445201699566, 'reg_lambda': 0.6886809457825535}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:11,480] Trial 115 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 167, 'learning_rate': 0.2615851396245522, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9694555168379039, 'colsample_bytree': 0.7398042560940489, 'gamma': 1.9783179701753355, 'reg_alpha': 0.4816988840393779, 'reg_lambda': 1.0121439145585507}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:11,755] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 125, 'learning_rate': 0.23370318826139197, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9178693134642172, 'colsample_bytree': 0.7091497628009517, 'gamma': 2.163157803827209, 'reg_alpha': 0.6142541177854947, 'reg_lambda': 0.6145431052159536}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:11,913] Trial 117 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 119, 'learning_rate': 0.29998024291653835, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9875671519711279, 'colsample_bytree': 0.6884302763074239, 'gamma': 1.6291587073869274, 'reg_alpha': 0.56697361231102, 'reg_lambda': 0.613640704698538}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,041] Trial 118 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 109, 'learning_rate': 0.24017379113883486, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9172824108798139, 'colsample_bytree': 0.7088455204170185, 'gamma': 1.8480888226108048, 'reg_alpha': 0.6131358463498833, 'reg_lambda': 0.5441006706027199}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,166] Trial 119 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 131, 'learning_rate': 0.2698785282947325, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9399947472738754, 'colsample_bytree': 0.7446492808187158, 'gamma': 2.769564504577518, 'reg_alpha': 0.49756309721682473, 'reg_lambda': 0.742126077582318}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,302] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.192620490532947, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9250181708723706, 'colsample_bytree': 0.7113964466404117, 'gamma': 2.5885598010889566, 'reg_alpha': 0.5294582204328439, 'reg_lambda': 0.6646631064867594}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,486] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.2270188171938074, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9503764735927469, 'colsample_bytree': 0.764537607125613, 'gamma': 2.160306489335466, 'reg_alpha': 0.5878799043142909, 'reg_lambda': 0.8557314459849282}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,627] Trial 122 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 152, 'learning_rate': 0.2073973004291846, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.93231748508136, 'colsample_bytree': 0.7289550868289609, 'gamma': 1.7494453929254585, 'reg_alpha': 0.6473668168466037, 'reg_lambda': 0.9494853769528413}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,829] Trial 123 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 172, 'learning_rate': 0.24704063861655282, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9600621841817758, 'colsample_bytree': 0.6984581216309061, 'gamma': 2.468088615221588, 'reg_alpha': 0.6047305994362315, 'reg_lambda': 0.6018017418387783}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,960] Trial 124 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 96, 'learning_rate': 0.27710696273658403, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9088509757456743, 'colsample_bytree': 0.7183711633290443, 'gamma': 2.040982049800089, 'reg_alpha': 0.5683922074647005, 'reg_lambda': 0.8009189268270211}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:13,204] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 163, 'learning_rate': 0.22551717140864574, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9429289993451944, 'colsample_bytree': 0.7525367630724272, 'gamma': 2.320654370414864, 'reg_alpha': 0.5534782877880066, 'reg_lambda': 0.5039003362676334}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:13,346] Trial 126 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.2575983898660372, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9440709850819121, 'colsample_bytree': 0.7550075013996297, 'gamma': 2.292745524889085, 'reg_alpha': 0.6978697620224562, 'reg_lambda': 0.5126287433885827}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:13,484] Trial 127 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 143, 'learning_rate': 0.1618548826247373, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.958527128308828, 'colsample_bytree': 0.7812426736083693, 'gamma': 2.3527772102662086, 'reg_alpha': 0.5439711887131589, 'reg_lambda': 0.7157353075306419}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:13,657] Trial 128 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 155, 'learning_rate': 0.21615554574432655, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9695763583225961, 'colsample_bytree': 0.8009082555836957, 'gamma': 2.6351818071171156, 'reg_alpha': 0.5003057165511996, 'reg_lambda': 0.6350211722757183}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:13,855] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 138, 'learning_rate': 0.23557392536182564, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9534796173264184, 'colsample_bytree': 0.7490853867210379, 'gamma': 1.9357619152704904, 'reg_alpha': 0.5232007759602587, 'reg_lambda': 0.5592439864172989}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:14,119] Trial 130 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 167, 'learning_rate': 0.28746847915671697, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8965352048972911, 'colsample_bytree': 0.7394340283896638, 'gamma': 2.21895316355991, 'reg_alpha': 0.3793456608713408, 'reg_lambda': 0.895850536276632}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:14,263] Trial 131 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 164, 'learning_rate': 0.2695651508903856, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8984930610926011, 'colsample_bytree': 0.7349999187156423, 'gamma': 2.204919038265926, 'reg_alpha': 0.3911666730930707, 'reg_lambda': 0.8743260969934944}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:14,422] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.2848672870683118, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8985763969339793, 'colsample_bytree': 0.7373201715569799, 'gamma': 2.1890178884810405, 'reg_alpha': 0.38258191270348607, 'reg_lambda': 0.8900910112598445}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:14,576] Trial 133 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 179, 'learning_rate': 0.266133943715815, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9184933560209432, 'colsample_bytree': 0.726202391352927, 'gamma': 2.4468120395479187, 'reg_alpha': 0.41254999537678083, 'reg_lambda': 0.9710852580960476}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:14,742] Trial 134 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 171, 'learning_rate': 0.2834706147582505, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9063407057368789, 'colsample_bytree': 0.6907320789007226, 'gamma': 2.0630024092525914, 'reg_alpha': 0.3632485883822517, 'reg_lambda': 1.0880197839477173}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,019] Trial 135 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.23281075591081696, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9387911098107478, 'colsample_bytree': 0.7333880806900938, 'gamma': 2.240471822215118, 'reg_alpha': 0.395163245037016, 'reg_lambda': 1.031834925908959}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,161] Trial 136 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 146, 'learning_rate': 0.19513850599610671, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8977245033237671, 'colsample_bytree': 0.7128838254490572, 'gamma': 2.344917940295228, 'reg_alpha': 0.3474053911092693, 'reg_lambda': 0.840090489179575}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,312] Trial 137 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.2980865972374038, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9150522423271797, 'colsample_bytree': 0.7437795030604978, 'gamma': 2.544352854388054, 'reg_alpha': 0.322453483902803, 'reg_lambda': 0.9255836526512168}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,460] Trial 138 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 186, 'learning_rate': 0.2583648155365482, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9291449027052638, 'colsample_bytree': 0.7016904227934622, 'gamma': 2.478568056206885, 'reg_alpha': 0.42666110473785623, 'reg_lambda': 0.5059315885111011}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,701] Trial 139 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 170, 'learning_rate': 0.2098611607715982, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9444773258004907, 'colsample_bytree': 0.7513803502801266, 'gamma': 2.153760678929536, 'reg_alpha': 0.47819755768806727, 'reg_lambda': 0.7642521169418934}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,842] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.24747314548940078, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9640493085895423, 'colsample_bytree': 0.7705684276659029, 'gamma': 2.7042810200541187, 'reg_alpha': 0.4676033352582279, 'reg_lambda': 0.6668647016840744}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,982] Trial 141 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 151, 'learning_rate': 0.2418312883094605, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.974567213965765, 'colsample_bytree': 0.7695598958658536, 'gamma': 2.7066747657485273, 'reg_alpha': 0.4533617008794426, 'reg_lambda': 0.65333769773935}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:16,182] Trial 142 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.27445521434775294, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9674209913794449, 'colsample_bytree': 0.7405492433450845, 'gamma': 2.8330366744631927, 'reg_alpha': 0.4083138308425457, 'reg_lambda': 0.8822927612999407}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:16,445] Trial 143 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 192, 'learning_rate': 0.2650885332736377, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9841622973428202, 'colsample_bytree': 0.7196900594317558, 'gamma': 2.391075046073326, 'reg_alpha': 0.29625071295756633, 'reg_lambda': 0.902845434611915}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:16,610] Trial 144 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 165, 'learning_rate': 0.2798987881483991, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9937967469507594, 'colsample_bytree': 0.7316727686060954, 'gamma': 1.999861608944001, 'reg_alpha': 0.3806854412053938, 'reg_lambda': 0.8557103194667189}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:16,764] Trial 145 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 174, 'learning_rate': 0.22903023619074586, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9228793357034448, 'colsample_bytree': 0.739882768954201, 'gamma': 2.8886917772186287, 'reg_alpha': 0.4123627414549501, 'reg_lambda': 0.8089638489485456}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:16,999] Trial 146 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 160, 'learning_rate': 0.21775169044460763, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.956886781707817, 'colsample_bytree': 0.7101567278137026, 'gamma': 2.279281631049346, 'reg_alpha': 0.5636768607685096, 'reg_lambda': 0.7392583034481448}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:17,141] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.2789724886949143, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9345559955683419, 'colsample_bytree': 0.6795328113113792, 'gamma': 3.0769510957802204, 'reg_alpha': 0.43228673753335434, 'reg_lambda': 0.6051370409249369}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:17,380] Trial 148 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 126, 'learning_rate': 0.18398552675668903, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9747251204584614, 'colsample_bytree': 0.7244784514156846, 'gamma': 2.597811437497346, 'reg_alpha': 0.5201188531950743, 'reg_lambda': 0.883775830352071}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:17,553] Trial 149 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.2585535792166844, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9468068850304099, 'colsample_bytree': 0.7525533250476988, 'gamma': 2.8533102916677873, 'reg_alpha': 0.6229377906135849, 'reg_lambda': 1.0033088693708727}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:17,683] Trial 150 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 145, 'learning_rate': 0.29950418697971726, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9401371590391586, 'colsample_bytree': 0.7414416229385145, 'gamma': 1.8858457586745503, 'reg_alpha': 0.3349687695774388, 'reg_lambda': 0.7533686661490964}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:17,817] Trial 151 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 155, 'learning_rate': 0.24737759074337595, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9665173393757623, 'colsample_bytree': 0.7626415438866929, 'gamma': 2.753425685672842, 'reg_alpha': 0.46510022509479043, 'reg_lambda': 0.5735737941658163}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:17,961] Trial 152 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 160, 'learning_rate': 0.2330825122344536, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9633266954928482, 'colsample_bytree': 0.7749445585541509, 'gamma': 2.4890378631819727, 'reg_alpha': 0.4021694281591133, 'reg_lambda': 0.7025833662107985}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:18,215] Trial 153 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 149, 'learning_rate': 0.20323496160094356, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9535912920572146, 'colsample_bytree': 0.7322765608829402, 'gamma': 2.650298452789566, 'reg_alpha': 0.4912536465929047, 'reg_lambda': 0.670089271770654}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:18,400] Trial 154 finished with value: 0.761904761904762 and parameters: {'n_estimators': 248, 'learning_rate': 0.20763808493043837, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9529398163668239, 'colsample_bytree': 0.7280766606107055, 'gamma': 2.087218617617673, 'reg_alpha': 0.5001158799099855, 'reg_lambda': 0.8343326171623872}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:18,603] Trial 155 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 225, 'learning_rate': 0.20088725748440117, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9504026604010705, 'colsample_bytree': 0.7308482830822554, 'gamma': 2.142401735173668, 'reg_alpha': 0.493123834425146, 'reg_lambda': 0.824973482633504}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:18,775] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.210233939546833, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9283732572832033, 'colsample_bytree': 0.7155599168785431, 'gamma': 1.9918696222013192, 'reg_alpha': 0.4440856949380827, 'reg_lambda': 0.9610786280152909}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,024] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 228, 'learning_rate': 0.17098493722717742, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9574082078458248, 'colsample_bytree': 0.7220475394813503, 'gamma': 1.8160354548180067, 'reg_alpha': 0.3589245051940358, 'reg_lambda': 0.9132082984959837}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,165] Trial 158 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 148, 'learning_rate': 0.2701669675139131, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9801008275115869, 'colsample_bytree': 0.7050029690534756, 'gamma': 1.6868408798660526, 'reg_alpha': 0.5386672383686458, 'reg_lambda': 0.7767337191545464}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,309] Trial 159 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 153, 'learning_rate': 0.14855734617480698, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8912989847302258, 'colsample_bytree': 0.7326704761190653, 'gamma': 2.2008663005995404, 'reg_alpha': 0.37650021457109395, 'reg_lambda': 0.8555067304029482}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,438] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.251802852489178, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9182259003926253, 'colsample_bytree': 0.6927694148998368, 'gamma': 2.07937252257665, 'reg_alpha': 0.5060797520452459, 'reg_lambda': 0.7975042784129347}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,596] Trial 161 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.2287013971081651, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9403218710413361, 'colsample_bytree': 0.7433574420256103, 'gamma': 2.348521642977373, 'reg_alpha': 0.5359178230492938, 'reg_lambda': 0.6222364087872512}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,852] Trial 162 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 151, 'learning_rate': 0.2189159141029926, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9702400743238568, 'colsample_bytree': 0.7358047013306842, 'gamma': 2.287474063038495, 'reg_alpha': 0.5840170424751064, 'reg_lambda': 0.680768009483905}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,993] Trial 163 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.19340609831313393, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9552159912893001, 'colsample_bytree': 0.7553766914352743, 'gamma': 2.434299641508923, 'reg_alpha': 0.5561936480222609, 'reg_lambda': 0.5476212058060725}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:20,142] Trial 164 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 142, 'learning_rate': 0.27528128053265727, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9318354153643851, 'colsample_bytree': 0.7474432523869826, 'gamma': 2.5913015617681503, 'reg_alpha': 0.48415152714908516, 'reg_lambda': 0.872149208065501}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:20,315] Trial 165 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 158, 'learning_rate': 0.23829240835598736, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.904723240276491, 'colsample_bytree': 0.7255994023293344, 'gamma': 2.1153370016617554, 'reg_alpha': 0.5194906000687449, 'reg_lambda': 0.7226370634718419}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:20,608] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.2567068257730312, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9458722862177547, 'colsample_bytree': 0.7200433795991218, 'gamma': 1.912718696264466, 'reg_alpha': 0.5691241947631657, 'reg_lambda': 0.5934728934163197}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:20,778] Trial 167 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 241, 'learning_rate': 0.29963720436364083, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9493583447885431, 'colsample_bytree': 0.7137309645405138, 'gamma': 1.8947518365160794, 'reg_alpha': 0.5800318710776513, 'reg_lambda': 0.9498261961180052}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:20,922] Trial 168 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 146, 'learning_rate': 0.06295648665274264, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9627941526041173, 'colsample_bytree': 0.7201669169553293, 'gamma': 1.774440312017382, 'reg_alpha': 0.6176982497599154, 'reg_lambda': 0.6571689693889944}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:21,155] Trial 169 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 238, 'learning_rate': 0.26104344749245223, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9110172665299688, 'colsample_bytree': 0.7040328723199283, 'gamma': 1.9628698479529945, 'reg_alpha': 0.6032627290124776, 'reg_lambda': 0.7677906521768512}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:21,341] Trial 170 finished with value: 0.6875 and parameters: {'n_estimators': 247, 'learning_rate': 0.280747919377039, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9797983945739357, 'colsample_bytree': 0.7369922612237353, 'gamma': 3.1858909636886983, 'reg_alpha': 0.5088588475333989, 'reg_lambda': 1.0540885139303833}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:21,571] Trial 171 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.21982388471544842, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9408141840393475, 'colsample_bytree': 0.7265246429864983, 'gamma': 2.2285646338986664, 'reg_alpha': 0.551931424984161, 'reg_lambda': 0.5781267080491334}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:21,760] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.24407310090405523, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9470067144812703, 'colsample_bytree': 0.7428633902406171, 'gamma': 2.387209502779815, 'reg_alpha': 0.5744525836674319, 'reg_lambda': 0.5092182963443203}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:21,972] Trial 173 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 234, 'learning_rate': 0.20324684646456753, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9225765820308108, 'colsample_bytree': 0.7141800552202303, 'gamma': 2.491420963140121, 'reg_alpha': 0.5414001188982126, 'reg_lambda': 0.6148266241978135}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:22,149] Trial 174 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 245, 'learning_rate': 0.26044629272454833, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9554535342655217, 'colsample_bytree': 0.729651101917695, 'gamma': 2.9803286683973433, 'reg_alpha': 0.567065319264726, 'reg_lambda': 0.831339998889074}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:22,283] Trial 175 finished with value: 0.726190476190476 and parameters: {'n_estimators': 153, 'learning_rate': 0.22784487043576662, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9336467050545579, 'colsample_bytree': 0.7504598207315811, 'gamma': 2.0677682965095885, 'reg_alpha': 0.31267213546479056, 'reg_lambda': 0.711537407965809}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:22,423] Trial 176 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.18660991568384516, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9672721745070433, 'colsample_bytree': 0.7362623013837348, 'gamma': 2.657512773763523, 'reg_alpha': 0.430441866534759, 'reg_lambda': 0.549010250997668}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:22,592] Trial 177 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 164, 'learning_rate': 0.04700514905975531, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9266915650639016, 'colsample_bytree': 0.7222897810828594, 'gamma': 2.2568911857338465, 'reg_alpha': 0.605211121515828, 'reg_lambda': 0.913780419583703}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:22,777] Trial 178 finished with value: 0.7232142857142856 and parameters: {'n_estimators': 210, 'learning_rate': 0.24547869745047585, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9446826560478906, 'colsample_bytree': 0.757106683828894, 'gamma': 2.802527389063843, 'reg_alpha': 0.5179451170828129, 'reg_lambda': 0.6528868754391318}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:22,933] Trial 179 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 178, 'learning_rate': 0.2770073897955149, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.959939035801012, 'colsample_bytree': 0.6693835107201589, 'gamma': 1.6361286439637224, 'reg_alpha': 0.486891874509305, 'reg_lambda': 0.5009395478371482}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:23,080] Trial 180 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 156, 'learning_rate': 0.2088396270932723, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.938558156466713, 'colsample_bytree': 0.7055938438235456, 'gamma': 2.331258108874186, 'reg_alpha': 0.639348427931659, 'reg_lambda': 0.5917475270533322}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:23,330] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.24476329360258173, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9651846716666075, 'colsample_bytree': 0.7639664601891397, 'gamma': 2.5452058692204593, 'reg_alpha': 0.4536541940323169, 'reg_lambda': 0.6829733212309411}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:23,460] Trial 182 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 149, 'learning_rate': 0.2601019023043585, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9538786441890648, 'colsample_bytree': 0.7442657594822717, 'gamma': 2.719475125922156, 'reg_alpha': 0.46441548892494666, 'reg_lambda': 0.765612761566604}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:23,617] Trial 183 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 169, 'learning_rate': 0.2275152025340889, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9630139860473086, 'colsample_bytree': 0.7332509942228939, 'gamma': 2.921248671855281, 'reg_alpha': 0.3913810181014764, 'reg_lambda': 0.8052524568998825}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:23,790] Trial 184 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 140, 'learning_rate': 0.27891283143429096, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9778184466926241, 'colsample_bytree': 0.7492517535643508, 'gamma': 1.4572788364598053, 'reg_alpha': 0.49812734053548674, 'reg_lambda': 0.6620261979773912}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:23,924] Trial 185 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 137, 'learning_rate': 0.28993546971943446, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9902447040233414, 'colsample_bytree': 0.715312054685233, 'gamma': 1.3871977189059141, 'reg_alpha': 0.5461055901955354, 'reg_lambda': 0.8695081060876962}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:24,169] Trial 186 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 129, 'learning_rate': 0.2682255898259594, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9762469194586569, 'colsample_bytree': 0.7273624179791291, 'gamma': 2.026974253751161, 'reg_alpha': 0.5258354948599954, 'reg_lambda': 0.6121989173667566}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:24,313] Trial 187 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 133, 'learning_rate': 0.282303753494801, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9714573057117786, 'colsample_bytree': 0.7501579865751612, 'gamma': 1.5161030775429025, 'reg_alpha': 0.4947963221385476, 'reg_lambda': 0.7199976557923429}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:24,463] Trial 188 finished with value: 0.675595238095238 and parameters: {'n_estimators': 141, 'learning_rate': 0.2588419905827591, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9846669781081946, 'colsample_bytree': 0.7406037267795059, 'gamma': 1.862831059141535, 'reg_alpha': 0.5940665583176553, 'reg_lambda': 0.825487371659936}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:24,608] Trial 189 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 162, 'learning_rate': 0.23705326849314698, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8802910834623797, 'colsample_bytree': 0.7196111177350069, 'gamma': 1.3123572403960249, 'reg_alpha': 0.5626590230046833, 'reg_lambda': 0.9915027481452063}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:24,748] Trial 190 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 147, 'learning_rate': 0.21723512032988992, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.949400586734208, 'colsample_bytree': 0.756789738295621, 'gamma': 2.1138153210267676, 'reg_alpha': 0.4171372640922201, 'reg_lambda': 0.6376110647395433}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:24,981] Trial 191 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 157, 'learning_rate': 0.2988431241886055, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9724938294323201, 'colsample_bytree': 0.7467856297050753, 'gamma': 2.6263758123876717, 'reg_alpha': 0.47328999047545867, 'reg_lambda': 0.6675222967528336}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:25,199] Trial 192 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.24728556279283276, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.961348270910811, 'colsample_bytree': 0.7727723914250544, 'gamma': 2.2226764203495772, 'reg_alpha': 0.5064751603379767, 'reg_lambda': 0.5627682435437799}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:25,363] Trial 193 finished with value: 0.755952380952381 and parameters: {'n_estimators': 161, 'learning_rate': 0.25340261643069273, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9538827369981434, 'colsample_bytree': 0.7368424152110951, 'gamma': 2.4141145016019467, 'reg_alpha': 0.47325234697554175, 'reg_lambda': 0.6914448041949912}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:25,604] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 168, 'learning_rate': 0.2627188518463913, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9360995972429383, 'colsample_bytree': 0.7332965432736407, 'gamma': 2.4189732710258762, 'reg_alpha': 0.44288891805848274, 'reg_lambda': 0.7576063709001415}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:25,732] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 104, 'learning_rate': 0.2777912197709938, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9505715538581695, 'colsample_bytree': 0.7275044767365187, 'gamma': 2.3269580363992577, 'reg_alpha': 0.5305350265528452, 'reg_lambda': 0.8998163995754738}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:25,909] Trial 196 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 214, 'learning_rate': 0.23635710430985477, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9155639427449349, 'colsample_bytree': 0.7373687606808839, 'gamma': 2.209285662966475, 'reg_alpha': 0.3461203768712109, 'reg_lambda': 0.7031672652672322}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:26,047] Trial 197 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 143, 'learning_rate': 0.20488028595055532, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9290241196186277, 'colsample_bytree': 0.7134350758300243, 'gamma': 1.9522108109618768, 'reg_alpha': 0.4876510122563348, 'reg_lambda': 0.8462912634393086}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:26,193] Trial 198 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 163, 'learning_rate': 0.2233387675143635, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9445145683803907, 'colsample_bytree': 0.7232671520277, 'gamma': 2.514203339039394, 'reg_alpha': 0.3778206271251756, 'reg_lambda': 0.5634073531996507}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:26,424] Trial 199 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 151, 'learning_rate': 0.25480682034876134, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9562598103141132, 'colsample_bytree': 0.7411459970170222, 'gamma': 1.1551297575485193, 'reg_alpha': 0.4044902051476446, 'reg_lambda': 0.7900174509718322}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:26,428] A new study created in memory with name: no-name-cee1d9e5-2285-4e0a-aef0-3a9dddb99d42
[I 2025-11-03 19:31:26,583] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 141, 'learning_rate': 0.022560471191986703, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.7750185877754996, 'colsample_bytree': 0.7268711997108488, 'gamma': 2.2276181415146343, 'reg_alpha': 0.02588316107202182, 'reg_lambda': 1.6469985157055702}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:31:26,769] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.027939447827237725, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.6707166196790216, 'colsample_bytree': 0.8572912872889719, 'gamma': 3.154837748494374, 'reg_alpha': 0.39511140471334005, 'reg_lambda': 1.2482541463650603}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:31:26,899] Trial 2 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 96, 'learning_rate': 0.014131921467433388, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7186976017467787, 'colsample_bytree': 0.9627419002778494, 'gamma': 4.763659650295377, 'reg_alpha': 0.906161527192087, 'reg_lambda': 1.5897733973312251}. Best is trial 2 with value: 0.6130952380952381.
[I 2025-11-03 19:31:27,149] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.03327703159601274, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7783432527404487, 'colsample_bytree': 0.6437503034414591, 'gamma': 0.7161957634698052, 'reg_alpha': 0.4406211560767924, 'reg_lambda': 1.7895826010875642}. Best is trial 2 with value: 0.6130952380952381.
[I 2025-11-03 19:31:27,285] Trial 4 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.040082367006143364, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6327022940998516, 'colsample_bytree': 0.8010488306126795, 'gamma': 0.34985671862196976, 'reg_alpha': 0.38089120258034237, 'reg_lambda': 1.8594312483065623}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:27,443] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.026826036613592633, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8442515571009102, 'colsample_bytree': 0.9337825109940847, 'gamma': 3.1712939897424497, 'reg_alpha': 0.14292472723010674, 'reg_lambda': 2.0332054411421794}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:27,529] Trial 6 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 70, 'learning_rate': 0.11078557143185962, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7704095745178448, 'colsample_bytree': 0.6709902395320533, 'gamma': 2.9761687552367073, 'reg_alpha': 0.14730526016493506, 'reg_lambda': 0.7023966108759554}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:27,648] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.04276657127701922, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.6360482417189584, 'colsample_bytree': 0.6180150886601121, 'gamma': 2.1706151488159486, 'reg_alpha': 0.14763857361678734, 'reg_lambda': 2.728097773896311}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:27,757] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.058172017717207467, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.6560448290041325, 'colsample_bytree': 0.9156443897758706, 'gamma': 3.6845959234780428, 'reg_alpha': 0.4789530205110013, 'reg_lambda': 2.578617339980566}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:27,967] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.13966941311256115, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.9462079275800025, 'colsample_bytree': 0.8626755912268287, 'gamma': 0.4795009117827048, 'reg_alpha': 0.5065668718565317, 'reg_lambda': 0.5205955316993713}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:28,148] Trial 10 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 158, 'learning_rate': 0.01003854623386378, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8889255724938364, 'colsample_bytree': 0.7594918673094256, 'gamma': 1.4349150779478734, 'reg_alpha': 0.7258210392420779, 'reg_lambda': 2.265862687591484}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:28,302] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.299247308808132, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8841063802894211, 'colsample_bytree': 0.771190468851742, 'gamma': 1.245974885313995, 'reg_alpha': 0.7682511801896695, 'reg_lambda': 2.2524006521844626}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:28,487] Trial 12 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 162, 'learning_rate': 0.010943831343873296, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9814911225741411, 'colsample_bytree': 0.791647101265853, 'gamma': 1.3330015082291835, 'reg_alpha': 0.6829639080008405, 'reg_lambda': 2.3492716886452607}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:28,635] Trial 13 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 116, 'learning_rate': 0.0728825990944857, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8925844043438564, 'colsample_bytree': 0.7300242930760596, 'gamma': 0.006124633045358596, 'reg_alpha': 0.6589144176672385, 'reg_lambda': 1.1950760644404723}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:28,946] Trial 14 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 177, 'learning_rate': 0.018844696643352792, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8455151426175667, 'colsample_bytree': 0.8316142267396751, 'gamma': 1.475253430363563, 'reg_alpha': 0.9740033188634631, 'reg_lambda': 2.1050815799021128}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:29,131] Trial 15 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 66, 'learning_rate': 0.011739869630974445, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6081357667151646, 'colsample_bytree': 0.7116558209624699, 'gamma': 0.01565513818533093, 'reg_alpha': 0.3625134835172281, 'reg_lambda': 2.8984544028002004}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:29,331] Trial 16 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 138, 'learning_rate': 0.09426468851665334, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7105061011687795, 'colsample_bytree': 0.7842680134674418, 'gamma': 1.7567426039046519, 'reg_alpha': 0.5786415206274783, 'reg_lambda': 1.3171260079559723}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:29,513] Trial 17 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 203, 'learning_rate': 0.18798174006134785, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9222145072519121, 'colsample_bytree': 0.8876079291751146, 'gamma': 0.7998771903281865, 'reg_alpha': 0.3087466986438323, 'reg_lambda': 2.4806439105373213}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:29,649] Trial 18 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 78, 'learning_rate': 0.017066226238735025, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8483671675772195, 'colsample_bytree': 0.812401438604415, 'gamma': 0.9037448373879383, 'reg_alpha': 0.7526140058542248, 'reg_lambda': 1.8183995802617763}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:29,795] Trial 19 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 123, 'learning_rate': 0.04445123648530349, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7174279756224556, 'colsample_bytree': 0.6898622467939406, 'gamma': 1.848047882851798, 'reg_alpha': 0.27203484787541654, 'reg_lambda': 1.990956454201984}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:30,029] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 152, 'learning_rate': 0.03994485800941342, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9915926129795237, 'colsample_bytree': 0.7502027839417794, 'gamma': 0.3947319534636673, 'reg_alpha': 0.8284345424209265, 'reg_lambda': 0.986715082435833}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:30,195] Trial 21 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 185, 'learning_rate': 0.2740670268491359, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8883831478750067, 'colsample_bytree': 0.7577628131818734, 'gamma': 1.2239998086798272, 'reg_alpha': 0.796017883493737, 'reg_lambda': 2.3247224778482085}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:30,354] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.2683321377649218, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8156510454027401, 'colsample_bytree': 0.7685650113557232, 'gamma': 1.1262510482811718, 'reg_alpha': 0.6365808311388939, 'reg_lambda': 2.2145954579045792}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:30,538] Trial 23 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 196, 'learning_rate': 0.19935172796178033, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8188150147937197, 'colsample_bytree': 0.8308159521178219, 'gamma': 1.0123731612193805, 'reg_alpha': 0.5894898936175582, 'reg_lambda': 2.154604193617221}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:30,672] Trial 24 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 95, 'learning_rate': 0.07682929689728567, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.803630282480227, 'colsample_bytree': 0.8073435258105649, 'gamma': 1.7375596070365824, 'reg_alpha': 0.5823256266378676, 'reg_lambda': 1.5212782433085756}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:30,929] Trial 25 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 148, 'learning_rate': 0.14347914089722322, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7442053813734578, 'colsample_bytree': 0.6963573645375647, 'gamma': 0.40642877338643674, 'reg_alpha': 0.6778625525899289, 'reg_lambda': 1.905502072743897}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:31,130] Trial 26 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 129, 'learning_rate': 0.054216831223778954, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9301643402107643, 'colsample_bytree': 0.7481409980608899, 'gamma': 2.6446525717819007, 'reg_alpha': 0.2493173345470603, 'reg_lambda': 2.576837453329956}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:31,332] Trial 27 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 220, 'learning_rate': 0.01003624472337294, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8212455161225773, 'colsample_bytree': 0.7787859081643322, 'gamma': 0.5464800369999755, 'reg_alpha': 0.531464214854579, 'reg_lambda': 2.9756977931064625}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:31,488] Trial 28 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 162, 'learning_rate': 0.01679759173753307, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6851813005774889, 'colsample_bytree': 0.848258371913455, 'gamma': 1.6025809191497067, 'reg_alpha': 0.9064811072440307, 'reg_lambda': 2.4371618421492918}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:31,625] Trial 29 finished with value: 0.6339285714285715 and parameters: {'n_estimators': 138, 'learning_rate': 0.022095896469202604, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7643732154251242, 'colsample_bytree': 0.7383277965431742, 'gamma': 2.199467544810263, 'reg_alpha': 0.6443995151567585, 'reg_lambda': 1.7061958316331018}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:31,863] Trial 30 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.22619274275554507, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8757775038716167, 'colsample_bytree': 0.89886474402006, 'gamma': 2.4627747345853446, 'reg_alpha': 0.018573896954692137, 'reg_lambda': 1.4230767244362363}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:32,057] Trial 31 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 195, 'learning_rate': 0.21427113537791698, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8614998162409322, 'colsample_bytree': 0.8892883303423095, 'gamma': 2.4469768893089245, 'reg_alpha': 0.04597406702293266, 'reg_lambda': 1.4537658721689781}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:32,243] Trial 32 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 247, 'learning_rate': 0.142709829629349, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9096426498440552, 'colsample_bytree': 0.9629356614486654, 'gamma': 3.7023783197936315, 'reg_alpha': 0.053077864659086926, 'reg_lambda': 0.9875405250342641}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:32,420] Trial 33 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 178, 'learning_rate': 0.1061304928512714, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8686159961144494, 'colsample_bytree': 0.8754982403320954, 'gamma': 1.0508913443064434, 'reg_alpha': 0.419802954838525, 'reg_lambda': 1.6614369028793559}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:32,569] Trial 34 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 159, 'learning_rate': 0.24087355414746164, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9559732950908022, 'colsample_bytree': 0.9955077752964899, 'gamma': 3.9992106433314425, 'reg_alpha': 0.7320760900438316, 'reg_lambda': 1.9307113658766726}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:32,829] Trial 35 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 220, 'learning_rate': 0.02906021756216289, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7959485160485041, 'colsample_bytree': 0.9146834475150812, 'gamma': 2.744090983123414, 'reg_alpha': 0.8620842744611505, 'reg_lambda': 2.1626825911935668}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:32,964] Trial 36 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 100, 'learning_rate': 0.16787826619883475, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8264027586147253, 'colsample_bytree': 0.6505381327972442, 'gamma': 2.008229290609018, 'reg_alpha': 0.22353663703681403, 'reg_lambda': 1.3575566712027292}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,157] Trial 37 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 83, 'learning_rate': 0.23377814555624532, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.752246678298251, 'colsample_bytree': 0.7105733083399282, 'gamma': 4.897148015077176, 'reg_alpha': 0.35340362067384495, 'reg_lambda': 1.8033346077048642}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,278] Trial 38 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.23530667304796132, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7500070123549427, 'colsample_bytree': 0.6030309718392801, 'gamma': 4.982406624972716, 'reg_alpha': 0.36211047578860706, 'reg_lambda': 1.1653909582463875}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,426] Trial 39 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 39, 'learning_rate': 0.16613980304675752, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.6047662012118055, 'colsample_bytree': 0.6104938130232922, 'gamma': 4.228852176119587, 'reg_alpha': 0.45593483996758566, 'reg_lambda': 1.033892706737047}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,552] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.2544982424524871, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.665257057544128, 'colsample_bytree': 0.6610463031508647, 'gamma': 4.6077218776789195, 'reg_alpha': 0.17131089207070127, 'reg_lambda': 1.1526223507757765}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,676] Trial 41 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 86, 'learning_rate': 0.23082304127838174, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7476401764677016, 'colsample_bytree': 0.6380326984147139, 'gamma': 4.9122626306009405, 'reg_alpha': 0.3410292201055124, 'reg_lambda': 1.8004460296934486}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,801] Trial 42 finished with value: 0.6875 and parameters: {'n_estimators': 111, 'learning_rate': 0.2920980997428327, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7885973275655237, 'colsample_bytree': 0.6889329883992172, 'gamma': 4.512086982192468, 'reg_alpha': 0.3892723252720992, 'reg_lambda': 1.5809615557043681}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,935] Trial 43 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.1743355193050364, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.6853476494081618, 'colsample_bytree': 0.716869619392034, 'gamma': 3.503204590046967, 'reg_alpha': 0.31754527774106095, 'reg_lambda': 0.78874945856628}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,074] Trial 44 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 86, 'learning_rate': 0.12247708095780002, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.740501149804107, 'colsample_bytree': 0.6013975055240287, 'gamma': 4.9671892154525565, 'reg_alpha': 0.0915897062671881, 'reg_lambda': 1.4191128429753956}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,166] Trial 45 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.19977327465567477, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6327056568548811, 'colsample_bytree': 0.8187853289987904, 'gamma': 4.288519281246129, 'reg_alpha': 0.008882420662230717, 'reg_lambda': 1.5722616496539639}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,313] Trial 46 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 57, 'learning_rate': 0.03610178435000451, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6520265391306934, 'colsample_bytree': 0.8259878849691805, 'gamma': 3.1759838845484745, 'reg_alpha': 0.0013456054251725323, 'reg_lambda': 1.2517023103970286}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,429] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.052218021392786286, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.6308676516522322, 'colsample_bytree': 0.9468838222205539, 'gamma': 4.104587722583834, 'reg_alpha': 0.1085419158342868, 'reg_lambda': 0.8236667400164037}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,496] Trial 48 finished with value: 0.738095238095238 and parameters: {'n_estimators': 39, 'learning_rate': 0.20277286823004448, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6259102025794161, 'colsample_bytree': 0.8502482800032966, 'gamma': 4.440196408984619, 'reg_alpha': 0.1910254656477286, 'reg_lambda': 1.5529649492919781}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,605] Trial 49 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 51, 'learning_rate': 0.09255312154016646, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6326401800810781, 'colsample_bytree': 0.8550308771881246, 'gamma': 4.52707805519983, 'reg_alpha': 0.16212466895271935, 'reg_lambda': 1.53460856150566}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,668] Trial 50 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 24, 'learning_rate': 0.07091502568457955, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6988532112196733, 'colsample_bytree': 0.9137892120747464, 'gamma': 3.8194365817028277, 'reg_alpha': 0.2120237058992594, 'reg_lambda': 1.0844854340158476}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,907] Trial 51 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 37, 'learning_rate': 0.1988470309298234, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6196648751390108, 'colsample_bytree': 0.7953054684266398, 'gamma': 4.330714022517531, 'reg_alpha': 0.10540625722552772, 'reg_lambda': 1.3093030473296503}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,035] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 67, 'learning_rate': 0.29914866617871333, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6389273389608398, 'colsample_bytree': 0.8426420764079449, 'gamma': 4.73024568391959, 'reg_alpha': 0.0676782292747044, 'reg_lambda': 1.6370961156671635}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,181] Trial 53 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 73, 'learning_rate': 0.15620110922305333, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6442956104564077, 'colsample_bytree': 0.8413570709708537, 'gamma': 4.6850499576837095, 'reg_alpha': 0.0029849841601365668, 'reg_lambda': 1.6108024716013107}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,405] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.20634693398672704, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6725968243126974, 'colsample_bytree': 0.8695802869740328, 'gamma': 3.4089028136840183, 'reg_alpha': 0.06538227227311737, 'reg_lambda': 1.703443933466064}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,550] Trial 55 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 61, 'learning_rate': 0.1265880067583559, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6215538410864839, 'colsample_bytree': 0.8190171489715526, 'gamma': 4.364153845340566, 'reg_alpha': 0.18437834411606135, 'reg_lambda': 1.4644121170783742}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,666] Trial 56 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 75, 'learning_rate': 0.26374046084370845, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6034402980429723, 'colsample_bytree': 0.8885993277699084, 'gamma': 4.750103557132619, 'reg_alpha': 0.12870344277263257, 'reg_lambda': 2.041076135732736}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,805] Trial 57 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 101, 'learning_rate': 0.2931692355883512, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6611555126818388, 'colsample_bytree': 0.7993493221557845, 'gamma': 3.886252855299245, 'reg_alpha': 0.28045442562184586, 'reg_lambda': 1.3717259754935267}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,938] Trial 58 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 92, 'learning_rate': 0.22116434853381942, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6463115915701012, 'colsample_bytree': 0.9051419088842975, 'gamma': 4.409913909767695, 'reg_alpha': 0.07753826196457642, 'reg_lambda': 1.8793334170385791}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:36,364] Trial 59 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 68, 'learning_rate': 0.17663090599672468, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7293387001962418, 'colsample_bytree': 0.8410766783254462, 'gamma': 4.19167389087036, 'reg_alpha': 0.03260278526811755, 'reg_lambda': 1.2110677734570707}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:36,516] Trial 60 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 32, 'learning_rate': 0.19191766736787327, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6811758125121841, 'colsample_bytree': 0.9325408059461426, 'gamma': 3.0202726400299125, 'reg_alpha': 0.20993189558358463, 'reg_lambda': 1.514333550515736}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:36,683] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.2602376405951035, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6222661825747108, 'colsample_bytree': 0.8616483888247708, 'gamma': 0.28519133258423535, 'reg_alpha': 0.5077859044856714, 'reg_lambda': 1.7259883146066315}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:36,867] Trial 62 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 230, 'learning_rate': 0.24988534458051426, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6195450880742405, 'colsample_bytree': 0.8623832781954596, 'gamma': 0.1484705607337653, 'reg_alpha': 0.5242146513675411, 'reg_lambda': 1.7294937607346803}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:37,162] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 213, 'learning_rate': 0.045437154510969614, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6994939808281408, 'colsample_bytree': 0.8770745039441302, 'gamma': 0.2816730483079874, 'reg_alpha': 0.4579750363053669, 'reg_lambda': 1.603493152710845}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:37,288] Trial 64 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 45, 'learning_rate': 0.2146386195422275, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6389459969620774, 'colsample_bytree': 0.8136899840901767, 'gamma': 0.6152941501776429, 'reg_alpha': 0.4994030072759779, 'reg_lambda': 1.9991553684046317}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:37,478] Trial 65 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 231, 'learning_rate': 0.2945826683562773, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6149919050209122, 'colsample_bytree': 0.8369443383508717, 'gamma': 0.7336994079236128, 'reg_alpha': 0.12659389285246034, 'reg_lambda': 1.6427498985979658}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:37,684] Trial 66 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 203, 'learning_rate': 0.06204572791210596, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6286775983276872, 'colsample_bytree': 0.8998307881764295, 'gamma': 4.7863875531041185, 'reg_alpha': 0.3943173771234414, 'reg_lambda': 1.7521372924722567}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:37,819] Trial 67 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 123, 'learning_rate': 0.15315498884967726, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6569332636794182, 'colsample_bytree': 0.7831401108824858, 'gamma': 4.758044219876672, 'reg_alpha': 0.4320025786634768, 'reg_lambda': 1.283412560032262}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:37,976] Trial 68 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 62, 'learning_rate': 0.25474064570817373, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6735827795222563, 'colsample_bytree': 0.8528428545096607, 'gamma': 4.989877979833782, 'reg_alpha': 0.03379022756628135, 'reg_lambda': 1.4420777469004864}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:38,099] Trial 69 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 78, 'learning_rate': 0.1929712452990193, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6017502255984037, 'colsample_bytree': 0.8221151557182965, 'gamma': 4.008052881214754, 'reg_alpha': 0.5615291196169365, 'reg_lambda': 1.8433352847054703}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:38,289] Trial 70 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 242, 'learning_rate': 0.029571388239178382, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7005913904032111, 'colsample_bytree': 0.7680690696519354, 'gamma': 0.1460807582180574, 'reg_alpha': 0.2923806743653836, 'reg_lambda': 1.1239655927057408}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:38,419] Trial 71 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 122, 'learning_rate': 0.15875375972955477, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.652834375525797, 'colsample_bytree': 0.7845708078824459, 'gamma': 4.765326745624316, 'reg_alpha': 0.4321074923763206, 'reg_lambda': 1.239566319809379}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:38,688] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 111, 'learning_rate': 0.231095624857624, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6392407599905798, 'colsample_bytree': 0.8056295021842074, 'gamma': 4.57838089807232, 'reg_alpha': 0.4710110079000512, 'reg_lambda': 1.2964765122938608}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:38,815] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.2314818082249348, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6375434807033054, 'colsample_bytree': 0.8094245946018345, 'gamma': 4.552171555328051, 'reg_alpha': 0.4758975944485449, 'reg_lambda': 1.5266085440082553}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,016] Trial 74 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.27033937937222857, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6145352039665601, 'colsample_bytree': 0.8030762141339511, 'gamma': 4.437228373500503, 'reg_alpha': 0.07692384839558888, 'reg_lambda': 1.3918999636427067}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,195] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 115, 'learning_rate': 0.02438039295038237, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6278324781226355, 'colsample_bytree': 0.8722092447458633, 'gamma': 2.412450451117816, 'reg_alpha': 0.5498042709584089, 'reg_lambda': 0.938140202727467}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,431] Trial 76 finished with value: 0.630952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.18005535332395625, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.834369465243525, 'colsample_bytree': 0.8468481965783603, 'gamma': 4.24632872961041, 'reg_alpha': 0.3790833313875416, 'reg_lambda': 0.5283980203871979}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,558] Trial 77 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 105, 'learning_rate': 0.20853023976092855, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9593187931192491, 'colsample_bytree': 0.833981894357488, 'gamma': 4.635327901822972, 'reg_alpha': 0.5967431757154025, 'reg_lambda': 1.915571099523267}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,672] Trial 78 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 81, 'learning_rate': 0.23705123137007145, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9007083392205076, 'colsample_bytree': 0.8612503385790582, 'gamma': 4.869278273429506, 'reg_alpha': 0.25320022949708343, 'reg_lambda': 1.6641458976298449}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,830] Trial 79 finished with value: 0.738095238095238 and parameters: {'n_estimators': 133, 'learning_rate': 0.033578678179631255, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6663422157814322, 'colsample_bytree': 0.8254276852013399, 'gamma': 0.8365611002630703, 'reg_alpha': 0.49431025648213994, 'reg_lambda': 1.5749351793293989}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,971] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 168, 'learning_rate': 0.032192264762917464, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.6483296496220957, 'colsample_bytree': 0.8268709031183843, 'gamma': 0.8485705781208492, 'reg_alpha': 0.49864825002713203, 'reg_lambda': 1.5587428696920405}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:40,390] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 148, 'learning_rate': 0.0331062416725528, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6664170759413939, 'colsample_bytree': 0.7932754770742315, 'gamma': 0.4912702837205871, 'reg_alpha': 0.014988078152386675, 'reg_lambda': 1.4783441998415776}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:40,548] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.042369430836250783, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6609735587252185, 'colsample_bytree': 0.7902156840683823, 'gamma': 0.42808877801836454, 'reg_alpha': 0.011229585703994125, 'reg_lambda': 1.494728776148403}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:40,697] Trial 83 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 142, 'learning_rate': 0.03921737328905592, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6607764617695077, 'colsample_bytree': 0.7924147290337206, 'gamma': 0.4128744314446983, 'reg_alpha': 0.015887346862780885, 'reg_lambda': 1.6888035674354391}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:40,883] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 151, 'learning_rate': 0.03617711397010114, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6677741470527062, 'colsample_bytree': 0.7734750936838526, 'gamma': 0.4304862943939831, 'reg_alpha': 0.006598478510354944, 'reg_lambda': 1.4888158408389942}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:41,189] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.040751925191258725, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6889213741418113, 'colsample_bytree': 0.7497462305686426, 'gamma': 0.6235245046815074, 'reg_alpha': 0.027900745832322604, 'reg_lambda': 1.7653516992464213}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:41,338] Trial 86 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 134, 'learning_rate': 0.04909830938737785, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6550680678835121, 'colsample_bytree': 0.7935468812377536, 'gamma': 0.28375606996111724, 'reg_alpha': 0.0417509672816407, 'reg_lambda': 1.3658234646795757}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:41,698] Trial 87 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.02517153020683043, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7122181095118741, 'colsample_bytree': 0.7647327284657758, 'gamma': 0.96243125103311, 'reg_alpha': 0.10369443761205882, 'reg_lambda': 1.6801279997947052}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:41,865] Trial 88 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 133, 'learning_rate': 0.03500095706930492, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6635377271784351, 'colsample_bytree': 0.7874730353173436, 'gamma': 0.27045237819055623, 'reg_alpha': 0.13964437478127553, 'reg_lambda': 1.5797491558625825}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:42,053] Trial 89 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.038578232708658074, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6801607705959548, 'colsample_bytree': 0.8179030474786423, 'gamma': 0.010592607811854615, 'reg_alpha': 0.6130852434402763, 'reg_lambda': 1.8165114717864577}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:42,334] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 156, 'learning_rate': 0.03085967872322974, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.679914531252576, 'colsample_bytree': 0.8189537475842537, 'gamma': 0.02163512197091705, 'reg_alpha': 0.6068270955825832, 'reg_lambda': 2.0591670891059564}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:42,489] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.038784619323069744, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6918148492425366, 'colsample_bytree': 0.8127890506352033, 'gamma': 0.4917803663135132, 'reg_alpha': 0.016501643085967615, 'reg_lambda': 1.77116249267906}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:42,670] Trial 92 finished with value: 0.744047619047619 and parameters: {'n_estimators': 179, 'learning_rate': 0.046588391411677636, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6751276499620937, 'colsample_bytree': 0.8126208813817584, 'gamma': 0.5361037408836287, 'reg_alpha': 0.06166100066677638, 'reg_lambda': 1.8391274574840355}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:42,866] Trial 93 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.04921543659894741, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.693019101568625, 'colsample_bytree': 0.8124980609221358, 'gamma': 0.1552895280588776, 'reg_alpha': 0.054317202513130054, 'reg_lambda': 1.8234384448320469}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:43,108] Trial 94 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 179, 'learning_rate': 0.06013765496891363, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7224411210792826, 'colsample_bytree': 0.8304387706955632, 'gamma': 0.19267558345683702, 'reg_alpha': 0.05217804278338736, 'reg_lambda': 1.840349222652053}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:43,270] Trial 95 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 185, 'learning_rate': 0.04316158637741768, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6901774676058624, 'colsample_bytree': 0.8146493757427943, 'gamma': 0.5918548357650888, 'reg_alpha': 0.6844643554394101, 'reg_lambda': 1.9795594010105846}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:43,438] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 164, 'learning_rate': 0.050020943200130744, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6779682489884549, 'colsample_bytree': 0.8520617580254728, 'gamma': 0.7334964331892331, 'reg_alpha': 0.08025738655492604, 'reg_lambda': 1.7844186785412446}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:43,627] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 166, 'learning_rate': 0.05238032562863774, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7063202528376133, 'colsample_bytree': 0.8501572664706385, 'gamma': 0.04920807330300753, 'reg_alpha': 0.09160557539523274, 'reg_lambda': 1.9542590190488807}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:43,863] Trial 98 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 175, 'learning_rate': 0.048397970396515985, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6954097719504889, 'colsample_bytree': 0.8841318109052435, 'gamma': 0.7294091145393772, 'reg_alpha': 0.056819451123879164, 'reg_lambda': 1.772394633251333}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:44,068] Trial 99 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 197, 'learning_rate': 0.056645295002969775, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6777512357327502, 'colsample_bytree': 0.8996028158073311, 'gamma': 1.24442851165611, 'reg_alpha': 0.11384987727182233, 'reg_lambda': 1.8905607107344513}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:44,238] Trial 100 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 189, 'learning_rate': 0.07130289976852426, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6097624761662196, 'colsample_bytree': 0.8677217506561993, 'gamma': 0.5055574090383248, 'reg_alpha': 0.07223287674015798, 'reg_lambda': 1.7940518700598478}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:44,402] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 161, 'learning_rate': 0.04094035718406046, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7324163711586948, 'colsample_bytree': 0.8276401972965325, 'gamma': 1.1151707883035598, 'reg_alpha': 0.15193003840716457, 'reg_lambda': 1.7162393165164955}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:44,683] Trial 102 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 174, 'learning_rate': 0.04796011528391935, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6755241223646249, 'colsample_bytree': 0.8038284048357027, 'gamma': 1.4722058063047077, 'reg_alpha': 0.18072984779548182, 'reg_lambda': 1.6029630450167707}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:44,871] Trial 103 finished with value: 0.693452380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.06385272395162854, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8649517852705284, 'colsample_bytree': 0.8376244964886439, 'gamma': 0.823410704424941, 'reg_alpha': 0.00019346438307777172, 'reg_lambda': 1.8479261332284838}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:45,070] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.037847022951548716, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.770601754237065, 'colsample_bytree': 0.8577205926275006, 'gamma': 0.29728769155369883, 'reg_alpha': 0.03600381442631351, 'reg_lambda': 2.081670834334898}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:45,283] Trial 105 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 179, 'learning_rate': 0.04660924171074959, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7079832415469081, 'colsample_bytree': 0.8150748650384423, 'gamma': 0.13373069142135607, 'reg_alpha': 0.08565546190720832, 'reg_lambda': 1.7540926990992092}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:45,479] Trial 106 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 167, 'learning_rate': 0.02781506722710478, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6905727091990733, 'colsample_bytree': 0.8784630775496637, 'gamma': 0.7187344907796035, 'reg_alpha': 0.06171773527035192, 'reg_lambda': 1.542196064124274}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:45,864] Trial 107 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 128, 'learning_rate': 0.05215463205998622, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6232587900655163, 'colsample_bytree': 0.8473756014404813, 'gamma': 0.3712191664016897, 'reg_alpha': 0.02787042832685497, 'reg_lambda': 1.4274705944906763}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:45,999] Trial 108 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.08038439348051139, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.6441716742277022, 'colsample_bytree': 0.7794563432482939, 'gamma': 1.96955639684866, 'reg_alpha': 0.05072869517127153, 'reg_lambda': 2.1322539907587936}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:46,171] Trial 109 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 221, 'learning_rate': 0.04362611006190958, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6719186034116248, 'colsample_bytree': 0.9250599886730425, 'gamma': 1.3575853748078013, 'reg_alpha': 0.7099546215593762, 'reg_lambda': 1.6143020105381127}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:46,337] Trial 110 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 183, 'learning_rate': 0.03633255204483411, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6548557006159849, 'colsample_bytree': 0.8228989622129838, 'gamma': 0.5571869826312578, 'reg_alpha': 0.6248313145676239, 'reg_lambda': 1.8259887915190112}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:46,492] Trial 111 finished with value: 0.738095238095238 and parameters: {'n_estimators': 120, 'learning_rate': 0.06519130239526624, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6316842836929728, 'colsample_bytree': 0.8086124529390026, 'gamma': 0.18603909222034926, 'reg_alpha': 0.3363308046780013, 'reg_lambda': 1.8972208056624258}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:46,759] Trial 112 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 127, 'learning_rate': 0.06759974945244028, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6322300272731535, 'colsample_bytree': 0.8090771969413294, 'gamma': 0.08612369159114325, 'reg_alpha': 0.13337593977281745, 'reg_lambda': 1.9313863196047405}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:46,916] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.05533061651809975, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.87746133408078, 'colsample_bytree': 0.7984668608881133, 'gamma': 0.1865334868785395, 'reg_alpha': 0.40789102436855923, 'reg_lambda': 1.8816253480623792}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:47,116] Trial 114 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.021587376802157856, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6464852493017994, 'colsample_bytree': 0.8363493234596643, 'gamma': 0.3389269541734379, 'reg_alpha': 0.09883012077024725, 'reg_lambda': 2.0107474226062423}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:47,277] Trial 115 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 153, 'learning_rate': 0.03457431576713722, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.683209076003769, 'colsample_bytree': 0.8121920359966545, 'gamma': 0.22069081195659535, 'reg_alpha': 0.19484112303296297, 'reg_lambda': 1.7305066585658104}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:47,484] Trial 116 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 202, 'learning_rate': 0.042086213624088285, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.61164856256579, 'colsample_bytree': 0.8241257301183309, 'gamma': 0.6472351077249298, 'reg_alpha': 0.33833487541894325, 'reg_lambda': 1.6517317587609612}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:47,659] Trial 117 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 121, 'learning_rate': 0.05138093399041936, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7197142047297619, 'colsample_bytree': 0.8423710335434683, 'gamma': 0.8963662707028446, 'reg_alpha': 0.01900133278991744, 'reg_lambda': 1.7914417179793556}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:47,814] Trial 118 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 172, 'learning_rate': 0.038071843375249236, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6246706197713279, 'colsample_bytree': 0.8567217100645999, 'gamma': 2.2967108728243377, 'reg_alpha': 0.2460710870751964, 'reg_lambda': 1.7081526845344674}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:47,961] Trial 119 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.08244804822435974, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.805242340576438, 'colsample_bytree': 0.7592840171661199, 'gamma': 0.45735408028049007, 'reg_alpha': 0.5219465363289431, 'reg_lambda': 1.5005581281256337}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:48,113] Trial 120 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 146, 'learning_rate': 0.13253273076944286, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6353265951694023, 'colsample_bytree': 0.8039884927346762, 'gamma': 0.007000554276952786, 'reg_alpha': 0.5565821257789428, 'reg_lambda': 2.2013825973460213}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:48,278] Trial 121 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.04505678122275189, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6576502232585955, 'colsample_bytree': 0.7734985770674692, 'gamma': 0.4217759599564963, 'reg_alpha': 0.31204593568470945, 'reg_lambda': 1.852502148049711}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:48,413] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.030933694324357677, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6667920736047481, 'colsample_bytree': 0.8314425030801709, 'gamma': 0.2548471281846075, 'reg_alpha': 0.04289884349534956, 'reg_lambda': 1.9715414679721817}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:48,558] Trial 123 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 131, 'learning_rate': 0.1099408232702732, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6404710956651267, 'colsample_bytree': 0.818384301739032, 'gamma': 3.3049466623653454, 'reg_alpha': 0.06956355757416367, 'reg_lambda': 1.6556386071993239}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:48,722] Trial 124 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 137, 'learning_rate': 0.038978768254655155, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.651420095358978, 'colsample_bytree': 0.7986389259826505, 'gamma': 0.6759930901731698, 'reg_alpha': 0.15795344517038562, 'reg_lambda': 1.5657530987742656}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:48,982] Trial 125 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 123, 'learning_rate': 0.014918522980969759, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.618254700662249, 'colsample_bytree': 0.8061390033602869, 'gamma': 0.525524059036053, 'reg_alpha': 0.12113746737629165, 'reg_lambda': 1.9151516546426273}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:49,133] Trial 126 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 114, 'learning_rate': 0.03306756545686715, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6013234487535024, 'colsample_bytree': 0.8676565078926796, 'gamma': 0.3642732568820711, 'reg_alpha': 0.44687088837809696, 'reg_lambda': 1.776234639657773}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:49,250] Trial 127 finished with value: 0.738095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.044656381386450165, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.630580071397833, 'colsample_bytree': 0.8194435470032884, 'gamma': 0.17523283578422644, 'reg_alpha': 0.013201039157530375, 'reg_lambda': 1.4016812458663972}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:49,366] Trial 128 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 47, 'learning_rate': 0.04520089189958538, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7010963648599641, 'colsample_bytree': 0.953802560970934, 'gamma': 0.09577377893063285, 'reg_alpha': 0.02034171703957245, 'reg_lambda': 1.4384362997652185}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:49,648] Trial 129 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 50, 'learning_rate': 0.05866568959014444, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9368679539252858, 'colsample_bytree': 0.7859633170011322, 'gamma': 0.19687324832305347, 'reg_alpha': 0.001379183744226943, 'reg_lambda': 1.3916752641063577}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:49,796] Trial 130 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 57, 'learning_rate': 0.041437399703688746, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7600137763446461, 'colsample_bytree': 0.8482243000699189, 'gamma': 2.918194159904808, 'reg_alpha': 0.050762120537736495, 'reg_lambda': 1.350727146939622}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:49,943] Trial 131 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 119, 'learning_rate': 0.04821710145951438, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6293240994043278, 'colsample_bytree': 0.8256448231698846, 'gamma': 1.5989916831354591, 'reg_alpha': 0.08128117337701485, 'reg_lambda': 1.8192634430427053}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:50,090] Trial 132 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 126, 'learning_rate': 0.038901439468524264, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6470032448653975, 'colsample_bytree': 0.8165424071508837, 'gamma': 0.3528593420534206, 'reg_alpha': 0.7801620359955193, 'reg_lambda': 1.6163193075062932}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:50,421] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.043000857963782314, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6620680866588243, 'colsample_bytree': 0.8312149836090688, 'gamma': 0.7822725835448144, 'reg_alpha': 0.6604098679699275, 'reg_lambda': 1.510026863991915}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:50,594] Trial 134 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 183, 'learning_rate': 0.05119712911479165, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6727628268393088, 'colsample_bytree': 0.8322603350340138, 'gamma': 0.9112569813209577, 'reg_alpha': 0.6778737562245062, 'reg_lambda': 1.4963416656551647}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:50,695] Trial 135 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 29, 'learning_rate': 0.04381560304164754, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6598267061567176, 'colsample_bytree': 0.8395760229286697, 'gamma': 0.7605640265046174, 'reg_alpha': 0.7037482186230257, 'reg_lambda': 1.5412000775195824}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:50,855] Trial 136 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 213, 'learning_rate': 0.036307102312849136, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6817445215248183, 'colsample_bytree': 0.811576175105983, 'gamma': 0.5812692411747742, 'reg_alpha': 0.6643289375519118, 'reg_lambda': 1.47299517587356}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:51,021] Trial 137 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 170, 'learning_rate': 0.05517195030018439, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8511757193764468, 'colsample_bytree': 0.8215169603600604, 'gamma': 1.0604880907676568, 'reg_alpha': 0.6390876008710928, 'reg_lambda': 1.3359812352931537}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:51,191] Trial 138 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 197, 'learning_rate': 0.06452092087780281, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.694997178568439, 'colsample_bytree': 0.8642255867498234, 'gamma': 0.4800804298373655, 'reg_alpha': 0.033523943741950085, 'reg_lambda': 1.6879926051124305}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:51,454] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.09704070540177262, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6690786300678473, 'colsample_bytree': 0.7923494344690556, 'gamma': 0.006549430084023533, 'reg_alpha': 0.7459508598109578, 'reg_lambda': 1.2774641374934532}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:51,662] Trial 140 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 190, 'learning_rate': 0.26316958183657857, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6675134971664095, 'colsample_bytree': 0.7802145121316603, 'gamma': 0.04855953246153695, 'reg_alpha': 0.7638859817328242, 'reg_lambda': 1.2450111542920819}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:51,833] Trial 141 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 180, 'learning_rate': 0.09600646184728727, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6873141101180212, 'colsample_bytree': 0.7904432445640748, 'gamma': 2.643779271733667, 'reg_alpha': 0.5744936748944365, 'reg_lambda': 1.3990205297323983}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:52,059] Trial 142 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 201, 'learning_rate': 0.21902578117308838, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.677811389572754, 'colsample_bytree': 0.8009405830384715, 'gamma': 0.19743360601190754, 'reg_alpha': 0.8795097433619777, 'reg_lambda': 1.4512772949851303}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:52,362] Trial 143 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 175, 'learning_rate': 0.18321915219926033, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6364728580583667, 'colsample_bytree': 0.8308073541328853, 'gamma': 0.1282264764880034, 'reg_alpha': 0.8132992188540877, 'reg_lambda': 1.2801234959532553}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:52,537] Trial 144 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 162, 'learning_rate': 0.04814759570320696, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6497030083171221, 'colsample_bytree': 0.8535967847639802, 'gamma': 0.32021445578909097, 'reg_alpha': 0.7338856566432503, 'reg_lambda': 2.7613838388923133}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:52,706] Trial 145 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 194, 'learning_rate': 0.04090808435331982, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.61069001203001, 'colsample_bytree': 0.7972109172021651, 'gamma': 0.009283661461373632, 'reg_alpha': 0.01333625928066597, 'reg_lambda': 1.5552714937293366}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:52,869] Trial 146 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 186, 'learning_rate': 0.20460977409464493, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6252914753313915, 'colsample_bytree': 0.8093403980587144, 'gamma': 0.2292626233331979, 'reg_alpha': 0.05016679983870648, 'reg_lambda': 1.7421811504620708}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:53,220] Trial 147 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 152, 'learning_rate': 0.03421790430087239, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6640694771717649, 'colsample_bytree': 0.8435833311552807, 'gamma': 0.5379582676397394, 'reg_alpha': 0.6125226596945903, 'reg_lambda': 1.6392615256251304}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:53,377] Trial 148 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 180, 'learning_rate': 0.27828754062565475, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9143950958203636, 'colsample_bytree': 0.8948973910091822, 'gamma': 0.43225058415451745, 'reg_alpha': 0.7470219685609665, 'reg_lambda': 1.1919006011314361}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:53,549] Trial 149 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 207, 'learning_rate': 0.05077596977247036, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6581125945100468, 'colsample_bytree': 0.8189780459106007, 'gamma': 0.7585729910217549, 'reg_alpha': 0.09324424150434463, 'reg_lambda': 1.579014030869911}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:53,776] Trial 150 finished with value: 0.755952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.0456949727113413, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6726620968694155, 'colsample_bytree': 0.8361624101386091, 'gamma': 0.12912658674123761, 'reg_alpha': 0.029655312384003416, 'reg_lambda': 1.8643236649795611}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:54,112] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.044794729268626994, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6918719857435913, 'colsample_bytree': 0.8375216516206767, 'gamma': 0.11948610886099748, 'reg_alpha': 0.02702939410476886, 'reg_lambda': 1.8670355839668356}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:54,341] Trial 152 finished with value: 0.738095238095238 and parameters: {'n_estimators': 226, 'learning_rate': 0.055362893884161504, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6867467988361364, 'colsample_bytree': 0.835236197493033, 'gamma': 0.09325559088958549, 'reg_alpha': 0.07065803047563558, 'reg_lambda': 1.8752856800966242}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:54,535] Trial 153 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 222, 'learning_rate': 0.041948954651002, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7138623110979158, 'colsample_bytree': 0.8490473418851423, 'gamma': 0.30842564345415996, 'reg_alpha': 0.0329319901457823, 'reg_lambda': 1.800841360082827}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:54,729] Trial 154 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 237, 'learning_rate': 0.0461051651947227, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6964491691528262, 'colsample_bytree': 0.8275429012052425, 'gamma': 0.11663839992110112, 'reg_alpha': 0.00117843760317911, 'reg_lambda': 1.9396214387644977}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:55,009] Trial 155 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 231, 'learning_rate': 0.037478817615553044, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7819337504035473, 'colsample_bytree': 0.8391058472489119, 'gamma': 0.28059144336199077, 'reg_alpha': 0.059438664019718444, 'reg_lambda': 1.8835770522879338}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:55,196] Trial 156 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 215, 'learning_rate': 0.2485473676287508, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6746211844708984, 'colsample_bytree': 0.8064386866390211, 'gamma': 0.018249030564607097, 'reg_alpha': 0.033703064338857364, 'reg_lambda': 1.7389663876474024}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:55,379] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 235, 'learning_rate': 0.05978151141409527, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6812359851682094, 'colsample_bytree': 0.8585392671102912, 'gamma': 0.6251280151362705, 'reg_alpha': 0.6597129149107757, 'reg_lambda': 1.9982744703643704}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:55,590] Trial 158 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.03012277701004425, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7046228120337951, 'colsample_bytree': 0.8838140689453297, 'gamma': 0.4021571908515996, 'reg_alpha': 0.08574222993720496, 'reg_lambda': 1.8357891680651883}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:55,887] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 216, 'learning_rate': 0.02829710204907647, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7039928383105745, 'colsample_bytree': 0.9099097256160277, 'gamma': 0.4248958958305195, 'reg_alpha': 0.11455471336839095, 'reg_lambda': 1.825868621756073}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:56,062] Trial 160 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 227, 'learning_rate': 0.02990531053959928, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6727739244290107, 'colsample_bytree': 0.8877475674600496, 'gamma': 3.6312125789188916, 'reg_alpha': 0.07904074932945872, 'reg_lambda': 1.6939730488707554}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:56,284] Trial 161 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.03438340532950429, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6847895800188208, 'colsample_bytree': 0.8795306822312572, 'gamma': 0.22677425131106027, 'reg_alpha': 0.04899567252783175, 'reg_lambda': 1.9415065906904279}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:56,508] Trial 162 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 246, 'learning_rate': 0.031249281176969363, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6922532333873423, 'colsample_bytree': 0.8736522382453416, 'gamma': 0.35197091970460587, 'reg_alpha': 0.5360916705410455, 'reg_lambda': 1.8622221337353007}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:56,816] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.02615834244193663, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6693750299392793, 'colsample_bytree': 0.8625210701862951, 'gamma': 0.48285048827364774, 'reg_alpha': 0.023309775779466725, 'reg_lambda': 1.7677165773324433}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:57,024] Trial 164 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 218, 'learning_rate': 0.025676324249442956, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6651615884728358, 'colsample_bytree': 0.8600437849755246, 'gamma': 0.6751991519132376, 'reg_alpha': 0.034437391457468915, 'reg_lambda': 1.7277269580910426}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:57,293] Trial 165 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 223, 'learning_rate': 0.04061022829276977, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6712559736282714, 'colsample_bytree': 0.891590550070237, 'gamma': 0.8209758628054447, 'reg_alpha': 0.024166096271973653, 'reg_lambda': 1.780031093971536}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:57,499] Trial 166 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 209, 'learning_rate': 0.026203644544782797, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6949408325338274, 'colsample_bytree': 0.8673987126698692, 'gamma': 0.5108500841210546, 'reg_alpha': 0.0976577274920052, 'reg_lambda': 1.6513387859408204}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:57,677] Trial 167 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 213, 'learning_rate': 0.023862252144764118, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9734172185640326, 'colsample_bytree': 0.8824824624898968, 'gamma': 1.0184425733480555, 'reg_alpha': 0.9627887136778348, 'reg_lambda': 1.8205961689633632}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:57,981] Trial 168 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 198, 'learning_rate': 0.02716686317019061, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7083962990229333, 'colsample_bytree': 0.9228899503864009, 'gamma': 0.44490791242265715, 'reg_alpha': 0.06568203279870208, 'reg_lambda': 1.7774884654852448}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:58,266] Trial 169 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 185, 'learning_rate': 0.03221871222603608, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6787012989361211, 'colsample_bytree': 0.8475777439798124, 'gamma': 0.5998993165577811, 'reg_alpha': 0.8484665841355197, 'reg_lambda': 1.6042293672027632}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:58,457] Trial 170 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 172, 'learning_rate': 0.04834864344128164, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7267505219651955, 'colsample_bytree': 0.8537830682097616, 'gamma': 0.2910959840373264, 'reg_alpha': 0.022038936760343242, 'reg_lambda': 1.5223513098640418}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:58,757] Trial 171 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 225, 'learning_rate': 0.021549611251068083, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6574710869845961, 'colsample_bytree': 0.8284642522056632, 'gamma': 0.131244108257088, 'reg_alpha': 0.050758812559801324, 'reg_lambda': 1.9013095167801748}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:58,906] Trial 172 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 141, 'learning_rate': 0.03852587513409479, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6451301577678268, 'colsample_bytree': 0.9033599361833637, 'gamma': 2.094362813010905, 'reg_alpha': 0.4962686964394353, 'reg_lambda': 1.8403784732313877}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:59,070] Trial 173 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 135, 'learning_rate': 0.04329660004398714, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6658884353519399, 'colsample_bytree': 0.8168073418878434, 'gamma': 0.3829340782482669, 'reg_alpha': 0.7099422574092095, 'reg_lambda': 2.0313042852837846}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:59,315] Trial 174 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 235, 'learning_rate': 0.04629350848773091, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6866086706327317, 'colsample_bytree': 0.8408290006186008, 'gamma': 4.2880808377630615, 'reg_alpha': 0.004801701722679283, 'reg_lambda': 1.9091967784285013}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:59,485] Trial 175 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 132, 'learning_rate': 0.035856910647349916, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6526289037179337, 'colsample_bytree': 0.8111605310265175, 'gamma': 0.1871071896916679, 'reg_alpha': 0.0002518656268304942, 'reg_lambda': 1.681906330891323}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:59,646] Trial 176 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 203, 'learning_rate': 0.042910859325152, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.677392967406815, 'colsample_bytree': 0.7899867547066682, 'gamma': 4.090476090211982, 'reg_alpha': 0.06532044596273678, 'reg_lambda': 1.721011354642609}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:59,913] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.1216262901532582, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6995349435244399, 'colsample_bytree': 0.8239058206028574, 'gamma': 0.09913886834059216, 'reg_alpha': 0.04384629004760469, 'reg_lambda': 1.8526967253935747}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:00,156] Trial 178 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 221, 'learning_rate': 0.1676132359831586, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7015434194933103, 'colsample_bytree': 0.8338399800368803, 'gamma': 0.0024126055090529066, 'reg_alpha': 0.08620493426960145, 'reg_lambda': 1.7785389999228511}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:00,380] Trial 179 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.1918542135209928, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6940734139383096, 'colsample_bytree': 0.8237838762171058, 'gamma': 0.5284298209127041, 'reg_alpha': 0.030739667263266178, 'reg_lambda': 1.9665914741251793}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:00,568] Trial 180 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 165, 'learning_rate': 0.05206561887776646, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6860252717395845, 'colsample_bytree': 0.8738680414900705, 'gamma': 0.10016316366358617, 'reg_alpha': 0.04561171891155195, 'reg_lambda': 1.8369556558283053}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:00,788] Trial 181 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 230, 'learning_rate': 0.08814519586901219, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6697106105187265, 'colsample_bytree': 0.8124304492427673, 'gamma': 0.27313311661938566, 'reg_alpha': 0.02218258497458745, 'reg_lambda': 1.891688470833548}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:00,970] Trial 182 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 177, 'learning_rate': 0.14664298814229346, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7157347544025972, 'colsample_bytree': 0.8421555468539608, 'gamma': 0.16667105246091068, 'reg_alpha': 0.07150731207389396, 'reg_lambda': 1.8665516896701473}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:01,213] Trial 183 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.22292042317644076, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6789611724377318, 'colsample_bytree': 0.802491415241006, 'gamma': 0.3623996192808079, 'reg_alpha': 0.23897550324816555, 'reg_lambda': 1.8012019307540135}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:01,375] Trial 184 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 210, 'learning_rate': 0.10135880677281071, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6399686189879236, 'colsample_bytree': 0.8247170231101988, 'gamma': 4.416405626175577, 'reg_alpha': 0.043745047278343524, 'reg_lambda': 1.7473466362157217}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:01,602] Trial 185 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 220, 'learning_rate': 0.12965788763569386, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6633228645985363, 'colsample_bytree': 0.7975070782342064, 'gamma': 0.23426583024794662, 'reg_alpha': 0.0985172084428381, 'reg_lambda': 1.485505233980318}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:01,796] Trial 186 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 127, 'learning_rate': 0.03905495079598223, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7043643517341812, 'colsample_bytree': 0.833723556248258, 'gamma': 0.1168472607494869, 'reg_alpha': 0.020098449201713532, 'reg_lambda': 1.58711536450585}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:02,024] Trial 187 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 168, 'learning_rate': 0.11657913715892722, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6907770259255237, 'colsample_bytree': 0.8525891362682245, 'gamma': 0.49072862064467704, 'reg_alpha': 0.3703446067514653, 'reg_lambda': 1.6730387557752868}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:02,189] Trial 188 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 118, 'learning_rate': 0.04742297304030394, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6172086620109586, 'colsample_bytree': 0.8169714790283324, 'gamma': 0.6511334575854049, 'reg_alpha': 0.2761063086667473, 'reg_lambda': 1.940468948850102}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:02,378] Trial 189 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 157, 'learning_rate': 0.24422224736402642, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.65615167614212, 'colsample_bytree': 0.864005970976044, 'gamma': 0.0006716382463923254, 'reg_alpha': 0.3317255537185774, 'reg_lambda': 1.8055214863867748}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:02,560] Trial 190 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 205, 'learning_rate': 0.0733443374002839, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6811608594986661, 'colsample_bytree': 0.8062472867772009, 'gamma': 0.8469038944892814, 'reg_alpha': 0.1255147214436253, 'reg_lambda': 1.8629791492783394}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:02,876] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 181, 'learning_rate': 0.043133761373935986, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6310404447199628, 'colsample_bytree': 0.8176529059152363, 'gamma': 0.20460559639318882, 'reg_alpha': 0.01391655840719475, 'reg_lambda': 1.381349462413215}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:03,047] Trial 192 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 184, 'learning_rate': 0.04367462140853849, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.637447745884201, 'colsample_bytree': 0.8244716432925576, 'gamma': 1.7857287862514175, 'reg_alpha': 0.054421224721429684, 'reg_lambda': 1.3283967020976037}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:03,238] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.05039247633467717, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6245244599119559, 'colsample_bytree': 0.8304790624062823, 'gamma': 0.3087266758850215, 'reg_alpha': 0.01696270254848724, 'reg_lambda': 1.4230131800258647}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:03,429] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 195, 'learning_rate': 0.04937353939876741, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7372070825679569, 'colsample_bytree': 0.8420293805657645, 'gamma': 0.3364519893932132, 'reg_alpha': 0.0036495147127654504, 'reg_lambda': 1.4424943841711466}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:03,652] Trial 195 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.05292305412043327, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6682165471531722, 'colsample_bytree': 0.8320112762534719, 'gamma': 0.4469640113439006, 'reg_alpha': 0.031467840913701625, 'reg_lambda': 1.3717865331241488}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:03,903] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.045591001591846224, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6223121660648734, 'colsample_bytree': 0.817089049726596, 'gamma': 0.2526170312579566, 'reg_alpha': 0.019979216675102683, 'reg_lambda': 1.295400710111919}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:04,069] Trial 197 finished with value: 0.738095238095238 and parameters: {'n_estimators': 176, 'learning_rate': 0.056920349879506296, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6453142692236095, 'colsample_bytree': 0.829177371378176, 'gamma': 0.12625138092045315, 'reg_alpha': 0.06175782911025719, 'reg_lambda': 1.4293397146561024}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:04,333] Trial 198 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 199, 'learning_rate': 0.04141026984847835, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6748508040419416, 'colsample_bytree': 0.8456245936265278, 'gamma': 0.3671710433149121, 'reg_alpha': 0.03569353577698994, 'reg_lambda': 1.4941550735251692}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:04,511] Trial 199 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 185, 'learning_rate': 0.037425166432214635, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6065836549501948, 'colsample_bytree': 0.8347423970022262, 'gamma': 0.5617780642389103, 'reg_alpha': 0.07602234802310621, 'reg_lambda': 1.5461620637521931}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:04,515] A new study created in memory with name: no-name-1136e41a-12de-472e-bd9a-a727834b9bbc
[I 2025-11-03 19:32:04,639] Trial 0 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 58, 'learning_rate': 0.015082395209641003, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.991742297564884, 'colsample_bytree': 0.9003934158446627, 'gamma': 2.343491119767933, 'reg_alpha': 0.16163741503718265, 'reg_lambda': 2.580699876980525}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:04,682] Trial 1 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 35, 'learning_rate': 0.07045859964407578, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6115926896570699, 'colsample_bytree': 0.8487963292190258, 'gamma': 3.667022834496423, 'reg_alpha': 0.23705305141332755, 'reg_lambda': 2.9395073282278052}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:04,832] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.01558529503797904, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8218752109566291, 'colsample_bytree': 0.8781276175207839, 'gamma': 4.214375434776173, 'reg_alpha': 0.9381749164244343, 'reg_lambda': 2.8021508264320865}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:04,939] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 73, 'learning_rate': 0.010123470356727142, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7605311716402312, 'colsample_bytree': 0.630887656790075, 'gamma': 1.7198638520037235, 'reg_alpha': 0.742356397329549, 'reg_lambda': 1.0105506834479465}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:05,239] Trial 4 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 247, 'learning_rate': 0.24342048904166572, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8708825368280075, 'colsample_bytree': 0.6528083781049986, 'gamma': 2.3962513658346145, 'reg_alpha': 0.5272772711596769, 'reg_lambda': 2.7901587432644464}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:05,362] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.01202470518448332, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8495076227542258, 'colsample_bytree': 0.7373478383840804, 'gamma': 2.9354278594207983, 'reg_alpha': 0.3600340261066528, 'reg_lambda': 2.457974385810865}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:05,481] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 93, 'learning_rate': 0.27033843431607335, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.607858533398794, 'colsample_bytree': 0.9389467084986247, 'gamma': 0.47600956874996825, 'reg_alpha': 0.7628819682199172, 'reg_lambda': 1.25691394482183}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:05,626] Trial 7 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 85, 'learning_rate': 0.060252037160950685, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8751626478168337, 'colsample_bytree': 0.691825462018669, 'gamma': 2.6523891807410176, 'reg_alpha': 0.896533649272626, 'reg_lambda': 2.2358038711231827}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:05,795] Trial 8 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 95, 'learning_rate': 0.21253769079123092, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6389885644077802, 'colsample_bytree': 0.7908980159440879, 'gamma': 2.4989476543402, 'reg_alpha': 0.9329452523177891, 'reg_lambda': 0.5911908570346714}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:05,961] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 231, 'learning_rate': 0.11474181940614987, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7879007346990035, 'colsample_bytree': 0.6132486910183557, 'gamma': 4.500213047579689, 'reg_alpha': 0.8040137848125347, 'reg_lambda': 2.505419110422572}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:06,260] Trial 10 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 181, 'learning_rate': 0.0243334593882339, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9989638097055353, 'colsample_bytree': 0.9913880479962021, 'gamma': 0.8046066022514147, 'reg_alpha': 0.006813335677681276, 'reg_lambda': 1.967471201917174}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:06,418] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 23, 'learning_rate': 0.03701561834133733, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9882288488871063, 'colsample_bytree': 0.7236181215961877, 'gamma': 1.5620979073679777, 'reg_alpha': 0.11078368235467029, 'reg_lambda': 2.0067002944659973}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:06,691] Trial 12 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 148, 'learning_rate': 0.05098752575070934, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9172263723610582, 'colsample_bytree': 0.8996580899814214, 'gamma': 3.287985300765057, 'reg_alpha': 0.5179071115899792, 'reg_lambda': 2.2782932117503556}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:06,976] Trial 13 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 160, 'learning_rate': 0.027155866433543323, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9350233880083676, 'colsample_bytree': 0.8787224304745194, 'gamma': 3.4772273786308987, 'reg_alpha': 0.567380831180503, 'reg_lambda': 1.5584495853357037}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:07,131] Trial 14 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.10834172299202974, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9249909994836937, 'colsample_bytree': 0.9335040051665409, 'gamma': 4.895409776935396, 'reg_alpha': 0.3649071805786354, 'reg_lambda': 2.3204313974051645}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:07,301] Trial 15 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 195, 'learning_rate': 0.018369798678543686, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9355790498464486, 'colsample_bytree': 0.812474102030218, 'gamma': 1.8164055825582588, 'reg_alpha': 0.32184040843529427, 'reg_lambda': 1.7764117196246163}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:07,414] Trial 16 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 52, 'learning_rate': 0.042047460383401035, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6843893313444938, 'colsample_bytree': 0.9386007157966685, 'gamma': 3.3044823379547514, 'reg_alpha': 0.6648415031690037, 'reg_lambda': 2.5905640898494395}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:07,541] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.09030111535120612, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.9655967744221956, 'colsample_bytree': 0.8982878725986687, 'gamma': 1.20967801025949, 'reg_alpha': 0.15253220882749247, 'reg_lambda': 2.0868058527617133}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:07,718] Trial 18 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.15103469424237606, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.907964397297737, 'colsample_bytree': 0.9979799333963815, 'gamma': 0.04373620882149787, 'reg_alpha': 0.44135049648714053, 'reg_lambda': 1.526950220299316}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:07,847] Trial 19 finished with value: 0.7083333333333335 and parameters: {'n_estimators': 60, 'learning_rate': 0.16199365197720705, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7497222132557149, 'colsample_bytree': 0.9924628313108583, 'gamma': 0.19936143953232793, 'reg_alpha': 0.4265069254982289, 'reg_lambda': 1.531896851396772}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,014] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.1398348149558013, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.6972830809830401, 'colsample_bytree': 0.9839116618877429, 'gamma': 0.10864024344727012, 'reg_alpha': 0.4381847211245177, 'reg_lambda': 1.4249693846663034}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,137] Trial 21 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 68, 'learning_rate': 0.17658362656504065, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7515997763567447, 'colsample_bytree': 0.9997949042455151, 'gamma': 0.10578705474259555, 'reg_alpha': 0.23766980254995718, 'reg_lambda': 0.9736729196810697}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,265] Trial 22 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.1776383424624191, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7277218958869996, 'colsample_bytree': 0.9642766430513822, 'gamma': 0.8944151162791006, 'reg_alpha': 0.4344318335699329, 'reg_lambda': 1.709668523019556}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,381] Trial 23 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 35, 'learning_rate': 0.08124088976044672, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8132801977155598, 'colsample_bytree': 0.9503086451857513, 'gamma': 0.48686276842036025, 'reg_alpha': 0.6540253686420098, 'reg_lambda': 1.201737643453705}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,435] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 23, 'learning_rate': 0.08006832101820324, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8072488622102453, 'colsample_bytree': 0.9598584957945907, 'gamma': 0.49317236447032065, 'reg_alpha': 0.6533580797222899, 'reg_lambda': 1.131199948113864}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,640] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.1382626609144151, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7878715927257316, 'colsample_bytree': 0.9691350846319808, 'gamma': 0.0011245644184426917, 'reg_alpha': 0.5995279170038313, 'reg_lambda': 0.6876991761444762}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,707] Trial 26 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 35, 'learning_rate': 0.1605017691171166, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.709840076495858, 'colsample_bytree': 0.8227975307300051, 'gamma': 0.5743011849499465, 'reg_alpha': 0.44691432586528357, 'reg_lambda': 0.8806459265261509}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,834] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.10357322523612335, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8360535934255164, 'colsample_bytree': 0.9232176261206795, 'gamma': 1.2299979729110269, 'reg_alpha': 0.634993522343713, 'reg_lambda': 1.3867485876407009}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,951] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 74, 'learning_rate': 0.10328013920510841, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8896968926283205, 'colsample_bytree': 0.9178006150296081, 'gamma': 1.2059794448006076, 'reg_alpha': 0.66440277565937, 'reg_lambda': 1.2630745368763203}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:09,106] Trial 29 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 39, 'learning_rate': 0.07039412414487445, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9037075934431948, 'colsample_bytree': 0.8532089102420297, 'gamma': 1.309830420732597, 'reg_alpha': 0.700481529314215, 'reg_lambda': 1.1797829857421118}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:09,215] Trial 30 finished with value: 0.726190476190476 and parameters: {'n_estimators': 43, 'learning_rate': 0.06501909666465433, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8991491738944964, 'colsample_bytree': 0.7716388402296723, 'gamma': 1.9765425199242743, 'reg_alpha': 0.7170087579696853, 'reg_lambda': 0.7799288595205096}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:09,328] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.06026018598899941, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8985473386530413, 'colsample_bytree': 0.7900505865980708, 'gamma': 2.1149541375799457, 'reg_alpha': 0.8448494236168327, 'reg_lambda': 0.8077126512165851}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:09,614] Trial 32 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 20, 'learning_rate': 0.044054625730479795, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9612077025643131, 'colsample_bytree': 0.8414468753514635, 'gamma': 2.1525677407136747, 'reg_alpha': 0.8433769164848345, 'reg_lambda': 1.0514071629705717}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:10,141] Trial 33 finished with value: 0.75 and parameters: {'n_estimators': 39, 'learning_rate': 0.07931901639264875, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8638423522051186, 'colsample_bytree': 0.761103463111499, 'gamma': 1.4900331064517314, 'reg_alpha': 0.8131481394244271, 'reg_lambda': 1.1396237321843896}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:10,353] Trial 34 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 59, 'learning_rate': 0.07843005815417216, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8554312158440709, 'colsample_bytree': 0.8492736762125832, 'gamma': 0.8974683711533697, 'reg_alpha': 0.9771408035738204, 'reg_lambda': 1.254510179338373}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:10,440] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 33, 'learning_rate': 0.07354286010951128, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8285887802130644, 'colsample_bytree': 0.7490095646741429, 'gamma': 1.4213100590190642, 'reg_alpha': 0.721819317049547, 'reg_lambda': 1.037190461318004}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:10,674] Trial 36 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.04949508894671018, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8035104570890649, 'colsample_bytree': 0.7016188938967997, 'gamma': 0.6954819074047802, 'reg_alpha': 0.5553693385964915, 'reg_lambda': 1.7096635498966728}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:10,783] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.03409399432956912, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.859917651696908, 'colsample_bytree': 0.868763876653259, 'gamma': 0.3040278837125698, 'reg_alpha': 0.7777748494069748, 'reg_lambda': 1.1626506902991383}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:10,905] Trial 38 finished with value: 0.75 and parameters: {'n_estimators': 45, 'learning_rate': 0.12703651095764967, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8803702415095436, 'colsample_bytree': 0.6734367473908813, 'gamma': 0.9377926861793914, 'reg_alpha': 0.7096653347461588, 'reg_lambda': 0.5158227033148182}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,050] Trial 39 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 89, 'learning_rate': 0.29096863280721386, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8835172075061989, 'colsample_bytree': 0.6461961100127683, 'gamma': 1.5746013058349617, 'reg_alpha': 0.8462401499473887, 'reg_lambda': 0.5494685668269}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,172] Trial 40 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 76, 'learning_rate': 0.11563292250055993, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9567510467342014, 'colsample_bytree': 0.6703117651745785, 'gamma': 0.9972309595397033, 'reg_alpha': 0.9149150004864394, 'reg_lambda': 1.3803286262258028}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,285] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 48, 'learning_rate': 0.2197844563221966, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8395891080288789, 'colsample_bytree': 0.7479769732797362, 'gamma': 0.36606836695530576, 'reg_alpha': 0.6989813695326487, 'reg_lambda': 1.5573891384061693}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,521] Trial 42 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 31, 'learning_rate': 0.09182777384333606, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9100714716769318, 'colsample_bytree': 0.769385426004394, 'gamma': 1.0951198072764916, 'reg_alpha': 0.6039840354802661, 'reg_lambda': 0.9219779700212833}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,675] Trial 43 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 42, 'learning_rate': 0.12293045752204883, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8703906538988183, 'colsample_bytree': 0.715546563438528, 'gamma': 0.5864669168066706, 'reg_alpha': 0.7839625577851836, 'reg_lambda': 1.126941301168801}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,779] Trial 44 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 28, 'learning_rate': 0.08593256844929135, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7910985864362281, 'colsample_bytree': 0.6851566116842788, 'gamma': 1.3487331196957768, 'reg_alpha': 0.4895549555938708, 'reg_lambda': 0.6717227140216571}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,978] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.1368489175749374, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7865925281116056, 'colsample_bytree': 0.6765359801929126, 'gamma': 1.515465749407112, 'reg_alpha': 0.5033286453219787, 'reg_lambda': 0.5285358728436462}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:12,089] Trial 46 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 60, 'learning_rate': 0.09235455201867017, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9414418374075068, 'colsample_bytree': 0.6166627695123253, 'gamma': 1.8910535897339031, 'reg_alpha': 0.32427542317073077, 'reg_lambda': 0.745903920334553}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:12,325] Trial 47 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 121, 'learning_rate': 0.06675996151609488, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9393837806065555, 'colsample_bytree': 0.6046569873977584, 'gamma': 2.6674827148429507, 'reg_alpha': 0.2860268522621434, 'reg_lambda': 0.7680390799627663}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:12,449] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 84, 'learning_rate': 0.21643639876022544, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9781260599068887, 'colsample_bytree': 0.6302788997142161, 'gamma': 1.7596377342872302, 'reg_alpha': 0.3592637203464823, 'reg_lambda': 0.6502433916993804}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:12,573] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 62, 'learning_rate': 0.05498594317007721, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9123972690911316, 'colsample_bytree': 0.6474998538223651, 'gamma': 2.3823966590277266, 'reg_alpha': 0.24895501372490614, 'reg_lambda': 1.3137242913150544}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:12,904] Trial 50 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 200, 'learning_rate': 0.09712274374453983, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.945270338196644, 'colsample_bytree': 0.6250050849155511, 'gamma': 1.9663478327634467, 'reg_alpha': 0.8170370144070555, 'reg_lambda': 1.8232231697535155}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,012] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 30, 'learning_rate': 0.08949006805507807, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8755189192780323, 'colsample_bytree': 0.666045410306429, 'gamma': 1.3889488200824078, 'reg_alpha': 0.4722554152376938, 'reg_lambda': 0.6802992981406781}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,135] Trial 52 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 43, 'learning_rate': 0.12447794168558052, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8803702425943382, 'colsample_bytree': 0.6493770782395508, 'gamma': 1.7943621633676303, 'reg_alpha': 0.3994626329090747, 'reg_lambda': 0.8937523137716719}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,319] Trial 53 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 51, 'learning_rate': 0.07115712667314053, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.923543529782109, 'colsample_bytree': 0.6655360790843232, 'gamma': 1.6035934106700165, 'reg_alpha': 0.3274305254682215, 'reg_lambda': 0.7177729582307744}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,415] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.18936200136439685, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8653459487876913, 'colsample_bytree': 0.701568538838252, 'gamma': 4.0404580261680065, 'reg_alpha': 0.46784811805321685, 'reg_lambda': 0.5954334515552969}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,524] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 58, 'learning_rate': 0.14429807349024779, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9021647573748086, 'colsample_bytree': 0.6183911447443573, 'gamma': 2.7092220795048614, 'reg_alpha': 0.5471209046162037, 'reg_lambda': 0.8446697103776484}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,641] Trial 56 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 41, 'learning_rate': 0.05727344577395296, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9772553121199085, 'colsample_bytree': 0.7086292162852537, 'gamma': 0.792219360003811, 'reg_alpha': 0.3799353559665776, 'reg_lambda': 0.9871481734556493}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,847] Trial 57 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 30, 'learning_rate': 0.0920481086150852, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9280671403678569, 'colsample_bytree': 0.7302533850019941, 'gamma': 2.1955733006760982, 'reg_alpha': 0.8765081359834637, 'reg_lambda': 0.510095823331424}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,962] Trial 58 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 49, 'learning_rate': 0.11188774788486608, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.948120882826682, 'colsample_bytree': 0.6359091281548511, 'gamma': 1.3395773425303885, 'reg_alpha': 0.7542605983612064, 'reg_lambda': 1.8738255932093515}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:14,247] Trial 59 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 94, 'learning_rate': 0.15730770862561444, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8523727120570841, 'colsample_bytree': 0.6056808117080085, 'gamma': 1.0093464455644967, 'reg_alpha': 0.5837601467705371, 'reg_lambda': 1.502167614707235}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:14,438] Trial 60 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.12448732106886438, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8816550505187413, 'colsample_bytree': 0.6596305556505108, 'gamma': 1.9995123592380635, 'reg_alpha': 0.18351478520015257, 'reg_lambda': 0.604297930311869}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:14,837] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.1254519748608817, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8908716210732359, 'colsample_bytree': 0.6794426783750837, 'gamma': 1.9675993890727368, 'reg_alpha': 0.06536563345100951, 'reg_lambda': 0.6170511792004363}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:14,994] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 167, 'learning_rate': 0.10127110049457311, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8787562006165378, 'colsample_bytree': 0.6591931952250196, 'gamma': 1.1439055180625308, 'reg_alpha': 0.21454777530347968, 'reg_lambda': 0.7412407377835276}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:15,172] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 242, 'learning_rate': 0.08269403601341781, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9144298355586927, 'colsample_bytree': 0.6880039328521359, 'gamma': 1.6700745218155113, 'reg_alpha': 0.17439999398322334, 'reg_lambda': 1.6387270542864627}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:15,445] Trial 64 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 217, 'learning_rate': 0.24448129849942776, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8423478339038872, 'colsample_bytree': 0.804260297738057, 'gamma': 2.293095561981789, 'reg_alpha': 0.3155265405412659, 'reg_lambda': 1.062679184338386}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:15,590] Trial 65 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 138, 'learning_rate': 0.06475773635893864, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8260458313072973, 'colsample_bytree': 0.6360286477756047, 'gamma': 2.830632874723906, 'reg_alpha': 0.12943841751487684, 'reg_lambda': 0.821878945193735}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:15,673] Trial 66 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 26, 'learning_rate': 0.07411884605792265, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6238364452641882, 'colsample_bytree': 0.7719776065428879, 'gamma': 1.861070005505228, 'reg_alpha': 0.06416901962190948, 'reg_lambda': 0.9399593960319805}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:15,959] Trial 67 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.1851597325098884, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8988457323411932, 'colsample_bytree': 0.8713392770416345, 'gamma': 1.3551919735682345, 'reg_alpha': 0.5252526191595625, 'reg_lambda': 2.835997286418995}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:16,116] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.15459392328187502, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8768605452198267, 'colsample_bytree': 0.8354997410971554, 'gamma': 2.4916999309061394, 'reg_alpha': 0.6859273995044668, 'reg_lambda': 0.5005555505679213}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:16,237] Trial 69 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.1096954402380802, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9275820423591824, 'colsample_bytree': 0.6588148424361897, 'gamma': 2.0454167018010048, 'reg_alpha': 0.274041023006627, 'reg_lambda': 0.6255588684493814}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:16,356] Trial 70 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 54, 'learning_rate': 0.13226679317030343, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8615366948269166, 'colsample_bytree': 0.7391589996343289, 'gamma': 1.431971515783108, 'reg_alpha': 0.18351803806101913, 'reg_lambda': 1.4664169041445405}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:16,560] Trial 71 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 56, 'learning_rate': 0.1271157831425901, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8634511224975265, 'colsample_bytree': 0.7428332922898799, 'gamma': 1.4746549153071853, 'reg_alpha': 0.4056231665189583, 'reg_lambda': 1.488708756852838}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:16,716] Trial 72 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.09479986748135438, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8462578712869192, 'colsample_bytree': 0.7322353618307041, 'gamma': 1.670644188399059, 'reg_alpha': 0.18801814512877793, 'reg_lambda': 1.324499623576123}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:16,842] Trial 73 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 63, 'learning_rate': 0.1420375113339626, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8147417535083415, 'colsample_bytree': 0.7631293849250829, 'gamma': 1.695863091928382, 'reg_alpha': 0.2012513609667683, 'reg_lambda': 1.3074432175842323}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,021] Trial 74 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 73, 'learning_rate': 0.09535029585253033, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8456200980832302, 'colsample_bytree': 0.7217320127053124, 'gamma': 1.817982749772649, 'reg_alpha': 0.10906655344421319, 'reg_lambda': 1.613310409168308}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,186] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 47, 'learning_rate': 0.01388386654096464, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8909986423507792, 'colsample_bytree': 0.7940396041203, 'gamma': 1.5103457001929907, 'reg_alpha': 0.17610344730202282, 'reg_lambda': 0.7148791312415796}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,342] Trial 76 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 68, 'learning_rate': 0.11006468933657271, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8704109289868746, 'colsample_bytree': 0.7329079803751941, 'gamma': 2.2319916870171927, 'reg_alpha': 0.005751190466111056, 'reg_lambda': 1.3518577281556994}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,530] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 57, 'learning_rate': 0.08985101761088411, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8550105833987065, 'colsample_bytree': 0.7853663260792949, 'gamma': 3.0444833717958484, 'reg_alpha': 0.07915953320718327, 'reg_lambda': 1.4265631739582063}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,594] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.16762368243944292, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.8339557954194984, 'colsample_bytree': 0.7540302422521497, 'gamma': 1.0813313363220325, 'reg_alpha': 0.20364107242469753, 'reg_lambda': 1.6396244626071328}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,790] Trial 79 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 195, 'learning_rate': 0.11710973324648363, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8880182311341575, 'colsample_bytree': 0.7811359408024564, 'gamma': 1.2498883619229684, 'reg_alpha': 0.14603141893891874, 'reg_lambda': 1.4648556525175778}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,920] Trial 80 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.1961312960847999, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8477430041617258, 'colsample_bytree': 0.6929257100205594, 'gamma': 0.6658107090770582, 'reg_alpha': 0.25609722409640784, 'reg_lambda': 1.2355732045791756}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,154] Trial 81 finished with value: 0.738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.07990633267382542, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9086383647279282, 'colsample_bytree': 0.7598452442111416, 'gamma': 0.9095595684270796, 'reg_alpha': 0.3356066745909218, 'reg_lambda': 1.117265674904191}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,305] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 25, 'learning_rate': 0.08095878001203931, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9194094083827743, 'colsample_bytree': 0.7140791772564339, 'gamma': 0.7829343668063506, 'reg_alpha': 0.3494960317065564, 'reg_lambda': 1.110923515331148}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,410] Trial 83 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.0768609691651838, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9093947301806234, 'colsample_bytree': 0.759293700096945, 'gamma': 0.9010273718847839, 'reg_alpha': 0.30036052330511326, 'reg_lambda': 0.5655301015680283}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,636] Trial 84 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 32, 'learning_rate': 0.10069099594600649, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8710417047261502, 'colsample_bytree': 0.7378533140947401, 'gamma': 0.23615465628327015, 'reg_alpha': 0.45903028197429174, 'reg_lambda': 0.8594151796236973}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,756] Trial 85 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.13073251053373414, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.7703934241207067, 'colsample_bytree': 0.8173107912315329, 'gamma': 1.9108946644292713, 'reg_alpha': 0.22994361678680364, 'reg_lambda': 1.288688486732141}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,859] Trial 86 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 36, 'learning_rate': 0.08715135503353068, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6705354381548598, 'colsample_bytree': 0.6960545040516674, 'gamma': 1.646679302592692, 'reg_alpha': 0.4803986533334831, 'reg_lambda': 0.6722708801557509}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,992] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 81, 'learning_rate': 0.14518075853163884, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9375166233975636, 'colsample_bytree': 0.6166968111207127, 'gamma': 0.4118451713943917, 'reg_alpha': 0.3899812278461731, 'reg_lambda': 1.0884377300052268}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:19,186] Trial 88 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 26, 'learning_rate': 0.11823349343282054, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8192878061528535, 'colsample_bytree': 0.6684714553323151, 'gamma': 1.449246136386263, 'reg_alpha': 0.3374152982464079, 'reg_lambda': 1.190303880575219}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:19,310] Trial 89 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 62, 'learning_rate': 0.05038886621656005, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8900941088109219, 'colsample_bytree': 0.7212862946282061, 'gamma': 1.1964203583889372, 'reg_alpha': 0.42333102792754523, 'reg_lambda': 0.9955464532337557}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:19,491] Trial 90 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 51, 'learning_rate': 0.06187872423677272, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8622232655464049, 'colsample_bytree': 0.7770276997472734, 'gamma': 0.9886676225433673, 'reg_alpha': 0.27749787060642317, 'reg_lambda': 1.4325245633222592}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:19,688] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.0624391368211621, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8609431715663988, 'colsample_bytree': 0.7764535443935353, 'gamma': 0.8630141950624165, 'reg_alpha': 0.27669712635194754, 'reg_lambda': 1.4100284489650459}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:19,808] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.05912770983176781, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8818530020688452, 'colsample_bytree': 0.8079487900688236, 'gamma': 0.5870559313801182, 'reg_alpha': 0.267273984816095, 'reg_lambda': 1.3644181423927455}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:19,938] Trial 93 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 45, 'learning_rate': 0.060729808768446344, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8761029927623382, 'colsample_bytree': 0.808092030221246, 'gamma': 0.5788506362067068, 'reg_alpha': 0.2796597840763135, 'reg_lambda': 1.5833366812015954}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,058] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 51, 'learning_rate': 0.046892273711536654, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8362048390149988, 'colsample_bytree': 0.7756969110870936, 'gamma': 0.05828342040077006, 'reg_alpha': 0.3031298944027603, 'reg_lambda': 1.3683697874341467}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,286] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.04480097529186495, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8361265101759237, 'colsample_bytree': 0.8275396478022159, 'gamma': 0.7179980374395373, 'reg_alpha': 0.30284526095614317, 'reg_lambda': 1.3452604144253275}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,408] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.03773097397933654, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8296223907489729, 'colsample_bytree': 0.7956151954085555, 'gamma': 0.9877733744453826, 'reg_alpha': 0.22762290271849717, 'reg_lambda': 1.3879615780494938}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,517] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.047651893322358786, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8505165947786487, 'colsample_bytree': 0.7783181815225453, 'gamma': 0.0310036466639122, 'reg_alpha': 0.2553296310853345, 'reg_lambda': 1.2337348014490783}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,642] Trial 98 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 42, 'learning_rate': 0.06777793281111977, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8533601011817485, 'colsample_bytree': 0.8133702640197782, 'gamma': 0.23713131791054884, 'reg_alpha': 0.2515273241066645, 'reg_lambda': 1.2313080054338545}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,839] Trial 99 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 31, 'learning_rate': 0.052813918233649976, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8660899269059178, 'colsample_bytree': 0.7805785914475587, 'gamma': 1.0979930097734745, 'reg_alpha': 0.26324806137505585, 'reg_lambda': 0.7706578603234647}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,999] Trial 100 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.028903195769959363, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8850684153907395, 'colsample_bytree': 0.795646262235635, 'gamma': 0.4731309344910526, 'reg_alpha': 0.9883797057760185, 'reg_lambda': 1.688754780893674}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:21,118] Trial 101 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.04082279040144328, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7973413548481533, 'colsample_bytree': 0.7732429601755131, 'gamma': 0.2034884148306197, 'reg_alpha': 0.29915999509832314, 'reg_lambda': 1.4117479798263795}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:21,229] Trial 102 finished with value: 0.755952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.06164057851904632, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8575139852762966, 'colsample_bytree': 0.7787441778440937, 'gamma': 0.09715916957275494, 'reg_alpha': 0.1943766386119328, 'reg_lambda': 1.1638929844744879}. Best is trial 102 with value: 0.755952380952381.
[I 2025-11-03 19:32:21,409] Trial 103 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 38, 'learning_rate': 0.058002115059893174, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8603285549768707, 'colsample_bytree': 0.8023542110675216, 'gamma': 0.3590978158035143, 'reg_alpha': 0.15885636895915278, 'reg_lambda': 1.1648557538131212}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:21,520] Trial 104 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 36, 'learning_rate': 0.05641591045638931, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.844500162570147, 'colsample_bytree': 0.8054219585662417, 'gamma': 0.39849849823335337, 'reg_alpha': 0.14963830101204786, 'reg_lambda': 0.9411882211074731}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:21,709] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.05535057288352484, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8474680258215133, 'colsample_bytree': 0.8262554124407496, 'gamma': 0.13256079264424311, 'reg_alpha': 0.1480056626742859, 'reg_lambda': 0.9592286130676163}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:21,864] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.05731201196266288, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8181222984440657, 'colsample_bytree': 0.799936268541948, 'gamma': 0.35654687783886563, 'reg_alpha': 0.10151183958858803, 'reg_lambda': 1.0288412579517598}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:21,978] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.0729383862193761, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8068200586325709, 'colsample_bytree': 0.641790832457964, 'gamma': 0.3134167515859506, 'reg_alpha': 0.19731010234709878, 'reg_lambda': 0.90363390621946}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:22,266] Trial 108 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.04848688421328483, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8961971261694245, 'colsample_bytree': 0.7873108127021463, 'gamma': 0.5008184362250376, 'reg_alpha': 0.15820408125031063, 'reg_lambda': 1.1694763376189223}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:22,385] Trial 109 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 44, 'learning_rate': 0.06751767306680463, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8267307023003704, 'colsample_bytree': 0.8064422507600912, 'gamma': 0.14791166020926108, 'reg_alpha': 0.12313675119276937, 'reg_lambda': 0.8142402648059692}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:22,497] Trial 110 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 36, 'learning_rate': 0.03995279182385622, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8794352463355014, 'colsample_bytree': 0.6563748933083304, 'gamma': 0.00973923038427156, 'reg_alpha': 0.21695390561717698, 'reg_lambda': 0.6315093416997047}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:22,670] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.058561794797056234, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8557445061367985, 'colsample_bytree': 0.7679659028918594, 'gamma': 0.6220876590902032, 'reg_alpha': 0.1753724346517352, 'reg_lambda': 0.5680030048160788}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:22,806] Trial 112 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 131, 'learning_rate': 0.05635433548703271, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.84379870926998, 'colsample_bytree': 0.7667295164268186, 'gamma': 0.594156407783071, 'reg_alpha': 0.18007048017806868, 'reg_lambda': 0.5660731382720473}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:22,919] Trial 113 finished with value: 0.738095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.052809033971753294, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.872039637874083, 'colsample_bytree': 0.7506224323966832, 'gamma': 2.081217244228284, 'reg_alpha': 0.23539264072668167, 'reg_lambda': 0.7332718231524981}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,230] Trial 114 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 209, 'learning_rate': 0.03394974412690583, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8559863267985243, 'colsample_bytree': 0.673832002601105, 'gamma': 0.4210329451311318, 'reg_alpha': 0.13540599771649423, 'reg_lambda': 0.6789806752603731}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,356] Trial 115 finished with value: 0.738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.045662060435559045, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8511752418407524, 'colsample_bytree': 0.6246909402334687, 'gamma': 0.6759147164023283, 'reg_alpha': 0.16123805462314791, 'reg_lambda': 1.055059508259418}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,418] Trial 116 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 27, 'learning_rate': 0.06930630083916606, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8820080643202909, 'colsample_bytree': 0.81590850787094, 'gamma': 0.27438439685108956, 'reg_alpha': 0.05027892424794761, 'reg_lambda': 0.5506396340356763}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,595] Trial 117 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 41, 'learning_rate': 0.09567536193084887, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8414250325488039, 'colsample_bytree': 0.684178844778631, 'gamma': 4.98551507917674, 'reg_alpha': 0.9591320077289935, 'reg_lambda': 0.5882019106835372}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,720] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.08453270365398383, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8711280252989589, 'colsample_bytree': 0.8025693764576018, 'gamma': 0.49934046174928254, 'reg_alpha': 0.09342274795448469, 'reg_lambda': 1.1536819355559242}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,833] Trial 119 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 39, 'learning_rate': 0.05858577853291251, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8579135539972249, 'colsample_bytree': 0.7855886868840797, 'gamma': 1.5889313675047616, 'reg_alpha': 0.030739969334257655, 'reg_lambda': 1.276354052272472}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,936] Trial 120 finished with value: 0.693452380952381 and parameters: {'n_estimators': 24, 'learning_rate': 0.05856123584114445, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8941189550410298, 'colsample_bytree': 0.8367418556768583, 'gamma': 1.5800109891191534, 'reg_alpha': 0.18798312201665204, 'reg_lambda': 1.2465951085507674}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:24,128] Trial 121 finished with value: 0.755952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.0641777768841596, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.859044546977146, 'colsample_bytree': 0.7864252803652515, 'gamma': 1.7211997019608034, 'reg_alpha': 0.036137976066002636, 'reg_lambda': 1.3020417247344087}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:24,269] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 39, 'learning_rate': 0.06476912738088722, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8644746772116206, 'colsample_bytree': 0.7862921306362676, 'gamma': 1.76969334199697, 'reg_alpha': 0.028530287628821982, 'reg_lambda': 1.2827836691216359}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:24,463] Trial 123 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 183, 'learning_rate': 0.06311825705507448, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8654680662880203, 'colsample_bytree': 0.7877609981804045, 'gamma': 1.744196911702847, 'reg_alpha': 0.024750821568756756, 'reg_lambda': 1.304121304593639}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:24,605] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 32, 'learning_rate': 0.07389385556799691, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8804383088664025, 'colsample_bytree': 0.7882873131047279, 'gamma': 1.3002766481362906, 'reg_alpha': 0.009427163829589913, 'reg_lambda': 1.2036847747336281}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:24,874] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.052405558683662395, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.847675814478526, 'colsample_bytree': 0.7978521867071564, 'gamma': 1.556889129787839, 'reg_alpha': 0.04155789806556174, 'reg_lambda': 1.2868774123446591}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:24,983] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 37, 'learning_rate': 0.06536434134367981, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8595550280380199, 'colsample_bytree': 0.8078798200030755, 'gamma': 1.6719590337794306, 'reg_alpha': 0.038153918578852, 'reg_lambda': 1.3329564661944546}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,087] Trial 127 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 29, 'learning_rate': 0.049329588020566625, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8732495494031695, 'colsample_bytree': 0.8242263620224908, 'gamma': 1.8110465790892576, 'reg_alpha': 0.12092770990962948, 'reg_lambda': 1.2100131633141926}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,348] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 248, 'learning_rate': 0.019120453113689692, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8328844473938346, 'colsample_bytree': 0.8564213908940019, 'gamma': 1.395848110110243, 'reg_alpha': 0.09786957462155957, 'reg_lambda': 1.1049395278584517}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,465] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 44, 'learning_rate': 0.0768315134754552, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8857461782429277, 'colsample_bytree': 0.7541478550772966, 'gamma': 0.15955999250671124, 'reg_alpha': 0.07244394695895694, 'reg_lambda': 1.2633261003898626}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,558] Trial 130 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 23, 'learning_rate': 0.10444624874581918, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9030266543921625, 'colsample_bytree': 0.7626384082107782, 'gamma': 1.9475540424688897, 'reg_alpha': 0.797875022467924, 'reg_lambda': 1.1562625665526316}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,750] Trial 131 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 47, 'learning_rate': 0.0573783636957156, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8593382794157439, 'colsample_bytree': 0.7681859255947154, 'gamma': 4.602721343879273, 'reg_alpha': 0.023663186931235654, 'reg_lambda': 2.390167062106512}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,863] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 35, 'learning_rate': 0.06124998321579724, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8681674521453019, 'colsample_bytree': 0.7853068757608446, 'gamma': 0.5968949999374833, 'reg_alpha': 0.7379736900177988, 'reg_lambda': 0.5052356365834345}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,984] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.04262473607715315, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8540094670101767, 'colsample_bytree': 0.7433656229108713, 'gamma': 0.32865737326110245, 'reg_alpha': 0.6174383935019222, 'reg_lambda': 0.9955667015241055}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,154] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.06976045754187325, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8436532951543851, 'colsample_bytree': 0.7583012994871596, 'gamma': 1.6942413208101663, 'reg_alpha': 0.8789051346196054, 'reg_lambda': 1.069094874660962}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,269] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.054316277676028916, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8219758789580902, 'colsample_bytree': 0.7799767154573685, 'gamma': 0.7842629466158458, 'reg_alpha': 0.21097221546278985, 'reg_lambda': 2.031458276350171}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,378] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 31, 'learning_rate': 0.05319354838994708, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8231620985676622, 'colsample_bytree': 0.7807914296905326, 'gamma': 2.019045914139543, 'reg_alpha': 0.209372387864163, 'reg_lambda': 2.5583789535016965}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,479] Trial 137 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 39, 'learning_rate': 0.06474520468452578, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8107200452134348, 'colsample_bytree': 0.7954496609461189, 'gamma': 0.7320326123013098, 'reg_alpha': 0.05408039378677704, 'reg_lambda': 1.2602552638519489}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,533] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 27, 'learning_rate': 0.049573749564191937, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.8366393679801031, 'colsample_bytree': 0.8187658466546462, 'gamma': 1.51381726259143, 'reg_alpha': 0.07707084957909358, 'reg_lambda': 1.929269203073709}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,679] Trial 139 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 34, 'learning_rate': 0.08682244646701542, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8773812259158295, 'colsample_bytree': 0.8116440888413939, 'gamma': 0.0270581399907992, 'reg_alpha': 0.21961837637496578, 'reg_lambda': 2.155584529064773}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,902] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.07825626621182268, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8633439604388777, 'colsample_bytree': 0.7915925599406315, 'gamma': 1.8809658143971881, 'reg_alpha': 0.12088348605563837, 'reg_lambda': 1.3400483076979404}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:27,049] Trial 141 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 48, 'learning_rate': 0.056731091395816446, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8511552834598082, 'colsample_bytree': 0.7662034664079412, 'gamma': 0.818972520395032, 'reg_alpha': 0.17271734001931907, 'reg_lambda': 0.6215451690775771}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:27,165] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.058636307270183985, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8426482416660986, 'colsample_bytree': 0.7738945290433598, 'gamma': 0.3687968379179788, 'reg_alpha': 0.14281291836138799, 'reg_lambda': 1.2162645303761626}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:27,436] Trial 143 finished with value: 0.738095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.047789565650662724, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8597088190562887, 'colsample_bytree': 0.7834005338406618, 'gamma': 0.5233912878415876, 'reg_alpha': 0.1604486975135225, 'reg_lambda': 1.776241680639915}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:27,549] Trial 144 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 43, 'learning_rate': 0.07039823592527653, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8282418494594177, 'colsample_bytree': 0.8023132248084536, 'gamma': 1.2237962382381813, 'reg_alpha': 0.24356380713079623, 'reg_lambda': 1.1371796789277049}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:27,701] Trial 145 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 107, 'learning_rate': 0.060829388812566366, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8694199210787984, 'colsample_bytree': 0.7306281667100829, 'gamma': 1.6244832669915783, 'reg_alpha': 0.0010591349992595187, 'reg_lambda': 2.070313564446303}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:27,804] Trial 146 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.06612559010164464, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8530926526158727, 'colsample_bytree': 0.6620932312787802, 'gamma': 1.7621040223572146, 'reg_alpha': 0.19076438298674425, 'reg_lambda': 1.3059892666770945}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,110] Trial 147 finished with value: 0.744047619047619 and parameters: {'n_estimators': 49, 'learning_rate': 0.054495594361238964, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8884719035087935, 'colsample_bytree': 0.7469148369379802, 'gamma': 0.6538659629560072, 'reg_alpha': 0.19468875714191278, 'reg_lambda': 2.249083653542907}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,180] Trial 148 finished with value: 0.738095238095238 and parameters: {'n_estimators': 32, 'learning_rate': 0.0515419269081353, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.840170413744354, 'colsample_bytree': 0.7715605048961516, 'gamma': 0.11739267212465232, 'reg_alpha': 0.08768598151342247, 'reg_lambda': 2.9959450161684527}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,375] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 240, 'learning_rate': 0.07187261035173942, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8203547516905302, 'colsample_bytree': 0.7924679964865403, 'gamma': 0.24144937459596086, 'reg_alpha': 0.17234425473022766, 'reg_lambda': 0.6693183048338327}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,500] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.06237937100303731, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8741875362369309, 'colsample_bytree': 0.7806336602981868, 'gamma': 0.420183247551727, 'reg_alpha': 0.8359414929284462, 'reg_lambda': 1.5375731644446269}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,713] Trial 151 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 43, 'learning_rate': 0.0749698951677259, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8850130949855132, 'colsample_bytree': 0.7569303071321511, 'gamma': 0.11479470713779255, 'reg_alpha': 0.10877345789884094, 'reg_lambda': 1.2588219786071497}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,827] Trial 152 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 43, 'learning_rate': 0.07748855262511113, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.897329580694855, 'colsample_bytree': 0.7555441274390525, 'gamma': 0.2309378118140512, 'reg_alpha': 0.02464656581946431, 'reg_lambda': 1.174877188154773}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,949] Trial 153 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 38, 'learning_rate': 0.08382829673685625, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8823010170447873, 'colsample_bytree': 0.7517945855562859, 'gamma': 0.19297291358282076, 'reg_alpha': 0.06100540713911928, 'reg_lambda': 1.2586951069931864}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,145] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.01014510771186605, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8659317899036447, 'colsample_bytree': 0.6493220527272838, 'gamma': 0.40332103856739215, 'reg_alpha': 0.06700076316717898, 'reg_lambda': 1.4561159736619405}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,240] Trial 155 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 28, 'learning_rate': 0.011034829102030184, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8638983318189697, 'colsample_bytree': 0.6425218307205233, 'gamma': 0.7523639854205635, 'reg_alpha': 0.14417889288676433, 'reg_lambda': 1.3757047094466341}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,361] Trial 156 finished with value: 0.738095238095238 and parameters: {'n_estimators': 64, 'learning_rate': 0.05868817130481612, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8520025711834867, 'colsample_bytree': 0.6540167660731521, 'gamma': 0.43513526083705656, 'reg_alpha': 0.23951524075586078, 'reg_lambda': 1.4834012875228357}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,467] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.06562220157927123, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8584672970945662, 'colsample_bytree': 0.6504438485499728, 'gamma': 1.4083005980203613, 'reg_alpha': 0.03290655145772081, 'reg_lambda': 0.5512186081513422}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,696] Trial 158 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 100, 'learning_rate': 0.021333643634940298, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8683154722431318, 'colsample_bytree': 0.6645348539332632, 'gamma': 2.160214833805721, 'reg_alpha': 0.21026669076514287, 'reg_lambda': 1.3445395866422374}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,831] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.10730828442217169, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.834922051107648, 'colsample_bytree': 0.6755015154245694, 'gamma': 0.643969811332722, 'reg_alpha': 0.9198025524137846, 'reg_lambda': 1.4091618521985756}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,929] Trial 160 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.11870775158487824, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8499913527138987, 'colsample_bytree': 0.7987010588884864, 'gamma': 0.9339721517349271, 'reg_alpha': 0.12799351525186692, 'reg_lambda': 1.1038277377565513}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,130] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 44, 'learning_rate': 0.0895621715498223, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.875223149973106, 'colsample_bytree': 0.7641215144631271, 'gamma': 0.3606049855671314, 'reg_alpha': 0.08116835928812963, 'reg_lambda': 1.3019596943778795}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,242] Trial 162 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 39, 'learning_rate': 0.09963479786566175, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8876921942754115, 'colsample_bytree': 0.7769063165634158, 'gamma': 0.3013014177450662, 'reg_alpha': 0.07028025166526697, 'reg_lambda': 1.238203215108845}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,357] Trial 163 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 50, 'learning_rate': 0.07810428180870967, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8669148733213574, 'colsample_bytree': 0.7878624614534796, 'gamma': 0.00788256619310387, 'reg_alpha': 0.04706130262006665, 'reg_lambda': 1.444995573241202}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,466] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 45, 'learning_rate': 0.017283796498656065, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8807029950547118, 'colsample_bytree': 0.6345406053927762, 'gamma': 0.5429135978522992, 'reg_alpha': 0.16644034015718331, 'reg_lambda': 1.1864531627496702}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,555] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 24, 'learning_rate': 0.013854390837048926, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8773029577670166, 'colsample_bytree': 0.6314491860664835, 'gamma': 3.9205110948530972, 'reg_alpha': 0.15388734043748212, 'reg_lambda': 1.2047023838303064}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,707] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 59, 'learning_rate': 0.01212895860288302, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8587716825074634, 'colsample_bytree': 0.6372709516350237, 'gamma': 0.5489615218645457, 'reg_alpha': 0.17392171951388732, 'reg_lambda': 0.5895526270976786}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,846] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.010938585119026019, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9017596300475489, 'colsample_bytree': 0.637878856285231, 'gamma': 0.5032125953394913, 'reg_alpha': 0.2569118323189716, 'reg_lambda': 1.1321006134239795}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,010] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 61, 'learning_rate': 0.01194435493421223, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8592419522234624, 'colsample_bytree': 0.6081434997978542, 'gamma': 0.541129112926666, 'reg_alpha': 0.22637864565221877, 'reg_lambda': 1.0269856253616585}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,207] Trial 169 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 35, 'learning_rate': 0.013872762934489335, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8433774273860458, 'colsample_bytree': 0.6252204510833346, 'gamma': 1.5443445502324487, 'reg_alpha': 0.20166611275491556, 'reg_lambda': 1.1947874375054253}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,404] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 70, 'learning_rate': 0.013710176887668922, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.842952729013305, 'colsample_bytree': 0.6226547902663837, 'gamma': 1.4885448268798762, 'reg_alpha': 0.16819330295722296, 'reg_lambda': 1.176593048438002}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,528] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.015142198223135119, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8439157795623513, 'colsample_bytree': 0.6246554087692224, 'gamma': 1.5664812971821203, 'reg_alpha': 0.18247050259455705, 'reg_lambda': 1.1788828995753466}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,654] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.013629460505188838, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8351298162665372, 'colsample_bytree': 0.6280395555026085, 'gamma': 1.5069917756856992, 'reg_alpha': 0.20209422952318723, 'reg_lambda': 1.3074780986048107}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,851] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 35, 'learning_rate': 0.01016504668829238, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8677865405895439, 'colsample_bytree': 0.6120762385883686, 'gamma': 1.7298466811865894, 'reg_alpha': 0.16028587090731006, 'reg_lambda': 1.107241758715197}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,974] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 58, 'learning_rate': 0.017252889056957026, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.84436557391006, 'colsample_bytree': 0.6463980683665502, 'gamma': 1.6188758149096696, 'reg_alpha': 0.13837706968346727, 'reg_lambda': 0.9488952256997915}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:32,097] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.0166289371284873, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8269810212638726, 'colsample_bytree': 0.6484004751655835, 'gamma': 1.3587066979677658, 'reg_alpha': 0.13367417228897308, 'reg_lambda': 0.8822339443554732}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:32,297] Trial 176 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 69, 'learning_rate': 0.01669428385692857, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8459259467295496, 'colsample_bytree': 0.6316205054355627, 'gamma': 1.628805228208573, 'reg_alpha': 0.11951919744879363, 'reg_lambda': 0.9657064806763953}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:32,432] Trial 177 finished with value: 0.738095238095238 and parameters: {'n_estimators': 89, 'learning_rate': 0.012938722335473095, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8389300462173054, 'colsample_bytree': 0.601535682532795, 'gamma': 1.8293492337035648, 'reg_alpha': 0.16266360816027145, 'reg_lambda': 1.0428220888088267}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:32,614] Trial 178 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 52, 'learning_rate': 0.011801401393116162, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8569421203142507, 'colsample_bytree': 0.644351076999437, 'gamma': 1.405063342451389, 'reg_alpha': 0.14281404809217832, 'reg_lambda': 0.7044862974161938}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:32,826] Trial 179 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 65, 'learning_rate': 0.01261907780577707, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8473133714031267, 'colsample_bytree': 0.6204644984906151, 'gamma': 1.2804897160269402, 'reg_alpha': 0.09824923588725461, 'reg_lambda': 0.7707574367055688}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:32,980] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.011334919442759066, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8575713070478926, 'colsample_bytree': 0.6388316792473172, 'gamma': 1.4654879513118453, 'reg_alpha': 0.13796974480975466, 'reg_lambda': 1.1612471913803195}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,090] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 51, 'learning_rate': 0.010016344521887528, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.866445047259995, 'colsample_bytree': 0.6452712981404519, 'gamma': 1.6189855543058114, 'reg_alpha': 0.18769272467183626, 'reg_lambda': 0.7180369708525417}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,321] Trial 182 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 30, 'learning_rate': 0.012018009441588338, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8552602990839326, 'colsample_bytree': 0.6565090477314783, 'gamma': 1.139662914495771, 'reg_alpha': 0.15097715452325478, 'reg_lambda': 0.6520310910344456}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,447] Trial 183 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 39, 'learning_rate': 0.011889383244045397, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8304288948038463, 'colsample_bytree': 0.6547031537263556, 'gamma': 1.0760271829826284, 'reg_alpha': 0.14908385808092448, 'reg_lambda': 0.6065641508514191}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,562] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.012822689168682753, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8555004556281733, 'colsample_bytree': 0.6343909480507725, 'gamma': 1.2049484420937842, 'reg_alpha': 0.1713937852168327, 'reg_lambda': 0.66446670340462}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,663] Trial 185 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.014445480327273661, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.8427239035120806, 'colsample_bytree': 0.6439143325521326, 'gamma': 1.5197148288841762, 'reg_alpha': 0.11156755866940227, 'reg_lambda': 0.9262661185346351}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,842] Trial 186 finished with value: 0.738095238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.010899055180946988, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8625612977549105, 'colsample_bytree': 0.6576313352847931, 'gamma': 1.701433460505672, 'reg_alpha': 0.19831081716497884, 'reg_lambda': 0.5046774726215347}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,960] Trial 187 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 35, 'learning_rate': 0.021078920145349334, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8491530252582979, 'colsample_bytree': 0.6703316326020422, 'gamma': 1.111836946567439, 'reg_alpha': 0.1430144959826985, 'reg_lambda': 0.8321226564917941}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:34,135] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.016895480634466015, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8156296106180486, 'colsample_bytree': 0.6394587480314149, 'gamma': 1.3205579667313678, 'reg_alpha': 0.22006101574700718, 'reg_lambda': 0.6125087801115257}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:34,227] Trial 189 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.012469725048898506, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.799241931269688, 'colsample_bytree': 0.6191929182825543, 'gamma': 1.403616913821025, 'reg_alpha': 0.020519764490368998, 'reg_lambda': 1.0737036746538595}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:34,443] Trial 190 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 53, 'learning_rate': 0.01449421533684505, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8739369921685648, 'colsample_bytree': 0.6260639766616, 'gamma': 0.8277443880325349, 'reg_alpha': 0.16900715975332042, 'reg_lambda': 1.2005942780683185}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:34,632] Trial 191 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.01308616054990236, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8606766103689021, 'colsample_bytree': 0.6619059033836756, 'gamma': 1.4574107921789172, 'reg_alpha': 0.769591940028861, 'reg_lambda': 0.6732405693489178}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:34,736] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.010513228376069906, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8543002520620459, 'colsample_bytree': 0.6499519745348857, 'gamma': 1.6058664558762616, 'reg_alpha': 0.1812825585119022, 'reg_lambda': 0.5514803307846627}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:34,952] Trial 193 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 32, 'learning_rate': 0.011400727897840366, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8677290506046195, 'colsample_bytree': 0.6813248942887258, 'gamma': 1.292598163325993, 'reg_alpha': 0.0018392564919178511, 'reg_lambda': 0.7034834349580459}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,064] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 38, 'learning_rate': 0.015442260568489224, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8722652290348334, 'colsample_bytree': 0.6537914385400673, 'gamma': 1.8159368211657148, 'reg_alpha': 0.20059944246311787, 'reg_lambda': 0.613153405884312}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,151] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 25, 'learning_rate': 0.011784069348855406, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.837683792570291, 'colsample_bytree': 0.6665576355932494, 'gamma': 1.1715480952873425, 'reg_alpha': 0.1270618141446124, 'reg_lambda': 1.1468747434175908}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,347] Trial 196 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 35, 'learning_rate': 0.02866694332332646, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8492405886768025, 'colsample_bytree': 0.6157031683817968, 'gamma': 1.030031980832383, 'reg_alpha': 0.5561357230058388, 'reg_lambda': 2.7275439135505075}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,465] Trial 197 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 46, 'learning_rate': 0.018190236083858946, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8803889823123514, 'colsample_bytree': 0.6345327489432089, 'gamma': 1.526043911404962, 'reg_alpha': 0.10020163041437004, 'reg_lambda': 0.7900353859450675}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,614] Trial 198 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 142, 'learning_rate': 0.01770144341020115, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8924688319541846, 'colsample_bytree': 0.6328736985193966, 'gamma': 1.7659649659118315, 'reg_alpha': 0.09179074147971295, 'reg_lambda': 0.7582175210976051}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,789] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.018600459897377457, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8942040804400204, 'colsample_bytree': 0.6319167300949349, 'gamma': 1.906465039515797, 'reg_alpha': 0.057916852930313095, 'reg_lambda': 0.7903262621948993}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,793] A new study created in memory with name: no-name-a6e846d5-562f-41d5-90fc-091610ff1d9c
[I 2025-11-03 19:32:35,909] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.011442057796925576, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.9752045403514238, 'colsample_bytree': 0.6420267759347692, 'gamma': 1.0518837830572858, 'reg_alpha': 0.7004638902668813, 'reg_lambda': 1.4390115741392047}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:32:36,087] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.0710025787776968, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.6497617026693038, 'colsample_bytree': 0.8562774416004206, 'gamma': 3.0722983747118016, 'reg_alpha': 0.5683786052126772, 'reg_lambda': 1.973773716841377}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:32:36,368] Trial 2 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 214, 'learning_rate': 0.011833109763818014, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6749221965318873, 'colsample_bytree': 0.7423531065794864, 'gamma': 2.39970601534643, 'reg_alpha': 0.9108221554525077, 'reg_lambda': 1.4882613905412923}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 19:32:36,540] Trial 3 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 191, 'learning_rate': 0.05815849260255743, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8779792791993606, 'colsample_bytree': 0.8541244199705322, 'gamma': 1.464321109946195, 'reg_alpha': 0.09938089776843506, 'reg_lambda': 2.500511390965855}. Best is trial 3 with value: 0.7083333333333334.
[I 2025-11-03 19:32:36,709] Trial 4 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 188, 'learning_rate': 0.013275174680514288, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8559131354886756, 'colsample_bytree': 0.9945521093251306, 'gamma': 3.5885128441105705, 'reg_alpha': 0.4627990458383461, 'reg_lambda': 2.0353630330635872}. Best is trial 3 with value: 0.7083333333333334.
[I 2025-11-03 19:32:36,940] Trial 5 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 166, 'learning_rate': 0.010016526672322761, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6815292478094427, 'colsample_bytree': 0.9950798051142816, 'gamma': 4.360058997930116, 'reg_alpha': 0.40758202297922463, 'reg_lambda': 2.1136145800888197}. Best is trial 3 with value: 0.7083333333333334.
[I 2025-11-03 19:32:37,082] Trial 6 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.010980257349323452, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9317500701130839, 'colsample_bytree': 0.8815229510886544, 'gamma': 1.654483719603625, 'reg_alpha': 0.496385275041918, 'reg_lambda': 1.2273175677528019}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:37,258] Trial 7 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.27563484507517133, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9589181461958368, 'colsample_bytree': 0.9391856073760954, 'gamma': 2.5630100759899017, 'reg_alpha': 0.9730779914357233, 'reg_lambda': 1.0255079935987297}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:37,383] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 107, 'learning_rate': 0.010606310820389667, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8799159111488525, 'colsample_bytree': 0.6903335709497256, 'gamma': 0.38228102933149766, 'reg_alpha': 0.27931717322517147, 'reg_lambda': 2.693344097490039}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:37,605] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 247, 'learning_rate': 0.058437074340819524, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7927207902782325, 'colsample_bytree': 0.8796287318306706, 'gamma': 2.2904265051180723, 'reg_alpha': 0.5826110894481208, 'reg_lambda': 1.8704459581328}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:37,773] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.026061275036441813, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.7576986491461054, 'colsample_bytree': 0.7568810158070431, 'gamma': 0.04312025181288792, 'reg_alpha': 0.08516824864290123, 'reg_lambda': 0.5265565079776462}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:37,924] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 147, 'learning_rate': 0.09359457176920503, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8956566546845717, 'colsample_bytree': 0.8290893938865678, 'gamma': 1.5975635704316478, 'reg_alpha': 0.018413217483725916, 'reg_lambda': 2.5606369465732213}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:38,142] Trial 12 finished with value: 0.699404761904762 and parameters: {'n_estimators': 23, 'learning_rate': 0.033327107408612874, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9998833450026988, 'colsample_bytree': 0.8971003329827267, 'gamma': 1.4899368216310533, 'reg_alpha': 0.22398368109060096, 'reg_lambda': 1.0579951115014994}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:38,320] Trial 13 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 111, 'learning_rate': 0.12863240002798676, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9153232333181114, 'colsample_bytree': 0.7902244635326233, 'gamma': 0.9780147838030857, 'reg_alpha': 0.75054917143489, 'reg_lambda': 2.9515814346938987}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:38,443] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.13873048453197648, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9303091490774097, 'colsample_bytree': 0.7957017555535032, 'gamma': 0.7658090412265955, 'reg_alpha': 0.7714669688212487, 'reg_lambda': 2.9429296756872727}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:38,626] Trial 15 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 72, 'learning_rate': 0.18156548677470621, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8240631459524097, 'colsample_bytree': 0.7907565640781945, 'gamma': 4.936670517464478, 'reg_alpha': 0.7682873721697567, 'reg_lambda': 1.0019416671944017}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:38,791] Trial 16 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 130, 'learning_rate': 0.02771629055458988, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9321260269124506, 'colsample_bytree': 0.9271765206062829, 'gamma': 1.8806135487351299, 'reg_alpha': 0.6448516832161356, 'reg_lambda': 1.5209643105246933}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:38,934] Trial 17 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 63, 'learning_rate': 0.10137494137148396, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7783155369813767, 'colsample_bytree': 0.7301829975068022, 'gamma': 0.8156086152240376, 'reg_alpha': 0.33794542300204206, 'reg_lambda': 0.6538696840619567}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:39,070] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.04021627049658928, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.7319557544325693, 'colsample_bytree': 0.6295013978690931, 'gamma': 3.309428677447084, 'reg_alpha': 0.8651546824744286, 'reg_lambda': 1.259166522924632}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:39,336] Trial 19 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 150, 'learning_rate': 0.019779481963790126, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8283632862945931, 'colsample_bytree': 0.8249264031075284, 'gamma': 2.0689452774757573, 'reg_alpha': 0.532108540014269, 'reg_lambda': 1.6648484339876093}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:39,462] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.2581618351099747, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.9204373619214935, 'colsample_bytree': 0.9436712654306771, 'gamma': 1.0229641217464536, 'reg_alpha': 0.8221809841697413, 'reg_lambda': 2.2317967663576312}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:39,600] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.051863837207045585, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8735091554968359, 'colsample_bytree': 0.8514356377958139, 'gamma': 1.794748173638767, 'reg_alpha': 0.19363519594732326, 'reg_lambda': 2.9877088918768373}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:39,820] Trial 22 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 80, 'learning_rate': 0.0177023332844879, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8589948975596101, 'colsample_bytree': 0.8998594448386783, 'gamma': 2.801410859440695, 'reg_alpha': 0.21291762926115626, 'reg_lambda': 2.9161914871349834}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:39,954] Trial 23 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 108, 'learning_rate': 0.17981552843054455, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.907880475408022, 'colsample_bytree': 0.7806591377531096, 'gamma': 1.710411497206883, 'reg_alpha': 0.4302498639728055, 'reg_lambda': 2.337820969540722}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:40,118] Trial 24 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 62, 'learning_rate': 0.044606661880744795, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9591201080219677, 'colsample_bytree': 0.8251905136111002, 'gamma': 1.208445349262144, 'reg_alpha': 0.6385126184279322, 'reg_lambda': 2.733078726672486}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:40,254] Trial 25 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 88, 'learning_rate': 0.08421193943648099, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8421905692709261, 'colsample_bytree': 0.7059803210618915, 'gamma': 0.48624203853505477, 'reg_alpha': 0.37825001016223353, 'reg_lambda': 2.9576085780884593}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:40,401] Trial 26 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 117, 'learning_rate': 0.16080017620095266, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9511529592756597, 'colsample_bytree': 0.8466091064546442, 'gamma': 2.04603856040814, 'reg_alpha': 0.16923655949590766, 'reg_lambda': 0.7957666412949478}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:40,647] Trial 27 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 139, 'learning_rate': 0.0165919776916296, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8872396305416849, 'colsample_bytree': 0.881101357966336, 'gamma': 1.2870934266588667, 'reg_alpha': 0.3128694775347284, 'reg_lambda': 2.402156823267846}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:40,773] Trial 28 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 47, 'learning_rate': 0.043123025485668556, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9949444719099321, 'colsample_bytree': 0.7664140272921248, 'gamma': 0.4665805832570551, 'reg_alpha': 0.5031562220988677, 'reg_lambda': 2.7597590183021183}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:40,907] Trial 29 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 29, 'learning_rate': 0.12083462423307888, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8152388737582937, 'colsample_bytree': 0.6651976538669038, 'gamma': 1.0811184300720764, 'reg_alpha': 0.7168546484905984, 'reg_lambda': 1.2845150303626391}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:41,071] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 64, 'learning_rate': 0.21102082915410117, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.6014903822501723, 'colsample_bytree': 0.8102186007893677, 'gamma': 0.0356945325013841, 'reg_alpha': 0.6805854566413094, 'reg_lambda': 1.7249182435093635}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:41,226] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.06249548368213709, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8699377356465555, 'colsample_bytree': 0.8646826461155827, 'gamma': 1.5281651957937794, 'reg_alpha': 0.13040612737160573, 'reg_lambda': 2.52141125210301}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:41,638] Trial 32 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 164, 'learning_rate': 0.07906807907995204, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8709139341437129, 'colsample_bytree': 0.868232325263519, 'gamma': 1.9050959100430909, 'reg_alpha': 0.0007975753763508897, 'reg_lambda': 2.7851627369036027}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:41,886] Trial 33 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 95, 'learning_rate': 0.12271265876589628, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9364717222754435, 'colsample_bytree': 0.9163516996799681, 'gamma': 0.7802879124136508, 'reg_alpha': 0.08165464038272581, 'reg_lambda': 2.590081235302397}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:42,054] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 167, 'learning_rate': 0.061915407839083184, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8922880736376444, 'colsample_bytree': 0.9571396863857461, 'gamma': 2.2655185372206685, 'reg_alpha': 0.1416884191864914, 'reg_lambda': 2.9902546537345827}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:42,230] Trial 35 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 183, 'learning_rate': 0.022825639004188714, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9722580664027685, 'colsample_bytree': 0.8508447894663176, 'gamma': 1.401039643084296, 'reg_alpha': 0.24398993500012256, 'reg_lambda': 2.4186583329916145}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:42,382] Trial 36 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 126, 'learning_rate': 0.014103513596545925, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8572740982202692, 'colsample_bytree': 0.9015586468894946, 'gamma': 2.6582171963882946, 'reg_alpha': 0.5807489333092297, 'reg_lambda': 2.8145537939860867}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:42,646] Trial 37 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 202, 'learning_rate': 0.033834589560154296, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9122349067778253, 'colsample_bytree': 0.9703855258780725, 'gamma': 3.001547015788665, 'reg_alpha': 0.9173840514387603, 'reg_lambda': 2.195164082879731}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:42,821] Trial 38 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 79, 'learning_rate': 0.06937780294551063, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8423108613795557, 'colsample_bytree': 0.8421812214725996, 'gamma': 1.7339019732158052, 'reg_alpha': 0.16107997186054707, 'reg_lambda': 2.626620133068648}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:42,975] Trial 39 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 110, 'learning_rate': 0.050011214679657086, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.905412504818515, 'colsample_bytree': 0.7298995645243607, 'gamma': 1.0081722712639123, 'reg_alpha': 0.4577362323587421, 'reg_lambda': 1.9025325814839444}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:43,229] Trial 40 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 155, 'learning_rate': 0.10108222224082986, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9485471755849437, 'colsample_bytree': 0.8699490468877472, 'gamma': 2.2932205395591034, 'reg_alpha': 0.38313612491996035, 'reg_lambda': 1.3560992019127787}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:43,380] Trial 41 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 170, 'learning_rate': 0.06440158988144014, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8814422028776574, 'colsample_bytree': 0.9623877864080909, 'gamma': 2.1957178948885225, 'reg_alpha': 0.15723463622914444, 'reg_lambda': 2.867198849832883}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:43,526] Trial 42 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 135, 'learning_rate': 0.05874175142232545, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8973672342326655, 'colsample_bytree': 0.9735034264559128, 'gamma': 1.5671689690276036, 'reg_alpha': 0.11579513402750567, 'reg_lambda': 2.952317394132587}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:43,680] Trial 43 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 185, 'learning_rate': 0.05114432594395993, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9749867938557477, 'colsample_bytree': 0.8161981351397436, 'gamma': 2.480692074760511, 'reg_alpha': 0.3000466508939881, 'reg_lambda': 2.4690595926631307}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:43,946] Trial 44 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 219, 'learning_rate': 0.033677885345184205, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9755190367470544, 'colsample_bytree': 0.8132971468594552, 'gamma': 3.5652557869119557, 'reg_alpha': 0.2805472608924555, 'reg_lambda': 2.001836156763825}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:44,127] Trial 45 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 182, 'learning_rate': 0.05107329081040717, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9737935753352105, 'colsample_bytree': 0.7771385461728015, 'gamma': 2.4929288805455414, 'reg_alpha': 0.04031716906188898, 'reg_lambda': 2.6722725069063946}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:44,289] Trial 46 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 194, 'learning_rate': 0.012452597939847586, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.92516804556945, 'colsample_bytree': 0.7526108893353116, 'gamma': 1.878591926496878, 'reg_alpha': 0.19634357858409096, 'reg_lambda': 2.5103770896112847}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:44,492] Trial 47 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 99, 'learning_rate': 0.026098905431396736, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8029497763940083, 'colsample_bytree': 0.8074537165288911, 'gamma': 1.361066180799642, 'reg_alpha': 0.2862816554509776, 'reg_lambda': 1.5979140178136328}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:44,668] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 231, 'learning_rate': 0.08189944013255854, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9863170400231984, 'colsample_bytree': 0.8613827402384856, 'gamma': 2.8180745733075248, 'reg_alpha': 0.36155628134841045, 'reg_lambda': 2.2868884391314075}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:44,827] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.03696802907551242, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.937545134054697, 'colsample_bytree': 0.8848627580882257, 'gamma': 1.6807864868067386, 'reg_alpha': 0.09235739817525224, 'reg_lambda': 2.0993129063744944}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:45,065] Trial 50 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 142, 'learning_rate': 0.12313409618539806, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7246890935041547, 'colsample_bytree': 0.8321733446592726, 'gamma': 4.450313160903097, 'reg_alpha': 0.2372391974551975, 'reg_lambda': 2.481688652197677}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:45,206] Trial 51 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 154, 'learning_rate': 0.06413779553555746, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8712355740174318, 'colsample_bytree': 0.9203614811459679, 'gamma': 2.38040023402305, 'reg_alpha': 0.047346232372676655, 'reg_lambda': 2.9738291680051816}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:45,367] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.04856710556705597, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8987050322216205, 'colsample_bytree': 0.6022676027098597, 'gamma': 2.0268134510565226, 'reg_alpha': 0.1309568091507754, 'reg_lambda': 2.8341510548826108}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:45,743] Trial 53 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 197, 'learning_rate': 0.05272740672245803, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9184597769170109, 'colsample_bytree': 0.654160973577548, 'gamma': 1.9955262773581026, 'reg_alpha': 0.5350980619860256, 'reg_lambda': 2.6638768114840548}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:45,959] Trial 54 finished with value: 0.630952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.2965111838576481, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9585583306881077, 'colsample_bytree': 0.6048030677750009, 'gamma': 1.5092572796524388, 'reg_alpha': 0.9882999497300322, 'reg_lambda': 2.8487591582407763}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:46,134] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 208, 'learning_rate': 0.030477712439122197, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8379414400853518, 'colsample_bytree': 0.7940688551967893, 'gamma': 1.7819038774137461, 'reg_alpha': 0.18754767498774977, 'reg_lambda': 1.1617864591393632}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:46,265] Trial 56 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 116, 'learning_rate': 0.022757972791546822, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8586895445993334, 'colsample_bytree': 0.6931693874603838, 'gamma': 2.1368438080564136, 'reg_alpha': 0.25543006585159717, 'reg_lambda': 0.8479823400797994}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:46,465] Trial 57 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 86, 'learning_rate': 0.04619738720105955, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9435323818594109, 'colsample_bytree': 0.8895152696286214, 'gamma': 2.687047244610124, 'reg_alpha': 0.1286985353048601, 'reg_lambda': 2.728286674594003}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:46,617] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 76, 'learning_rate': 0.040355542502619045, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9047155681863462, 'colsample_bytree': 0.9041951482467642, 'gamma': 1.1938516333044127, 'reg_alpha': 0.3214241630148837, 'reg_lambda': 2.5929826233160473}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:46,785] Trial 59 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 178, 'learning_rate': 0.07518497527018851, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8731875551187525, 'colsample_bytree': 0.8443337207006022, 'gamma': 0.5682449666452853, 'reg_alpha': 0.05771593892860377, 'reg_lambda': 2.8366754870799875}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:46,912] Trial 60 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 55, 'learning_rate': 0.0947347066889319, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7798897146905388, 'colsample_bytree': 0.8705242002630976, 'gamma': 0.9554392400682876, 'reg_alpha': 0.4118059980651406, 'reg_lambda': 2.8810851513566003}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,026] Trial 61 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 51, 'learning_rate': 0.1095845187190285, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7719130309875787, 'colsample_bytree': 0.8651995197379097, 'gamma': 0.2998703441766539, 'reg_alpha': 0.4649579719334306, 'reg_lambda': 2.846315586352495}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,134] Trial 62 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 36, 'learning_rate': 0.15197721786750096, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7673903770336855, 'colsample_bytree': 0.8660741003083781, 'gamma': 0.634691196080655, 'reg_alpha': 0.4338106217272454, 'reg_lambda': 2.486433591418419}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,348] Trial 63 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 56, 'learning_rate': 0.092336506283461, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.737249524826481, 'colsample_bytree': 0.8784109254697072, 'gamma': 0.3572260306877701, 'reg_alpha': 0.5010687345512438, 'reg_lambda': 2.859270337384954}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,472] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.10231072537303454, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7821846902778021, 'colsample_bytree': 0.8358711637224183, 'gamma': 0.3148163895232976, 'reg_alpha': 0.6195583015639787, 'reg_lambda': 2.742243560870595}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,599] Trial 65 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 69, 'learning_rate': 0.11225379235998029, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7515702399306831, 'colsample_bytree': 0.8174884831568358, 'gamma': 0.19952001316703927, 'reg_alpha': 0.46743066913466624, 'reg_lambda': 2.392614956402562}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,688] Trial 66 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 36, 'learning_rate': 0.13526499146552456, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7094614778502641, 'colsample_bytree': 0.9357391505567637, 'gamma': 0.9332762535009632, 'reg_alpha': 0.5459933813360681, 'reg_lambda': 2.5318045311979427}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,868] Trial 67 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 24, 'learning_rate': 0.09325630721853694, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7968891756943529, 'colsample_bytree': 0.6015368704715705, 'gamma': 0.8571012986404342, 'reg_alpha': 0.40251722670035256, 'reg_lambda': 1.8400442401682229}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:48,017] Trial 68 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 148, 'learning_rate': 0.13174977965127752, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7704984088867084, 'colsample_bytree': 0.9133300052869565, 'gamma': 0.1890526335479824, 'reg_alpha': 0.35188790854272245, 'reg_lambda': 2.887155059859368}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:48,134] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 51, 'learning_rate': 0.18493631017970447, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.6861896036693571, 'colsample_bytree': 0.8565613412050086, 'gamma': 1.1876229888511718, 'reg_alpha': 0.45765192227845114, 'reg_lambda': 2.7002461190627782}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:48,358] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.07102532501072825, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.804936924047293, 'colsample_bytree': 0.6234102780697559, 'gamma': 0.7534378890724643, 'reg_alpha': 0.6158373473181148, 'reg_lambda': 2.7804762686707365}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:48,485] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 104, 'learning_rate': 0.08616128266653983, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7842597903861149, 'colsample_bytree': 0.8735887752296326, 'gamma': 1.4454638589722906, 'reg_alpha': 0.20888231890472178, 'reg_lambda': 2.907047031388939}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:48,611] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 106, 'learning_rate': 0.1075407007685978, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7892071292924615, 'colsample_bytree': 0.8937073815415477, 'gamma': 1.4381996376069042, 'reg_alpha': 0.40943341193237587, 'reg_lambda': 2.9070340589844643}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:48,930] Trial 73 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 95, 'learning_rate': 0.10951721657022911, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7468914552971853, 'colsample_bytree': 0.8923595950347943, 'gamma': 1.3826289094018571, 'reg_alpha': 0.3169181462389605, 'reg_lambda': 2.91791881582243}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:49,066] Trial 74 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 103, 'learning_rate': 0.08887313122077076, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7890518853974617, 'colsample_bytree': 0.8721039108106137, 'gamma': 1.0809924491902125, 'reg_alpha': 0.41068521545433256, 'reg_lambda': 2.799803529902396}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:49,283] Trial 75 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 112, 'learning_rate': 0.07593572968802272, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7644280373898789, 'colsample_bytree': 0.7243507313187109, 'gamma': 1.5411024857160316, 'reg_alpha': 0.26449536602887336, 'reg_lambda': 2.9972301125203438}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:49,417] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.10380453652768828, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.8167182674832925, 'colsample_bytree': 0.85759405436157, 'gamma': 1.2588910485469011, 'reg_alpha': 0.21324558493812523, 'reg_lambda': 2.617149003103134}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:49,665] Trial 77 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.15291700376650144, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7793832602742522, 'colsample_bytree': 0.9106293538677305, 'gamma': 0.69871505991972, 'reg_alpha': 0.7697117297272366, 'reg_lambda': 2.6772748728550853}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:49,807] Trial 78 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 141, 'learning_rate': 0.056438856242921456, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8131939795014405, 'colsample_bytree': 0.7820916311811922, 'gamma': 0.8979560085811376, 'reg_alpha': 0.3747493237757213, 'reg_lambda': 2.8090334742190617}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:49,970] Trial 79 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 190, 'learning_rate': 0.11270352605432653, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8308794137972422, 'colsample_bytree': 0.671339825117765, 'gamma': 1.950624826039144, 'reg_alpha': 0.4766706942542115, 'reg_lambda': 2.9395309368593847}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:50,205] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.08359219882297918, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.788548252022123, 'colsample_bytree': 0.8236732046536286, 'gamma': 1.6320020059195448, 'reg_alpha': 0.9373215921829499, 'reg_lambda': 2.8903951091773927}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:50,346] Trial 81 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 108, 'learning_rate': 0.07363786166307651, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.772020619791889, 'colsample_bytree': 0.7245128073347286, 'gamma': 1.474194298878705, 'reg_alpha': 0.2893297111011348, 'reg_lambda': 2.9184172415629233}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:50,519] Trial 82 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 114, 'learning_rate': 0.047015469321713306, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7563844146778143, 'colsample_bytree': 0.7181612017051403, 'gamma': 1.1054487686872885, 'reg_alpha': 0.8363238848525124, 'reg_lambda': 2.993351986739497}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:50,761] Trial 83 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 134, 'learning_rate': 0.06677744113829864, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7386190375036614, 'colsample_bytree': 0.7500297393437426, 'gamma': 1.3132697627246905, 'reg_alpha': 0.18184697110223508, 'reg_lambda': 2.7527643183719888}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:50,900] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 91, 'learning_rate': 0.07938932404193624, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7634320758357183, 'colsample_bytree': 0.762035252233763, 'gamma': 1.601430070235198, 'reg_alpha': 0.26060917130569605, 'reg_lambda': 2.9934468558773855}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:51,044] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 121, 'learning_rate': 0.06029381285546094, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7204851485396034, 'colsample_bytree': 0.8007729781331968, 'gamma': 1.8480526088559972, 'reg_alpha': 0.10951381388851135, 'reg_lambda': 2.885580377309809}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:51,175] Trial 86 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 104, 'learning_rate': 0.08737034210716288, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8052618541145478, 'colsample_bytree': 0.8745093337473917, 'gamma': 1.4375659555925362, 'reg_alpha': 0.1432770090644833, 'reg_lambda': 2.63830239733009}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:51,373] Trial 87 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 43, 'learning_rate': 0.09933338860211019, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7938196781297879, 'colsample_bytree': 0.92824777840052, 'gamma': 3.058313685645521, 'reg_alpha': 0.346351457898943, 'reg_lambda': 2.835029309347255}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:51,526] Trial 88 finished with value: 0.726190476190476 and parameters: {'n_estimators': 125, 'learning_rate': 0.12467160190952088, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8502532655585978, 'colsample_bytree': 0.8406987048135794, 'gamma': 2.11406006062256, 'reg_alpha': 0.40110839761154654, 'reg_lambda': 2.5455247459124544}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:51,698] Trial 89 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 164, 'learning_rate': 0.05644626126338921, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8243937851089258, 'colsample_bytree': 0.7721885891274354, 'gamma': 2.4623495025761293, 'reg_alpha': 0.2247455010787948, 'reg_lambda': 2.171472167529539}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:51,818] Trial 90 finished with value: 0.693452380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.0733805427281821, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7826946924752602, 'colsample_bytree': 0.8945859715135168, 'gamma': 1.7042165509440554, 'reg_alpha': 0.7289595714457427, 'reg_lambda': 2.703877506385411}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:52,045] Trial 91 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.08519750169555779, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7906081628411176, 'colsample_bytree': 0.8192162189949173, 'gamma': 1.586086897621239, 'reg_alpha': 0.9012271770844555, 'reg_lambda': 2.9060382669288325}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:52,250] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 185, 'learning_rate': 0.07878148368730123, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7475914565801903, 'colsample_bytree': 0.7424732345798861, 'gamma': 0.9732597525631907, 'reg_alpha': 0.9185419971712301, 'reg_lambda': 2.7811785572108843}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:52,448] Trial 93 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 178, 'learning_rate': 0.09591918535771855, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7722679046865026, 'colsample_bytree': 0.8325884891567863, 'gamma': 1.7862419781943453, 'reg_alpha': 0.8087103270911455, 'reg_lambda': 2.9328474216733644}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:52,798] Trial 94 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 205, 'learning_rate': 0.11453243140024247, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7574356561265074, 'colsample_bytree': 0.8511438434271453, 'gamma': 2.3198629722317197, 'reg_alpha': 0.8015657838180951, 'reg_lambda': 2.940614582039015}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:52,966] Trial 95 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 179, 'learning_rate': 0.14382454926688856, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7637384900084986, 'colsample_bytree': 0.8843496610582363, 'gamma': 1.7927377633263077, 'reg_alpha': 0.4281923988919521, 'reg_lambda': 2.8320608226707815}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:53,179] Trial 96 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 67, 'learning_rate': 0.17146676958640297, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7747195618748179, 'colsample_bytree': 0.8320317558562098, 'gamma': 1.999787332360091, 'reg_alpha': 0.7430353662090723, 'reg_lambda': 2.978468434236495}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:53,424] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.09789703871077252, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8842525878168908, 'colsample_bytree': 0.8659828584984703, 'gamma': 1.5084809456694575, 'reg_alpha': 0.6880543991765744, 'reg_lambda': 2.2988338676380438}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:53,638] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.0977298022413015, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8642777513005716, 'colsample_bytree': 0.8599334144183469, 'gamma': 0.5290723333208182, 'reg_alpha': 0.6921862570476789, 'reg_lambda': 2.4337986909132736}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:53,821] Trial 99 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 199, 'learning_rate': 0.04278666741440868, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8935835073906511, 'colsample_bytree': 0.8662228533726457, 'gamma': 1.1340210981549639, 'reg_alpha': 0.8326850367553315, 'reg_lambda': 2.3178874229528947}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:53,954] Trial 100 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 80, 'learning_rate': 0.10894984325426461, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8814772945538614, 'colsample_bytree': 0.9060660524793334, 'gamma': 2.2036108990891328, 'reg_alpha': 0.7888974263192604, 'reg_lambda': 2.5835408321353737}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:54,100] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.06503433829345905, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9046067122047422, 'colsample_bytree': 0.8043371697483459, 'gamma': 1.5059566591214992, 'reg_alpha': 0.674087405459878, 'reg_lambda': 2.7281662948573815}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:54,355] Trial 102 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 93, 'learning_rate': 0.049015641033287226, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9145748054690941, 'colsample_bytree': 0.8458693595375005, 'gamma': 1.354288971484582, 'reg_alpha': 0.8581624100222286, 'reg_lambda': 2.867362870560841}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:54,529] Trial 103 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 102, 'learning_rate': 0.09415771524925558, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8150873623710997, 'colsample_bytree': 0.8814957380689951, 'gamma': 1.267896443755746, 'reg_alpha': 0.7561622043780327, 'reg_lambda': 2.779893154802575}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:54,672] Trial 104 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 135, 'learning_rate': 0.12595329276929745, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.88603408365464, 'colsample_bytree': 0.7910106247143788, 'gamma': 3.2390953449063415, 'reg_alpha': 0.2937645173750645, 'reg_lambda': 2.3784591332288705}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:54,804] Trial 105 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 73, 'learning_rate': 0.1046453421229563, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9666283569118919, 'colsample_bytree': 0.8983233481299377, 'gamma': 1.9101260589530602, 'reg_alpha': 0.06503558479948755, 'reg_lambda': 2.9995359452660004}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:55,092] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 160, 'learning_rate': 0.11898823821811638, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7827273709829953, 'colsample_bytree': 0.6889651948413582, 'gamma': 1.7047540634380192, 'reg_alpha': 0.5558540944850983, 'reg_lambda': 2.251261114773376}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:55,237] Trial 107 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 145, 'learning_rate': 0.09006230022872784, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7972559527190788, 'colsample_bytree': 0.8402706522204196, 'gamma': 1.5294033961251519, 'reg_alpha': 0.5183718743231205, 'reg_lambda': 2.9126996246769306}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:55,394] Trial 108 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 154, 'learning_rate': 0.06901524388878279, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9859430106086141, 'colsample_bytree': 0.8648333011040534, 'gamma': 2.05482985411877, 'reg_alpha': 0.49018358350308666, 'reg_lambda': 2.649296887783721}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:55,527] Trial 109 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 96, 'learning_rate': 0.053302406272482665, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9264613376372074, 'colsample_bytree': 0.6337238493512115, 'gamma': 2.601483332223565, 'reg_alpha': 0.3301870280372089, 'reg_lambda': 2.454097653023227}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:55,798] Trial 110 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 189, 'learning_rate': 0.0772812453468583, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7648242200588314, 'colsample_bytree': 0.8517828236483114, 'gamma': 1.0188187097086396, 'reg_alpha': 0.44781872722466476, 'reg_lambda': 2.8589971737773707}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:55,957] Trial 111 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 169, 'learning_rate': 0.08380001779275473, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7884278178862595, 'colsample_bytree': 0.8912283677428358, 'gamma': 1.62951514557989, 'reg_alpha': 0.9440252967480365, 'reg_lambda': 2.9336919250932647}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:56,113] Trial 112 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 178, 'learning_rate': 0.09613209344720665, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8036213420846453, 'colsample_bytree': 0.876507524321192, 'gamma': 1.6497962236980936, 'reg_alpha': 0.9999994037069678, 'reg_lambda': 2.073972869308327}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:56,314] Trial 113 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 111, 'learning_rate': 0.14169648253789727, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.740930640587409, 'colsample_bytree': 0.8261063771480327, 'gamma': 1.8069933900281403, 'reg_alpha': 0.8832513122042507, 'reg_lambda': 2.8722494084330426}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:56,470] Trial 114 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 174, 'learning_rate': 0.08323712572503013, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7794103305424607, 'colsample_bytree': 0.8206580474425522, 'gamma': 1.331086754607798, 'reg_alpha': 0.9552331726529387, 'reg_lambda': 2.7965847501709464}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:56,636] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.06303531147083628, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8999643740300748, 'colsample_bytree': 0.8292731381360365, 'gamma': 1.2057185420711358, 'reg_alpha': 0.809682623365841, 'reg_lambda': 2.7153776504789464}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:56,798] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 196, 'learning_rate': 0.05988642328800164, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.938679074981483, 'colsample_bytree': 0.835761566836722, 'gamma': 1.1898827554457463, 'reg_alpha': 0.810263916197518, 'reg_lambda': 2.684229748246642}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:57,111] Trial 117 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.03749603154996914, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9402933103440382, 'colsample_bytree': 0.8102469774259768, 'gamma': 1.1810870299957688, 'reg_alpha': 0.8201978783009772, 'reg_lambda': 2.57602974229052}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:57,284] Trial 118 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.037091617012595786, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9421438593833741, 'colsample_bytree': 0.8138581803693318, 'gamma': 0.8562594913735644, 'reg_alpha': 0.796107761062977, 'reg_lambda': 2.552468539708242}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:57,459] Trial 119 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 196, 'learning_rate': 0.030335122706038546, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9423243083708144, 'colsample_bytree': 0.8105469989616813, 'gamma': 0.8497788470496875, 'reg_alpha': 0.8025621970843355, 'reg_lambda': 2.572434613077138}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:57,756] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 223, 'learning_rate': 0.03815897680647132, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9338844714028459, 'colsample_bytree': 0.7842502004830786, 'gamma': 0.668571985500114, 'reg_alpha': 0.8146198266897561, 'reg_lambda': 2.7063179564021884}. Best is trial 120 with value: 0.75.
[I 2025-11-03 19:32:57,954] Trial 121 finished with value: 0.755952380952381 and parameters: {'n_estimators': 242, 'learning_rate': 0.03719313819912281, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.950055582889339, 'colsample_bytree': 0.7858967553346449, 'gamma': 0.6882372420057793, 'reg_alpha': 0.8160956352563129, 'reg_lambda': 2.624721124674771}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:58,152] Trial 122 finished with value: 0.755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.03555516429717413, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9343285435890103, 'colsample_bytree': 0.7892586834044393, 'gamma': 0.6327125118164598, 'reg_alpha': 0.8572182079289956, 'reg_lambda': 2.481802667552961}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:58,355] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.03884725924853342, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9597376196277415, 'colsample_bytree': 0.7831120483551711, 'gamma': 0.666381152259355, 'reg_alpha': 0.8570863186434935, 'reg_lambda': 2.495426262980231}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:58,551] Trial 124 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 248, 'learning_rate': 0.03472710308052342, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9501290824214004, 'colsample_bytree': 0.7861031738400761, 'gamma': 0.6913062750593096, 'reg_alpha': 0.8561866590431622, 'reg_lambda': 2.5023694167332384}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:58,826] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 241, 'learning_rate': 0.036996406479591355, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9242635479984632, 'colsample_bytree': 0.7731594933031785, 'gamma': 0.42158860143728816, 'reg_alpha': 0.8089017297844231, 'reg_lambda': 2.6206118246532064}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:59,025] Trial 126 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 233, 'learning_rate': 0.03649454289740878, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9304485971993031, 'colsample_bytree': 0.7742891051257004, 'gamma': 0.45323706085773086, 'reg_alpha': 0.7878944813415645, 'reg_lambda': 2.602498978480819}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:59,215] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.04076221718718359, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9576881614894363, 'colsample_bytree': 0.7987902345465663, 'gamma': 0.6142920040457638, 'reg_alpha': 0.8797482963956678, 'reg_lambda': 2.337207435373964}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:59,565] Trial 128 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 242, 'learning_rate': 0.030853730830280666, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9216839384614153, 'colsample_bytree': 0.7693236040447667, 'gamma': 0.8069722904611565, 'reg_alpha': 0.8425204466026046, 'reg_lambda': 2.52839027185649}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:59,767] Trial 129 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 241, 'learning_rate': 0.037520577920660776, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9380669347539199, 'colsample_bytree': 0.7874554956313569, 'gamma': 0.4642422373636374, 'reg_alpha': 0.8241830020210379, 'reg_lambda': 2.654679892990509}. Best is trial 129 with value: 0.7619047619047619.
[I 2025-11-03 19:32:59,973] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.03781576178592014, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9376907751249669, 'colsample_bytree': 0.7612086458041003, 'gamma': 0.20027020563196918, 'reg_alpha': 0.8168019054194672, 'reg_lambda': 2.6555399582345243}. Best is trial 129 with value: 0.7619047619047619.
[I 2025-11-03 19:33:00,184] Trial 131 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.03779267717251447, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9388473846793258, 'colsample_bytree': 0.7615777794791218, 'gamma': 0.16173078767604332, 'reg_alpha': 0.7849176775183806, 'reg_lambda': 2.647239587247247}. Best is trial 129 with value: 0.7619047619047619.
[I 2025-11-03 19:33:00,465] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.02735761299572258, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9335110794799342, 'colsample_bytree': 0.7850847163006849, 'gamma': 0.3795683210675235, 'reg_alpha': 0.8188693751282994, 'reg_lambda': 2.7121193912506216}. Best is trial 129 with value: 0.7619047619047619.
[I 2025-11-03 19:33:00,657] Trial 133 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.027195026325831435, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9646791899440104, 'colsample_bytree': 0.7875430464831403, 'gamma': 0.42489238568601695, 'reg_alpha': 0.7144848022506313, 'reg_lambda': 2.7000142791225485}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:00,847] Trial 134 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 235, 'learning_rate': 0.024744068074423097, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9649919396330219, 'colsample_bytree': 0.7878144392640275, 'gamma': 0.5842816207239824, 'reg_alpha': 0.7436124987884111, 'reg_lambda': 2.72159460765285}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:01,110] Trial 135 finished with value: 0.755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.021917094993676427, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9507634350824756, 'colsample_bytree': 0.7937959577335241, 'gamma': 0.7439307355204692, 'reg_alpha': 0.7214706239750788, 'reg_lambda': 2.5625618276547613}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:01,318] Trial 136 finished with value: 0.755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.02810015974759865, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.945399261280232, 'colsample_bytree': 0.7975935246711734, 'gamma': 0.6879018431389254, 'reg_alpha': 0.7175088983645648, 'reg_lambda': 2.5553011495523816}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:01,548] Trial 137 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 245, 'learning_rate': 0.02147727753307968, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9486001163739295, 'colsample_bytree': 0.7992296808685754, 'gamma': 0.752533105233213, 'reg_alpha': 0.7202092809618272, 'reg_lambda': 2.5524983615493966}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:01,863] Trial 138 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.027474993623800598, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9114616669318105, 'colsample_bytree': 0.8073314031821993, 'gamma': 0.4845254268355188, 'reg_alpha': 0.7670036974718911, 'reg_lambda': 2.4127803605117304}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:02,067] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.027635903649632792, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9163229159038562, 'colsample_bytree': 0.8077550656030985, 'gamma': 0.3295327139150641, 'reg_alpha': 0.6669941676451213, 'reg_lambda': 2.386178330374232}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:02,259] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.018880842823862657, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9853158588634625, 'colsample_bytree': 0.7932436676057699, 'gamma': 0.4515035949808509, 'reg_alpha': 0.763633264502583, 'reg_lambda': 2.4107601367755653}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:02,457] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 212, 'learning_rate': 0.031618068025529064, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.932487955796044, 'colsample_bytree': 0.7802356860997582, 'gamma': 0.06765536260069444, 'reg_alpha': 0.7058515914863793, 'reg_lambda': 2.6838882386816976}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:02,760] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 210, 'learning_rate': 0.03149767465305432, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9327442471043177, 'colsample_bytree': 0.7938021172093385, 'gamma': 0.01065610927626004, 'reg_alpha': 0.709845534104181, 'reg_lambda': 2.565829868639019}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:02,953] Trial 143 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 212, 'learning_rate': 0.031238945970208175, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9295954050497979, 'colsample_bytree': 0.7803552988423079, 'gamma': 0.013742566290745682, 'reg_alpha': 0.7067177359504664, 'reg_lambda': 2.4631044583009176}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:03,153] Trial 144 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.028655047288054115, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9522851840255615, 'colsample_bytree': 0.7948757298213045, 'gamma': 0.12976048164656967, 'reg_alpha': 0.6538512740215113, 'reg_lambda': 2.5797555654376176}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:03,365] Trial 145 finished with value: 0.755952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.028594157517503417, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9502729515996896, 'colsample_bytree': 0.793600845082543, 'gamma': 0.07200543045809979, 'reg_alpha': 0.6501634513322537, 'reg_lambda': 2.5648370934636486}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:03,672] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 245, 'learning_rate': 0.024186447302389422, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9533994415893567, 'colsample_bytree': 0.7942895617006028, 'gamma': 0.13221823118821632, 'reg_alpha': 0.6521467666254808, 'reg_lambda': 2.5704359688877365}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:03,854] Trial 147 finished with value: 0.761904761904762 and parameters: {'n_estimators': 222, 'learning_rate': 0.029843079023879726, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9676692303109785, 'colsample_bytree': 0.7790187417258941, 'gamma': 0.0946382876382154, 'reg_alpha': 0.7357094051971736, 'reg_lambda': 2.5393254102235185}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:04,045] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.03322876554679899, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9696943407043136, 'colsample_bytree': 0.7772662418505628, 'gamma': 0.09681047155605527, 'reg_alpha': 0.6261073137339017, 'reg_lambda': 2.5998598288610233}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:04,347] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.029474452044202064, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9770817303476573, 'colsample_bytree': 0.7500840143530694, 'gamma': 0.25184450561486127, 'reg_alpha': 0.7310457010763414, 'reg_lambda': 2.529287960155081}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:04,539] Trial 150 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 250, 'learning_rate': 0.02948552427915338, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9959932660238677, 'colsample_bytree': 0.7492242191839775, 'gamma': 0.2646774316831282, 'reg_alpha': 0.7322008923270348, 'reg_lambda': 2.4860399344183826}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:04,731] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 219, 'learning_rate': 0.032591988303286475, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9454751189220771, 'colsample_bytree': 0.7997050585667964, 'gamma': 0.006788892004604599, 'reg_alpha': 0.7038103402343424, 'reg_lambda': 2.54055673158242}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:05,029] Trial 152 finished with value: 0.755952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.03485173592887652, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9785436178502062, 'colsample_bytree': 0.7673849175742937, 'gamma': 0.2539610385805044, 'reg_alpha': 0.5932699208366577, 'reg_lambda': 2.628005358952612}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:05,219] Trial 153 finished with value: 0.761904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.029006836654512532, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9775592707556878, 'colsample_bytree': 0.7660567801614254, 'gamma': 0.2305544482191933, 'reg_alpha': 0.5896326706034324, 'reg_lambda': 2.6390618454571233}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:05,416] Trial 154 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 231, 'learning_rate': 0.025437012148732247, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9819348263589129, 'colsample_bytree': 0.767263849693515, 'gamma': 0.23234326515765416, 'reg_alpha': 0.5998207153181494, 'reg_lambda': 2.620359265204546}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:05,679] Trial 155 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 228, 'learning_rate': 0.028821716339813914, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9791137740895176, 'colsample_bytree': 0.7552585895006473, 'gamma': 0.09331989026399483, 'reg_alpha': 0.6599529238792309, 'reg_lambda': 2.672191371502808}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:05,883] Trial 156 finished with value: 0.755952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.02174997304945402, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9632867329151883, 'colsample_bytree': 0.7408493195266638, 'gamma': 0.3230114194261556, 'reg_alpha': 0.638151641168156, 'reg_lambda': 2.459870571616135}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:06,070] Trial 157 finished with value: 0.755952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.022562800181923068, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9623947406182974, 'colsample_bytree': 0.7461060137347947, 'gamma': 0.29722445605106446, 'reg_alpha': 0.6419759198003403, 'reg_lambda': 2.511647164514038}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:06,246] Trial 158 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.021677748919647046, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9605184173912169, 'colsample_bytree': 0.7423976128984556, 'gamma': 0.36864349400454755, 'reg_alpha': 0.5738417252862604, 'reg_lambda': 2.4684283120463504}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:06,534] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 239, 'learning_rate': 0.01656510063212251, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9682658202483375, 'colsample_bytree': 0.7313182349292648, 'gamma': 0.09380504816813381, 'reg_alpha': 0.5983600214153789, 'reg_lambda': 2.627378017759752}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:06,881] Trial 160 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 245, 'learning_rate': 0.0237932789189764, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9539856597267362, 'colsample_bytree': 0.7660723948904004, 'gamma': 0.5383456904002968, 'reg_alpha': 0.6807538045769979, 'reg_lambda': 2.6760168635314567}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:07,072] Trial 161 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 233, 'learning_rate': 0.02004284179605458, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9921419501911705, 'colsample_bytree': 0.7362727461913553, 'gamma': 0.309651781383172, 'reg_alpha': 0.6452159890275485, 'reg_lambda': 2.505967367085765}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:07,307] Trial 162 finished with value: 0.755952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.026000233443153636, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9773077444483924, 'colsample_bytree': 0.7798954009085651, 'gamma': 0.27863272335923284, 'reg_alpha': 0.6363461858527002, 'reg_lambda': 2.5407680038406824}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:07,500] Trial 163 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 229, 'learning_rate': 0.026739025927993265, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9638249812982728, 'colsample_bytree': 0.7793657441039633, 'gamma': 0.13267186905582176, 'reg_alpha': 0.6417062115776458, 'reg_lambda': 2.587456063747623}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:07,850] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 245, 'learning_rate': 0.03453671609848564, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9735690530165517, 'colsample_bytree': 0.789248792739512, 'gamma': 0.23330581595814964, 'reg_alpha': 0.603179328033594, 'reg_lambda': 2.4420269644896386}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:08,054] Trial 165 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 216, 'learning_rate': 0.0344280331792465, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9717995880774637, 'colsample_bytree': 0.7890472443905575, 'gamma': 0.25172024004514065, 'reg_alpha': 0.5965312104858121, 'reg_lambda': 2.4452552300343826}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:08,259] Trial 166 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.03191555504007305, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9916628353732265, 'colsample_bytree': 0.7718996636929389, 'gamma': 0.3973665887357741, 'reg_alpha': 0.6158987954848769, 'reg_lambda': 2.755901311276418}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:08,552] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.02164893211570823, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9758772036067528, 'colsample_bytree': 0.7559213846125352, 'gamma': 0.47005890092840824, 'reg_alpha': 0.6951797257131042, 'reg_lambda': 2.3641396904335785}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:08,748] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 235, 'learning_rate': 0.02322732051933942, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9593653623782616, 'colsample_bytree': 0.7802820775224951, 'gamma': 0.007114044216312176, 'reg_alpha': 0.6294546876043645, 'reg_lambda': 2.510927315969945}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:08,938] Trial 169 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 244, 'learning_rate': 0.04225343556508088, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.624963860560427, 'colsample_bytree': 0.7873174439898011, 'gamma': 0.5732472298802106, 'reg_alpha': 0.7137306590485168, 'reg_lambda': 2.4256927145257374}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:09,209] Trial 170 finished with value: 0.755952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.02574691559561174, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9484162246964856, 'colsample_bytree': 0.7644458357163285, 'gamma': 0.3153967511993681, 'reg_alpha': 0.6765251846590188, 'reg_lambda': 2.632050402944543}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:09,391] Trial 171 finished with value: 0.755952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.02638642963062465, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9466095783924272, 'colsample_bytree': 0.759611832985301, 'gamma': 0.3238616588765566, 'reg_alpha': 0.6761786919485444, 'reg_lambda': 2.641153218840586}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:09,574] Trial 172 finished with value: 0.755952380952381 and parameters: {'n_estimators': 205, 'learning_rate': 0.025252761026510907, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9670668364429582, 'colsample_bytree': 0.7619124274862031, 'gamma': 0.32307548676124775, 'reg_alpha': 0.6755947889624798, 'reg_lambda': 2.665764388060188}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:10,574] Trial 173 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.02476748987783267, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9667132761587535, 'colsample_bytree': 0.7624394976995952, 'gamma': 0.30018293670803825, 'reg_alpha': 0.6739624230328859, 'reg_lambda': 2.636055191600073}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:10,759] Trial 174 finished with value: 0.755952380952381 and parameters: {'n_estimators': 202, 'learning_rate': 0.022533148431044925, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9504169925431919, 'colsample_bytree': 0.770277442851834, 'gamma': 0.2106460609135292, 'reg_alpha': 0.5661583854410973, 'reg_lambda': 2.6640397097274984}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:10,961] Trial 175 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.026065762336808726, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9831687572661069, 'colsample_bytree': 0.7386742800444733, 'gamma': 0.39310167013101205, 'reg_alpha': 0.6857110153648137, 'reg_lambda': 2.6229566579523933}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:11,365] Trial 176 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.018895993897907484, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.999619930565699, 'colsample_bytree': 0.7480298206686062, 'gamma': 0.31466533610189346, 'reg_alpha': 0.5873098165124959, 'reg_lambda': 2.738956021210237}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:11,573] Trial 177 finished with value: 0.755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.026095899177632127, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.973344733511833, 'colsample_bytree': 0.7580223240376348, 'gamma': 0.49249437338637814, 'reg_alpha': 0.636400202597354, 'reg_lambda': 1.4915358501974791}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:11,833] Trial 178 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.020802718919472222, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9596900356505637, 'colsample_bytree': 0.7155713338264769, 'gamma': 0.19798689891756233, 'reg_alpha': 0.6652832723650152, 'reg_lambda': 2.509288577748141}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:12,174] Trial 179 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.034062581686457954, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9465779756650876, 'colsample_bytree': 0.7728694452696093, 'gamma': 0.37829334175007295, 'reg_alpha': 0.6129390759302085, 'reg_lambda': 2.4640427871634984}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:12,406] Trial 180 finished with value: 0.755952380952381 and parameters: {'n_estimators': 217, 'learning_rate': 0.028426407279412886, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9658639815256702, 'colsample_bytree': 0.7660576311476183, 'gamma': 0.262311114458797, 'reg_alpha': 0.6504140378534488, 'reg_lambda': 2.6632575854291836}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:12,595] Trial 181 finished with value: 0.755952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.022325159605100495, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9513959541062039, 'colsample_bytree': 0.7748742972289715, 'gamma': 0.1676679222336654, 'reg_alpha': 0.5535113824114075, 'reg_lambda': 2.65727289637596}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:12,899] Trial 182 finished with value: 0.755952380952381 and parameters: {'n_estimators': 226, 'learning_rate': 0.02399291782610404, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9500294298416171, 'colsample_bytree': 0.7688164269038763, 'gamma': 0.22324644913158137, 'reg_alpha': 0.5252084978120467, 'reg_lambda': 2.594468715032325}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:13,081] Trial 183 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.026459903386454257, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9573287481319468, 'colsample_bytree': 0.7573876220117124, 'gamma': 3.9934190406846546, 'reg_alpha': 0.573952830795099, 'reg_lambda': 2.5470419393117827}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:13,267] Trial 184 finished with value: 0.755952380952381 and parameters: {'n_estimators': 200, 'learning_rate': 0.022840259809511227, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9709804291236591, 'colsample_bytree': 0.778908511890134, 'gamma': 0.5579571817929848, 'reg_alpha': 0.6199203167144021, 'reg_lambda': 2.686852038229507}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:13,581] Trial 185 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.030112129432573645, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9889088523828378, 'colsample_bytree': 0.8033604215842316, 'gamma': 0.42840684986671995, 'reg_alpha': 0.6969621479071314, 'reg_lambda': 0.5411314604395265}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:13,780] Trial 186 finished with value: 0.75 and parameters: {'n_estimators': 209, 'learning_rate': 0.01692105757964185, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9441776630448115, 'colsample_bytree': 0.7892233022826284, 'gamma': 0.12416284772886739, 'reg_alpha': 0.6695806297756646, 'reg_lambda': 2.757310151251081}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:14,023] Trial 187 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 246, 'learning_rate': 0.02508338707676825, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9787603324244911, 'colsample_bytree': 0.7471771192018287, 'gamma': 0.3332215675821101, 'reg_alpha': 0.6051650879937716, 'reg_lambda': 2.613271485445928}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:14,363] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.020355758755796892, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9626798320067095, 'colsample_bytree': 0.7632871715674299, 'gamma': 0.6260417374152857, 'reg_alpha': 0.7494409748395896, 'reg_lambda': 2.547281413016289}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:14,604] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 231, 'learning_rate': 0.03439386107065618, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9543776662633082, 'colsample_bytree': 0.7806474832613368, 'gamma': 0.4957921975742755, 'reg_alpha': 0.6339241994516125, 'reg_lambda': 2.693365187017971}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:14,796] Trial 190 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 231, 'learning_rate': 0.03251656192054525, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9550985944591538, 'colsample_bytree': 0.7820442764173622, 'gamma': 0.5222169352950091, 'reg_alpha': 0.6382286412447413, 'reg_lambda': 2.7043801617358527}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:14,988] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.03508754696455338, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9562763823989034, 'colsample_bytree': 0.8013511245125495, 'gamma': 0.7304710750044039, 'reg_alpha': 0.6367538925239723, 'reg_lambda': 2.714194496895277}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:15,347] Trial 192 finished with value: 0.761904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.028259431726785147, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9736387706730176, 'colsample_bytree': 0.7842988747846589, 'gamma': 0.5060797520505892, 'reg_alpha': 0.6889236907428251, 'reg_lambda': 2.5989136906104857}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:15,545] Trial 193 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 238, 'learning_rate': 0.032521609194464195, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9444490344393003, 'colsample_bytree': 0.78345815123007, 'gamma': 0.5273447476658943, 'reg_alpha': 0.7313567420054402, 'reg_lambda': 2.593819202237336}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:15,743] Trial 194 finished with value: 0.755952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.029627387195364546, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9742100340285961, 'colsample_bytree': 0.7940067989955581, 'gamma': 0.46568818165186, 'reg_alpha': 0.698724030494556, 'reg_lambda': 2.490848544644388}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:15,945] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.02780818973961201, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.981869858142883, 'colsample_bytree': 0.7756069168174753, 'gamma': 0.6451270735264645, 'reg_alpha': 0.649430228169628, 'reg_lambda': 1.4093487480856424}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:16,219] Trial 196 finished with value: 0.5 and parameters: {'n_estimators': 241, 'learning_rate': 0.033184134971429795, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.955581586681157, 'colsample_bytree': 0.7830201683618351, 'gamma': 0.5514981607786592, 'reg_alpha': 0.7161890959428636, 'reg_lambda': 2.766924834576727}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:16,405] Trial 197 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 235, 'learning_rate': 0.03553825703799952, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9368966344418408, 'colsample_bytree': 0.7929224292221716, 'gamma': 0.39468492284995565, 'reg_alpha': 0.6639572513198823, 'reg_lambda': 2.5593344458828398}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:16,641] Trial 198 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 235, 'learning_rate': 0.034644069940036736, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9258205457940875, 'colsample_bytree': 0.7966829720519669, 'gamma': 0.7519455724514907, 'reg_alpha': 0.6334971556427498, 'reg_lambda': 1.9419831894555029}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:16,822] Trial 199 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 230, 'learning_rate': 0.04016785729160176, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9378721024754919, 'colsample_bytree': 0.7885811097140247, 'gamma': 0.4810266675773772, 'reg_alpha': 0.6574738860736102, 'reg_lambda': 2.521810061832419}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:16,825] A new study created in memory with name: no-name-b784a987-d31e-455f-a8a4-9f372ceeafb3
[I 2025-11-03 19:33:17,128] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.12656770537939202, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.7821511714114633, 'colsample_bytree': 0.8543869545934397, 'gamma': 2.887347107495205, 'reg_alpha': 0.4748123825215056, 'reg_lambda': 0.615664524632034}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:33:17,244] Trial 1 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 44, 'learning_rate': 0.09870666367772742, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8295232095960934, 'colsample_bytree': 0.7075842824508558, 'gamma': 0.08173089621025531, 'reg_alpha': 0.8434798223108138, 'reg_lambda': 2.2486815585537725}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:17,398] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.17406014945308476, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.9859089877943874, 'colsample_bytree': 0.7213614481219235, 'gamma': 4.056002578194792, 'reg_alpha': 0.8697836024269042, 'reg_lambda': 1.6733099871096764}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:17,641] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.29739214403457376, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.8005393129406264, 'colsample_bytree': 0.8428113663431265, 'gamma': 4.895516598757145, 'reg_alpha': 0.2896614645412413, 'reg_lambda': 1.916599197679865}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:17,826] Trial 4 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 247, 'learning_rate': 0.021523035582208153, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9476544201006317, 'colsample_bytree': 0.673222841656286, 'gamma': 1.5424090084351116, 'reg_alpha': 0.475055362494446, 'reg_lambda': 2.935078151531101}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:17,967] Trial 5 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 111, 'learning_rate': 0.13520493567180872, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.931038238287844, 'colsample_bytree': 0.9488494552144484, 'gamma': 1.2557882135424832, 'reg_alpha': 0.9035710125106654, 'reg_lambda': 2.4900235527909973}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:18,302] Trial 6 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 188, 'learning_rate': 0.10511878506200945, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6808965084416535, 'colsample_bytree': 0.6476400230706167, 'gamma': 3.4277254757346185, 'reg_alpha': 0.42189389579293124, 'reg_lambda': 1.7831141713923369}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:18,463] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.03300512173221556, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.8322454785187442, 'colsample_bytree': 0.9153531595282393, 'gamma': 3.1294788419013377, 'reg_alpha': 0.8390403085677929, 'reg_lambda': 0.5609101439891491}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:18,626] Trial 8 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 179, 'learning_rate': 0.19775314520828954, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7162566626250422, 'colsample_bytree': 0.7244666985331145, 'gamma': 3.5141084215444613, 'reg_alpha': 0.15888742810497247, 'reg_lambda': 0.9461029850356113}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:18,780] Trial 9 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 173, 'learning_rate': 0.011198151198056666, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6329037705574423, 'colsample_bytree': 0.9559518533308945, 'gamma': 1.548565251557073, 'reg_alpha': 0.7550678345495893, 'reg_lambda': 1.129675769436258}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:18,913] Trial 10 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 28, 'learning_rate': 0.04884220611800014, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.885825610498543, 'colsample_bytree': 0.6074154658305905, 'gamma': 0.11725380410574397, 'reg_alpha': 0.6922047259862556, 'reg_lambda': 2.368281982980292}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:19,053] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.019937743687275935, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8943175163455209, 'colsample_bytree': 0.7215923645216007, 'gamma': 0.055961743792248164, 'reg_alpha': 0.6159559195922552, 'reg_lambda': 2.977318318018906}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:19,115] Trial 12 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 24, 'learning_rate': 0.06572556050933007, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9907191024353198, 'colsample_bytree': 0.6729127600907998, 'gamma': 1.4969615377916061, 'reg_alpha': 0.9895122436435156, 'reg_lambda': 2.8867867437346875}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:19,278] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 23, 'learning_rate': 0.06399942536378218, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.741425381980869, 'colsample_bytree': 0.7704891305042543, 'gamma': 0.8024441304268269, 'reg_alpha': 0.9374912937407682, 'reg_lambda': 2.4670081453463677}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:19,426] Trial 14 finished with value: 0.636904761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.06985945019113585, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9959514818902818, 'colsample_bytree': 0.7842634416424299, 'gamma': 2.2810940070772037, 'reg_alpha': 0.9827371467197998, 'reg_lambda': 2.1799581477513894}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:19,592] Trial 15 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 73, 'learning_rate': 0.07906900565860898, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8534932722581646, 'colsample_bytree': 0.6714899181062052, 'gamma': 2.152430005523738, 'reg_alpha': 0.6356470687577983, 'reg_lambda': 2.711313138466753}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:19,815] Trial 16 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 47, 'learning_rate': 0.04235194769135064, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9287689157646963, 'colsample_bytree': 0.6085294919728619, 'gamma': 0.7242500292495733, 'reg_alpha': 0.7840085815277259, 'reg_lambda': 2.053759121092235}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,022] Trial 17 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 99, 'learning_rate': 0.08523678255449416, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6071113206288787, 'colsample_bytree': 0.7441681750838595, 'gamma': 0.7943779934113709, 'reg_alpha': 0.0030671072445477288, 'reg_lambda': 1.3799707697743935}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,158] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.02527106770044268, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.767776456388938, 'colsample_bytree': 0.8215978022241879, 'gamma': 1.9291032472412957, 'reg_alpha': 0.5836464585992135, 'reg_lambda': 2.6968679044776946}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,270] Trial 19 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 47, 'learning_rate': 0.04466902985881331, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.8318309062910262, 'colsample_bytree': 0.6860444749382302, 'gamma': 0.5344592747374122, 'reg_alpha': 0.9768657146233846, 'reg_lambda': 1.5536386055627547}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,436] Trial 20 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 91, 'learning_rate': 0.2276040877942786, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8797052252483182, 'colsample_bytree': 0.6435356222800782, 'gamma': 1.2330304254959126, 'reg_alpha': 0.7600842551109752, 'reg_lambda': 2.2810933158790796}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,548] Trial 21 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.09362662930878593, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8355035747688243, 'colsample_bytree': 0.6735431911366104, 'gamma': 2.192962572222626, 'reg_alpha': 0.6489830955004782, 'reg_lambda': 2.740307352412874}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,670] Trial 22 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 44, 'learning_rate': 0.11249303200232022, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8106824386565726, 'colsample_bytree': 0.6992729344652694, 'gamma': 2.593991999376131, 'reg_alpha': 0.8348090670028734, 'reg_lambda': 2.701457351987135}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,836] Trial 23 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 25, 'learning_rate': 0.09377243741100791, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9580556656220378, 'colsample_bytree': 0.6379824261627403, 'gamma': 1.8634267736720085, 'reg_alpha': 0.6993280791111853, 'reg_lambda': 2.6038121165814703}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,959] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 64, 'learning_rate': 0.054747355528976346, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6974593244938696, 'colsample_bytree': 0.7601316176789125, 'gamma': 2.494656942704667, 'reg_alpha': 0.9944068269554515, 'reg_lambda': 2.998662096454038}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:21,097] Trial 25 finished with value: 0.755952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.15180498192319614, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9005475233726163, 'colsample_bytree': 0.7016584560107458, 'gamma': 1.1944345284568878, 'reg_alpha': 0.5445016740105437, 'reg_lambda': 2.1065327969302925}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:21,405] Trial 26 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 130, 'learning_rate': 0.16049781642977268, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9099492746181291, 'colsample_bytree': 0.8017215859771848, 'gamma': 1.214945832157365, 'reg_alpha': 0.36095746235290926, 'reg_lambda': 2.824720451299879}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:21,549] Trial 27 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 139, 'learning_rate': 0.2785221807021224, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9651279248851514, 'colsample_bytree': 0.9973330814530408, 'gamma': 1.7046230457056175, 'reg_alpha': 0.5625001294253205, 'reg_lambda': 2.4064301818058818}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:21,771] Trial 28 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 156, 'learning_rate': 0.1479168363303813, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8617658465842466, 'colsample_bytree': 0.6634539514931652, 'gamma': 1.1064903932146037, 'reg_alpha': 0.28173197763237046, 'reg_lambda': 1.915698752795897}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,040] Trial 29 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 223, 'learning_rate': 0.1289990920071163, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7719167339309996, 'colsample_bytree': 0.8892738303817331, 'gamma': 2.951929830863507, 'reg_alpha': 0.5210057682381373, 'reg_lambda': 2.1092744625629027}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,177] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 121, 'learning_rate': 0.06330456646538193, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9064676585378869, 'colsample_bytree': 0.6207847503857853, 'gamma': 2.5384375345704333, 'reg_alpha': 0.4471001031332318, 'reg_lambda': 2.550598007238913}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,282] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 37, 'learning_rate': 0.10103828202139464, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8334522735501756, 'colsample_bytree': 0.6978414083821304, 'gamma': 0.43860047022441573, 'reg_alpha': 0.6889727877343561, 'reg_lambda': 2.2617999652110656}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,392] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 56, 'learning_rate': 0.20241816391767828, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8592508683639904, 'colsample_bytree': 0.7369821235859965, 'gamma': 0.4235520053788846, 'reg_alpha': 0.8834460823239249, 'reg_lambda': 2.793937277451602}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,630] Trial 33 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 36, 'learning_rate': 0.1196248323178428, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7865765444528287, 'colsample_bytree': 0.7038212951430797, 'gamma': 2.1846305564365474, 'reg_alpha': 0.7914513377319606, 'reg_lambda': 1.9757607306495566}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,751] Trial 34 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 91, 'learning_rate': 0.07755201926376304, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9786885395582469, 'colsample_bytree': 0.6565420804574003, 'gamma': 4.821441677634408, 'reg_alpha': 0.5270201833462005, 'reg_lambda': 1.6325026765065622}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,864] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.0364600044844998, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.928342858961923, 'colsample_bytree': 0.7517111424603834, 'gamma': 1.4722434429906053, 'reg_alpha': 0.9287088088460437, 'reg_lambda': 2.816214052937632}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:23,047] Trial 36 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 65, 'learning_rate': 0.16171881239392624, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8116527781586557, 'colsample_bytree': 0.685714331586641, 'gamma': 1.034370115908349, 'reg_alpha': 0.6417353398940765, 'reg_lambda': 1.7598928160711675}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:23,152] Trial 37 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.09932120100879753, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7553704001507119, 'colsample_bytree': 0.6298193961543331, 'gamma': 1.8565607074991228, 'reg_alpha': 0.8340360572398366, 'reg_lambda': 2.285148092615349}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:23,330] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 202, 'learning_rate': 0.056534141145084385, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9415359987941888, 'colsample_bytree': 0.7081466164911142, 'gamma': 1.423942801761767, 'reg_alpha': 0.3916642744751503, 'reg_lambda': 2.581126589961797}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:23,549] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.13294855784316825, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.8342596707357552, 'colsample_bytree': 0.8589556035261272, 'gamma': 3.367505218306499, 'reg_alpha': 0.8774973615233692, 'reg_lambda': 2.888018074423625}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:23,696] Trial 40 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 157, 'learning_rate': 0.08706635018889518, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7981209917592587, 'colsample_bytree': 0.7284927286570402, 'gamma': 3.874746105087552, 'reg_alpha': 0.4832886038507138, 'reg_lambda': 1.8633879863128004}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:23,826] Trial 41 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 76, 'learning_rate': 0.07489994408558084, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8617519502836735, 'colsample_bytree': 0.6727956255338086, 'gamma': 2.1269933890130788, 'reg_alpha': 0.6362379382096587, 'reg_lambda': 2.699703710223523}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,008] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 71, 'learning_rate': 0.11411311563817272, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8507929720948348, 'colsample_bytree': 0.6754113083290574, 'gamma': 2.822659744000801, 'reg_alpha': 0.7221600328291262, 'reg_lambda': 0.7630570116238591}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,134] Trial 43 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.187845553130782, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.877313384555322, 'colsample_bytree': 0.6543206133059808, 'gamma': 2.759008307397144, 'reg_alpha': 0.7176592692555874, 'reg_lambda': 0.6847075260454835}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,235] Trial 44 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 34, 'learning_rate': 0.11126830576919083, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9074847655032084, 'colsample_bytree': 0.6834380115396056, 'gamma': 2.967992615144752, 'reg_alpha': 0.8219684254567281, 'reg_lambda': 1.2299015510180455}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,381] Trial 45 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 136, 'learning_rate': 0.1352524551390891, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8435475173410791, 'colsample_bytree': 0.7159293301395695, 'gamma': 0.24543844277457552, 'reg_alpha': 0.7427684411814459, 'reg_lambda': 2.1236901511751385}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,591] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 139, 'learning_rate': 0.2618659464925495, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8451225511970734, 'colsample_bytree': 0.7169257855929227, 'gamma': 0.9367348684193575, 'reg_alpha': 0.5719523168035892, 'reg_lambda': 0.8571296925704058}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,747] Trial 47 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.22336948225166453, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8175066331362298, 'colsample_bytree': 0.7820655101923834, 'gamma': 0.22807452012291035, 'reg_alpha': 0.7384273625941378, 'reg_lambda': 1.524703247295698}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,889] Trial 48 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.14116318872452854, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8890784099203216, 'colsample_bytree': 0.6049194293760501, 'gamma': 1.5820525559116623, 'reg_alpha': 0.6776738279937972, 'reg_lambda': 2.0364868635959894}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:25,080] Trial 49 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 118, 'learning_rate': 0.16791907706876935, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9810212466442534, 'colsample_bytree': 0.6246393834392494, 'gamma': 2.361486401640978, 'reg_alpha': 0.5962047761483247, 'reg_lambda': 2.143384247732491}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:25,259] Trial 50 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 147, 'learning_rate': 0.06364624550740869, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7291773096266152, 'colsample_bytree': 0.678503320334356, 'gamma': 3.727172160066515, 'reg_alpha': 0.5459401803676169, 'reg_lambda': 2.4094557476990217}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:25,401] Trial 51 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 102, 'learning_rate': 0.12086743537167897, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.870499875239536, 'colsample_bytree': 0.7178707328038478, 'gamma': 0.04556557006649849, 'reg_alpha': 0.9446464436684603, 'reg_lambda': 1.8346154463709172}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:25,644] Trial 52 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 179, 'learning_rate': 0.08950542009169651, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7934081526847496, 'colsample_bytree': 0.7360362127801512, 'gamma': 0.5679616652138253, 'reg_alpha': 0.7891395615283854, 'reg_lambda': 2.216247234326447}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:25,785] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.10378748358619673, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8458778590329779, 'colsample_bytree': 0.6944275000305972, 'gamma': 0.24480391813115387, 'reg_alpha': 0.6624274824411059, 'reg_lambda': 2.504163298566903}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:26,086] Trial 54 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 87, 'learning_rate': 0.10757249804622195, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8432929943474474, 'colsample_bytree': 0.6952256698605188, 'gamma': 0.2905983202330937, 'reg_alpha': 0.6359280180626918, 'reg_lambda': 2.487132813003132}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:26,251] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 108, 'learning_rate': 0.012851661865255534, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8995196907305699, 'colsample_bytree': 0.6497913936047239, 'gamma': 0.7028725978720137, 'reg_alpha': 0.495083609637757, 'reg_lambda': 2.3498495388149157}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:26,387] Trial 56 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.15245290621474414, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9160013130926113, 'colsample_bytree': 0.6670149077417475, 'gamma': 1.9983452775008361, 'reg_alpha': 0.7385431118885756, 'reg_lambda': 2.6381531666425495}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:26,522] Trial 57 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 90, 'learning_rate': 0.18477925887479757, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.816192413423684, 'colsample_bytree': 0.6391804724222446, 'gamma': 2.72754419529865, 'reg_alpha': 0.5983507055194799, 'reg_lambda': 2.9231823023480805}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:26,633] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.05349073617962497, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8441808460293255, 'colsample_bytree': 0.7600723669834366, 'gamma': 1.3438095401935688, 'reg_alpha': 0.4521891216593597, 'reg_lambda': 0.502954956188602}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:26,876] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.0816875082653779, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.874713958125793, 'colsample_bytree': 0.6878729404845104, 'gamma': 3.136001368889393, 'reg_alpha': 0.6114041691627121, 'reg_lambda': 2.472220879736129}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,041] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.07053818962408405, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8263895399935606, 'colsample_bytree': 0.713491234919965, 'gamma': 1.7019232091607286, 'reg_alpha': 0.33437406985190576, 'reg_lambda': 1.2116645097022403}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,170] Trial 61 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 72, 'learning_rate': 0.09937906180146677, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8483578662884181, 'colsample_bytree': 0.6980931305794023, 'gamma': 0.2663784528222435, 'reg_alpha': 0.661924269680762, 'reg_lambda': 2.5521805276344094}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,301] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 66, 'learning_rate': 0.1236831332311812, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8068056698081754, 'colsample_bytree': 0.6652278773287607, 'gamma': 0.28055188326918873, 'reg_alpha': 0.6599424423798742, 'reg_lambda': 2.7424046471792534}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,473] Trial 63 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.11001110449061274, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9943962649845934, 'colsample_bytree': 0.6929690612345666, 'gamma': 0.6388967644889285, 'reg_alpha': 0.7097869052682192, 'reg_lambda': 2.871334991889605}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,663] Trial 64 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 43, 'learning_rate': 0.13643441938775253, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7800494597054538, 'colsample_bytree': 0.7301820289118659, 'gamma': 0.9484474761591115, 'reg_alpha': 0.7574322454442198, 'reg_lambda': 2.4982605234599213}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,816] Trial 65 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 134, 'learning_rate': 0.09038115435166749, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8415938066033265, 'colsample_bytree': 0.6776096709630596, 'gamma': 0.44787520262532277, 'reg_alpha': 0.5453250097902632, 'reg_lambda': 2.327940104596738}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,967] Trial 66 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 71, 'learning_rate': 0.10172389341735703, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.889971657574161, 'colsample_bytree': 0.6558542717027244, 'gamma': 0.20471141224188827, 'reg_alpha': 0.1901679115092743, 'reg_lambda': 2.659632295024384}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,120] Trial 67 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 110, 'learning_rate': 0.1462161152027452, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8227036355237943, 'colsample_bytree': 0.7081675457766552, 'gamma': 0.8151928912367945, 'reg_alpha': 0.6329076594251303, 'reg_lambda': 1.6976609330576171}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,242] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.07028448222416266, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.868253233806284, 'colsample_bytree': 0.7462141790553274, 'gamma': 1.1698329283304387, 'reg_alpha': 0.811495558760187, 'reg_lambda': 2.776355130264966}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,469] Trial 69 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 86, 'learning_rate': 0.11513269391208224, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6589380123242596, 'colsample_bytree': 0.632702876469875, 'gamma': 0.3401380154801996, 'reg_alpha': 0.5117136256139627, 'reg_lambda': 2.036761705364887}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,583] Trial 70 finished with value: 0.699404761904762 and parameters: {'n_estimators': 48, 'learning_rate': 0.21422222205160837, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9655259376023502, 'colsample_bytree': 0.8122032999297575, 'gamma': 0.013764560107966006, 'reg_alpha': 0.6806750072797207, 'reg_lambda': 2.9972982602666374}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,709] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 84, 'learning_rate': 0.1538501381681372, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9216397549681546, 'colsample_bytree': 0.6656947329367295, 'gamma': 1.953586569468889, 'reg_alpha': 0.7309162894665204, 'reg_lambda': 2.6693800228169775}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,856] Trial 72 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 77, 'learning_rate': 0.1738770122958843, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8557672475663956, 'colsample_bytree': 0.6731222910761547, 'gamma': 2.0276372197927715, 'reg_alpha': 0.7577082063292213, 'reg_lambda': 2.593946511551084}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,990] Trial 73 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 97, 'learning_rate': 0.12817742255494277, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9402077827955284, 'colsample_bytree': 0.6179535098047465, 'gamma': 2.359432584159504, 'reg_alpha': 0.8665886230313394, 'reg_lambda': 2.4260021894699197}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:29,197] Trial 74 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 95, 'learning_rate': 0.15320769740653295, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9223486835657021, 'colsample_bytree': 0.6463713841319623, 'gamma': 1.7030512835047498, 'reg_alpha': 0.705282120518089, 'reg_lambda': 2.8401874576554405}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:29,400] Trial 75 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 68, 'learning_rate': 0.10752978663121453, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9501873872949871, 'colsample_bytree': 0.6417837008699118, 'gamma': 1.6863797618115148, 'reg_alpha': 0.655692071199964, 'reg_lambda': 2.915414358372533}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:29,533] Trial 76 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 116, 'learning_rate': 0.08425411139235564, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8993968922846067, 'colsample_bytree': 0.6963298947742557, 'gamma': 1.7714760286449183, 'reg_alpha': 0.6128298666592555, 'reg_lambda': 2.815973518461272}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:29,732] Trial 77 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 105, 'learning_rate': 0.24659144129870184, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8780656819648144, 'colsample_bytree': 0.6530696666709519, 'gamma': 1.2858941313685488, 'reg_alpha': 0.7074710765875902, 'reg_lambda': 2.73862116296271}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:29,844] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.09505101362422703, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8330661494924073, 'colsample_bytree': 0.723649782852653, 'gamma': 1.5554392845886724, 'reg_alpha': 0.562232338159084, 'reg_lambda': 2.51752854349624}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:29,922] Trial 79 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 40, 'learning_rate': 0.05973946633788206, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8663281520235605, 'colsample_bytree': 0.683301540783634, 'gamma': 0.970613018621434, 'reg_alpha': 0.7767593293466246, 'reg_lambda': 1.3976009724938554}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,132] Trial 80 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 42, 'learning_rate': 0.04421652235853724, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8641973671453247, 'colsample_bytree': 0.6847594735955891, 'gamma': 0.8692075353738448, 'reg_alpha': 0.9049799025272269, 'reg_lambda': 0.9957085777398206}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,234] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 29, 'learning_rate': 0.04860129557116018, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8514130807032129, 'colsample_bytree': 0.7064911877807228, 'gamma': 1.132673745393058, 'reg_alpha': 0.7746653236515832, 'reg_lambda': 0.6991572522627031}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,326] Trial 82 finished with value: 0.761904761904762 and parameters: {'n_estimators': 28, 'learning_rate': 0.056477858489140505, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8559953381559365, 'colsample_bytree': 0.7047077319936295, 'gamma': 1.0740574868213661, 'reg_alpha': 0.7715565009914318, 'reg_lambda': 0.7427040081632971}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,381] Trial 83 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 21, 'learning_rate': 0.033039073482544444, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8873777431615812, 'colsample_bytree': 0.6596574665924396, 'gamma': 0.9959673331635898, 'reg_alpha': 0.8037724300370995, 'reg_lambda': 0.7517472262356748}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,575] Trial 84 finished with value: 0.6875 and parameters: {'n_estimators': 21, 'learning_rate': 0.03438181183666285, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8863117284797318, 'colsample_bytree': 0.6166930222193161, 'gamma': 1.376350876028747, 'reg_alpha': 0.8207658079141213, 'reg_lambda': 0.9646496520210561}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,720] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.026956552128318472, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9311923588173046, 'colsample_bytree': 0.6605062460657526, 'gamma': 0.9926746364722089, 'reg_alpha': 0.8669500668412609, 'reg_lambda': 0.8832523122141885}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,833] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 28, 'learning_rate': 0.038589466040158976, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8955444454174022, 'colsample_bytree': 0.6420997975552516, 'gamma': 1.4848863833015389, 'reg_alpha': 0.8042973503415436, 'reg_lambda': 0.793214204789679}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,890] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.05798695443766218, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.911884930686089, 'colsample_bytree': 0.6846623782207388, 'gamma': 1.0742078014856467, 'reg_alpha': 0.8558379601441712, 'reg_lambda': 1.4508996193680317}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,986] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 25, 'learning_rate': 0.049019669009695524, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8779262967017627, 'colsample_bytree': 0.7121089307658239, 'gamma': 0.5778592021093296, 'reg_alpha': 0.7794233835752588, 'reg_lambda': 0.6417157264637068}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,100] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 52, 'learning_rate': 0.030282570321917005, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9687309328604832, 'colsample_bytree': 0.9398694668753311, 'gamma': 1.2630133336545921, 'reg_alpha': 0.9505654776393643, 'reg_lambda': 1.066943940740571}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,214] Trial 90 finished with value: 0.761904761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.01890933720076466, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8619997286445346, 'colsample_bytree': 0.7778313517398312, 'gamma': 0.7175183342926235, 'reg_alpha': 0.9063126042678593, 'reg_lambda': 1.2957094552138768}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,407] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 38, 'learning_rate': 0.022713048592830576, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8579073123231353, 'colsample_bytree': 0.7782112450735867, 'gamma': 0.7359330965500426, 'reg_alpha': 0.9659589505068544, 'reg_lambda': 1.2704096679168586}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,496] Trial 92 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 20, 'learning_rate': 0.06101191528126354, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8390139773642409, 'colsample_bytree': 0.857410411774684, 'gamma': 0.8523023813567278, 'reg_alpha': 0.0023032185111795944, 'reg_lambda': 1.6112652233805111}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,606] Trial 93 finished with value: 0.744047619047619 and parameters: {'n_estimators': 47, 'learning_rate': 0.018540238712486518, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8692951790067701, 'colsample_bytree': 0.7375617122317982, 'gamma': 0.44718873862247677, 'reg_alpha': 0.9210216119266001, 'reg_lambda': 1.9638714006146463}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,732] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 61, 'learning_rate': 0.010128506462999409, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8805075586559046, 'colsample_bytree': 0.6474885317880444, 'gamma': 1.083377787353756, 'reg_alpha': 0.9947716999624089, 'reg_lambda': 1.1074424313405171}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,917] Trial 95 finished with value: 0.761904761904762 and parameters: {'n_estimators': 31, 'learning_rate': 0.013502897913320726, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9004679480118651, 'colsample_bytree': 0.8314222320161541, 'gamma': 0.7543016713895198, 'reg_alpha': 0.8889973370615938, 'reg_lambda': 1.422113661637366}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,200] Trial 96 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 141, 'learning_rate': 0.01539205657736471, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9079622583350817, 'colsample_bytree': 0.875600648314367, 'gamma': 0.754593972185269, 'reg_alpha': 0.8883103894683203, 'reg_lambda': 1.3879833646105957}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,312] Trial 97 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 41, 'learning_rate': 0.013824861455826553, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9205110487395272, 'colsample_bytree': 0.84629895840307, 'gamma': 0.14412348785618356, 'reg_alpha': 0.9596531491508234, 'reg_lambda': 1.298274142967553}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,512] Trial 98 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 33, 'learning_rate': 0.012791977819465025, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9289152622266826, 'colsample_bytree': 0.8468061292940674, 'gamma': 0.11010995234872412, 'reg_alpha': 0.8357638850276046, 'reg_lambda': 1.3227552352857428}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,621] Trial 99 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 33, 'learning_rate': 0.016274713805165496, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.934188734268115, 'colsample_bytree': 0.8243782843333737, 'gamma': 0.6380672212588163, 'reg_alpha': 0.845546197169111, 'reg_lambda': 1.4712278890351598}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,683] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.01226752516727386, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.9026364618203936, 'colsample_bytree': 0.8318079114145049, 'gamma': 0.38310510048569346, 'reg_alpha': 0.8328958283391783, 'reg_lambda': 1.3878950469390368}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,784] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 40, 'learning_rate': 0.013042687149423854, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9241566007388138, 'colsample_bytree': 0.8408826033823821, 'gamma': 0.09668210268837135, 'reg_alpha': 0.8958847265908082, 'reg_lambda': 1.3114146070641808}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,919] Trial 102 finished with value: 0.693452380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.014670883217709986, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9177832642660353, 'colsample_bytree': 0.8696759392967223, 'gamma': 0.1471206711946833, 'reg_alpha': 0.9168250583559978, 'reg_lambda': 1.179284322858}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,063] Trial 103 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 132, 'learning_rate': 0.018022384273777593, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9505338585331938, 'colsample_bytree': 0.8007739384896361, 'gamma': 0.5565425925289658, 'reg_alpha': 0.7705525979560263, 'reg_lambda': 1.3021451154044938}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,216] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.014023365497215178, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8916782975818529, 'colsample_bytree': 0.8113479894553217, 'gamma': 0.47909176779670204, 'reg_alpha': 0.8021286053130168, 'reg_lambda': 1.4947143771734486}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,330] Trial 105 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 44, 'learning_rate': 0.01012236747463929, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.915527747720436, 'colsample_bytree': 0.8382331777349269, 'gamma': 0.33824931973882083, 'reg_alpha': 0.7421537786889237, 'reg_lambda': 1.7077772091331127}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,444] Trial 106 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 31, 'learning_rate': 0.017202907471222894, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9409786492694383, 'colsample_bytree': 0.8928522939966312, 'gamma': 0.915494982545908, 'reg_alpha': 0.9466448323631789, 'reg_lambda': 1.5608956372287965}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,625] Trial 107 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 27, 'learning_rate': 0.011757094297003948, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8838215493945379, 'colsample_bytree': 0.8536026621221813, 'gamma': 0.17175214186520377, 'reg_alpha': 0.9719657212128239, 'reg_lambda': 1.166443032815591}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,739] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 55, 'learning_rate': 0.021366646287498774, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8958735884816347, 'colsample_bytree': 0.8507092150292864, 'gamma': 0.677724468239417, 'reg_alpha': 0.699287745182098, 'reg_lambda': 1.4393759298920865}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,873] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 124, 'learning_rate': 0.029391602861406504, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9262565816613874, 'colsample_bytree': 0.8275399814839414, 'gamma': 0.49792200371059114, 'reg_alpha': 0.8531133998259037, 'reg_lambda': 1.333932176265374}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,093] Trial 110 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 41, 'learning_rate': 0.013915284572116299, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8709609600830337, 'colsample_bytree': 0.8662695223635131, 'gamma': 0.0008144341945445499, 'reg_alpha': 0.7917035578266027, 'reg_lambda': 1.0501953072376962}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,209] Trial 111 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 39, 'learning_rate': 0.01562640556989624, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9268051099681887, 'colsample_bytree': 0.882017470503946, 'gamma': 0.1535409837051594, 'reg_alpha': 0.9124577043507032, 'reg_lambda': 1.265359013938361}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,306] Trial 112 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 33, 'learning_rate': 0.013003244734199651, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9556564069293086, 'colsample_bytree': 0.8336924641830779, 'gamma': 0.3344232126043835, 'reg_alpha': 0.8955821146688187, 'reg_lambda': 1.3342983935395738}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,438] Trial 113 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.010730325699042191, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9110347805675216, 'colsample_bytree': 0.8141559482595094, 'gamma': 0.09545416611968112, 'reg_alpha': 0.887528768525568, 'reg_lambda': 1.8285828527671166}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,626] Trial 114 finished with value: 0.699404761904762 and parameters: {'n_estimators': 24, 'learning_rate': 0.012985157068145275, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9040273696631612, 'colsample_bytree': 0.8444633268856504, 'gamma': 0.10799247447336105, 'reg_alpha': 0.8421280375402492, 'reg_lambda': 0.5756499440755847}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,789] Trial 115 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 143, 'learning_rate': 0.011632253261897487, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.861754583909458, 'colsample_bytree': 0.8447127950041591, 'gamma': 0.9944355387553562, 'reg_alpha': 0.8776187002579334, 'reg_lambda': 2.1178015623514557}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,925] Trial 116 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.020099633601802846, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9220566634168356, 'colsample_bytree': 0.8995778529743678, 'gamma': 4.351022812817672, 'reg_alpha': 0.8237642043509641, 'reg_lambda': 1.6251740402814443}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:35,213] Trial 117 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 58, 'learning_rate': 0.040115649425811147, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.935857816714596, 'colsample_bytree': 0.7905444782477453, 'gamma': 0.2322645751406571, 'reg_alpha': 0.9273792100464666, 'reg_lambda': 1.5678044210442328}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:35,404] Trial 118 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.023395730051657734, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8909448505576271, 'colsample_bytree': 0.8187090850775236, 'gamma': 0.6188598605493358, 'reg_alpha': 0.7422500250031907, 'reg_lambda': 1.351553384298548}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:35,521] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 44, 'learning_rate': 0.01454387161339913, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8242148793717367, 'colsample_bytree': 0.75441673210298, 'gamma': 0.8025842323371031, 'reg_alpha': 0.7211056496655154, 'reg_lambda': 0.8737710566135616}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:35,691] Trial 120 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 30, 'learning_rate': 0.1631465220066641, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9452503914153545, 'colsample_bytree': 0.7682343977385361, 'gamma': 1.1932440486240414, 'reg_alpha': 0.7570922533942549, 'reg_lambda': 1.2425662730086322}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:35,831] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.01060239350487026, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9149114261971132, 'colsample_bytree': 0.8160940411628208, 'gamma': 0.12841720297433257, 'reg_alpha': 0.8969818255250296, 'reg_lambda': 1.7882932059554315}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:35,998] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 35, 'learning_rate': 0.01110327296764748, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9204450384655787, 'colsample_bytree': 0.7950019172652304, 'gamma': 0.3035455428070507, 'reg_alpha': 0.9573970837629712, 'reg_lambda': 1.3962632510801969}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:36,129] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.012270010486306387, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9012225084419743, 'colsample_bytree': 0.8059033730753715, 'gamma': 0.005079334043737976, 'reg_alpha': 0.8622746411856409, 'reg_lambda': 1.7774678197999156}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:36,300] Trial 124 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 136, 'learning_rate': 0.1866942001285116, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8518576933147148, 'colsample_bytree': 0.8632068946378327, 'gamma': 0.3955090378380835, 'reg_alpha': 0.9372017998152768, 'reg_lambda': 2.1861924088968543}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:36,481] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 52, 'learning_rate': 0.013505120709559535, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8867050471507459, 'colsample_bytree': 0.8421342868782652, 'gamma': 0.10957517708303219, 'reg_alpha': 0.8076044584543234, 'reg_lambda': 0.8024275813194456}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:36,563] Trial 126 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 21, 'learning_rate': 0.05282254711066995, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9121298626876527, 'colsample_bytree': 0.6908492335395334, 'gamma': 0.5127413370289051, 'reg_alpha': 0.6770557315522744, 'reg_lambda': 1.9021141656832248}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:36,682] Trial 127 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 26, 'learning_rate': 0.14199607042721632, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9298316673239526, 'colsample_bytree': 0.8316663461935797, 'gamma': 0.2321418460032198, 'reg_alpha': 0.8946422867312014, 'reg_lambda': 2.0027604155291163}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:36,948] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 63, 'learning_rate': 0.017492882384878807, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8784901104289701, 'colsample_bytree': 0.8204038597194114, 'gamma': 0.8866696738391843, 'reg_alpha': 0.783962229004553, 'reg_lambda': 1.1357963364751869}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,177] Trial 129 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 150, 'learning_rate': 0.010547965615450346, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8646486941700308, 'colsample_bytree': 0.7032332533441304, 'gamma': 1.0296338685698416, 'reg_alpha': 0.9831775333708591, 'reg_lambda': 1.4235545016706483}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,369] Trial 130 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 129, 'learning_rate': 0.011980286630531174, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9005901202183539, 'colsample_bytree': 0.7189019314378631, 'gamma': 0.7265097234335012, 'reg_alpha': 0.8709039685978405, 'reg_lambda': 0.730097677743657}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,488] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.010479393796525606, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.909759964795493, 'colsample_bytree': 0.8065848982428662, 'gamma': 0.10440901959409811, 'reg_alpha': 0.8964911294035192, 'reg_lambda': 1.8681984578352668}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,598] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.011413672182378414, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.907554551950696, 'colsample_bytree': 0.8527988646887609, 'gamma': 0.0907649144286528, 'reg_alpha': 0.8296243606274917, 'reg_lambda': 1.8327238810901416}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,712] Trial 133 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 35, 'learning_rate': 0.010896301338227627, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9200018838243033, 'colsample_bytree': 0.8168814368776582, 'gamma': 0.38578853497346594, 'reg_alpha': 0.9298641892767934, 'reg_lambda': 1.7087963819187724}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,844] Trial 134 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.012837529319600758, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9383636785848853, 'colsample_bytree': 0.8362072318603706, 'gamma': 0.28468193963538724, 'reg_alpha': 0.8838439569043559, 'reg_lambda': 1.4951175834589945}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,927] Trial 135 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 30, 'learning_rate': 0.01627264622814785, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9356885383661058, 'colsample_bytree': 0.836132249324267, 'gamma': 0.25191545268106524, 'reg_alpha': 0.8490183328952461, 'reg_lambda': 1.195113820865261}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,049] Trial 136 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 38, 'learning_rate': 0.012585962207430796, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9586381947166521, 'colsample_bytree': 0.8480753184620798, 'gamma': 1.33845780293849, 'reg_alpha': 0.910305392837293, 'reg_lambda': 1.3004957218972688}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,246] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 196, 'learning_rate': 0.015219748679760638, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9471064860789095, 'colsample_bytree': 0.6788553675842717, 'gamma': 0.5383823544258034, 'reg_alpha': 0.7665143574649405, 'reg_lambda': 2.081182506723417}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,471] Trial 138 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.013292321077082773, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8941953218009568, 'colsample_bytree': 0.6692266495518268, 'gamma': 0.31306538817998675, 'reg_alpha': 0.7989950788692252, 'reg_lambda': 1.507877128515526}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,583] Trial 139 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 40, 'learning_rate': 0.13136211700196157, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8421675878986856, 'colsample_bytree': 0.6990915021085018, 'gamma': 1.132365731510524, 'reg_alpha': 0.8795473070263738, 'reg_lambda': 1.2953552512169613}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,696] Trial 140 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.01944089680774349, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.873535416606172, 'colsample_bytree': 0.8248976742575009, 'gamma': 0.4324581783371016, 'reg_alpha': 0.8265759724341798, 'reg_lambda': 1.6525482815632873}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,850] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.02005951875512057, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.858786121024974, 'colsample_bytree': 0.829860741282545, 'gamma': 0.6556274938077186, 'reg_alpha': 0.8218030748767123, 'reg_lambda': 1.5911987079562464}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,936] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 27, 'learning_rate': 0.02514984916105142, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8748566608976528, 'colsample_bytree': 0.8236181357718935, 'gamma': 0.4447237956989103, 'reg_alpha': 0.8440765395604293, 'reg_lambda': 1.517219340058646}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,084] Trial 143 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 95, 'learning_rate': 0.014585173320472732, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8862207780170906, 'colsample_bytree': 0.840397078636433, 'gamma': 0.8429634585706067, 'reg_alpha': 0.8646058571814642, 'reg_lambda': 1.362140675177252}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,188] Trial 144 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 33, 'learning_rate': 0.15544880863350288, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8700873928816443, 'colsample_bytree': 0.8619526389863269, 'gamma': 0.193870075730089, 'reg_alpha': 0.7832520005301988, 'reg_lambda': 1.672776559325697}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,287] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 30, 'learning_rate': 0.2031242513829317, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9294688382575984, 'colsample_bytree': 0.7925231846479709, 'gamma': 0.36650964883957987, 'reg_alpha': 0.7392931029651896, 'reg_lambda': 1.4617616024143127}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,470] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 23, 'learning_rate': 0.016261260438199393, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8517711783855356, 'colsample_bytree': 0.6597984587875434, 'gamma': 0.6114416269381353, 'reg_alpha': 0.09641625541390658, 'reg_lambda': 1.422788927521856}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,543] Trial 147 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.17446464748236842, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9225967317126985, 'colsample_bytree': 0.8742986014981088, 'gamma': 0.20078685342062386, 'reg_alpha': 0.42334241762206337, 'reg_lambda': 1.7400715790955337}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,667] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 51, 'learning_rate': 0.013436921861113796, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8342140641005278, 'colsample_bytree': 0.7262984187099001, 'gamma': 0.9418551923332723, 'reg_alpha': 0.8091997472376397, 'reg_lambda': 2.3095989335598017}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,993] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 121, 'learning_rate': 0.046000385561727544, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9377916054603183, 'colsample_bytree': 0.6317373972784095, 'gamma': 0.4848528958992689, 'reg_alpha': 0.9123105171878019, 'reg_lambda': 2.2515652954634326}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,174] Trial 150 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 160, 'learning_rate': 0.06682070937790936, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8981504510415701, 'colsample_bytree': 0.7072041276650238, 'gamma': 0.011503516335166011, 'reg_alpha': 0.9498777465677877, 'reg_lambda': 1.6436468681339154}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,274] Trial 151 finished with value: 0.761904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.011336178445110307, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9166068800236084, 'colsample_bytree': 0.8176217641409774, 'gamma': 0.11263739969644337, 'reg_alpha': 0.9033177676593105, 'reg_lambda': 1.930719488228774}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,420] Trial 152 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 37, 'learning_rate': 0.011340381714309289, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8839067869027321, 'colsample_bytree': 0.8265113564578477, 'gamma': 0.27156659507674097, 'reg_alpha': 0.90029204762819, 'reg_lambda': 1.9385800176533778}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,597] Trial 153 finished with value: 0.699404761904762 and parameters: {'n_estimators': 26, 'learning_rate': 0.01255188535622493, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9048545675687265, 'colsample_bytree': 0.8084129402869865, 'gamma': 0.15349456647690907, 'reg_alpha': 0.9279803586210292, 'reg_lambda': 1.2269536939878347}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,706] Trial 154 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.013893926710262355, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9173562971264948, 'colsample_bytree': 0.8368655276876266, 'gamma': 0.36871142455422645, 'reg_alpha': 0.8780825601658186, 'reg_lambda': 2.1497207443249287}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,857] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.0766459648719359, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.925223582413468, 'colsample_bytree': 0.7994306706147114, 'gamma': 0.7213138959960501, 'reg_alpha': 0.626034474562648, 'reg_lambda': 2.3841399208240306}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,971] Trial 156 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 44, 'learning_rate': 0.01875764785740479, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9127023841599005, 'colsample_bytree': 0.8481732702831287, 'gamma': 0.1010907118570655, 'reg_alpha': 0.8444460008022707, 'reg_lambda': 2.013153691062367}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:41,101] Trial 157 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.012114022464626199, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8630924268518514, 'colsample_bytree': 0.8195533562529214, 'gamma': 0.25410141097761146, 'reg_alpha': 0.7565188779773069, 'reg_lambda': 1.78647957997536}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:41,220] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.03201405578531194, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8945979577905909, 'colsample_bytree': 0.7843662746570708, 'gamma': 1.247147284841486, 'reg_alpha': 0.9619247420858602, 'reg_lambda': 0.6343118875477954}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:41,461] Trial 159 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 31, 'learning_rate': 0.010000349574213347, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6206384419360772, 'colsample_bytree': 0.8551874393766856, 'gamma': 0.007894177292111573, 'reg_alpha': 0.7245473530815297, 'reg_lambda': 1.5417768297162346}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:41,647] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.02777961407258437, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9422448585106312, 'colsample_bytree': 0.6869764221146222, 'gamma': 0.5490129283503049, 'reg_alpha': 0.5921768453472722, 'reg_lambda': 1.3334372555557101}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:41,778] Trial 161 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 44, 'learning_rate': 0.011151089898102214, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9167765749504353, 'colsample_bytree': 0.8144182103851431, 'gamma': 0.13233785602241174, 'reg_alpha': 0.8797262388415964, 'reg_lambda': 1.903087340348356}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,039] Trial 162 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.011697058347761607, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9101105522302497, 'colsample_bytree': 0.8250597054196694, 'gamma': 0.09272145425466044, 'reg_alpha': 0.892351910698421, 'reg_lambda': 1.8084478530064112}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,157] Trial 163 finished with value: 0.761904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.015047887232104555, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9343248515805481, 'colsample_bytree': 0.8120650969344185, 'gamma': 0.3487544774517356, 'reg_alpha': 0.8583006036975006, 'reg_lambda': 1.7340883539927854}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,265] Trial 164 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 40, 'learning_rate': 0.014582073133531928, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.954496859517343, 'colsample_bytree': 0.8380161614579854, 'gamma': 0.3940215729388944, 'reg_alpha': 0.8236095701364559, 'reg_lambda': 1.7379343575534467}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,434] Trial 165 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 28, 'learning_rate': 0.01675587409558184, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9304903227609401, 'colsample_bytree': 0.8302239076520412, 'gamma': 0.29963165180493156, 'reg_alpha': 0.854551077088753, 'reg_lambda': 1.3964995634294193}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,543] Trial 166 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 27, 'learning_rate': 0.016773742225666646, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9336071609378376, 'colsample_bytree': 0.8039082013351939, 'gamma': 0.7962611927048184, 'reg_alpha': 0.8004757194189518, 'reg_lambda': 1.4706146716906008}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,710] Trial 167 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.018548584566636748, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9728504698880809, 'colsample_bytree': 0.6946843170128515, 'gamma': 0.3031722770286794, 'reg_alpha': 0.8581060037425184, 'reg_lambda': 1.4166772686330225}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,818] Trial 168 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 34, 'learning_rate': 0.02206109749373642, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8735734495783053, 'colsample_bytree': 0.8126325412243312, 'gamma': 0.46623190125838665, 'reg_alpha': 0.8342918035505403, 'reg_lambda': 1.6761391256486105}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,952] Trial 169 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 30, 'learning_rate': 0.015840613735215253, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9472051732849187, 'colsample_bytree': 0.7145328599388193, 'gamma': 0.6186760966870224, 'reg_alpha': 0.5372442846564347, 'reg_lambda': 1.6001603924783232}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,064] Trial 170 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.015150188192059225, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.932141519446871, 'colsample_bytree': 0.8290500810777859, 'gamma': 0.2134005162514774, 'reg_alpha': 0.7801827606398345, 'reg_lambda': 0.5157745002935176}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,174] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.013886149377527808, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.924869425089111, 'colsample_bytree': 0.8442442287408467, 'gamma': 1.033544064151493, 'reg_alpha': 0.8589989903967634, 'reg_lambda': 1.3733245372421252}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,285] Trial 172 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 35, 'learning_rate': 0.017093351254290144, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9433416128599204, 'colsample_bytree': 0.8463594828603923, 'gamma': 1.0067815951863444, 'reg_alpha': 0.865686036764706, 'reg_lambda': 1.3978455720982312}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,382] Trial 173 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 25, 'learning_rate': 0.06076021195834026, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9267829771156137, 'colsample_bytree': 0.8325751863618046, 'gamma': 1.0121854838807687, 'reg_alpha': 0.8446915555905636, 'reg_lambda': 1.3554335103853357}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,574] Trial 174 finished with value: 0.738095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.052282721531776696, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.929002423253818, 'colsample_bytree': 0.8319451180916421, 'gamma': 1.114636126314367, 'reg_alpha': 0.8215625459036571, 'reg_lambda': 1.492050161299072}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,709] Trial 175 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 23, 'learning_rate': 0.058173912312194834, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8566779052024783, 'colsample_bytree': 0.8226022905207242, 'gamma': 0.91120489669911, 'reg_alpha': 0.8491571201998547, 'reg_lambda': 2.2112329901928964}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,813] Trial 176 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 25, 'learning_rate': 0.1448289661395851, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9383155131229612, 'colsample_bytree': 0.8174055006639926, 'gamma': 1.1296403895646947, 'reg_alpha': 0.6994222791271237, 'reg_lambda': 1.9661602616360967}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,007] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.06023079476111217, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.90513948492249, 'colsample_bytree': 0.8003489934193212, 'gamma': 1.2325717923115593, 'reg_alpha': 0.470761667289009, 'reg_lambda': 1.35551906834027}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,170] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.04906024328231836, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9587344748260469, 'colsample_bytree': 0.7706395545451556, 'gamma': 1.0165064502246877, 'reg_alpha': 0.804300687856054, 'reg_lambda': 1.4419035580322601}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,273] Trial 179 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.06985326523061712, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8805914824756954, 'colsample_bytree': 0.979602344596165, 'gamma': 0.8467927958353247, 'reg_alpha': 0.8357889845344965, 'reg_lambda': 1.8795000119651597}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,489] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.12354766193979175, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8438352682765726, 'colsample_bytree': 0.6469594611056397, 'gamma': 0.7050029376001115, 'reg_alpha': 0.7665890777473454, 'reg_lambda': 1.5528544780800666}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,621] Trial 181 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 40, 'learning_rate': 0.01311698891994016, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9205220561950662, 'colsample_bytree': 0.838367674568463, 'gamma': 1.367824958407627, 'reg_alpha': 0.91838559421476, 'reg_lambda': 1.376851188415946}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,743] Trial 182 finished with value: 0.675595238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.014096422179348546, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9167758001260714, 'colsample_bytree': 0.836051004661819, 'gamma': 1.458030802422651, 'reg_alpha': 0.9059020522011898, 'reg_lambda': 2.0762450487871127}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,869] Trial 183 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 37, 'learning_rate': 0.01251198743330026, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9279188674503398, 'colsample_bytree': 0.8272256937350455, 'gamma': 1.0243989025741167, 'reg_alpha': 0.8694930356979277, 'reg_lambda': 1.3855881918031328}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,995] Trial 184 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 30, 'learning_rate': 0.020994100072446478, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9239700330314853, 'colsample_bytree': 0.8526607062345276, 'gamma': 1.3240202957917324, 'reg_alpha': 0.9247764620856406, 'reg_lambda': 1.2768113213123562}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,105] Trial 185 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.16744852880168248, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9016249986921892, 'colsample_bytree': 0.8402087078226546, 'gamma': 1.6127367297301605, 'reg_alpha': 0.8561940259165977, 'reg_lambda': 1.370214390654583}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,251] Trial 186 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.056111006315650004, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9379064371813719, 'colsample_bytree': 0.6740793259756074, 'gamma': 1.1789269007890262, 'reg_alpha': 0.8799488993212247, 'reg_lambda': 1.4516384998807335}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,362] Trial 187 finished with value: 0.738095238095238 and parameters: {'n_estimators': 35, 'learning_rate': 0.03643868800636143, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9145892437326593, 'colsample_bytree': 0.8102031230652663, 'gamma': 1.0784467605900652, 'reg_alpha': 0.8158988046420151, 'reg_lambda': 1.6469506831233978}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,541] Trial 188 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 51, 'learning_rate': 0.013109290278729367, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8936976197114073, 'colsample_bytree': 0.6998659857329717, 'gamma': 0.9668860180101908, 'reg_alpha': 0.9089635620255677, 'reg_lambda': 0.7858653243928704}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,655] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 52, 'learning_rate': 0.013120969852586867, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8890740808184772, 'colsample_bytree': 0.7026495897223543, 'gamma': 0.9339825561460289, 'reg_alpha': 0.9145622384078304, 'reg_lambda': 0.6879362492404933}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,775] Trial 190 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 51, 'learning_rate': 0.013089286487649565, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8918338105774851, 'colsample_bytree': 0.6958563941631822, 'gamma': 0.907484364064075, 'reg_alpha': 0.9350558173899921, 'reg_lambda': 0.8056170854156388}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,878] Trial 191 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.015244134176234027, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8867345217706366, 'colsample_bytree': 0.7024029917868758, 'gamma': 0.9772004528930933, 'reg_alpha': 0.8964584278419504, 'reg_lambda': 0.8075525026621174}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,999] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.013719076133817579, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8983150796287311, 'colsample_bytree': 0.7157713110723359, 'gamma': 0.8043274840678916, 'reg_alpha': 0.9212104383722064, 'reg_lambda': 0.6939795632016195}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,111] Trial 193 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.012451136409205994, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8719647637159597, 'colsample_bytree': 0.7086239349074017, 'gamma': 0.9271527920107665, 'reg_alpha': 0.8842104482436798, 'reg_lambda': 0.596649793741532}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,239] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.011536421243056965, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.863382495824325, 'colsample_bytree': 0.7353029581877857, 'gamma': 1.0850021458489607, 'reg_alpha': 0.9092489558667335, 'reg_lambda': 0.747321171395507}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,400] Trial 195 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 27, 'learning_rate': 0.014402870014474108, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8804046905194269, 'colsample_bytree': 0.6897691121355746, 'gamma': 0.7645022492851116, 'reg_alpha': 0.8556207244163485, 'reg_lambda': 0.9136980312259202}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,585] Trial 196 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 39, 'learning_rate': 0.06482857962556848, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6886651085630766, 'colsample_bytree': 0.6991317877439487, 'gamma': 1.2392400433766222, 'reg_alpha': 0.9409813775551261, 'reg_lambda': 0.7660595958301697}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,702] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 45, 'learning_rate': 0.01898837737700522, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8917618088067429, 'colsample_bytree': 0.6829271124947084, 'gamma': 0.33801104647351327, 'reg_alpha': 0.8429982524836578, 'reg_lambda': 0.6479780717344941}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,811] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 45, 'learning_rate': 0.019596620062152306, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.891105000489155, 'colsample_bytree': 0.6785814717044213, 'gamma': 0.42469923650026464, 'reg_alpha': 0.2583538885573496, 'reg_lambda': 0.7286691080372074}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,914] Trial 199 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 45, 'learning_rate': 0.018464895859773005, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8903843096854546, 'colsample_bytree': 0.6838315483112571, 'gamma': 0.4625774950096993, 'reg_alpha': 0.8410207102317868, 'reg_lambda': 0.7319506287789447}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,917] A new study created in memory with name: no-name-2a23959c-c439-4d46-8b67-3ae93dec7836
[I 2025-11-03 19:33:47,222] Trial 0 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 76, 'learning_rate': 0.07960140018566919, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8618948511625506, 'colsample_bytree': 0.7167196347778237, 'gamma': 0.27655818057309267, 'reg_alpha': 0.8990149932783578, 'reg_lambda': 2.084877903133907}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:47,476] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.2012810856707454, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.6397592445692165, 'colsample_bytree': 0.9107905137963818, 'gamma': 3.2306731386484255, 'reg_alpha': 0.6033054448666049, 'reg_lambda': 2.111969971002396}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:47,664] Trial 2 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 235, 'learning_rate': 0.016570125248725996, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7452968947595301, 'colsample_bytree': 0.8322117478511215, 'gamma': 2.685656033981311, 'reg_alpha': 0.5912363396770435, 'reg_lambda': 2.8634916855648056}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:47,801] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.030593421204822488, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.7072660618341615, 'colsample_bytree': 0.6141805326750452, 'gamma': 2.9291923447962507, 'reg_alpha': 0.9785423896661962, 'reg_lambda': 2.4866210783034477}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:47,895] Trial 4 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 44, 'learning_rate': 0.017374950561668524, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8117002570889947, 'colsample_bytree': 0.7202367708714634, 'gamma': 4.602014904988493, 'reg_alpha': 0.20529778837520452, 'reg_lambda': 1.1355916007464972}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:48,159] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.010418354850610838, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8289171642243147, 'colsample_bytree': 0.8582265670750986, 'gamma': 2.0342387764690395, 'reg_alpha': 0.6120041644806727, 'reg_lambda': 2.8393236729858744}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:48,244] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.28148727068004586, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.7893273802389988, 'colsample_bytree': 0.6536014225139494, 'gamma': 4.380734336071334, 'reg_alpha': 0.30805705177792975, 'reg_lambda': 1.8270021973053048}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:48,400] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.02055522072416316, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.6317809930110891, 'colsample_bytree': 0.9529248202005136, 'gamma': 0.006877897092082974, 'reg_alpha': 0.7153745703184483, 'reg_lambda': 1.6919787336430987}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:48,675] Trial 8 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.02729718820066117, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9242556723657687, 'colsample_bytree': 0.8630341333820486, 'gamma': 2.366378562529463, 'reg_alpha': 0.5217796008963222, 'reg_lambda': 2.0215876125440193}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:48,802] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.0626101192371386, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.667598558514233, 'colsample_bytree': 0.7629781218495755, 'gamma': 3.220763381243106, 'reg_alpha': 0.26197867227858385, 'reg_lambda': 1.7534423856050867}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:48,864] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 27, 'learning_rate': 0.08582035888854568, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9491461626199154, 'colsample_bytree': 0.7059081046845636, 'gamma': 0.31938774135784254, 'reg_alpha': 0.9739161690268526, 'reg_lambda': 0.8089411828028001}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:49,182] Trial 11 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 248, 'learning_rate': 0.11161139755524192, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7460543274859078, 'colsample_bytree': 0.8070826688821583, 'gamma': 1.5202477722419834, 'reg_alpha': 0.003650551072750363, 'reg_lambda': 2.962315488061067}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:49,337] Trial 12 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 96, 'learning_rate': 0.03997690512478133, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8791970279877906, 'colsample_bytree': 0.7928673298081352, 'gamma': 1.0694982679455594, 'reg_alpha': 0.7991853625282126, 'reg_lambda': 2.4889344119625307}. Best is trial 12 with value: 0.7321428571428571.
[I 2025-11-03 19:33:49,482] Trial 13 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 99, 'learning_rate': 0.045533178012193636, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8848686228361939, 'colsample_bytree': 0.7559514712613437, 'gamma': 0.9636249018198088, 'reg_alpha': 0.8225370782326343, 'reg_lambda': 2.403314575102475}. Best is trial 12 with value: 0.7321428571428571.
[I 2025-11-03 19:33:49,603] Trial 14 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 71, 'learning_rate': 0.1299680543310597, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9957336995267986, 'colsample_bytree': 0.6803654742882969, 'gamma': 0.8079736921829291, 'reg_alpha': 0.8400692235592038, 'reg_lambda': 1.3799004515989064}. Best is trial 12 with value: 0.7321428571428571.
[I 2025-11-03 19:33:49,926] Trial 15 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 157, 'learning_rate': 0.04586329116808674, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8664872982368871, 'colsample_bytree': 0.7596086198660581, 'gamma': 1.3350608075752943, 'reg_alpha': 0.8200696663359738, 'reg_lambda': 2.3999841220506233}. Best is trial 12 with value: 0.7321428571428571.
[I 2025-11-03 19:33:50,078] Trial 16 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 107, 'learning_rate': 0.07367611562069545, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8859302243831154, 'colsample_bytree': 0.6313802876456877, 'gamma': 0.5774223841239408, 'reg_alpha': 0.7262165067441165, 'reg_lambda': 2.198033617039434}. Best is trial 12 with value: 0.7321428571428571.
[I 2025-11-03 19:33:50,203] Trial 17 finished with value: 0.738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.03677543737838862, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.940194984593414, 'colsample_bytree': 0.9976860135457493, 'gamma': 1.6837922337359574, 'reg_alpha': 0.422067190077318, 'reg_lambda': 2.5919507993566047}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:50,277] Trial 18 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.03470430914631171, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9948933509885155, 'colsample_bytree': 0.989802123030381, 'gamma': 1.735264498137075, 'reg_alpha': 0.3847663743953356, 'reg_lambda': 2.6367791148206567}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:50,403] Trial 19 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 23, 'learning_rate': 0.0121035529910916, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9498474403344652, 'colsample_bytree': 0.8942187829532637, 'gamma': 3.905215507703237, 'reg_alpha': 0.3959107283585023, 'reg_lambda': 0.5014384288113982}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:50,693] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 155, 'learning_rate': 0.04200398607163053, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9219871938132326, 'colsample_bytree': 0.9447610166492126, 'gamma': 1.2441225939121086, 'reg_alpha': 0.08563846027020633, 'reg_lambda': 2.6695944478622704}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:50,838] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 27, 'learning_rate': 0.01031200512174483, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9496974990371211, 'colsample_bytree': 0.8894877156692448, 'gamma': 3.800129080034662, 'reg_alpha': 0.420555092430515, 'reg_lambda': 0.5774199149072738}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,008] Trial 22 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 59, 'learning_rate': 0.022768081090859815, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9589755711788474, 'colsample_bytree': 0.9901633821951191, 'gamma': 2.05349515009803, 'reg_alpha': 0.4578927568830244, 'reg_lambda': 1.363517137215501}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,132] Trial 23 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.014190881859270133, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.925864241018003, 'colsample_bytree': 0.9274076473192159, 'gamma': 3.5717886043766693, 'reg_alpha': 0.31738935479606856, 'reg_lambda': 0.5244158290964751}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,332] Trial 24 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.0544568840780997, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8973564600517155, 'colsample_bytree': 0.7952444896549913, 'gamma': 4.965694621119056, 'reg_alpha': 0.5197741814271867, 'reg_lambda': 0.8485333819549095}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,466] Trial 25 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 101, 'learning_rate': 0.026538752838811682, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8450720705815538, 'colsample_bytree': 0.8840890549331496, 'gamma': 1.9456151701851419, 'reg_alpha': 0.16814176230214284, 'reg_lambda': 1.4584159701554456}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,599] Trial 26 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.01386124850327346, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9760030066504154, 'colsample_bytree': 0.961261732086575, 'gamma': 4.104157981493248, 'reg_alpha': 0.3592534229815, 'reg_lambda': 2.324366959845529}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,716] Trial 27 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 53, 'learning_rate': 0.03634880877801222, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9102759014302183, 'colsample_bytree': 0.8222988304657659, 'gamma': 2.2771166193541084, 'reg_alpha': 0.6857831468925737, 'reg_lambda': 2.697952995566043}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,931] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 35, 'learning_rate': 0.10127101800006125, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9621169777740107, 'colsample_bytree': 0.8488078624336937, 'gamma': 1.05869147257719, 'reg_alpha': 0.49342826454305916, 'reg_lambda': 1.1500634870042474}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,068] Trial 29 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 77, 'learning_rate': 0.16597062106131283, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8599435020545622, 'colsample_bytree': 0.9152594957706885, 'gamma': 1.65654086980516, 'reg_alpha': 0.2577770590916675, 'reg_lambda': 1.9230551724866003}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,214] Trial 30 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 113, 'learning_rate': 0.15605463901354824, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7849435277808269, 'colsample_bytree': 0.9749262760547, 'gamma': 1.6054758132863565, 'reg_alpha': 0.1824000149602757, 'reg_lambda': 1.9104816917778606}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,353] Trial 31 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 81, 'learning_rate': 0.0571163470945826, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8605435983972614, 'colsample_bytree': 0.9174592574685267, 'gamma': 0.6252886983262483, 'reg_alpha': 0.42179968594323963, 'reg_lambda': 1.5901942006295626}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,548] Trial 32 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 83, 'learning_rate': 0.22362285446381677, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8643686285486695, 'colsample_bytree': 0.9116677224903293, 'gamma': 0.6674211675355343, 'reg_alpha': 0.24787442269344892, 'reg_lambda': 1.577037550688986}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,679] Trial 33 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 73, 'learning_rate': 0.05481131582166713, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.838432024471625, 'colsample_bytree': 0.9372291646580725, 'gamma': 1.224921495495039, 'reg_alpha': 0.5620138770662437, 'reg_lambda': 2.18877172903148}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,836] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 119, 'learning_rate': 0.17207426692900107, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8161266065783662, 'colsample_bytree': 0.784127957687971, 'gamma': 0.486788407914323, 'reg_alpha': 0.3512690966626175, 'reg_lambda': 1.9744597847036331}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,989] Trial 35 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 138, 'learning_rate': 0.06688075255510761, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7617347732809072, 'colsample_bytree': 0.9127160707307381, 'gamma': 0.9105331089734736, 'reg_alpha': 0.6382040050258659, 'reg_lambda': 2.551279276815304}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:53,123] Trial 36 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 91, 'learning_rate': 0.08919205007764319, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.855574738672164, 'colsample_bytree': 0.8388010799715957, 'gamma': 2.6438037613381513, 'reg_alpha': 0.4444864343779958, 'reg_lambda': 2.277286591528895}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:53,352] Trial 37 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.0374915516616586, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8797643141900571, 'colsample_bytree': 0.9977906938564342, 'gamma': 1.8147322610504872, 'reg_alpha': 0.1365050138796442, 'reg_lambda': 2.8073681023595682}. Best is trial 37 with value: 0.7380952380952381.
[I 2025-11-03 19:33:53,480] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 62, 'learning_rate': 0.03615837186281642, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8852474104105775, 'colsample_bytree': 0.9706519903717076, 'gamma': 0.12499571552980093, 'reg_alpha': 0.1292771692179513, 'reg_lambda': 2.7863910469172772}. Best is trial 37 with value: 0.7380952380952381.
[I 2025-11-03 19:33:53,643] Trial 39 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 94, 'learning_rate': 0.02071640505068577, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8201706852030106, 'colsample_bytree': 0.9945625495182695, 'gamma': 1.8940425425029632, 'reg_alpha': 0.0684909315205946, 'reg_lambda': 2.941335235548851}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:53,878] Trial 40 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 61, 'learning_rate': 0.018933122420339704, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7115363175983251, 'colsample_bytree': 0.9956940378050845, 'gamma': 2.8811168054903034, 'reg_alpha': 0.04307529597545692, 'reg_lambda': 2.815115115031527}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,023] Trial 41 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 81, 'learning_rate': 0.02575261890574208, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8157844828479645, 'colsample_bytree': 0.9686564976386272, 'gamma': 1.8377065641210482, 'reg_alpha': 0.09756193829982568, 'reg_lambda': 2.9150026472062813}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,178] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 96, 'learning_rate': 0.03241702099812088, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7809841685343522, 'colsample_bytree': 0.9983687984894936, 'gamma': 2.147707571959372, 'reg_alpha': 0.13270238393846392, 'reg_lambda': 2.5138538698265647}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,337] Trial 43 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 138, 'learning_rate': 0.057661970452486735, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8311804525762118, 'colsample_bytree': 0.9468435796924511, 'gamma': 1.4303153047607595, 'reg_alpha': 0.021424571683694958, 'reg_lambda': 2.983406476120367}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,491] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 37, 'learning_rate': 0.04132456682122514, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.910477451660824, 'colsample_bytree': 0.875453710759835, 'gamma': 1.1116896916414956, 'reg_alpha': 0.31015727274755156, 'reg_lambda': 2.744754412101233}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,622] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.023036141411351827, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.7994310604550364, 'colsample_bytree': 0.721641874836783, 'gamma': 2.547727084826569, 'reg_alpha': 0.22226707987858615, 'reg_lambda': 2.608384962120696}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,740] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.029475451615335393, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.8739569326383597, 'colsample_bytree': 0.9706213377307584, 'gamma': 0.3670429168980682, 'reg_alpha': 0.8999750698250262, 'reg_lambda': 2.860794313858508}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,931] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 122, 'learning_rate': 0.047480946813259955, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9329430031579375, 'colsample_bytree': 0.9351266449482679, 'gamma': 1.4751397248693954, 'reg_alpha': 0.7689296827612183, 'reg_lambda': 2.0662804783884443}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:55,067] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 51, 'learning_rate': 0.016545248985207185, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8992510583075498, 'colsample_bytree': 0.9847135979053221, 'gamma': 0.7125867015192491, 'reg_alpha': 0.5893199792985944, 'reg_lambda': 2.4768509030585015}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:55,197] Trial 49 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 73, 'learning_rate': 0.07337660155084019, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8464464625814082, 'colsample_bytree': 0.7432882891394057, 'gamma': 2.261287214635203, 'reg_alpha': 0.05371827096313834, 'reg_lambda': 2.9939999448725265}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:55,371] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 196, 'learning_rate': 0.04049533983656997, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8237421919068144, 'colsample_bytree': 0.9511693162751131, 'gamma': 1.9387038891362585, 'reg_alpha': 0.9041258130852134, 'reg_lambda': 1.683437183694649}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:55,498] Trial 51 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 77, 'learning_rate': 0.28106993750946535, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8726216484916955, 'colsample_bytree': 0.9215907062555415, 'gamma': 1.6782947279796954, 'reg_alpha': 0.27556263011991333, 'reg_lambda': 1.8964911217384737}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:55,633] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 86, 'learning_rate': 0.030826040378990557, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8548821655061705, 'colsample_bytree': 0.8094227277580246, 'gamma': 1.7258309145705375, 'reg_alpha': 0.20009280385073344, 'reg_lambda': 2.387428032061358}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:55,809] Trial 53 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.050901776751694404, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8997162810022016, 'colsample_bytree': 0.897947073506357, 'gamma': 1.407088858003706, 'reg_alpha': 0.12881693587896642, 'reg_lambda': 1.59718763585468}. Best is trial 53 with value: 0.7619047619047619.
[I 2025-11-03 19:33:55,918] Trial 54 finished with value: 0.761904761904762 and parameters: {'n_estimators': 39, 'learning_rate': 0.06420351596437357, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8997741632706869, 'colsample_bytree': 0.864479460470776, 'gamma': 1.2881975193133965, 'reg_alpha': 0.14686048749186098, 'reg_lambda': 1.635425880141976}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:55,991] Trial 55 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.04886228552288773, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9048578721864908, 'colsample_bytree': 0.8733545848897143, 'gamma': 1.3224189590785578, 'reg_alpha': 0.146317908711616, 'reg_lambda': 1.5636379502953035}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,165] Trial 56 finished with value: 0.755952380952381 and parameters: {'n_estimators': 38, 'learning_rate': 0.05117308323253753, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9350270878279786, 'colsample_bytree': 0.8654318223322445, 'gamma': 1.3583635136799472, 'reg_alpha': 0.13984278115134124, 'reg_lambda': 1.192761233165901}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,275] Trial 57 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.04920892530925454, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8987816932549937, 'colsample_bytree': 0.8612353055990042, 'gamma': 1.3413177300173569, 'reg_alpha': 0.13729880228668223, 'reg_lambda': 1.0785671584509764}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,352] Trial 58 finished with value: 0.75 and parameters: {'n_estimators': 35, 'learning_rate': 0.04997538394396798, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.909589860853363, 'colsample_bytree': 0.858576308984988, 'gamma': 1.3556781204717008, 'reg_alpha': 0.0820481155063184, 'reg_lambda': 1.1890431777183261}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,464] Trial 59 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.0495110546263807, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.974234311187331, 'colsample_bytree': 0.8660428020710007, 'gamma': 1.3142327893487822, 'reg_alpha': 0.15789064685830898, 'reg_lambda': 1.158337575897902}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,641] Trial 60 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.06597349381263946, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9149604410380167, 'colsample_bytree': 0.8951217902288469, 'gamma': 0.852538359576988, 'reg_alpha': 0.10364833972362865, 'reg_lambda': 1.0441386422361265}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,751] Trial 61 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 43, 'learning_rate': 0.07699634469350039, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8977738916460993, 'colsample_bytree': 0.8462137964008666, 'gamma': 1.415705653569404, 'reg_alpha': 0.05673185823185739, 'reg_lambda': 1.288544698809844}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,896] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 26, 'learning_rate': 0.05074112711943768, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9340114206894776, 'colsample_bytree': 0.8247895014889881, 'gamma': 1.1445641304333218, 'reg_alpha': 0.0038414551767690097, 'reg_lambda': 0.9987520019531737}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,053] Trial 63 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.06318990999385721, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.905898243191852, 'colsample_bytree': 0.8578136377696188, 'gamma': 0.9877827258434821, 'reg_alpha': 0.07618392092282059, 'reg_lambda': 1.2642834852834577}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,215] Trial 64 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 31, 'learning_rate': 0.044922334285663466, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9444571629482146, 'colsample_bytree': 0.8691475001680881, 'gamma': 1.3165477897614488, 'reg_alpha': 0.21377070922564423, 'reg_lambda': 1.514954352340615}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,315] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.09222942642150281, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8911538913407915, 'colsample_bytree': 0.8945617456043978, 'gamma': 1.563659534702238, 'reg_alpha': 0.11556172581518398, 'reg_lambda': 1.7866551203598333}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,432] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.12057220377676307, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9299038227216001, 'colsample_bytree': 0.8563716629185569, 'gamma': 2.11521606475218, 'reg_alpha': 0.1627601378482253, 'reg_lambda': 0.8964588388207356}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,598] Trial 67 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 39, 'learning_rate': 0.07266431013147714, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9195434411340442, 'colsample_bytree': 0.829369859547008, 'gamma': 1.4911470687597252, 'reg_alpha': 0.07445353162160764, 'reg_lambda': 0.6909641025751616}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,752] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.08363395482430772, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9641905624921966, 'colsample_bytree': 0.8798657697308838, 'gamma': 2.394663679512406, 'reg_alpha': 0.23487268686294505, 'reg_lambda': 1.6721220905724268}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,883] Trial 69 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 30, 'learning_rate': 0.06136882439377264, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7139495273604369, 'colsample_bytree': 0.9028558548797256, 'gamma': 1.9158132508527703, 'reg_alpha': 0.18728994223101703, 'reg_lambda': 1.3716824949463247}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:58,091] Trial 70 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 53, 'learning_rate': 0.04501485047951465, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6451298562769645, 'colsample_bytree': 0.8084975309636024, 'gamma': 1.17934298827517, 'reg_alpha': 0.15268241444949687, 'reg_lambda': 1.2356863844054635}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:58,200] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 41, 'learning_rate': 0.052445535278641334, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8816287439672963, 'colsample_bytree': 0.8410230119863571, 'gamma': 1.8127573789195655, 'reg_alpha': 0.13391603838188623, 'reg_lambda': 1.455948025129501}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:58,422] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 41, 'learning_rate': 0.052187883089593434, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9068094424551058, 'colsample_bytree': 0.8414290050276736, 'gamma': 1.333484215504377, 'reg_alpha': 0.041507261826293135, 'reg_lambda': 1.4477588372831303}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:58,540] Trial 73 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 26, 'learning_rate': 0.06826751151648873, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9036974212938934, 'colsample_bytree': 0.7803186699071589, 'gamma': 1.0482643442785116, 'reg_alpha': 0.03523464929648734, 'reg_lambda': 1.599187575191025}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:58,764] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 46, 'learning_rate': 0.05754647761525658, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9809278479571285, 'colsample_bytree': 0.8753705233418585, 'gamma': 1.3546915151988523, 'reg_alpha': 0.0881622487299549, 'reg_lambda': 1.0752073924287473}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:58,889] Trial 75 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 34, 'learning_rate': 0.04481914525413375, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9217143408118359, 'colsample_bytree': 0.85405660598986, 'gamma': 0.7878740688134993, 'reg_alpha': 0.016327189733239267, 'reg_lambda': 1.4762361290370087}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,076] Trial 76 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 32, 'learning_rate': 0.049604870493022965, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9421084991798957, 'colsample_bytree': 0.8524734848822392, 'gamma': 0.8860943862781867, 'reg_alpha': 0.005615764482705676, 'reg_lambda': 1.3239428172516308}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,140] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 23, 'learning_rate': 0.044159203796015414, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6062946960267364, 'colsample_bytree': 0.8138559390644238, 'gamma': 0.7898583680816539, 'reg_alpha': 0.27994181500359383, 'reg_lambda': 1.4683741125025571}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,351] Trial 78 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 57, 'learning_rate': 0.03922123592109439, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.918220206619255, 'colsample_bytree': 0.8364283790726008, 'gamma': 0.5400504543216997, 'reg_alpha': 0.027926336073701957, 'reg_lambda': 1.2266336873184176}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,477] Trial 79 finished with value: 0.744047619047619 and parameters: {'n_estimators': 51, 'learning_rate': 0.05379068561454405, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8931698663808658, 'colsample_bytree': 0.8870235447751696, 'gamma': 0.18275914014922656, 'reg_alpha': 0.10299390480119511, 'reg_lambda': 1.5444262980183514}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,578] Trial 80 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 36, 'learning_rate': 0.033960894095917404, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9521923785330181, 'colsample_bytree': 0.8663948813398742, 'gamma': 1.2297734676263592, 'reg_alpha': 0.185285216818343, 'reg_lambda': 1.4098478075471148}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,780] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 32, 'learning_rate': 0.04814485508860228, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9411736506753174, 'colsample_bytree': 0.8490487258976072, 'gamma': 0.9549553051795938, 'reg_alpha': 0.002496664011132059, 'reg_lambda': 1.3090788315869821}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,914] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 29, 'learning_rate': 0.05843985862052262, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9248081407820267, 'colsample_bytree': 0.8559097747742795, 'gamma': 1.5832397350049048, 'reg_alpha': 0.05103129000267197, 'reg_lambda': 0.9382345735038742}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,023] Trial 83 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.04980584960533487, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9573822461629855, 'colsample_bytree': 0.8791703357712276, 'gamma': 0.7797719908236289, 'reg_alpha': 0.019489693845299236, 'reg_lambda': 1.6424118095463431}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,121] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.04184002541608423, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9360201115827904, 'colsample_bytree': 0.849258921666396, 'gamma': 0.9537315767277952, 'reg_alpha': 0.11070071235169049, 'reg_lambda': 1.7455795611249112}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,259] Trial 85 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 47, 'learning_rate': 0.06396188251608008, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.987412158561349, 'colsample_bytree': 0.8998716497855999, 'gamma': 0.39323043772812866, 'reg_alpha': 0.09123053664679208, 'reg_lambda': 1.321676080424301}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,387] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.05326381152122666, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9685989913850563, 'colsample_bytree': 0.8301288338384998, 'gamma': 1.069023317148844, 'reg_alpha': 0.14456436587931618, 'reg_lambda': 1.134879527393167}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,524] Trial 87 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 64, 'learning_rate': 0.06026162373093246, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9656103256862174, 'colsample_bytree': 0.8183772839114482, 'gamma': 1.0932381559032955, 'reg_alpha': 0.141422988625079, 'reg_lambda': 1.2003288596984618}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,767] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 58, 'learning_rate': 0.0957054649907746, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9066361754896022, 'colsample_bytree': 0.8232517345308419, 'gamma': 1.2141654968746733, 'reg_alpha': 0.21028866163353466, 'reg_lambda': 1.208649976384269}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,904] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 51, 'learning_rate': 0.07092132275755308, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9137219823706609, 'colsample_bytree': 0.7984270559768677, 'gamma': 1.4005707779997307, 'reg_alpha': 0.16858224412597897, 'reg_lambda': 1.4217193060483284}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:01,025] Trial 90 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 37, 'learning_rate': 0.07833876779385907, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8723647755462498, 'colsample_bytree': 0.9054925728864711, 'gamma': 0.6573074299113281, 'reg_alpha': 0.06141705082774507, 'reg_lambda': 1.51735157640101}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:01,248] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.05433365194047499, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9718169899194772, 'colsample_bytree': 0.8176985870016651, 'gamma': 1.1144208637423438, 'reg_alpha': 0.12553612179699122, 'reg_lambda': 1.0817362626377627}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:01,361] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 44, 'learning_rate': 0.060639842095816895, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.996750116460385, 'colsample_bytree': 0.8170482803572419, 'gamma': 1.3403900664117452, 'reg_alpha': 0.1271152442462404, 'reg_lambda': 1.0809243931806363}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:01,506] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 70, 'learning_rate': 0.03770572133183149, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9549534823641549, 'colsample_bytree': 0.870117036495568, 'gamma': 1.1268206788907003, 'reg_alpha': 0.1829337925500057, 'reg_lambda': 1.0075149122047886}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:01,650] Trial 94 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.05643851364891924, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9870636588576233, 'colsample_bytree': 0.7801646011485683, 'gamma': 1.5117599283845546, 'reg_alpha': 0.23731259724002876, 'reg_lambda': 1.1687599615675335}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:01,807] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.042500112783415575, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9269110395440165, 'colsample_bytree': 0.8384616800922791, 'gamma': 1.2517214047141252, 'reg_alpha': 0.1181331173442565, 'reg_lambda': 0.9489251649293171}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,028] Trial 96 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 25, 'learning_rate': 0.047890496809234795, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8907602436401472, 'colsample_bytree': 0.8628060340920095, 'gamma': 1.6596943634422727, 'reg_alpha': 0.07454624159929335, 'reg_lambda': 0.8265844734304177}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,141] Trial 97 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 48, 'learning_rate': 0.03422787788699556, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9678894388120574, 'colsample_bytree': 0.8866700638498171, 'gamma': 1.0525224474565409, 'reg_alpha': 0.14946536675302063, 'reg_lambda': 1.839412066707997}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,287] Trial 98 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 36, 'learning_rate': 0.08141519827163708, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9004777773220377, 'colsample_bytree': 0.8009284751947299, 'gamma': 1.7666314183994192, 'reg_alpha': 0.035141753854523186, 'reg_lambda': 1.5817270880775163}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,409] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 41, 'learning_rate': 0.06429668643822352, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9461976146357391, 'colsample_bytree': 0.84275475846696, 'gamma': 0.7401757733807186, 'reg_alpha': 0.088779243835909, 'reg_lambda': 1.7275124274917577}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,599] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.04520252536218902, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9209782620043987, 'colsample_bytree': 0.7899102862313631, 'gamma': 1.4424047443753518, 'reg_alpha': 0.202425685822428, 'reg_lambda': 1.1090570478886277}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,724] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.052836811950345855, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9761270716466974, 'colsample_bytree': 0.8336916134038944, 'gamma': 1.0860256313068468, 'reg_alpha': 0.14084977886179065, 'reg_lambda': 0.7607575418044936}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,898] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 57, 'learning_rate': 0.053538009478091224, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9635192930911565, 'colsample_bytree': 0.8237729517108078, 'gamma': 0.8559853415288244, 'reg_alpha': 0.16212293735290836, 'reg_lambda': 1.1734040254880787}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:03,001] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.06085064795876526, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9709922256578802, 'colsample_bytree': 0.8588831345834976, 'gamma': 1.0180660784715891, 'reg_alpha': 0.1214261607165885, 'reg_lambda': 1.0193584321645517}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:03,133] Trial 104 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.06807691526449718, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9352993476343662, 'colsample_bytree': 0.868860243808713, 'gamma': 0.45413046910627664, 'reg_alpha': 0.051146230134561904, 'reg_lambda': 1.3612320072169946}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:03,390] Trial 105 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 214, 'learning_rate': 0.03937146047446162, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9862010574958557, 'colsample_bytree': 0.7702324822581561, 'gamma': 3.1996348110756907, 'reg_alpha': 0.17297124341166853, 'reg_lambda': 1.6343344737290655}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:03,561] Trial 106 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 216, 'learning_rate': 0.03906766020844112, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9843331108503822, 'colsample_bytree': 0.6042378850895543, 'gamma': 4.0436484144580795, 'reg_alpha': 0.10243967964017432, 'reg_lambda': 1.6334343009228895}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:03,722] Trial 107 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 145, 'learning_rate': 0.029825507121012482, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8860179457831266, 'colsample_bytree': 0.7583696880200836, 'gamma': 3.2820003745908486, 'reg_alpha': 0.1692501573301135, 'reg_lambda': 1.5100195599767787}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:03,905] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 247, 'learning_rate': 0.04687131289828386, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9109546232281241, 'colsample_bytree': 0.7648712372558327, 'gamma': 3.0853376204606953, 'reg_alpha': 0.2823405937425594, 'reg_lambda': 1.8409185111834159}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:04,173] Trial 109 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.04310750325623168, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9514130503905942, 'colsample_bytree': 0.771244156129552, 'gamma': 2.8446388944024927, 'reg_alpha': 0.06924305139261867, 'reg_lambda': 1.4699834664797065}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:04,356] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.04003803637048496, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.990715665348089, 'colsample_bytree': 0.8728477904654219, 'gamma': 3.412305562332444, 'reg_alpha': 0.21847003113647356, 'reg_lambda': 1.6272408658134827}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:04,478] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.050790404653172284, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9612627013362576, 'colsample_bytree': 0.8322088643712036, 'gamma': 1.2080377826053528, 'reg_alpha': 0.1421039163233026, 'reg_lambda': 1.1176047765642616}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:04,725] Trial 112 finished with value: 0.738095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.05608011278899655, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.93116404493788, 'colsample_bytree': 0.7437924086061347, 'gamma': 1.5461656851928964, 'reg_alpha': 0.11445398966821803, 'reg_lambda': 1.2553481564671618}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:04,905] Trial 113 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.05945400140427573, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.978046000291773, 'colsample_bytree': 0.8467423314250709, 'gamma': 1.3078112281183547, 'reg_alpha': 0.1877194472861571, 'reg_lambda': 0.9488378924808047}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:04,976] Trial 114 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 41, 'learning_rate': 0.05264939800955121, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.998213226414587, 'colsample_bytree': 0.8171014430301181, 'gamma': 1.1335073134100577, 'reg_alpha': 0.15043151461707216, 'reg_lambda': 1.1929802435248338}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:05,235] Trial 115 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 77, 'learning_rate': 0.04672130101709395, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9002079112411661, 'colsample_bytree': 0.8831514868412733, 'gamma': 4.413809634493199, 'reg_alpha': 0.09059016031361478, 'reg_lambda': 1.42014885493905}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:05,430] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 55, 'learning_rate': 0.035727859322777146, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9153870605967686, 'colsample_bytree': 0.8064539159620471, 'gamma': 0.9412827631894862, 'reg_alpha': 0.025138347593684014, 'reg_lambda': 1.6943877217542733}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:05,555] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 101, 'learning_rate': 0.055426952828139996, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9686424313075379, 'colsample_bytree': 0.861271205344503, 'gamma': 3.726976079408682, 'reg_alpha': 0.25918621075755405, 'reg_lambda': 1.796754247681487}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:05,763] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 63, 'learning_rate': 0.07049334930547911, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8679381005252519, 'colsample_bytree': 0.8332526214735092, 'gamma': 0.5867872074447475, 'reg_alpha': 0.17400835432338463, 'reg_lambda': 1.0574789548890984}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:05,943] Trial 119 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 198, 'learning_rate': 0.03196479951776569, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.940859172529353, 'colsample_bytree': 0.8282702827567489, 'gamma': 1.419262950258432, 'reg_alpha': 0.12854385423247705, 'reg_lambda': 1.3620142905372175}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,056] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.04443768740020765, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9252984474980078, 'colsample_bytree': 0.8901981439685103, 'gamma': 1.290561866319394, 'reg_alpha': 0.06798426622116303, 'reg_lambda': 1.5676061935577472}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,170] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 44, 'learning_rate': 0.059187144788875455, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9988306539724315, 'colsample_bytree': 0.6761821163511221, 'gamma': 1.3633825039453105, 'reg_alpha': 0.13227079496296906, 'reg_lambda': 1.1266843244026166}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,306] Trial 122 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 35, 'learning_rate': 0.061787550091915645, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9918082578468244, 'colsample_bytree': 0.816028802998785, 'gamma': 1.6138756688452027, 'reg_alpha': 0.1947439441471554, 'reg_lambda': 1.0767443163593364}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,440] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 29, 'learning_rate': 0.0505200095836534, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9824353068559781, 'colsample_bytree': 0.7881668495946405, 'gamma': 1.2049288653139407, 'reg_alpha': 0.10055053379024136, 'reg_lambda': 1.2645407717734742}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,505] Trial 124 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 24, 'learning_rate': 0.041888798942939696, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8921332285030881, 'colsample_bytree': 0.8531154696445847, 'gamma': 1.3381676461207417, 'reg_alpha': 0.04812946555612474, 'reg_lambda': 0.904542976492128}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,609] Trial 125 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 38, 'learning_rate': 0.06640777551589794, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9571579913231404, 'colsample_bytree': 0.818707764786037, 'gamma': 1.5081578208150546, 'reg_alpha': 0.11683241151743982, 'reg_lambda': 1.5116076699232448}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,857] Trial 126 finished with value: 0.738095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.07623855783520114, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9068689816183609, 'colsample_bytree': 0.8442139117212764, 'gamma': 1.0301746346425598, 'reg_alpha': 0.15093308851363865, 'reg_lambda': 1.0987485514769137}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,972] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.04826517836751735, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.880254045798343, 'colsample_bytree': 0.8062048218827558, 'gamma': 0.8680547801430981, 'reg_alpha': 0.08245754524126528, 'reg_lambda': 1.1999765138225247}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,083] Trial 128 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 44, 'learning_rate': 0.05548717246557715, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9748006906644828, 'colsample_bytree': 0.8789691364967108, 'gamma': 1.1346840834486498, 'reg_alpha': 0.12785900627261354, 'reg_lambda': 1.0110493997123937}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,229] Trial 129 finished with value: 0.738095238095238 and parameters: {'n_estimators': 128, 'learning_rate': 0.06249020370201234, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.917728828084065, 'colsample_bytree': 0.8612759516685642, 'gamma': 1.697400181388607, 'reg_alpha': 0.21932865115836347, 'reg_lambda': 1.3092852486390691}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,397] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 34, 'learning_rate': 0.03802011972322773, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9473496030648776, 'colsample_bytree': 0.7979355793916222, 'gamma': 2.0110568667740227, 'reg_alpha': 0.17429977936232993, 'reg_lambda': 1.7242090417135625}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,532] Trial 131 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 59, 'learning_rate': 0.056900472314117836, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9881147936491185, 'colsample_bytree': 0.7715066808104367, 'gamma': 1.505795957182764, 'reg_alpha': 0.1536464383014347, 'reg_lambda': 1.1750899018855532}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,693] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.050870444583442205, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9819238529343126, 'colsample_bytree': 0.8398361237662554, 'gamma': 1.2748519992941227, 'reg_alpha': 0.10725125642124295, 'reg_lambda': 0.971310800780546}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,805] Trial 133 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 61, 'learning_rate': 0.05308437896701332, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9931834776148244, 'colsample_bytree': 0.7487319077028293, 'gamma': 1.4162709603557426, 'reg_alpha': 0.20418230254158876, 'reg_lambda': 1.2422032402774472}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,949] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 83, 'learning_rate': 0.04711339141530198, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9680701954886476, 'colsample_bytree': 0.7781821738182703, 'gamma': 1.5882334839005834, 'reg_alpha': 0.9989168100379817, 'reg_lambda': 1.1332704656246155}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:08,098] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 39, 'learning_rate': 0.05844293286032319, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9993183140070901, 'colsample_bytree': 0.8251366539745328, 'gamma': 1.1306696723370666, 'reg_alpha': 0.23088101507342743, 'reg_lambda': 0.8750551087657283}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:08,182] Trial 136 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 20, 'learning_rate': 0.06654608658577048, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9964340227011069, 'colsample_bytree': 0.7317455164784027, 'gamma': 1.0150776641588515, 'reg_alpha': 0.23214107253695992, 'reg_lambda': 0.6356862747124421}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:08,289] Trial 137 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.06106558986601942, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8998469648834233, 'colsample_bytree': 0.825776610112549, 'gamma': 1.152985803347872, 'reg_alpha': 0.13674225048554653, 'reg_lambda': 0.775958682327983}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:08,498] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 29, 'learning_rate': 0.04418761310393255, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9750301547673049, 'colsample_bytree': 0.8145767069630698, 'gamma': 0.733916785251042, 'reg_alpha': 0.0754820992427147, 'reg_lambda': 0.8936547623164387}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:08,607] Trial 139 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 46, 'learning_rate': 0.051072766286913665, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7439644717116998, 'colsample_bytree': 0.8507142505602033, 'gamma': 0.9271876123031162, 'reg_alpha': 0.03958972565919064, 'reg_lambda': 0.8614404133021653}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:08,709] Trial 140 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.07286703326450734, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.960053482179905, 'colsample_bytree': 0.8344058458801833, 'gamma': 1.2915477638625865, 'reg_alpha': 0.1726800825942484, 'reg_lambda': 1.049807877390673}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:08,916] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 73, 'learning_rate': 0.05748276102430247, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9859985706559892, 'colsample_bytree': 0.7949145646192046, 'gamma': 1.4258326556437353, 'reg_alpha': 0.1557214354264631, 'reg_lambda': 1.1496356786275566}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,026] Trial 142 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.05479762319268287, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9886245770093154, 'colsample_bytree': 0.7822322447924547, 'gamma': 1.0689475176402916, 'reg_alpha': 0.19240687133213816, 'reg_lambda': 1.4674480540114976}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,128] Trial 143 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 38, 'learning_rate': 0.04857442437645117, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9990066224360366, 'colsample_bytree': 0.8706701439798, 'gamma': 1.1990865415024687, 'reg_alpha': 0.23571518331045768, 'reg_lambda': 1.6738679443038555}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,307] Trial 144 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 38, 'learning_rate': 0.04194611671697736, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9960725582517531, 'colsample_bytree': 0.8742128612221485, 'gamma': 1.1976417736216418, 'reg_alpha': 0.24024767095599026, 'reg_lambda': 1.6376317223275956}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,406] Trial 145 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 25, 'learning_rate': 0.04701443100161422, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8876530988653556, 'colsample_bytree': 0.8639624966901323, 'gamma': 0.800945201235184, 'reg_alpha': 0.4918561681255478, 'reg_lambda': 1.5848707126072172}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,510] Trial 146 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 42, 'learning_rate': 0.04884259447780598, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9996652453243692, 'colsample_bytree': 0.8413223384751898, 'gamma': 4.897452871041448, 'reg_alpha': 0.09294172497084058, 'reg_lambda': 1.6872583569411703}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,688] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 34, 'learning_rate': 0.06413721925420367, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.978374208684286, 'colsample_bytree': 0.9050992344712305, 'gamma': 1.318697834908474, 'reg_alpha': 0.11990236640139648, 'reg_lambda': 1.4111563884251446}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,804] Trial 148 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.05275535570719015, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9094565809042048, 'colsample_bytree': 0.8905635736640682, 'gamma': 1.1304213337320599, 'reg_alpha': 0.13880110722343053, 'reg_lambda': 1.781377880882011}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,925] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.04527143395165051, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9688124601742202, 'colsample_bytree': 0.8552840476013428, 'gamma': 0.9758636425239778, 'reg_alpha': 0.059777635610519395, 'reg_lambda': 1.543037400251095}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:10,132] Trial 150 finished with value: 0.738095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.040334060532567224, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9265174729853075, 'colsample_bytree': 0.8691516492373337, 'gamma': 1.2421565541234254, 'reg_alpha': 0.10312856192236984, 'reg_lambda': 1.350094196057981}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:10,249] Trial 151 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 46, 'learning_rate': 0.0586965978835041, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9836628446393293, 'colsample_bytree': 0.8059078160229953, 'gamma': 1.379863395632727, 'reg_alpha': 0.250091702145032, 'reg_lambda': 1.1906385493490377}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:10,363] Trial 152 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 37, 'learning_rate': 0.05508840742361654, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9897581906934833, 'colsample_bytree': 0.8292526618481955, 'gamma': 1.4726704033180975, 'reg_alpha': 0.2908983808710719, 'reg_lambda': 1.0621035447411304}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:10,547] Trial 153 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.05887375273004532, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9771230802667723, 'colsample_bytree': 0.8205120890392384, 'gamma': 1.5086979887323104, 'reg_alpha': 0.3684200983519349, 'reg_lambda': 1.6177303648482182}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:10,664] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 59, 'learning_rate': 0.049993384002896823, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9625780446669201, 'colsample_bytree': 0.8462825033391717, 'gamma': 1.0793497192990447, 'reg_alpha': 0.23040535363449693, 'reg_lambda': 0.985880128862519}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:10,761] Trial 155 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.044067693605096485, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.9528002587798751, 'colsample_bytree': 0.8827361557173083, 'gamma': 1.626935036547974, 'reg_alpha': 0.3439862124699198, 'reg_lambda': 1.2775731184014554}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:11,017] Trial 156 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 186, 'learning_rate': 0.06685881837703513, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9363872873977134, 'colsample_bytree': 0.8623602912353575, 'gamma': 1.2238227100180536, 'reg_alpha': 0.31792948531900794, 'reg_lambda': 1.1005321876437155}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:11,136] Trial 157 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 67, 'learning_rate': 0.052327464664573976, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9993548834210644, 'colsample_bytree': 0.9216018482609396, 'gamma': 2.782994846884475, 'reg_alpha': 0.20294079257246234, 'reg_lambda': 1.5075319819747903}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:11,345] Trial 158 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 42, 'learning_rate': 0.04808592029559319, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9992535101020903, 'colsample_bytree': 0.9006976434206413, 'gamma': 2.7839322900641954, 'reg_alpha': 0.20288916502989054, 'reg_lambda': 1.533480551616575}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:11,468] Trial 159 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 76, 'learning_rate': 0.05232865143048968, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9038907668228792, 'colsample_bytree': 0.9286993994048685, 'gamma': 3.347198297441923, 'reg_alpha': 0.16785913480762754, 'reg_lambda': 1.4958652312968577}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,165] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 68, 'learning_rate': 0.03791878236569859, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8931118616227588, 'colsample_bytree': 0.939283737521169, 'gamma': 2.590440572902782, 'reg_alpha': 0.019123094061539808, 'reg_lambda': 1.6674338282009349}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,281] Trial 161 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 72, 'learning_rate': 0.05575631803337205, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9844915269544751, 'colsample_bytree': 0.8528283893059658, 'gamma': 3.509572514408531, 'reg_alpha': 0.2667111367795614, 'reg_lambda': 1.4198457215074312}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,398] Trial 162 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 56, 'learning_rate': 0.058845084432041714, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9908074071982245, 'colsample_bytree': 0.873414572970281, 'gamma': 2.938881561864589, 'reg_alpha': 0.18429802599640294, 'reg_lambda': 1.7361774417416798}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,630] Trial 163 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 208, 'learning_rate': 0.06302650040011579, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9735746322155238, 'colsample_bytree': 0.915665129776041, 'gamma': 3.0361724666643353, 'reg_alpha': 0.14776458961404462, 'reg_lambda': 1.5632961274894146}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,745] Trial 164 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 64, 'learning_rate': 0.05329568204320858, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9119077098210735, 'colsample_bytree': 0.8113584266026459, 'gamma': 3.1996308371395954, 'reg_alpha': 0.21391734169683846, 'reg_lambda': 1.2370090088292693}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,862] Trial 165 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 48, 'learning_rate': 0.04909346014966095, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6766702764023506, 'colsample_bytree': 0.8267452725987774, 'gamma': 1.3187719067927375, 'reg_alpha': 0.6508574347461775, 'reg_lambda': 1.6089284025030866}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,982] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 38, 'learning_rate': 0.045104653796648436, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9991006405308914, 'colsample_bytree': 0.8377343208905198, 'gamma': 1.408211227403643, 'reg_alpha': 0.11993553082154684, 'reg_lambda': 1.151988175021927}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:13,122] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.07041669995167875, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9211571352206481, 'colsample_bytree': 0.8549906720233599, 'gamma': 2.7044011905283702, 'reg_alpha': 0.16850379555769282, 'reg_lambda': 1.4458835361634221}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:13,318] Trial 168 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 26, 'learning_rate': 0.06134683123966724, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9705197003937384, 'colsample_bytree': 0.8943685309951694, 'gamma': 2.3893392368270527, 'reg_alpha': 0.18779772181697324, 'reg_lambda': 1.0360696148113777}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:13,462] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.04159953909654492, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9807652332474586, 'colsample_bytree': 0.7724703821363348, 'gamma': 0.8858348790113464, 'reg_alpha': 0.13536599099518215, 'reg_lambda': 1.38354107887271}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:13,563] Trial 170 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 34, 'learning_rate': 0.0556739000803794, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9880842672635846, 'colsample_bytree': 0.7904826531740057, 'gamma': 1.1392524317641928, 'reg_alpha': 0.24621084975904972, 'reg_lambda': 1.3079335080682353}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:13,812] Trial 171 finished with value: 0.738095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.05134063959881959, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9781388259977754, 'colsample_bytree': 0.8356595842690397, 'gamma': 1.055873585641746, 'reg_alpha': 0.14644162150798418, 'reg_lambda': 0.6537968422859821}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:13,966] Trial 172 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 79, 'learning_rate': 0.05266825257123024, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9663887454233259, 'colsample_bytree': 0.8198490579268924, 'gamma': 1.1974586279912065, 'reg_alpha': 0.09605280079164791, 'reg_lambda': 0.7701692203010265}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:14,097] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.04825992656112074, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.993966386520045, 'colsample_bytree': 0.8475649949103644, 'gamma': 1.3380111848298253, 'reg_alpha': 0.12437964344123215, 'reg_lambda': 0.7699503129543189}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:14,282] Trial 174 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.04680266411281039, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9996157716929214, 'colsample_bytree': 0.8465863903396946, 'gamma': 1.5470288551363496, 'reg_alpha': 0.11736844723980011, 'reg_lambda': 0.6884693036452454}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:14,533] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.04892836149696859, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9919051907079485, 'colsample_bytree': 0.8639480298153877, 'gamma': 1.334097926652321, 'reg_alpha': 0.15917084253780756, 'reg_lambda': 1.206134343973223}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:14,689] Trial 176 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 65, 'learning_rate': 0.04308088558572157, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9846028795677507, 'colsample_bytree': 0.9268839909139726, 'gamma': 1.755956629448561, 'reg_alpha': 0.0823965729566178, 'reg_lambda': 0.8183485053189146}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:14,799] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 53, 'learning_rate': 0.05813651563525419, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8978404505496406, 'colsample_bytree': 0.629968928939904, 'gamma': 1.414566028801076, 'reg_alpha': 0.2022971130010336, 'reg_lambda': 1.685637810025289}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,119] Trial 178 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 46, 'learning_rate': 0.04631098167747449, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.879437136462437, 'colsample_bytree': 0.8799756284853112, 'gamma': 2.4949926634936275, 'reg_alpha': 0.062135013917184234, 'reg_lambda': 1.1304017113003306}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,232] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.06573789988532533, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9925885259218427, 'colsample_bytree': 0.8032709331977117, 'gamma': 1.2439114680827903, 'reg_alpha': 0.00039572429077011986, 'reg_lambda': 0.7194317928843723}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,414] Trial 180 finished with value: 0.738095238095238 and parameters: {'n_estimators': 30, 'learning_rate': 0.055490986432242845, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9167901533130647, 'colsample_bytree': 0.8727303389867783, 'gamma': 1.016652213038502, 'reg_alpha': 0.13269521521109107, 'reg_lambda': 0.9244694225753929}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,562] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.052209740111751196, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9764588501461235, 'colsample_bytree': 0.8319924123900292, 'gamma': 1.1367393317491348, 'reg_alpha': 0.14291619729203003, 'reg_lambda': 0.7152622538825639}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,688] Trial 182 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 62, 'learning_rate': 0.06118526750719168, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9825936891011894, 'colsample_bytree': 0.8414793961239089, 'gamma': 1.2931815338691819, 'reg_alpha': 0.17802989762310617, 'reg_lambda': 0.564326743637147}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,858] Trial 183 finished with value: 0.738095238095238 and parameters: {'n_estimators': 43, 'learning_rate': 0.049839274846960775, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9576149240368796, 'colsample_bytree': 0.8549859775029666, 'gamma': 1.5005234635480755, 'reg_alpha': 0.10922964672056223, 'reg_lambda': 0.7723590097937849}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,968] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.054505693101150894, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9708041120348642, 'colsample_bytree': 0.8274045229978526, 'gamma': 0.9457255205312398, 'reg_alpha': 0.16253082955073678, 'reg_lambda': 1.085038509577387}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,109] Trial 185 finished with value: 0.75 and parameters: {'n_estimators': 146, 'learning_rate': 0.04586834413657563, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9902803502263612, 'colsample_bytree': 0.8137441792898097, 'gamma': 1.0993410039961935, 'reg_alpha': 0.12544818225524468, 'reg_lambda': 0.9920540288644049}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,232] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 75, 'learning_rate': 0.03947510536627381, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.908750409637095, 'colsample_bytree': 0.8451058947672342, 'gamma': 1.372367351825055, 'reg_alpha': 0.21993805081840415, 'reg_lambda': 0.8637115291598817}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,408] Trial 187 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 72, 'learning_rate': 0.033035356570837685, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8987830319517947, 'colsample_bytree': 0.846297258775214, 'gamma': 1.3669080409211414, 'reg_alpha': 0.23445612877191235, 'reg_lambda': 0.8572680816484715}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,514] Trial 188 finished with value: 0.744047619047619 and parameters: {'n_estimators': 37, 'learning_rate': 0.03914953169207389, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9100302101957105, 'colsample_bytree': 0.8597988143287372, 'gamma': 1.5798369811452742, 'reg_alpha': 0.22347676652953774, 'reg_lambda': 1.544040642328234}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,620] Trial 189 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 50, 'learning_rate': 0.035377217862941554, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8067947254330241, 'colsample_bytree': 0.8670192610221733, 'gamma': 1.2478029359974883, 'reg_alpha': 0.2661394190077954, 'reg_lambda': 1.4869227954009585}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,726] Trial 190 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.04205659833675125, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9252307527124106, 'colsample_bytree': 0.848839739557536, 'gamma': 1.4569550555800936, 'reg_alpha': 0.033757152051795025, 'reg_lambda': 1.603182222100442}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,928] Trial 191 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 66, 'learning_rate': 0.0489663524662905, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8884815438621456, 'colsample_bytree': 0.8365869302693166, 'gamma': 1.1985403549534015, 'reg_alpha': 0.19568904225981162, 'reg_lambda': 0.790950682355905}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,054] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.058411288753331445, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9104504343068168, 'colsample_bytree': 0.8230686786254724, 'gamma': 2.234649727748547, 'reg_alpha': 0.1474109679381347, 'reg_lambda': 0.8394655724847829}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,175] Trial 193 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 64, 'learning_rate': 0.05236565222496105, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9444148399307634, 'colsample_bytree': 0.7626751647720674, 'gamma': 1.3321762446470593, 'reg_alpha': 0.10276131256183434, 'reg_lambda': 1.1655683532984045}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,394] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.04473773085531722, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9921577363995546, 'colsample_bytree': 0.8322148340716723, 'gamma': 1.0824621876601477, 'reg_alpha': 0.17086569203652555, 'reg_lambda': 1.645474042413438}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,504] Trial 195 finished with value: 0.761904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.056380100622733194, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9042600454434501, 'colsample_bytree': 0.8582667940118325, 'gamma': 1.3822102430774248, 'reg_alpha': 0.07834701609624413, 'reg_lambda': 0.8851261867372142}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,608] Trial 196 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.06284842764376537, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9036543949622159, 'colsample_bytree': 0.8640953885631548, 'gamma': 1.460092547571941, 'reg_alpha': 0.08045757033434253, 'reg_lambda': 0.8815226107147417}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,713] Trial 197 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 43, 'learning_rate': 0.056646550580030375, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8929503431968973, 'colsample_bytree': 0.8563448698609176, 'gamma': 1.3959187537956308, 'reg_alpha': 0.05119355482297688, 'reg_lambda': 1.0164210790740698}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,955] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.04879462064452102, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9042672977055923, 'colsample_bytree': 0.877359558213454, 'gamma': 1.6680243996730428, 'reg_alpha': 0.09233723190099838, 'reg_lambda': 1.0897441296653176}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:18,062] Trial 199 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 28, 'learning_rate': 0.041036833754526277, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9210802646147567, 'colsample_bytree': 0.8420164651016946, 'gamma': 1.2943213745806883, 'reg_alpha': 0.2181231836292413, 'reg_lambda': 0.9556171559414969}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:18,065] A new study created in memory with name: no-name-f9490632-8401-4b55-a762-310785b0329c
[I 2025-11-03 19:34:18,195] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.10592333581569571, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.6592920595749904, 'colsample_bytree': 0.6168508463275582, 'gamma': 1.674573505963478, 'reg_alpha': 0.9223871283620517, 'reg_lambda': 2.209159876146452}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:18,462] Trial 1 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.017542571087460018, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.6797680276943999, 'colsample_bytree': 0.7683027999195868, 'gamma': 2.5426673327068983, 'reg_alpha': 0.23750955902272075, 'reg_lambda': 2.416507352236037}. Best is trial 1 with value: 0.6071428571428572.
[I 2025-11-03 19:34:18,660] Trial 2 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 96, 'learning_rate': 0.06381909824161772, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.790271739995756, 'colsample_bytree': 0.9889364305756132, 'gamma': 3.3125633368631116, 'reg_alpha': 0.3386031396602128, 'reg_lambda': 2.6543267267714907}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:34:18,763] Trial 3 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 34, 'learning_rate': 0.17901458744706195, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8270377184084052, 'colsample_bytree': 0.8373549801246681, 'gamma': 3.37462399070127, 'reg_alpha': 0.6275837535890522, 'reg_lambda': 1.6897946111496678}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:18,902] Trial 4 finished with value: 0.6875 and parameters: {'n_estimators': 129, 'learning_rate': 0.11825232544761301, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6101149139369222, 'colsample_bytree': 0.8957073818917786, 'gamma': 4.854776586735277, 'reg_alpha': 0.38331850001981305, 'reg_lambda': 2.63007519078588}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:18,962] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.08172478246044208, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.7554969772067655, 'colsample_bytree': 0.7060987294027594, 'gamma': 0.5572393997613079, 'reg_alpha': 0.016717971711611046, 'reg_lambda': 2.519271651118987}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:19,229] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.13420777182333934, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.6667206332848147, 'colsample_bytree': 0.6368892288192157, 'gamma': 1.4565411379883153, 'reg_alpha': 0.3530637890739733, 'reg_lambda': 1.592545646657984}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:19,366] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 114, 'learning_rate': 0.0902492160058983, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.7463555177453354, 'colsample_bytree': 0.7520768707574386, 'gamma': 2.493173545357183, 'reg_alpha': 0.008149957503930993, 'reg_lambda': 0.8412970561337891}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:19,595] Trial 8 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 195, 'learning_rate': 0.03841245584436804, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7919094238989629, 'colsample_bytree': 0.6924302558802075, 'gamma': 0.36484009004893125, 'reg_alpha': 0.1885001773975793, 'reg_lambda': 2.009721382596455}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:19,691] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 29, 'learning_rate': 0.1034382384783443, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.846002517212545, 'colsample_bytree': 0.8230564227104243, 'gamma': 1.1878607661856315, 'reg_alpha': 0.09901940531890596, 'reg_lambda': 2.3281012971196438}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:19,853] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 222, 'learning_rate': 0.27282506252373045, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9543239172736863, 'colsample_bytree': 0.8859477423065778, 'gamma': 4.376806775377801, 'reg_alpha': 0.6737104529618596, 'reg_lambda': 1.3564227326931273}. Best is trial 10 with value: 0.7202380952380952.
[I 2025-11-03 19:34:20,154] Trial 11 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.28981736117912804, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9940078532458733, 'colsample_bytree': 0.8742446114212961, 'gamma': 4.524417180140392, 'reg_alpha': 0.6717355479437148, 'reg_lambda': 1.3644613292892187}. Best is trial 10 with value: 0.7202380952380952.
[I 2025-11-03 19:34:20,330] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 201, 'learning_rate': 0.23909827607535, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9189922481508146, 'colsample_bytree': 0.9329270025713453, 'gamma': 3.870562913391954, 'reg_alpha': 0.6531135986224206, 'reg_lambda': 1.1074071794819316}. Best is trial 10 with value: 0.7202380952380952.
[I 2025-11-03 19:34:20,501] Trial 13 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.2947508755684185, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9604965814590369, 'colsample_bytree': 0.9666378836041658, 'gamma': 4.055223646262457, 'reg_alpha': 0.8323309351295343, 'reg_lambda': 0.9682170830909802}. Best is trial 10 with value: 0.7202380952380952.
[I 2025-11-03 19:34:20,678] Trial 14 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.03711809958015621, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9095502608493667, 'colsample_bytree': 0.9312852752160637, 'gamma': 3.860630775641132, 'reg_alpha': 0.5910992548807045, 'reg_lambda': 0.5220154146441552}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:20,831] Trial 15 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.034924867064887316, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8978509550672059, 'colsample_bytree': 0.9132570590127287, 'gamma': 4.197871863534133, 'reg_alpha': 0.5085903322697094, 'reg_lambda': 0.6541304462176619}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:21,013] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 164, 'learning_rate': 0.03323984127734393, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.884492307496056, 'colsample_bytree': 0.9379229918823049, 'gamma': 3.0871413315114955, 'reg_alpha': 0.502410080064132, 'reg_lambda': 0.5962627841671633}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:21,200] Trial 17 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 173, 'learning_rate': 0.011203123051506014, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8799295581224463, 'colsample_bytree': 0.9993145691191049, 'gamma': 3.7728259860951083, 'reg_alpha': 0.527780522508634, 'reg_lambda': 0.5385969144206846}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:21,373] Trial 18 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 183, 'learning_rate': 0.026750218204928875, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8987656694693585, 'colsample_bytree': 0.9329374782920887, 'gamma': 4.8813066970634695, 'reg_alpha': 0.7777274652112581, 'reg_lambda': 0.7785803354187484}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:21,510] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 149, 'learning_rate': 0.04881932753126096, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9345901040975009, 'colsample_bytree': 0.8516591450344756, 'gamma': 2.6190578437818397, 'reg_alpha': 0.44204507402995735, 'reg_lambda': 1.1728202594507406}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:21,813] Trial 20 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 219, 'learning_rate': 0.022725370091580807, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8525155651886395, 'colsample_bytree': 0.7893047664022195, 'gamma': 4.2877549468458875, 'reg_alpha': 0.5828580086730235, 'reg_lambda': 2.9993680127961633}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:22,026] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 244, 'learning_rate': 0.05570985983633647, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9909359960861749, 'colsample_bytree': 0.8908480765218558, 'gamma': 4.481099622560075, 'reg_alpha': 0.723237459029622, 'reg_lambda': 1.414466457470958}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:22,383] Trial 22 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 209, 'learning_rate': 0.018734089820778257, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.947529427621481, 'colsample_bytree': 0.9172098715181163, 'gamma': 3.6500598483905824, 'reg_alpha': 0.8498783024528302, 'reg_lambda': 0.7188135902957462}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:22,576] Trial 23 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 231, 'learning_rate': 0.03986408021286197, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9663888778362394, 'colsample_bytree': 0.8728859508866328, 'gamma': 2.979642895479686, 'reg_alpha': 0.5630662227819606, 'reg_lambda': 0.5216393989783243}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:22,921] Trial 24 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 184, 'learning_rate': 0.03795927158059662, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9163737563546012, 'colsample_bytree': 0.9535578292310697, 'gamma': 2.8442552835677777, 'reg_alpha': 0.5331582431996882, 'reg_lambda': 0.5104484424374225}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:23,124] Trial 25 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.027518297221789043, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9762936316046057, 'colsample_bytree': 0.8568436285389202, 'gamma': 2.183253692656506, 'reg_alpha': 0.4275207335017491, 'reg_lambda': 0.9758300181305486}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:23,326] Trial 26 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 235, 'learning_rate': 0.01411700470030708, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9846722975562758, 'colsample_bytree': 0.8092261895723136, 'gamma': 2.1026152729573626, 'reg_alpha': 0.4315104986184459, 'reg_lambda': 0.9662412459254096}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:23,497] Trial 27 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.02513408837899186, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.956681667354071, 'colsample_bytree': 0.8519312852794313, 'gamma': 1.9587619166116508, 'reg_alpha': 0.30599274999493886, 'reg_lambda': 0.9233731380354118}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:23,686] Trial 28 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 121, 'learning_rate': 0.04465837254725299, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.970248947157857, 'colsample_bytree': 0.8674426983817342, 'gamma': 2.299079113325674, 'reg_alpha': 0.5917339658212563, 'reg_lambda': 1.0814909973745386}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:23,823] Trial 29 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 118, 'learning_rate': 0.06803336022427302, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9308793697323773, 'colsample_bytree': 0.7902305602644623, 'gamma': 2.1559912158559835, 'reg_alpha': 0.8869278408576067, 'reg_lambda': 2.0241398155830477}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:23,952] Trial 30 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 102, 'learning_rate': 0.04710472585965574, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9991548945578569, 'colsample_bytree': 0.732329804535123, 'gamma': 1.5012274875944347, 'reg_alpha': 0.4291835672477897, 'reg_lambda': 1.1428377707687323}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:24,123] Trial 31 finished with value: 0.755952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.02913693521840533, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9704364565930019, 'colsample_bytree': 0.8696214595870075, 'gamma': 1.012775664215856, 'reg_alpha': 0.5815122523706786, 'reg_lambda': 0.7580177665513307}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:24,339] Trial 32 finished with value: 0.744047619047619 and parameters: {'n_estimators': 138, 'learning_rate': 0.028885399818297318, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9702108390604802, 'colsample_bytree': 0.8576518663555804, 'gamma': 0.7895804646101625, 'reg_alpha': 0.7564046441514186, 'reg_lambda': 0.7494781629350108}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:24,517] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 157, 'learning_rate': 0.02856965421841272, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8708539848285497, 'colsample_bytree': 0.8138791282435437, 'gamma': 0.9106883917689081, 'reg_alpha': 0.7450390008363903, 'reg_lambda': 0.6970379387617753}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:24,685] Trial 34 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 178, 'learning_rate': 0.018794681718940172, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.916438414648973, 'colsample_bytree': 0.8341104047337982, 'gamma': 0.18712808558320493, 'reg_alpha': 0.9638986038717117, 'reg_lambda': 0.8240463089712046}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:24,823] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.015800087132255343, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.705745838042038, 'colsample_bytree': 0.9750151339990779, 'gamma': 0.9498797703200386, 'reg_alpha': 0.26324671591008364, 'reg_lambda': 1.2880079095015424}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:25,114] Trial 36 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 190, 'learning_rate': 0.02968462965315717, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9743194257063285, 'colsample_bytree': 0.9061873190796028, 'gamma': 0.5955219218083625, 'reg_alpha': 0.8039660411552297, 'reg_lambda': 1.5341490359352354}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:25,275] Trial 37 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 138, 'learning_rate': 0.021868339718462703, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.831006347422327, 'colsample_bytree': 0.8520056854409367, 'gamma': 1.833209572596309, 'reg_alpha': 0.7111944150414273, 'reg_lambda': 1.8574746129076822}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:25,474] Trial 38 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.06429149093685774, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9461328502194245, 'colsample_bytree': 0.8390613126020847, 'gamma': 0.032030301181744214, 'reg_alpha': 0.6217513916977935, 'reg_lambda': 0.8904137152708749}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:25,701] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 61, 'learning_rate': 0.02183840085421342, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6147075022702335, 'colsample_bytree': 0.7538106490594818, 'gamma': 1.2254044742162438, 'reg_alpha': 0.45605794192586824, 'reg_lambda': 0.6919392054058933}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:25,980] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 168, 'learning_rate': 0.012239354513599428, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.8079191005149302, 'colsample_bytree': 0.6205297033587148, 'gamma': 0.6898378408722778, 'reg_alpha': 0.3774739708005434, 'reg_lambda': 1.234538248688171}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:26,122] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 121, 'learning_rate': 0.03162633309109464, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9730106533789918, 'colsample_bytree': 0.8813536783473787, 'gamma': 3.4316579460569767, 'reg_alpha': 0.5733005571339881, 'reg_lambda': 1.0901928385529747}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:26,323] Trial 42 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.04175981849112814, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9362975760406294, 'colsample_bytree': 0.8633440586137474, 'gamma': 2.1957252266588556, 'reg_alpha': 0.6068710046809077, 'reg_lambda': 1.0260652201951466}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:26,459] Trial 43 finished with value: 0.755952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.04223030715522479, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9288845832257397, 'colsample_bytree': 0.8979631576812003, 'gamma': 1.603273110933572, 'reg_alpha': 0.6214203976540236, 'reg_lambda': 1.025229566819519}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:26,589] Trial 44 finished with value: 0.738095238095238 and parameters: {'n_estimators': 64, 'learning_rate': 0.07914724569171684, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9347356951091844, 'colsample_bytree': 0.9069096965613479, 'gamma': 1.667003778489622, 'reg_alpha': 0.6307771780648337, 'reg_lambda': 0.8428102326461308}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:26,888] Trial 45 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.05481395554727535, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9031479493059312, 'colsample_bytree': 0.9541897652991386, 'gamma': 1.1930782161487667, 'reg_alpha': 0.6904737561111975, 'reg_lambda': 0.6419098079407988}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:27,004] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.04666033234818589, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8696998864455973, 'colsample_bytree': 0.8937315935059931, 'gamma': 1.4361976526850646, 'reg_alpha': 0.7651248401347435, 'reg_lambda': 1.0291059009618182}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:27,201] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 86, 'learning_rate': 0.04161080818274662, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.9255330941266466, 'colsample_bytree': 0.9276039733532168, 'gamma': 0.8756620097413954, 'reg_alpha': 0.6253660103858918, 'reg_lambda': 0.770755425781894}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:27,258] Trial 48 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.03655683262598232, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9457790656110694, 'colsample_bytree': 0.824221681266172, 'gamma': 1.7662707996924176, 'reg_alpha': 0.4828348196707807, 'reg_lambda': 1.4779065891277205}. Best is trial 48 with value: 0.7797619047619048.
[I 2025-11-03 19:34:27,365] Trial 49 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 38, 'learning_rate': 0.03461012166807957, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7372223938673597, 'colsample_bytree': 0.8318759843868877, 'gamma': 2.4941651482364264, 'reg_alpha': 0.46771037172265717, 'reg_lambda': 1.713939402474131}. Best is trial 48 with value: 0.7797619047619048.
[I 2025-11-03 19:34:27,543] Trial 50 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 26, 'learning_rate': 0.05507266215382566, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.89020704357324, 'colsample_bytree': 0.7797378151387944, 'gamma': 1.6455983615648135, 'reg_alpha': 0.542775615929005, 'reg_lambda': 1.523500387388368}. Best is trial 48 with value: 0.7797619047619048.
[I 2025-11-03 19:34:27,606] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 22, 'learning_rate': 0.056458073756743436, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9004917636564259, 'colsample_bytree': 0.7679856143642924, 'gamma': 1.7141384471254095, 'reg_alpha': 0.48265920848745364, 'reg_lambda': 1.4909229344375856}. Best is trial 48 with value: 0.7797619047619048.
[I 2025-11-03 19:34:27,720] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.07392607242066788, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.908187759719692, 'colsample_bytree': 0.7633181627453111, 'gamma': 1.869050012600016, 'reg_alpha': 0.4999425827103513, 'reg_lambda': 1.8590456783649523}. Best is trial 48 with value: 0.7797619047619048.
[I 2025-11-03 19:34:27,780] Trial 53 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 22, 'learning_rate': 0.1096212537884809, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9425394656286811, 'colsample_bytree': 0.7384393085994982, 'gamma': 1.3580503633806162, 'reg_alpha': 0.48034248736150065, 'reg_lambda': 1.4393554293178834}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:27,921] Trial 54 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 20, 'learning_rate': 0.14660522410095125, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8568830210369749, 'colsample_bytree': 0.6937520711498661, 'gamma': 1.3687531809519553, 'reg_alpha': 0.3870494375903799, 'reg_lambda': 1.4581947582617008}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,053] Trial 55 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 70, 'learning_rate': 0.11836483728294785, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7750403391444186, 'colsample_bytree': 0.7280220163476958, 'gamma': 1.1137903071157127, 'reg_alpha': 0.4885070967996488, 'reg_lambda': 1.6174555468045928}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,127] Trial 56 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.18499751823128557, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9482882352223276, 'colsample_bytree': 0.6627112203468064, 'gamma': 1.5847860953946706, 'reg_alpha': 0.14991973279896342, 'reg_lambda': 1.3160081806907087}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,289] Trial 57 finished with value: 0.755952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.10219406198048092, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.910021769134725, 'colsample_bytree': 0.7297053940520165, 'gamma': 1.820153264197574, 'reg_alpha': 0.33594622741723756, 'reg_lambda': 1.831225496061986}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,386] Trial 58 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.1721229299328206, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8828886329619329, 'colsample_bytree': 0.737623791866175, 'gamma': 0.44870709803096687, 'reg_alpha': 0.28865732989342335, 'reg_lambda': 2.2485085740678197}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,450] Trial 59 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 22, 'learning_rate': 0.09484087949089538, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9565212937457739, 'colsample_bytree': 0.7118176205175843, 'gamma': 1.91169262463266, 'reg_alpha': 0.35053861741103487, 'reg_lambda': 1.8081699017926898}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,655] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.11971413884640661, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9204647830943204, 'colsample_bytree': 0.6724124568270734, 'gamma': 1.357492104446844, 'reg_alpha': 0.3976043627296425, 'reg_lambda': 1.6827147513397893}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,743] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 30, 'learning_rate': 0.09110107113176565, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9024867485363444, 'colsample_bytree': 0.7734761780496613, 'gamma': 1.0441039776637182, 'reg_alpha': 0.20851578035685697, 'reg_lambda': 2.0325540984362083}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,853] Trial 62 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 48, 'learning_rate': 0.03715534129488167, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9421771319254857, 'colsample_bytree': 0.7468259467721171, 'gamma': 4.677065659215168, 'reg_alpha': 0.5494340116907069, 'reg_lambda': 1.9550238354694596}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,065] Trial 63 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 55, 'learning_rate': 0.10349063747275342, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8363019168067967, 'colsample_bytree': 0.7159616117605021, 'gamma': 2.689519124982585, 'reg_alpha': 0.6606420181296604, 'reg_lambda': 1.4528668454444906}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,191] Trial 64 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 102, 'learning_rate': 0.062017737113353275, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9883881297811948, 'colsample_bytree': 0.8003928690673846, 'gamma': 1.7552773036951237, 'reg_alpha': 0.523741524582681, 'reg_lambda': 1.2206433842857274}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,302] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 38, 'learning_rate': 0.02455735281972466, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9116702208829851, 'colsample_bytree': 0.8182068694591141, 'gamma': 2.3606573276159635, 'reg_alpha': 0.4690425343708976, 'reg_lambda': 1.5382794054694309}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,483] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.14506912724995946, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8632589780325775, 'colsample_bytree': 0.6961931063506066, 'gamma': 1.5397324524064504, 'reg_alpha': 0.30980965377684355, 'reg_lambda': 0.5695849428080615}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,660] Trial 67 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 198, 'learning_rate': 0.04957443567386995, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8923195390366393, 'colsample_bytree': 0.9481092345802765, 'gamma': 1.3017461643123684, 'reg_alpha': 0.0537356879070256, 'reg_lambda': 1.359077722293919}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,766] Trial 68 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.03254200839887616, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9589276331653661, 'colsample_bytree': 0.9217318783858528, 'gamma': 1.9779191347512457, 'reg_alpha': 0.5810522894055982, 'reg_lambda': 2.1350760801582527}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,881] Trial 69 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 72, 'learning_rate': 0.07171667018434098, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8138009576509495, 'colsample_bytree': 0.7842314078963144, 'gamma': 2.016444991344424, 'reg_alpha': 0.4041040753630095, 'reg_lambda': 2.46578867347654}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,010] Trial 70 finished with value: 0.75 and parameters: {'n_estimators': 39, 'learning_rate': 0.08317073975048586, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9320606267851929, 'colsample_bytree': 0.7645932249611945, 'gamma': 2.3680927308367927, 'reg_alpha': 0.49687598223343094, 'reg_lambda': 1.6586155216941487}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,205] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 38, 'learning_rate': 0.08245155459580233, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9282732023284931, 'colsample_bytree': 0.7591510918802247, 'gamma': 2.358589623707572, 'reg_alpha': 0.4890794901930496, 'reg_lambda': 1.6336826428483475}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,316] Trial 72 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 31, 'learning_rate': 0.10647626170419718, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.94397880843775, 'colsample_bytree': 0.7706652194310933, 'gamma': 1.7370968698554436, 'reg_alpha': 0.5548878893497302, 'reg_lambda': 1.7959000084592298}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,481] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.13451410085450025, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9848920756593009, 'colsample_bytree': 0.801663104417694, 'gamma': 1.7413457093655222, 'reg_alpha': 0.6459795312968585, 'reg_lambda': 1.778761137646646}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,692] Trial 74 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.21421651438980222, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9199670430664532, 'colsample_bytree': 0.7413689370196256, 'gamma': 1.0710291789057682, 'reg_alpha': 0.550961566461376, 'reg_lambda': 1.9144060857838308}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,792] Trial 75 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 28, 'learning_rate': 0.10547728940128136, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9485777446370489, 'colsample_bytree': 0.880624994947723, 'gamma': 1.7711858486918077, 'reg_alpha': 0.5222267628063602, 'reg_lambda': 1.7463045940598785}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,898] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 26, 'learning_rate': 0.10794076372873898, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.963999834854812, 'colsample_bytree': 0.7215161132068667, 'gamma': 1.5533903953654606, 'reg_alpha': 0.6038937345752597, 'reg_lambda': 2.1071445321292455}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:31,035] Trial 77 finished with value: 0.738095238095238 and parameters: {'n_estimators': 57, 'learning_rate': 0.16104668191375088, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9454875372770931, 'colsample_bytree': 0.8813257026194179, 'gamma': 1.7637064647438467, 'reg_alpha': 0.5192442148164739, 'reg_lambda': 1.7776640688038674}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:31,225] Trial 78 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 34, 'learning_rate': 0.12696610383135268, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9821587065303199, 'colsample_bytree': 0.8454733368022771, 'gamma': 1.253145072590714, 'reg_alpha': 0.4398567019771258, 'reg_lambda': 1.5843520005042988}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:31,334] Trial 79 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 44, 'learning_rate': 0.0993437904381743, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9403945883187667, 'colsample_bytree': 0.9011390244691795, 'gamma': 1.4340549855210505, 'reg_alpha': 0.6838221815233335, 'reg_lambda': 1.7314804082149065}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:31,546] Trial 80 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.1103992368403577, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.999078991558664, 'colsample_bytree': 0.8262822856847449, 'gamma': 2.0801063787498397, 'reg_alpha': 0.5667150344557053, 'reg_lambda': 1.8474709018385855}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:31,827] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 207, 'learning_rate': 0.03648132346735402, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9560172232036981, 'colsample_bytree': 0.7738326719565729, 'gamma': 1.8729766589214676, 'reg_alpha': 0.5972835127868515, 'reg_lambda': 1.4526631698377601}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,000] Trial 82 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 216, 'learning_rate': 0.06199760431679633, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9069328292163982, 'colsample_bytree': 0.938099600266915, 'gamma': 1.6623753738013642, 'reg_alpha': 0.4167066923246773, 'reg_lambda': 0.604788678470475}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,115] Trial 83 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 29, 'learning_rate': 0.031195569090013753, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8805227601679941, 'colsample_bytree': 0.7938613757082809, 'gamma': 1.5203562012700655, 'reg_alpha': 0.4620157281740597, 'reg_lambda': 1.9438775307125606}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,269] Trial 84 finished with value: 0.7529761904761904 and parameters: {'n_estimators': 26, 'learning_rate': 0.043228065411058454, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9239789483105303, 'colsample_bytree': 0.8893936386145487, 'gamma': 0.7612764230278198, 'reg_alpha': 0.5276475278573173, 'reg_lambda': 2.8118757510626198}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,434] Trial 85 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.04819240843421005, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9676926224161557, 'colsample_bytree': 0.8682409619016762, 'gamma': 1.011855031353085, 'reg_alpha': 0.5187204217877611, 'reg_lambda': 2.9094687344941135}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,550] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.05041779179601454, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9658225029229939, 'colsample_bytree': 0.8731271550840995, 'gamma': 0.9865251011557806, 'reg_alpha': 0.3263049952028506, 'reg_lambda': 2.368609372227367}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,657] Trial 87 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 35, 'learning_rate': 0.08766779847884924, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9521770439472249, 'colsample_bytree': 0.8698246024987649, 'gamma': 1.2051806068351234, 'reg_alpha': 0.36469350207987117, 'reg_lambda': 1.2403204649021997}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,860] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.03940861499077439, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9774997872093186, 'colsample_bytree': 0.8434352814889519, 'gamma': 0.5413174349702536, 'reg_alpha': 0.5600356028195657, 'reg_lambda': 2.6079091500681053}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,967] Trial 89 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 48, 'learning_rate': 0.11371842539972735, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9375036770140558, 'colsample_bytree': 0.749254182562879, 'gamma': 1.3961370364734569, 'reg_alpha': 0.6399424156535789, 'reg_lambda': 2.800932065993327}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,081] Trial 90 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.06745599287639137, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9685329216232744, 'colsample_bytree': 0.8116187609138814, 'gamma': 2.228312683926221, 'reg_alpha': 0.46683436627565744, 'reg_lambda': 1.4058360634779472}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,235] Trial 91 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 25, 'learning_rate': 0.042132751111435156, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9168950679665762, 'colsample_bytree': 0.8861018818166783, 'gamma': 0.7067293091418969, 'reg_alpha': 0.5078176888691339, 'reg_lambda': 2.8920453395458074}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,379] Trial 92 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 25, 'learning_rate': 0.026518392273087957, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.950419563482484, 'colsample_bytree': 0.9110886399007148, 'gamma': 0.8792554971755859, 'reg_alpha': 0.5080994683663, 'reg_lambda': 2.9586379909316047}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,486] Trial 93 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 34, 'learning_rate': 0.05258291851689333, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9134079118267444, 'colsample_bytree': 0.8813339656117926, 'gamma': 0.3234701976365466, 'reg_alpha': 0.48516007047386084, 'reg_lambda': 2.7669669268061865}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,698] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.059109998075498583, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8940002890238916, 'colsample_bytree': 0.8620081495742682, 'gamma': 0.7413111397991148, 'reg_alpha': 0.5372107060390406, 'reg_lambda': 2.968174639707967}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,815] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 41, 'learning_rate': 0.04516054669199224, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9291337194831008, 'colsample_bytree': 0.7366500231906842, 'gamma': 0.6444823303896562, 'reg_alpha': 0.7102229470149836, 'reg_lambda': 2.7042009640652234}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,969] Trial 96 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 20, 'learning_rate': 0.035248238078564455, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9401621547562192, 'colsample_bytree': 0.8970582495601765, 'gamma': 1.1281111348809914, 'reg_alpha': 0.6188547458508784, 'reg_lambda': 2.881850712308079}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:34,234] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 105, 'learning_rate': 0.0757003856038436, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.974441910305096, 'colsample_bytree': 0.722976248128871, 'gamma': 1.613463747404525, 'reg_alpha': 0.45155870050483804, 'reg_lambda': 1.1546989909398384}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:34,343] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.09865911901243672, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.960045330366894, 'colsample_bytree': 0.9174018960892804, 'gamma': 1.7904984155058725, 'reg_alpha': 0.5857575779208571, 'reg_lambda': 2.552026767064988}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:34,460] Trial 99 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 25, 'learning_rate': 0.04111656341036448, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9189778854774796, 'colsample_bytree': 0.8551923636809184, 'gamma': 2.035807308221384, 'reg_alpha': 0.42660607478355816, 'reg_lambda': 1.5593983619841252}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:34,666] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 24, 'learning_rate': 0.1290342580295792, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8741384849521542, 'colsample_bytree': 0.8239516927052457, 'gamma': 2.050305393802562, 'reg_alpha': 0.42159753673226963, 'reg_lambda': 1.5652226136008365}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:34,775] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.040239831225181474, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9205376481280989, 'colsample_bytree': 0.8497347883889408, 'gamma': 1.9283451524156554, 'reg_alpha': 0.4802016204375077, 'reg_lambda': 1.4096194809639147}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:34,923] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 130, 'learning_rate': 0.03366185282129294, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9462318685861346, 'colsample_bytree': 0.8629254436263416, 'gamma': 1.291379739474217, 'reg_alpha': 0.5129063857241448, 'reg_lambda': 1.295014999162677}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,035] Trial 103 finished with value: 0.75 and parameters: {'n_estimators': 30, 'learning_rate': 0.046527225419277396, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8976904420936053, 'colsample_bytree': 0.8843595523059973, 'gamma': 1.7052903870935405, 'reg_alpha': 0.5454715341890882, 'reg_lambda': 1.4867009031636078}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,166] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 26, 'learning_rate': 0.03001496725863211, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9324508622930195, 'colsample_bytree': 0.8336965354056866, 'gamma': 1.4552715107788785, 'reg_alpha': 0.43709051084021183, 'reg_lambda': 1.6592441861067155}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,327] Trial 105 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.0381124888761971, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9918574464097748, 'colsample_bytree': 0.7565274777594491, 'gamma': 1.82853098157682, 'reg_alpha': 0.25083792163312857, 'reg_lambda': 2.8866149531810508}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,429] Trial 106 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.0426067634128113, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9147192168231676, 'colsample_bytree': 0.8746405274982237, 'gamma': 2.1377841878277115, 'reg_alpha': 0.38101593508707804, 'reg_lambda': 1.5035755561847093}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,621] Trial 107 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.025232592904480777, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8882114318563172, 'colsample_bytree': 0.8562417765503872, 'gamma': 2.2357772900938992, 'reg_alpha': 0.333500788030653, 'reg_lambda': 1.5096779953282593}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,726] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 31, 'learning_rate': 0.020162590527921152, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8880401569516835, 'colsample_bytree': 0.8762993343959379, 'gamma': 2.4603686779956706, 'reg_alpha': 0.33581435436297835, 'reg_lambda': 1.6022054634569036}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,807] Trial 109 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.023883928728917755, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.915331646637743, 'colsample_bytree': 0.8956105181049562, 'gamma': 2.128844384735056, 'reg_alpha': 0.39870198448167393, 'reg_lambda': 1.6932723145893043}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,982] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 45, 'learning_rate': 0.028374592252254367, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9097732753541431, 'colsample_bytree': 0.8414108357481797, 'gamma': 2.2424045338841156, 'reg_alpha': 0.2902709415621079, 'reg_lambda': 1.3340417964255604}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,115] Trial 111 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 23, 'learning_rate': 0.02643924599729347, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9020141985782776, 'colsample_bytree': 0.852144385123549, 'gamma': 2.741787351832323, 'reg_alpha': 0.31648851275947565, 'reg_lambda': 1.530778738707557}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,226] Trial 112 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 24, 'learning_rate': 0.026022102051311363, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.923627153509186, 'colsample_bytree': 0.8564882809081419, 'gamma': 2.796130756391408, 'reg_alpha': 0.35989361495288724, 'reg_lambda': 1.536877136928366}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,384] Trial 113 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 26, 'learning_rate': 0.02608734123102632, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.924959940416213, 'colsample_bytree': 0.8536830276533014, 'gamma': 3.0994633236843154, 'reg_alpha': 0.36111001473751814, 'reg_lambda': 1.5201648258297886}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,450] Trial 114 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 30, 'learning_rate': 0.023926137138189054, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9015030298986607, 'colsample_bytree': 0.8555463015774917, 'gamma': 2.762996444133867, 'reg_alpha': 0.3811432954064104, 'reg_lambda': 1.3970445053852456}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,555] Trial 115 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.020493417160003163, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9358339464008156, 'colsample_bytree': 0.9038396968008796, 'gamma': 2.9600138934361833, 'reg_alpha': 0.26367520915993, 'reg_lambda': 1.4930237881681185}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,659] Trial 116 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 34, 'learning_rate': 0.030906854165461406, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9538683243295102, 'colsample_bytree': 0.8294999645428028, 'gamma': 2.661714786918949, 'reg_alpha': 0.29501762202964055, 'reg_lambda': 0.9115679007004447}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,796] Trial 117 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.042584142453383794, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9427126047358049, 'colsample_bytree': 0.8747675889727694, 'gamma': 2.5476271837602678, 'reg_alpha': 0.3144000064739913, 'reg_lambda': 1.5649022937244041}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,910] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.032769887025008944, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6216782833102108, 'colsample_bytree': 0.8620681610748596, 'gamma': 2.573452013237006, 'reg_alpha': 0.3150386250131684, 'reg_lambda': 1.5987367457364259}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:37,008] Trial 119 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 30, 'learning_rate': 0.02675022286740661, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9407139378771503, 'colsample_bytree': 0.8780175728368363, 'gamma': 2.8742486063965975, 'reg_alpha': 0.27240779667768955, 'reg_lambda': 1.566235893825788}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:37,381] Trial 120 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 242, 'learning_rate': 0.022406011180503498, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8481019658054605, 'colsample_bytree': 0.8461120452086891, 'gamma': 3.129923846566931, 'reg_alpha': 0.345296976494903, 'reg_lambda': 1.7528047597021281}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:37,481] Trial 121 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 24, 'learning_rate': 0.04156810710465605, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9249041843744046, 'colsample_bytree': 0.8692432780499607, 'gamma': 2.5002197421561867, 'reg_alpha': 0.41218916932625793, 'reg_lambda': 1.4527523341282789}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:37,579] Trial 122 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 24, 'learning_rate': 0.017535924373669933, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9196794950828242, 'colsample_bytree': 0.8706370895785526, 'gamma': 2.468757005162364, 'reg_alpha': 0.20890645471430971, 'reg_lambda': 1.4549866357333627}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:37,780] Trial 123 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 24, 'learning_rate': 0.018510191497223487, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.917622807449251, 'colsample_bytree': 0.8869038227307485, 'gamma': 2.7349350486473125, 'reg_alpha': 0.14949671979360352, 'reg_lambda': 1.4405455667480112}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:37,889] Trial 124 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.014118474365708638, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9246448860753507, 'colsample_bytree': 0.8717506443703692, 'gamma': 2.4868368059205572, 'reg_alpha': 0.21355241959927498, 'reg_lambda': 1.5424135341665428}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,008] Trial 125 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 33, 'learning_rate': 0.04439884806611574, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9012186604161428, 'colsample_bytree': 0.8362504566290951, 'gamma': 2.2936739952741165, 'reg_alpha': 0.23066704939731653, 'reg_lambda': 1.3470841906923623}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,209] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.04334741709321075, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9054041860010904, 'colsample_bytree': 0.8353200524170397, 'gamma': 2.3454548424927406, 'reg_alpha': 0.3652676787509437, 'reg_lambda': 1.345727260361672}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,301] Trial 127 finished with value: 0.699404761904762 and parameters: {'n_estimators': 27, 'learning_rate': 0.05204041776072866, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8753457291779664, 'colsample_bytree': 0.8567119141428047, 'gamma': 3.213899665815297, 'reg_alpha': 0.4110163622552553, 'reg_lambda': 1.2878354029859531}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,419] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.040482479989259065, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8839662393255873, 'colsample_bytree': 0.8166739196094068, 'gamma': 2.552620006749837, 'reg_alpha': 0.37688410035560266, 'reg_lambda': 1.6418879501727315}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,538] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.035231026772983565, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.93270539555628, 'colsample_bytree': 0.8050865393385875, 'gamma': 2.813968023371864, 'reg_alpha': 0.24399368445424346, 'reg_lambda': 1.3887749036467145}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,758] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 38, 'learning_rate': 0.044776493534206874, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8608689412535362, 'colsample_bytree': 0.8491281147305786, 'gamma': 2.167863447742618, 'reg_alpha': 0.32456793884028645, 'reg_lambda': 1.493752943735617}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,852] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 24, 'learning_rate': 0.037760523215870055, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9152937992036269, 'colsample_bytree': 0.8650265249481377, 'gamma': 2.4540282360240817, 'reg_alpha': 0.21533404748984047, 'reg_lambda': 1.4500273579233154}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,946] Trial 132 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 32, 'learning_rate': 0.04196163485252007, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8948485572531721, 'colsample_bytree': 0.8886952432304083, 'gamma': 2.297957793059435, 'reg_alpha': 0.1524937574465956, 'reg_lambda': 1.2007482219756285}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,130] Trial 133 finished with value: 0.744047619047619 and parameters: {'n_estimators': 32, 'learning_rate': 0.04269626360806002, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9031241731322859, 'colsample_bytree': 0.8904740674708094, 'gamma': 2.3104998475226743, 'reg_alpha': 0.13635978293926823, 'reg_lambda': 1.2078976449872427}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,235] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.049585006701965924, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8970392290281661, 'colsample_bytree': 0.8386195494078515, 'gamma': 2.647140172344088, 'reg_alpha': 0.43366098825770255, 'reg_lambda': 1.2776831527777375}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,360] Trial 135 finished with value: 0.761904761904762 and parameters: {'n_estimators': 42, 'learning_rate': 0.05793531384804239, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8945160406910714, 'colsample_bytree': 0.8375195927464079, 'gamma': 2.056488651475902, 'reg_alpha': 0.45478821849208584, 'reg_lambda': 1.2534327442835504}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,562] Trial 136 finished with value: 0.738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.0577607063023207, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7245244352783996, 'colsample_bytree': 0.8352046773312626, 'gamma': 2.004256775084735, 'reg_alpha': 0.175477201531067, 'reg_lambda': 1.2651263927033107}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,679] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 35, 'learning_rate': 0.04941110383066903, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.890585809908067, 'colsample_bytree': 0.8223698489739915, 'gamma': 2.2588506624014935, 'reg_alpha': 0.11036157812259978, 'reg_lambda': 1.1298933749287032}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,824] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 43, 'learning_rate': 0.04708023158259921, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9465744139578891, 'colsample_bytree': 0.8393712019063697, 'gamma': 2.0959206059496616, 'reg_alpha': 0.4353518891010357, 'reg_lambda': 1.204856095263843}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,965] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 31, 'learning_rate': 0.05158401506356387, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8885922743893131, 'colsample_bytree': 0.7924631150170757, 'gamma': 1.9300774451685285, 'reg_alpha': 0.44857128963828785, 'reg_lambda': 1.357132738294647}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,164] Trial 140 finished with value: 0.630952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.03941629452537588, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8662257701166395, 'colsample_bytree': 0.8252248072046121, 'gamma': 2.5845370917409776, 'reg_alpha': 0.413144720890982, 'reg_lambda': 1.6939218753173435}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,251] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.041885148106358606, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8961342788464232, 'colsample_bytree': 0.8790075457631195, 'gamma': 2.3810749507090345, 'reg_alpha': 0.3907618414152408, 'reg_lambda': 1.384794269084295}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,317] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.036811503053738016, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8784765286222272, 'colsample_bytree': 0.8610006754872146, 'gamma': 2.17043357068651, 'reg_alpha': 0.46712030711339975, 'reg_lambda': 1.0577893950610822}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,449] Trial 143 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.03513244226284046, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9281644708472679, 'colsample_bytree': 0.8593602206799525, 'gamma': 2.1640515026906537, 'reg_alpha': 0.4314749672914526, 'reg_lambda': 1.040916525814467}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,587] Trial 144 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.03504867897219077, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9270509631214207, 'colsample_bytree': 0.8424290973294782, 'gamma': 2.640742519934574, 'reg_alpha': 0.4289359920709867, 'reg_lambda': 1.1761311515246833}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,851] Trial 145 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.0456209928530281, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9100712800938825, 'colsample_bytree': 0.845996899428211, 'gamma': 2.0253451572086334, 'reg_alpha': 0.3931884773513051, 'reg_lambda': 1.3143205692202506}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,964] Trial 146 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 41, 'learning_rate': 0.04558522699484108, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9401906346410647, 'colsample_bytree': 0.8540433988617697, 'gamma': 2.0265772750595525, 'reg_alpha': 0.352359644559782, 'reg_lambda': 1.6235019409078777}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:41,095] Trial 147 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.038398305446223045, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9116491135476854, 'colsample_bytree': 0.8674397611735721, 'gamma': 2.247936261856748, 'reg_alpha': 0.3972161757314958, 'reg_lambda': 1.9017812124853444}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:41,321] Trial 148 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.03287820627684424, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9526159374597626, 'colsample_bytree': 0.8168887228499723, 'gamma': 2.113164114576603, 'reg_alpha': 0.37863063086548987, 'reg_lambda': 1.3650846167769992}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:41,597] Trial 149 finished with value: 0.755952380952381 and parameters: {'n_estimators': 34, 'learning_rate': 0.0402317793051004, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9314420535130052, 'colsample_bytree': 0.875341480773309, 'gamma': 2.020897992467029, 'reg_alpha': 0.08477064816345095, 'reg_lambda': 1.3170557634563371}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:41,701] Trial 150 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 32, 'learning_rate': 0.1433291057936517, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9080853476112637, 'colsample_bytree': 0.8485581206045242, 'gamma': 1.8910756281008265, 'reg_alpha': 0.4558091777014342, 'reg_lambda': 1.0978134775578914}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:41,888] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 27, 'learning_rate': 0.04891374275310041, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7830487317352695, 'colsample_bytree': 0.8328029798799226, 'gamma': 2.4102061616547825, 'reg_alpha': 0.4154184706338699, 'reg_lambda': 0.9709949519960182}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:41,971] Trial 152 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 29, 'learning_rate': 0.05380017907631917, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8968228487998565, 'colsample_bytree': 0.860544081708478, 'gamma': 2.950998176686061, 'reg_alpha': 0.4416791445821619, 'reg_lambda': 1.4274702794169642}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,076] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.05280991381737744, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9245491123745109, 'colsample_bytree': 0.8611402161318751, 'gamma': 2.870816642719352, 'reg_alpha': 0.367098170601773, 'reg_lambda': 1.4934211426398272}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,161] Trial 154 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 24, 'learning_rate': 0.05657076046287725, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9431022496359991, 'colsample_bytree': 0.8698400213138487, 'gamma': 2.990593804810232, 'reg_alpha': 0.49295801669144385, 'reg_lambda': 1.5752906464730114}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,236] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.065239070778915, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9610965078160486, 'colsample_bytree': 0.8567921498039063, 'gamma': 3.0013197321545713, 'reg_alpha': 0.4859253819740491, 'reg_lambda': 1.5767472475675006}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,387] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 44, 'learning_rate': 0.05869940290300851, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9442878810980789, 'colsample_bytree': 0.8459995595254269, 'gamma': 1.9380124381987485, 'reg_alpha': 0.4666691888404575, 'reg_lambda': 1.7699834802693812}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,490] Trial 157 finished with value: 0.738095238095238 and parameters: {'n_estimators': 38, 'learning_rate': 0.08783432259772973, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9381367584362253, 'colsample_bytree': 0.8798562019605879, 'gamma': 2.9354606284220788, 'reg_alpha': 0.49713308289384706, 'reg_lambda': 1.425170443170236}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,676] Trial 158 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 28, 'learning_rate': 0.06930653144921174, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9528033338223104, 'colsample_bytree': 0.8935309023686934, 'gamma': 3.2577183991971115, 'reg_alpha': 0.037570222898230254, 'reg_lambda': 1.5419569494940393}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,898] Trial 159 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 32, 'learning_rate': 0.12451983004352503, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8837254780260405, 'colsample_bytree': 0.8597143565208724, 'gamma': 2.1706845761874423, 'reg_alpha': 0.5305473295816541, 'reg_lambda': 1.7102238750716254}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,159] Trial 160 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 24, 'learning_rate': 0.055593047068653034, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9328761376620633, 'colsample_bytree': 0.8745530338973704, 'gamma': 2.2891269537128376, 'reg_alpha': 0.18534060617224357, 'reg_lambda': 1.6010324032677894}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,240] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 24, 'learning_rate': 0.05576051576141332, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.935511732494144, 'colsample_bytree': 0.8857834287881332, 'gamma': 2.2821443164500197, 'reg_alpha': 0.1667026358779709, 'reg_lambda': 1.6338955250255283}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,426] Trial 162 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 27, 'learning_rate': 0.05476222535845502, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9458306137116291, 'colsample_bytree': 0.8736167929041379, 'gamma': 1.8004837706094468, 'reg_alpha': 0.34511182493756853, 'reg_lambda': 1.5795272097995061}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,509] Trial 163 finished with value: 0.732142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.061983115075181006, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9096168945166571, 'colsample_bytree': 0.8683540610774361, 'gamma': 3.4492572355258697, 'reg_alpha': 0.10859355242952715, 'reg_lambda': 1.5027686120703077}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,588] Trial 164 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.055526150105533155, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.918197659261289, 'colsample_bytree': 0.8501935812276767, 'gamma': 1.8077958018069615, 'reg_alpha': 0.19277115553678387, 'reg_lambda': 1.3138209000840806}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,761] Trial 165 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 24, 'learning_rate': 0.058910250772506674, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9626144829225484, 'colsample_bytree': 0.842740545350184, 'gamma': 1.8062920035279408, 'reg_alpha': 0.19839796106229002, 'reg_lambda': 1.2453912334844826}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,858] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 24, 'learning_rate': 0.05387562764076058, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9614215576171695, 'colsample_bytree': 0.8484884982325909, 'gamma': 1.7447415598761902, 'reg_alpha': 0.18785070066257406, 'reg_lambda': 1.3144817983935257}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,985] Trial 167 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 32, 'learning_rate': 0.053112838317221425, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9594597481280567, 'colsample_bytree': 0.8471303707260528, 'gamma': 1.7135240151937525, 'reg_alpha': 0.2232127704575425, 'reg_lambda': 1.3167056363186092}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,043] Trial 168 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.06176239324720094, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.981456048623295, 'colsample_bytree': 0.8284868193765915, 'gamma': 1.814508813958608, 'reg_alpha': 0.13981320965214278, 'reg_lambda': 1.2122769060443257}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,245] Trial 169 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 27, 'learning_rate': 0.11473283048864305, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9648492375482121, 'colsample_bytree': 0.8090567716250864, 'gamma': 1.5890112381423784, 'reg_alpha': 0.1891416387513925, 'reg_lambda': 1.4113070182488527}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,337] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 24, 'learning_rate': 0.09431963247575588, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9495443705991244, 'colsample_bytree': 0.853201210488048, 'gamma': 1.8086004759114198, 'reg_alpha': 0.23456073083867177, 'reg_lambda': 1.3321332519098148}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,427] Trial 171 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.05339641215066403, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9318950660227282, 'colsample_bytree': 0.8593818646074558, 'gamma': 1.6601407710707239, 'reg_alpha': 0.19270007264633324, 'reg_lambda': 1.1651533852830538}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,607] Trial 172 finished with value: 0.744047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.045985277839595225, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9474896975939764, 'colsample_bytree': 0.8434305539709855, 'gamma': 1.6375135892942934, 'reg_alpha': 0.16693219426085457, 'reg_lambda': 1.146651630997151}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,726] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 33, 'learning_rate': 0.05427441677899634, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9576340983440539, 'colsample_bytree': 0.8603132500615172, 'gamma': 1.723775273135641, 'reg_alpha': 0.17958588816934112, 'reg_lambda': 1.1729694789632426}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,823] Trial 174 finished with value: 0.738095238095238 and parameters: {'n_estimators': 24, 'learning_rate': 0.07732342059732754, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9700341980288354, 'colsample_bytree': 0.8514369912537233, 'gamma': 1.468303308455952, 'reg_alpha': 0.1936964039551278, 'reg_lambda': 1.028318896071222}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,019] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 28, 'learning_rate': 0.06551922035917654, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9205778970134262, 'colsample_bytree': 0.8318824864441006, 'gamma': 1.8526594949482025, 'reg_alpha': 0.2022533068572972, 'reg_lambda': 1.2459783978954484}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,088] Trial 176 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 23, 'learning_rate': 0.04825997450801894, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9442497918960896, 'colsample_bytree': 0.8608963704507263, 'gamma': 1.9812892763941305, 'reg_alpha': 0.13608974688429032, 'reg_lambda': 1.097472453258007}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,194] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.04880427367488713, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.956004476194311, 'colsample_bytree': 0.7058349680208811, 'gamma': 1.965019669354295, 'reg_alpha': 0.16980901080569485, 'reg_lambda': 1.0881804417345198}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,258] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 33, 'learning_rate': 0.24962816210096314, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9302604756873402, 'colsample_bytree': 0.8424783415984376, 'gamma': 1.6419544507804515, 'reg_alpha': 0.077752282747378, 'reg_lambda': 1.290889124926461}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,352] Trial 179 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.1055069851332545, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9390917689700765, 'colsample_bytree': 0.8642213626187377, 'gamma': 1.9086374171009, 'reg_alpha': 0.127080924006408, 'reg_lambda': 1.108951415903246}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,616] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 23, 'learning_rate': 0.09895498823705566, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9385500076223979, 'colsample_bytree': 0.8654857266418059, 'gamma': 1.9063593610719543, 'reg_alpha': 0.11908137702582554, 'reg_lambda': 1.0448854641668626}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,680] Trial 181 finished with value: 0.744047619047619 and parameters: {'n_estimators': 24, 'learning_rate': 0.10516512740866771, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9264081736114423, 'colsample_bytree': 0.8564686307020594, 'gamma': 1.5330496904689555, 'reg_alpha': 0.12550493584973474, 'reg_lambda': 1.173371837957087}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,808] Trial 182 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 20, 'learning_rate': 0.045600085666428446, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9370711614240692, 'colsample_bytree': 0.848934174240817, 'gamma': 1.7290581905454563, 'reg_alpha': 0.16481925086187252, 'reg_lambda': 0.9805053202363088}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,942] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 31, 'learning_rate': 0.05145949006771106, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9186419916738885, 'colsample_bytree': 0.8643864567747369, 'gamma': 1.9637974785870902, 'reg_alpha': 0.1490965074812475, 'reg_lambda': 1.1258218397577395}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,031] Trial 184 finished with value: 0.5 and parameters: {'n_estimators': 27, 'learning_rate': 0.059704862465670826, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9453648632643671, 'colsample_bytree': 0.8561264699760665, 'gamma': 1.8713996229216145, 'reg_alpha': 0.09126889931364165, 'reg_lambda': 1.2257093173597005}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,220] Trial 185 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 36, 'learning_rate': 0.04796080825231248, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.6789757774709331, 'colsample_bytree': 0.8396831266878905, 'gamma': 2.0875993341988273, 'reg_alpha': 0.22928189894328313, 'reg_lambda': 1.3739767285829587}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,300] Trial 186 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.11343409724428942, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9642714344847136, 'colsample_bytree': 0.8225122418052119, 'gamma': 3.0357074226342142, 'reg_alpha': 0.12437929125131439, 'reg_lambda': 1.1033034437744575}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,425] Trial 187 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 29, 'learning_rate': 0.13629707984581751, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9039792803169865, 'colsample_bytree': 0.7796577824333583, 'gamma': 2.015138366919467, 'reg_alpha': 0.1563247745982252, 'reg_lambda': 1.2756491964854064}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,680] Trial 188 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 36, 'learning_rate': 0.04493489952825105, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.951604850692623, 'colsample_bytree': 0.8634434956383827, 'gamma': 1.7403451864561592, 'reg_alpha': 0.2723119896626678, 'reg_lambda': 1.1913363353532442}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,800] Trial 189 finished with value: 0.761904761904762 and parameters: {'n_estimators': 24, 'learning_rate': 0.05248217521307729, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9316936642665391, 'colsample_bytree': 0.850391373490284, 'gamma': 1.5420617115368458, 'reg_alpha': 0.5091844355437606, 'reg_lambda': 1.3358145482552015}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,871] Trial 190 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 31, 'learning_rate': 0.10776624115386425, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9751160572843205, 'colsample_bytree': 0.8311779539541884, 'gamma': 2.1875795671422513, 'reg_alpha': 0.14319560395753989, 'reg_lambda': 1.4132700318488634}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,103] Trial 191 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 26, 'learning_rate': 0.05529574414168645, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9401778939265953, 'colsample_bytree': 0.8829714286449944, 'gamma': 1.822669870306836, 'reg_alpha': 0.1960528232823733, 'reg_lambda': 1.4552827347492088}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,215] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 26, 'learning_rate': 0.05788399109226864, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9464550952242838, 'colsample_bytree': 0.8684898664677603, 'gamma': 1.659523885876062, 'reg_alpha': 0.061742249550351236, 'reg_lambda': 1.8068313269498268}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,324] Trial 193 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.11967365884863043, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9209817077221053, 'colsample_bytree': 0.8573452284297625, 'gamma': 1.8863952320803867, 'reg_alpha': 0.24191034792026916, 'reg_lambda': 1.2551651847664664}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,530] Trial 194 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 94, 'learning_rate': 0.16076417367980195, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9130463938077269, 'colsample_bytree': 0.8575613950524873, 'gamma': 2.0099440599482405, 'reg_alpha': 0.2411116496587147, 'reg_lambda': 1.244010032274952}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,605] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 23, 'learning_rate': 0.10620008554158875, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9259272971216991, 'colsample_bytree': 0.8476979159991657, 'gamma': 1.9107468033072432, 'reg_alpha': 0.258857932997721, 'reg_lambda': 1.1359581010017439}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,684] Trial 196 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 20, 'learning_rate': 0.11800328872915386, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9238797998930584, 'colsample_bytree': 0.8423379127449401, 'gamma': 2.1299929888985982, 'reg_alpha': 0.21789672299846946, 'reg_lambda': 1.302005448390583}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,870] Trial 197 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 20, 'learning_rate': 0.12260321708395691, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.917380881503341, 'colsample_bytree': 0.8384957254285159, 'gamma': 2.0859947556941383, 'reg_alpha': 0.21703078336038806, 'reg_lambda': 1.2961532249544598}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,935] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.12039363086088001, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9319097431801723, 'colsample_bytree': 0.8429549785912248, 'gamma': 2.1397825366745007, 'reg_alpha': 0.19691507480871845, 'reg_lambda': 1.2073855634697555}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:48,054] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 31, 'learning_rate': 0.10127677065892754, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9222833635394965, 'colsample_bytree': 0.6806209836521578, 'gamma': 1.9454083984347144, 'reg_alpha': 0.2262253569023865, 'reg_lambda': 0.9882983986658623}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:48,058] A new study created in memory with name: no-name-e1c14c8d-b3ec-43cf-9ac0-cd7ccbb4883d
[I 2025-11-03 19:34:48,384] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.028875681885635506, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8811672873042348, 'colsample_bytree': 0.716515199764432, 'gamma': 4.87918212544542, 'reg_alpha': 0.8619668423898253, 'reg_lambda': 2.8374899236043993}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:48,537] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 154, 'learning_rate': 0.13912748124265528, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.6400734827789901, 'colsample_bytree': 0.8809095513610603, 'gamma': 1.1925557452322022, 'reg_alpha': 0.8774386012982253, 'reg_lambda': 2.261470423295588}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:48,679] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.06380021197826523, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.6077631659332918, 'colsample_bytree': 0.9799765592953056, 'gamma': 4.061580723766936, 'reg_alpha': 0.5000553583744114, 'reg_lambda': 1.9331538232534244}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:48,808] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 143, 'learning_rate': 0.0473684489688131, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6952454136115691, 'colsample_bytree': 0.7140092980592505, 'gamma': 2.0849452351063413, 'reg_alpha': 0.939924783819158, 'reg_lambda': 2.2379493806991007}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:49,013] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.032330481784453524, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.7842525386008667, 'colsample_bytree': 0.773474415646883, 'gamma': 2.640199932687838, 'reg_alpha': 0.5527738980686365, 'reg_lambda': 1.0993373622356144}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:49,160] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.028782254155403496, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9724074126201855, 'colsample_bytree': 0.9467284005004719, 'gamma': 4.113038622841215, 'reg_alpha': 0.9924119136962051, 'reg_lambda': 0.9493671828842918}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:49,317] Trial 6 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.27783119868910217, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7753192550126036, 'colsample_bytree': 0.9321989648416105, 'gamma': 4.142694963533461, 'reg_alpha': 0.016430262046547184, 'reg_lambda': 0.9199499964069695}. Best is trial 6 with value: 0.6815476190476191.
[I 2025-11-03 19:34:49,524] Trial 7 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.041593118593055374, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9942164192636478, 'colsample_bytree': 0.8178599299170075, 'gamma': 1.4171191922679627, 'reg_alpha': 0.7959560967047195, 'reg_lambda': 1.7823389298897945}. Best is trial 7 with value: 0.7202380952380952.
[I 2025-11-03 19:34:49,616] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.05741105736997979, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.6189983800282645, 'colsample_bytree': 0.9687754861249847, 'gamma': 0.3477518845461286, 'reg_alpha': 0.9822327163054371, 'reg_lambda': 2.1486536754607837}. Best is trial 7 with value: 0.7202380952380952.
[I 2025-11-03 19:34:49,766] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.014333755985967346, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.8269556303202645, 'colsample_bytree': 0.968841774489132, 'gamma': 0.21491062200257038, 'reg_alpha': 0.21861615096216913, 'reg_lambda': 2.698562317596926}. Best is trial 7 with value: 0.7202380952380952.
[I 2025-11-03 19:34:50,006] Trial 10 finished with value: 0.744047619047619 and parameters: {'n_estimators': 243, 'learning_rate': 0.013749296447372347, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9964885712102254, 'colsample_bytree': 0.6129267062088765, 'gamma': 2.1916870611895125, 'reg_alpha': 0.6926170341344267, 'reg_lambda': 1.481006420405533}. Best is trial 10 with value: 0.744047619047619.
[I 2025-11-03 19:34:50,253] Trial 11 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 248, 'learning_rate': 0.010013437636900815, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9994059308280788, 'colsample_bytree': 0.6310720588532759, 'gamma': 2.2392747637388735, 'reg_alpha': 0.6941127916325195, 'reg_lambda': 1.4890223660644897}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:50,543] Trial 12 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 245, 'learning_rate': 0.010202885971441278, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9141982998424922, 'colsample_bytree': 0.6040640304330146, 'gamma': 2.8568589241316253, 'reg_alpha': 0.6673940530892175, 'reg_lambda': 1.3417668337457351}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:50,744] Trial 13 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 212, 'learning_rate': 0.01659527347821771, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9348013588840466, 'colsample_bytree': 0.6048017902221559, 'gamma': 1.8433231951704632, 'reg_alpha': 0.6843657857455201, 'reg_lambda': 0.5472145874183415}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:50,876] Trial 14 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 104, 'learning_rate': 0.010183747597772025, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8658564264472572, 'colsample_bytree': 0.6682379221023312, 'gamma': 3.1984128380351495, 'reg_alpha': 0.38184868173219133, 'reg_lambda': 1.4368176998785498}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:51,150] Trial 15 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.020586494741817504, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.998177957991028, 'colsample_bytree': 0.6657433028759232, 'gamma': 1.0633387306680822, 'reg_alpha': 0.7059738774662894, 'reg_lambda': 1.5005868407052227}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:51,285] Trial 16 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 113, 'learning_rate': 0.09634185320427038, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.949258080020807, 'colsample_bytree': 0.6584470034427685, 'gamma': 3.2632020874143293, 'reg_alpha': 0.3604879922467707, 'reg_lambda': 1.6209911979833573}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:51,479] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 230, 'learning_rate': 0.019275435134190964, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9018925187709937, 'colsample_bytree': 0.7889947974608501, 'gamma': 1.9349343992171186, 'reg_alpha': 0.587366300016134, 'reg_lambda': 1.1825443533856586}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:51,760] Trial 18 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.014209047400834531, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7184276716171462, 'colsample_bytree': 0.7305933771628854, 'gamma': 2.3873441330975274, 'reg_alpha': 0.37534328231986613, 'reg_lambda': 0.6003079733195071}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:51,810] Trial 19 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.010189426939146012, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8484641005381499, 'colsample_bytree': 0.6399484171701453, 'gamma': 0.8943757412320563, 'reg_alpha': 0.7737040969267328, 'reg_lambda': 1.8215210486473636}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:52,120] Trial 20 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 223, 'learning_rate': 0.023336929932510714, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.951777825009289, 'colsample_bytree': 0.8506029222316337, 'gamma': 3.553316080928763, 'reg_alpha': 0.5948706150816898, 'reg_lambda': 2.0038983567552573}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:52,410] Trial 21 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 201, 'learning_rate': 0.01988754860056447, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9925269749400452, 'colsample_bytree': 0.6851336302878354, 'gamma': 0.9010258094192924, 'reg_alpha': 0.7163166571791622, 'reg_lambda': 1.5576099827401626}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:52,726] Trial 22 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.013794209348083068, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9959404475249757, 'colsample_bytree': 0.6357529502149977, 'gamma': 1.5413483395099756, 'reg_alpha': 0.7624366746594876, 'reg_lambda': 1.3272394917749892}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:52,919] Trial 23 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.013730257357843452, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9573781627377366, 'colsample_bytree': 0.6280846591458673, 'gamma': 1.5704383047181136, 'reg_alpha': 0.8095839705905443, 'reg_lambda': 1.2707783073309438}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:53,200] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 223, 'learning_rate': 0.013710108454271123, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9102129060029547, 'colsample_bytree': 0.6987849906847259, 'gamma': 2.2461211061258473, 'reg_alpha': 0.6227768861244561, 'reg_lambda': 0.8244409266841222}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:53,441] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.012401152268182496, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9351936454274821, 'colsample_bytree': 0.6308129846446029, 'gamma': 2.7316457674044607, 'reg_alpha': 0.44925888878507925, 'reg_lambda': 1.6182464176598468}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:53,646] Trial 26 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.08277388483541531, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9689742203078785, 'colsample_bytree': 0.7637629964588296, 'gamma': 1.630839979966857, 'reg_alpha': 0.7582723202154187, 'reg_lambda': 2.5334362343003978}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:53,788] Trial 27 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.0352610222380481, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8273306428061974, 'colsample_bytree': 0.7416736142070421, 'gamma': 2.185631810348926, 'reg_alpha': 0.8784737748633049, 'reg_lambda': 1.0561723497140747}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:54,068] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 233, 'learning_rate': 0.024784491555597116, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8914368908962023, 'colsample_bytree': 0.6021157607568021, 'gamma': 0.5390573965999876, 'reg_alpha': 0.5046385359765025, 'reg_lambda': 1.340154217683502}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:54,242] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.016900955068407997, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.7514081740884268, 'colsample_bytree': 0.6909983270124794, 'gamma': 3.0617368000406118, 'reg_alpha': 0.8312364809850807, 'reg_lambda': 1.7173891688576834}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:54,416] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 212, 'learning_rate': 0.16750661794895833, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8702263581811025, 'colsample_bytree': 0.6532070858710557, 'gamma': 3.698196538583349, 'reg_alpha': 0.6445883761856314, 'reg_lambda': 0.7418303355715108}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:54,601] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 215, 'learning_rate': 0.0212048615287293, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9933398826067805, 'colsample_bytree': 0.6668036744064176, 'gamma': 1.1604398742030084, 'reg_alpha': 0.7033146683217922, 'reg_lambda': 1.4889450912666584}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:54,900] Trial 32 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 239, 'learning_rate': 0.01697848232937573, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9755793610609331, 'colsample_bytree': 0.6291581173143664, 'gamma': 0.8388112613409741, 'reg_alpha': 0.7386760865752882, 'reg_lambda': 1.4316982146384394}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:55,079] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.011770182981930053, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9214594672352876, 'colsample_bytree': 0.6718198293036133, 'gamma': 1.195150331691597, 'reg_alpha': 0.8634478570418436, 'reg_lambda': 1.9639888898719742}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:55,234] Trial 34 finished with value: 0.5 and parameters: {'n_estimators': 199, 'learning_rate': 0.027035342930670468, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9951399977695369, 'colsample_bytree': 0.7061038224780125, 'gamma': 1.7523116062018302, 'reg_alpha': 0.9118026694804824, 'reg_lambda': 1.1252772308579082}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:55,389] Trial 35 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 145, 'learning_rate': 0.016573621373037563, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9705683575460273, 'colsample_bytree': 0.6392244041414299, 'gamma': 2.4859154708163804, 'reg_alpha': 0.5303031204183202, 'reg_lambda': 1.2556661773998603}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:55,641] Trial 36 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 250, 'learning_rate': 0.01194365516468728, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.941719748954181, 'colsample_bytree': 0.7274165098954748, 'gamma': 1.3193601459752693, 'reg_alpha': 0.6490350257739377, 'reg_lambda': 1.6252211975640636}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:55,798] Trial 37 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 159, 'learning_rate': 0.033808723403758185, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6604411566426897, 'colsample_bytree': 0.6149954883193336, 'gamma': 4.955875942503036, 'reg_alpha': 0.5583837779372223, 'reg_lambda': 1.4319056109497206}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:55,975] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 208, 'learning_rate': 0.021128747401836876, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9762674814251036, 'colsample_bytree': 0.6527127473592148, 'gamma': 2.0354370683938985, 'reg_alpha': 0.4473471440983101, 'reg_lambda': 2.9561756458913746}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:56,279] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 191, 'learning_rate': 0.04477949737933664, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9956275048748671, 'colsample_bytree': 0.8988633374603545, 'gamma': 0.7149673984409335, 'reg_alpha': 0.9257307887855925, 'reg_lambda': 1.8389437921884717}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:56,483] Trial 40 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 87, 'learning_rate': 0.030022360504063986, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9267077546136622, 'colsample_bytree': 0.7536194427653883, 'gamma': 4.472854514674287, 'reg_alpha': 0.821580397151947, 'reg_lambda': 2.0840881065948897}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:56,619] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 110, 'learning_rate': 0.03204736313442727, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8228927188265704, 'colsample_bytree': 0.8166350652409078, 'gamma': 2.204189957229227, 'reg_alpha': 0.8804792811140223, 'reg_lambda': 1.003985470984861}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:56,775] Trial 42 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 132, 'learning_rate': 0.04231173618089396, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7541208146348589, 'colsample_bytree': 0.7381674877581145, 'gamma': 1.4809999586082294, 'reg_alpha': 0.7377557199824962, 'reg_lambda': 1.0197941272164681}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:57,009] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 125, 'learning_rate': 0.018403020925727168, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6818594271370307, 'colsample_bytree': 0.6844262958236406, 'gamma': 2.5876929990857898, 'reg_alpha': 0.9730690221257131, 'reg_lambda': 1.1688137568642243}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:57,160] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.0363596755503292, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9798775748826958, 'colsample_bytree': 0.6193376855641217, 'gamma': 1.995879718103286, 'reg_alpha': 0.8882698202896787, 'reg_lambda': 1.7120374697053977}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:57,355] Trial 45 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.052719634715658714, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.95912903247694, 'colsample_bytree': 0.7141444961613164, 'gamma': 2.8200402950348344, 'reg_alpha': 0.783202541630262, 'reg_lambda': 0.866236229376938}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:57,500] Trial 46 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.015095268156780124, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8043121554337336, 'colsample_bytree': 0.6471127612958247, 'gamma': 2.306161847423794, 'reg_alpha': 0.05775226113535009, 'reg_lambda': 1.3126753710592691}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:57,816] Trial 47 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 237, 'learning_rate': 0.02458422039241898, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8872478335901139, 'colsample_bytree': 0.6774570614899973, 'gamma': 1.6981232581675128, 'reg_alpha': 0.6874272231765449, 'reg_lambda': 1.0411591819560988}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:58,021] Trial 48 finished with value: 0.738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.011722530049214003, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9988273212875107, 'colsample_bytree': 0.7828022087488491, 'gamma': 0.13177866259870052, 'reg_alpha': 0.8512801706983786, 'reg_lambda': 1.5271469479801052}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:58,218] Trial 49 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.011848642611714016, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9595339985644435, 'colsample_bytree': 0.6171233919811441, 'gamma': 0.020943786866578273, 'reg_alpha': 0.6200362664746928, 'reg_lambda': 1.5357748285254729}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:58,423] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.010048607588723502, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.980970808402368, 'colsample_bytree': 0.8503940342580334, 'gamma': 0.3475519055287186, 'reg_alpha': 0.823499611003575, 'reg_lambda': 1.8710932428039588}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:58,734] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.012145779180504346, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9952423731588386, 'colsample_bytree': 0.7879180749127958, 'gamma': 1.1065507872238265, 'reg_alpha': 0.9539483341582872, 'reg_lambda': 1.423111880707713}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:58,905] Trial 52 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 203, 'learning_rate': 0.011924461940026661, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9443707780701267, 'colsample_bytree': 0.7912936489080009, 'gamma': 1.113274849863982, 'reg_alpha': 0.9734007727221422, 'reg_lambda': 1.3625714050235145}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:59,121] Trial 53 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 218, 'learning_rate': 0.015090262993080243, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9954847208569542, 'colsample_bytree': 0.8108514115205853, 'gamma': 0.6024618497816346, 'reg_alpha': 0.9478633032956932, 'reg_lambda': 1.6823072835267545}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:59,367] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 173, 'learning_rate': 0.01349492121960696, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9652596235241967, 'colsample_bytree': 0.8656563279064587, 'gamma': 1.0593268338102053, 'reg_alpha': 0.8427825749283337, 'reg_lambda': 1.5239001259825304}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:59,593] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.011480306291333503, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9828738913646523, 'colsample_bytree': 0.8400561128651031, 'gamma': 1.376748708512609, 'reg_alpha': 0.782279600062308, 'reg_lambda': 1.2096577895634602}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:59,810] Trial 56 finished with value: 0.738095238095238 and parameters: {'n_estimators': 243, 'learning_rate': 0.010567134340368075, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9813703735802788, 'colsample_bytree': 0.8314170899412983, 'gamma': 1.3745889414068144, 'reg_alpha': 0.7760534030759312, 'reg_lambda': 1.2117121007636662}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:00,015] Trial 57 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 229, 'learning_rate': 0.013225935384773058, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9496537969642734, 'colsample_bytree': 0.9312913698884154, 'gamma': 1.8990115690923153, 'reg_alpha': 0.7282278479228423, 'reg_lambda': 1.3873365214657263}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:00,316] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 207, 'learning_rate': 0.015485651791874073, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9044515376285153, 'colsample_bytree': 0.8903446590589166, 'gamma': 0.9740845118283128, 'reg_alpha': 0.6756795970577182, 'reg_lambda': 1.14604184219407}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:00,512] Trial 59 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 226, 'learning_rate': 0.01824633243580018, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9275099789455726, 'colsample_bytree': 0.6038711416345734, 'gamma': 1.5272643729014401, 'reg_alpha': 0.5904015017761665, 'reg_lambda': 1.5960561860286209}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:00,742] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 242, 'learning_rate': 0.010937675053904843, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9823202587805951, 'colsample_bytree': 0.916980540341428, 'gamma': 1.2699220615800768, 'reg_alpha': 0.26235712530031347, 'reg_lambda': 1.2856437821065223}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:00,931] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.013580829455222555, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9972758592246079, 'colsample_bytree': 0.8346520820724672, 'gamma': 0.2204580291366831, 'reg_alpha': 0.7932929983956942, 'reg_lambda': 1.4955869049807085}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:01,269] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 220, 'learning_rate': 0.0117925153429496, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9995825101377657, 'colsample_bytree': 0.7667561941730915, 'gamma': 0.66492600363167, 'reg_alpha': 0.9973604017799788, 'reg_lambda': 1.460806029171878}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:01,535] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.011144990091654676, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9633625223380637, 'colsample_bytree': 0.8035111462374662, 'gamma': 0.4247537777261222, 'reg_alpha': 0.7619149778919215, 'reg_lambda': 1.7850035155317576}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:01,734] Trial 64 finished with value: 0.738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.015789417103992922, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9638443553077146, 'colsample_bytree': 0.7988238127822882, 'gamma': 0.7683292449884488, 'reg_alpha': 0.7135616371862198, 'reg_lambda': 1.766802711399168}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:02,031] Trial 65 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 250, 'learning_rate': 0.01310075597993723, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9834597502846459, 'colsample_bytree': 0.8695992586595626, 'gamma': 0.4565461395228442, 'reg_alpha': 0.7638637434251678, 'reg_lambda': 1.6483814719293832}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:02,214] Trial 66 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.010021395266055902, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9389443481795702, 'colsample_bytree': 0.6613627037058006, 'gamma': 1.780613921645951, 'reg_alpha': 0.6507675941830485, 'reg_lambda': 2.466713750571431}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:02,394] Trial 67 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.19391794536000248, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9532588295490363, 'colsample_bytree': 0.8329663485621254, 'gamma': 1.4015716032964725, 'reg_alpha': 0.752637304499529, 'reg_lambda': 1.9260555982230068}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:02,647] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.07071003533560657, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.970762933286698, 'colsample_bytree': 0.9890904402205286, 'gamma': 2.4333978892217147, 'reg_alpha': 0.7071085366491557, 'reg_lambda': 1.2445553544654961}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:02,851] Trial 69 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 227, 'learning_rate': 0.02170162022171333, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9882748091411487, 'colsample_bytree': 0.6394968822393232, 'gamma': 1.0331161910836897, 'reg_alpha': 0.6264288889883796, 'reg_lambda': 1.3754129079274953}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:03,044] Trial 70 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 206, 'learning_rate': 0.017411146313610123, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9696458639497262, 'colsample_bytree': 0.847582639069838, 'gamma': 2.1089624644580027, 'reg_alpha': 0.5566543867566766, 'reg_lambda': 2.0621591807015984}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:03,248] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.011457899470251507, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9863257677536743, 'colsample_bytree': 0.8057333582538252, 'gamma': 0.07947562237796557, 'reg_alpha': 0.8553571299125469, 'reg_lambda': 1.5789437784129907}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:03,515] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.011268487812242524, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9868080599470483, 'colsample_bytree': 0.8058089350420928, 'gamma': 0.44169401308660294, 'reg_alpha': 0.9032142485455041, 'reg_lambda': 1.7498373801343492}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:03,710] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.014493674120367953, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9874662535354881, 'colsample_bytree': 0.8255790264780567, 'gamma': 0.2648745353125743, 'reg_alpha': 0.909016072906908, 'reg_lambda': 1.574905277581893}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:03,973] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 193, 'learning_rate': 0.01462978396618419, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9501633935666393, 'colsample_bytree': 0.7562264176833753, 'gamma': 0.22847788527669108, 'reg_alpha': 0.9021989447095209, 'reg_lambda': 1.672283807502336}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:04,157] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.01278957183722208, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9869630231231922, 'colsample_bytree': 0.8230692387123201, 'gamma': 0.3256402087176855, 'reg_alpha': 0.9425012838665673, 'reg_lambda': 1.5927103627467034}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:04,442] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 186, 'learning_rate': 0.012821991752290558, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9165660781092847, 'colsample_bytree': 0.8645947342514596, 'gamma': 0.32420731228676974, 'reg_alpha': 0.9461009523955737, 'reg_lambda': 1.8795229618873395}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:04,747] Trial 77 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.014322631223568218, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9860817699209603, 'colsample_bytree': 0.7819619905794793, 'gamma': 0.08347264745139296, 'reg_alpha': 0.9300340377219759, 'reg_lambda': 1.5693888591563256}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:04,948] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 200, 'learning_rate': 0.016437044937189997, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6091303043977937, 'colsample_bytree': 0.8239469105384928, 'gamma': 0.43189098369722423, 'reg_alpha': 0.9607319071331383, 'reg_lambda': 1.434803032166443}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:05,204] Trial 79 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.01912444028056389, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9360479683047623, 'colsample_bytree': 0.8026727749972155, 'gamma': 0.001721507023043023, 'reg_alpha': 0.9104037137871943, 'reg_lambda': 2.2379228332993346}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:05,374] Trial 80 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 182, 'learning_rate': 0.28991706553775515, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9727599221627138, 'colsample_bytree': 0.8221573896675144, 'gamma': 0.16978242508446945, 'reg_alpha': 0.8633252067121762, 'reg_lambda': 1.7263112743739701}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:05,554] Trial 81 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 209, 'learning_rate': 0.10669187490689773, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9990606507885668, 'colsample_bytree': 0.6271555256419082, 'gamma': 0.7709407951970444, 'reg_alpha': 0.8073893941798004, 'reg_lambda': 1.5981003146834796}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:05,864] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.012865846563767495, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9848691942524715, 'colsample_bytree': 0.6452789408488436, 'gamma': 0.6101385212218671, 'reg_alpha': 0.8841364243667003, 'reg_lambda': 1.4147303518375045}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:06,143] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.010605941671510325, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.98937429089613, 'colsample_bytree': 0.8096398802903264, 'gamma': 0.5398712929579323, 'reg_alpha': 0.9227671657085156, 'reg_lambda': 1.3355401394709805}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:06,349] Trial 84 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 212, 'learning_rate': 0.014470060578380038, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9752487275993864, 'colsample_bytree': 0.7768607595359368, 'gamma': 0.8374190853103092, 'reg_alpha': 0.8411637682200683, 'reg_lambda': 1.553569139068954}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:06,554] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.012359927451364997, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9547018274440345, 'colsample_bytree': 0.633102724542489, 'gamma': 2.9684423416948604, 'reg_alpha': 0.9637191828791902, 'reg_lambda': 1.4917317171967013}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:06,892] Trial 86 finished with value: 0.6875 and parameters: {'n_estimators': 220, 'learning_rate': 0.011184653322454267, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9694177994877019, 'colsample_bytree': 0.6150268801522321, 'gamma': 1.6466280014284904, 'reg_alpha': 0.9954481851585224, 'reg_lambda': 1.7954133067383102}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:07,056] Trial 87 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 65, 'learning_rate': 0.01621627178919039, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9892700858483993, 'colsample_bytree': 0.7921116756961027, 'gamma': 0.29627739540926523, 'reg_alpha': 0.8943937820306068, 'reg_lambda': 1.6413540585462312}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:07,171] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 49, 'learning_rate': 0.016398375608814287, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7109589700437925, 'colsample_bytree': 0.7960417013113542, 'gamma': 0.264153088918439, 'reg_alpha': 0.86158953100412, 'reg_lambda': 1.656150117771904}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:07,464] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 178, 'learning_rate': 0.01404788858295265, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9883422375034681, 'colsample_bytree': 0.7721036886886663, 'gamma': 0.5645190735467777, 'reg_alpha': 0.8950469793330703, 'reg_lambda': 1.6052491473153705}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:07,635] Trial 90 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 156, 'learning_rate': 0.012432918051693102, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9590788085028774, 'colsample_bytree': 0.7250831955301273, 'gamma': 2.6040730114249215, 'reg_alpha': 0.9322211440682949, 'reg_lambda': 1.759426178231757}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:07,704] Trial 91 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 30, 'learning_rate': 0.014000190134215235, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9864109774088166, 'colsample_bytree': 0.7700747042822651, 'gamma': 0.43233565855603007, 'reg_alpha': 0.8951846131632145, 'reg_lambda': 1.6093680812328413}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:07,906] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.01567167878091557, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9999964457332574, 'colsample_bytree': 0.8150638237828947, 'gamma': 0.14036481413687613, 'reg_alpha': 0.8247715166588285, 'reg_lambda': 1.7051518451870726}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:08,123] Trial 93 finished with value: 0.738095238095238 and parameters: {'n_estimators': 167, 'learning_rate': 0.018073843448323072, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9736716905976931, 'colsample_bytree': 0.7876598202050041, 'gamma': 0.9221352916602414, 'reg_alpha': 0.9476261596016781, 'reg_lambda': 1.46916356294368}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:08,300] Trial 94 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 64, 'learning_rate': 0.010795847475085179, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9899309773654879, 'colsample_bytree': 0.8254129363366589, 'gamma': 0.550772657827771, 'reg_alpha': 0.8726174915045981, 'reg_lambda': 1.548349312698994}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:08,585] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.022507734098544008, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9757998719813832, 'colsample_bytree': 0.8050449375577263, 'gamma': 0.30815194819416847, 'reg_alpha': 0.8989063238449633, 'reg_lambda': 1.3375439775744857}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:08,853] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.010025049996457865, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9648611669572308, 'colsample_bytree': 0.7601546149660996, 'gamma': 0.7037821885186184, 'reg_alpha': 0.8062683697930648, 'reg_lambda': 1.8827589107931433}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:09,057] Trial 97 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.019694172222159762, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9927365939496965, 'colsample_bytree': 0.7449413346340628, 'gamma': 0.37843822501310925, 'reg_alpha': 0.8449187013328731, 'reg_lambda': 1.4044644350440683}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:09,253] Trial 98 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 246, 'learning_rate': 0.0125571785734314, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8448637093912402, 'colsample_bytree': 0.7930871972532267, 'gamma': 2.3115802094837554, 'reg_alpha': 0.9791900502180368, 'reg_lambda': 1.6572072978648673}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:09,573] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 233, 'learning_rate': 0.014826162954735222, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9786345447140704, 'colsample_bytree': 0.8406349306875274, 'gamma': 0.47887651847167545, 'reg_alpha': 0.9184758556801894, 'reg_lambda': 1.2946338837421034}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:09,761] Trial 100 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 138, 'learning_rate': 0.011634206899694537, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9470350358989554, 'colsample_bytree': 0.748059541390538, 'gamma': 0.049869385226147644, 'reg_alpha': 0.9507085809190672, 'reg_lambda': 1.8142649635034784}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:09,952] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.013363185504971033, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9874651419374871, 'colsample_bytree': 0.610593944615837, 'gamma': 1.2091557995066093, 'reg_alpha': 0.6913193121298069, 'reg_lambda': 1.4911515469834113}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:10,194] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 211, 'learning_rate': 0.01752413853340373, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.991778678969354, 'colsample_bytree': 0.6249620287942431, 'gamma': 0.8252874951223009, 'reg_alpha': 0.7439851361004455, 'reg_lambda': 1.6044803042272784}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:10,386] Trial 103 finished with value: 0.738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.013382010674872692, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9606831263673652, 'colsample_bytree': 0.7744727983835983, 'gamma': 0.6364135157429367, 'reg_alpha': 0.6630946114145732, 'reg_lambda': 1.5198427898917597}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:10,560] Trial 104 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 188, 'learning_rate': 0.010934777709367134, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9810002495135, 'colsample_bytree': 0.784161232692515, 'gamma': 1.8418047133296263, 'reg_alpha': 0.8760350754968287, 'reg_lambda': 1.7199601729953171}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:10,772] Trial 105 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.020400223865605093, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.999060334462919, 'colsample_bytree': 0.6549520555877437, 'gamma': 0.9860249520300591, 'reg_alpha': 0.9109050654024905, 'reg_lambda': 1.4424794074725826}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:10,905] Trial 106 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 100, 'learning_rate': 0.014832720265680678, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7711370997650515, 'colsample_bytree': 0.8573201445626685, 'gamma': 0.22915262082594887, 'reg_alpha': 0.4413726147877616, 'reg_lambda': 1.5672741328822266}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:11,087] Trial 107 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.016059020705979435, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9781286585595786, 'colsample_bytree': 0.8127780757118753, 'gamma': 2.079521063420979, 'reg_alpha': 0.7891462767921957, 'reg_lambda': 1.3828641370485328}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:11,301] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 247, 'learning_rate': 0.015688078785235593, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9773965935316912, 'colsample_bytree': 0.814241740678719, 'gamma': 2.1973902711949527, 'reg_alpha': 0.7948307025072319, 'reg_lambda': 1.0854516295642265}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:11,572] Trial 109 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 241, 'learning_rate': 0.012293518611351079, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9293986875348176, 'colsample_bytree': 0.8204880782664699, 'gamma': 2.5331915889514036, 'reg_alpha': 0.8562680900631713, 'reg_lambda': 1.3942153448784795}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:11,796] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.013999416296929783, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9657895730416303, 'colsample_bytree': 0.8763249132172464, 'gamma': 1.9509141547954563, 'reg_alpha': 0.8260666971268276, 'reg_lambda': 1.2249941861124642}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:12,000] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.01391962600621095, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9662353408725418, 'colsample_bytree': 0.9647174573161234, 'gamma': 2.0832141181097508, 'reg_alpha': 0.8150640867377328, 'reg_lambda': 1.2405962102113426}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:12,189] Trial 112 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 233, 'learning_rate': 0.014022081234054915, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6379999353024318, 'colsample_bytree': 0.8564385051637484, 'gamma': 1.9616802211501907, 'reg_alpha': 0.7246093905163875, 'reg_lambda': 1.2351638954307944}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:12,541] Trial 113 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 217, 'learning_rate': 0.011336740292380057, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9650521038172157, 'colsample_bytree': 0.9638573807398523, 'gamma': 2.300086776122821, 'reg_alpha': 0.8160659175591555, 'reg_lambda': 0.945789019132304}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:12,726] Trial 114 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 223, 'learning_rate': 0.012524612638182062, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9690129881141835, 'colsample_bytree': 0.877903436265302, 'gamma': 2.140797922940453, 'reg_alpha': 0.7718663214766684, 'reg_lambda': 1.179261559368133}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:13,026] Trial 115 finished with value: 0.744047619047619 and parameters: {'n_estimators': 197, 'learning_rate': 0.010494317236336847, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9548539136462056, 'colsample_bytree': 0.9104729631039042, 'gamma': 2.0651423185229, 'reg_alpha': 0.8361471875923886, 'reg_lambda': 1.2849166118917466}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:13,245] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 229, 'learning_rate': 0.011808440150952405, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9431729758760957, 'colsample_bytree': 0.9526474033349086, 'gamma': 2.4119866285769653, 'reg_alpha': 0.7895302486050133, 'reg_lambda': 1.3283860170584152}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:13,503] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.011931331467786558, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9400504064859471, 'colsample_bytree': 0.9568660566160774, 'gamma': 2.6711255937787564, 'reg_alpha': 0.8279075073586345, 'reg_lambda': 1.3059953106998803}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:13,726] Trial 118 finished with value: 0.761904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.01314005313806706, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9802313145197543, 'colsample_bytree': 0.9320220293038123, 'gamma': 2.363375921355755, 'reg_alpha': 0.8038993584792378, 'reg_lambda': 1.1701499401713102}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:13,913] Trial 119 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.01403031940356481, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9806468908449718, 'colsample_bytree': 0.9399939700840391, 'gamma': 1.7958092304336684, 'reg_alpha': 0.8599352530127858, 'reg_lambda': 1.1162814830125212}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:14,106] Trial 120 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 202, 'learning_rate': 0.013113927585148236, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9558997962572389, 'colsample_bytree': 0.9294735191690924, 'gamma': 1.925741186289272, 'reg_alpha': 0.7507532602268341, 'reg_lambda': 1.1979430436405492}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:14,384] Trial 121 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 225, 'learning_rate': 0.011295272673260305, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.944770553730914, 'colsample_bytree': 0.9773030431788211, 'gamma': 2.3839926697155183, 'reg_alpha': 0.7767728542787126, 'reg_lambda': 1.3761120643727782}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:14,588] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.015071633169080261, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9719836320151807, 'colsample_bytree': 0.9794773594971453, 'gamma': 2.7715057988445784, 'reg_alpha': 0.7929576553403749, 'reg_lambda': 1.2451496128255082}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:14,775] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.015138743235536649, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9728816325540388, 'colsample_bytree': 0.9883297049078205, 'gamma': 1.594723786149277, 'reg_alpha': 0.8077803991348581, 'reg_lambda': 1.258089351952292}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:15,074] Trial 124 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.01754118408174755, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.990725340384899, 'colsample_bytree': 0.9964548799276244, 'gamma': 2.752793960456224, 'reg_alpha': 0.8798685931352551, 'reg_lambda': 0.9798881897292323}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:15,264] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.014263609693001736, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9649014592677178, 'colsample_bytree': 0.9695796321527953, 'gamma': 3.309374811224269, 'reg_alpha': 0.8419569864189701, 'reg_lambda': 1.1225827687788832}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:15,463] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.01678021302490675, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9838621810706588, 'colsample_bytree': 0.9089184769128756, 'gamma': 2.021864086447564, 'reg_alpha': 0.9363346199415266, 'reg_lambda': 1.179088117008559}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:15,812] Trial 127 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 239, 'learning_rate': 0.012993797447402543, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9761538110249555, 'colsample_bytree': 0.8420287907073997, 'gamma': 2.950338381656597, 'reg_alpha': 0.7934536761715776, 'reg_lambda': 1.0381364633648076}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:15,999] Trial 128 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 231, 'learning_rate': 0.010006471941041449, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.992713247282584, 'colsample_bytree': 0.9776269388910512, 'gamma': 4.747861471567005, 'reg_alpha': 0.8225445930620214, 'reg_lambda': 1.4571347704318356}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:16,178] Trial 129 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 185, 'learning_rate': 0.015678803391715714, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9999657377671023, 'colsample_bytree': 0.8268723562114392, 'gamma': 1.7026953067460193, 'reg_alpha': 0.9004013762569902, 'reg_lambda': 1.2439309428303922}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:16,518] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.015182658960631683, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9996927530357921, 'colsample_bytree': 0.8889398391028934, 'gamma': 1.455611444803413, 'reg_alpha': 0.9624656922006108, 'reg_lambda': 1.3617271436069622}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:16,713] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 190, 'learning_rate': 0.013836128231603044, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.983894349840498, 'colsample_bytree': 0.8296346569661703, 'gamma': 1.7038069118748616, 'reg_alpha': 0.9027065550857185, 'reg_lambda': 1.0886575593389256}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:16,889] Trial 132 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 179, 'learning_rate': 0.018672363892083037, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9690533396966861, 'colsample_bytree': 0.9410208341555641, 'gamma': 1.8840478326363403, 'reg_alpha': 0.870555506884002, 'reg_lambda': 1.2166597642244033}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:17,083] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 199, 'learning_rate': 0.010751358316164184, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9911079485117585, 'colsample_bytree': 0.8031898764105249, 'gamma': 2.238257552305619, 'reg_alpha': 0.08955477224928876, 'reg_lambda': 1.258025519518585}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:17,517] Trial 134 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 199, 'learning_rate': 0.010590398529529244, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9913681021905226, 'colsample_bytree': 0.8174014202944253, 'gamma': 2.221810914073085, 'reg_alpha': 0.915515006450809, 'reg_lambda': 1.1628993052584544}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:17,762] Trial 135 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 198, 'learning_rate': 0.010811534843557341, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9912254170810286, 'colsample_bytree': 0.8086259847994504, 'gamma': 2.265868273290723, 'reg_alpha': 0.9808003550598315, 'reg_lambda': 1.4137114487580527}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:17,980] Trial 136 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 190, 'learning_rate': 0.01069229044376306, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.999925763331596, 'colsample_bytree': 0.817964164743442, 'gamma': 2.47200976648143, 'reg_alpha': 0.9243185276027718, 'reg_lambda': 1.2830498285816951}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:18,281] Trial 137 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 185, 'learning_rate': 0.011032270051780625, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9907665199261754, 'colsample_bytree': 0.803496113162936, 'gamma': 2.5455190261441154, 'reg_alpha': 0.2989036542430375, 'reg_lambda': 1.1321336486134213}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:18,464] Trial 138 finished with value: 0.744047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.012122081333738054, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9981670324049209, 'colsample_bytree': 0.8366188538495392, 'gamma': 2.725184718011027, 'reg_alpha': 0.9309681230089584, 'reg_lambda': 1.2909139083779213}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:18,650] Trial 139 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 201, 'learning_rate': 0.010031827095765349, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9853216879939088, 'colsample_bytree': 0.7984448613925964, 'gamma': 2.867228939031894, 'reg_alpha': 0.913405793035778, 'reg_lambda': 1.533953634283867}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:18,939] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 195, 'learning_rate': 0.010621463211160429, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9927084201865654, 'colsample_bytree': 0.7017859440648077, 'gamma': 2.493858312316398, 'reg_alpha': 0.13939484132016425, 'reg_lambda': 1.0717803326818798}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:19,127] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 194, 'learning_rate': 0.010629011007172215, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9994009134085826, 'colsample_bytree': 0.8273133082950997, 'gamma': 2.3952540654134533, 'reg_alpha': 0.10805937546145332, 'reg_lambda': 1.1726051038777139}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:19,326] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.010653059006783495, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9952477469385468, 'colsample_bytree': 0.8260649720419366, 'gamma': 2.4979317055800028, 'reg_alpha': 0.11182328693145067, 'reg_lambda': 0.8339394982515109}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:19,505] Trial 143 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 203, 'learning_rate': 0.01136043378374082, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9983987487303346, 'colsample_bytree': 0.8183902841761923, 'gamma': 2.473506261206777, 'reg_alpha': 0.23210004029705572, 'reg_lambda': 0.9916658436585896}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:19,821] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.012478182882283676, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.980522741392224, 'colsample_bytree': 0.6929224447568696, 'gamma': 2.3238832650861356, 'reg_alpha': 0.12153015756427168, 'reg_lambda': 1.0494506715770922}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:20,010] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.010564941589705707, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.985308851569889, 'colsample_bytree': 0.6749799102277695, 'gamma': 2.6502554128533578, 'reg_alpha': 0.0923380523325095, 'reg_lambda': 1.1388406365937385}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:20,192] Trial 146 finished with value: 0.738095238095238 and parameters: {'n_estimators': 192, 'learning_rate': 0.010502933646706368, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9774076726779004, 'colsample_bytree': 0.6705282829887944, 'gamma': 2.825748417470231, 'reg_alpha': 0.07352582360639108, 'reg_lambda': 1.0948458962293568}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:20,474] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.011409036483735153, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9934092778759906, 'colsample_bytree': 0.7054704190791565, 'gamma': 2.2062012364614607, 'reg_alpha': 0.14709120751106558, 'reg_lambda': 1.1545004104091054}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:20,658] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 199, 'learning_rate': 0.010529061726772683, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9997853059116603, 'colsample_bytree': 0.7344801337178261, 'gamma': 2.6455099599019998, 'reg_alpha': 0.04213001254211203, 'reg_lambda': 0.92495493169499}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:20,852] Trial 149 finished with value: 0.744047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.01002855236361711, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.99991213828651, 'colsample_bytree': 0.7237298565974267, 'gamma': 2.663868418260877, 'reg_alpha': 0.0037803556089848617, 'reg_lambda': 0.8628481078928891}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:21,112] Trial 150 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 205, 'learning_rate': 0.011072782342558827, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9746321115653196, 'colsample_bytree': 0.7084347942462628, 'gamma': 2.4012112929196223, 'reg_alpha': 0.07758278821850706, 'reg_lambda': 0.9076794866576994}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:21,336] Trial 151 finished with value: 0.738095238095238 and parameters: {'n_estimators': 197, 'learning_rate': 0.011826648945537145, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9863404755696724, 'colsample_bytree': 0.6764673077279214, 'gamma': 3.119154103609719, 'reg_alpha': 0.03021283063965969, 'reg_lambda': 0.7607967611933895}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:21,506] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.010572031131500416, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9996490347344998, 'colsample_bytree': 0.6860341327981422, 'gamma': 2.60537741016827, 'reg_alpha': 0.03981851916087607, 'reg_lambda': 1.158242116525118}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:21,827] Trial 153 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.010564619582721554, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9897028354517562, 'colsample_bytree': 0.7337546956778447, 'gamma': 2.5679158933370347, 'reg_alpha': 0.03870911402328417, 'reg_lambda': 1.163366977502822}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:22,078] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.010824203295617217, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9988830963008711, 'colsample_bytree': 0.7171908920598212, 'gamma': 2.6695417005941806, 'reg_alpha': 0.10193537371311771, 'reg_lambda': 1.0523570660872976}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:22,274] Trial 155 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.010466159575499031, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9985581986141371, 'colsample_bytree': 0.6905421358995895, 'gamma': 2.640860977830875, 'reg_alpha': 0.1564053206321121, 'reg_lambda': 1.062682601638983}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:22,447] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.01052679897431834, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9996283360694082, 'colsample_bytree': 0.6967532303639443, 'gamma': 2.93942886555454, 'reg_alpha': 0.15030152306290434, 'reg_lambda': 0.9207084410698242}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:22,699] Trial 157 finished with value: 0.744047619047619 and parameters: {'n_estimators': 180, 'learning_rate': 0.010713663818967916, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9994559901613106, 'colsample_bytree': 0.6982082540720386, 'gamma': 2.9952180308000234, 'reg_alpha': 0.1536100115712108, 'reg_lambda': 0.9347714919367078}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:22,893] Trial 158 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.01007588264003996, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9996888545940085, 'colsample_bytree': 0.6847302540426384, 'gamma': 2.7316239494370587, 'reg_alpha': 0.1067187969061995, 'reg_lambda': 0.9945896005555521}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:23,071] Trial 159 finished with value: 0.744047619047619 and parameters: {'n_estimators': 183, 'learning_rate': 0.011418022228467259, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9841539177181944, 'colsample_bytree': 0.7177557163294211, 'gamma': 3.241449074459352, 'reg_alpha': 0.15957408213543128, 'reg_lambda': 1.0737842897972871}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:23,228] Trial 160 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 171, 'learning_rate': 0.012260592539495933, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.978025406493091, 'colsample_bytree': 0.6995151380404611, 'gamma': 2.63420172616856, 'reg_alpha': 0.20108822517381375, 'reg_lambda': 0.7843317034707716}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:23,503] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.010714744877706597, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9919003792681914, 'colsample_bytree': 0.6900190109998877, 'gamma': 2.8198868217434123, 'reg_alpha': 0.08410293865729414, 'reg_lambda': 1.034486929369264}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:23,700] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 192, 'learning_rate': 0.010864731534008127, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9924257257840696, 'colsample_bytree': 0.6886188532677188, 'gamma': 2.891905302592081, 'reg_alpha': 0.07067260978289625, 'reg_lambda': 1.0390890876784946}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:23,886] Trial 163 finished with value: 0.744047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.010854905592583309, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9911688150138863, 'colsample_bytree': 0.6894538428805673, 'gamma': 2.8910791419802164, 'reg_alpha': 0.09052165212963736, 'reg_lambda': 0.6632940560325016}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:24,100] Trial 164 finished with value: 0.738095238095238 and parameters: {'n_estimators': 195, 'learning_rate': 0.010641865229796826, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9830930001852136, 'colsample_bytree': 0.6765483414847646, 'gamma': 2.787724165755928, 'reg_alpha': 0.04526331654481005, 'reg_lambda': 1.0537019131339858}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:24,388] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 190, 'learning_rate': 0.011836500279048319, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9724929857392626, 'colsample_bytree': 0.7164010423525908, 'gamma': 3.039146234845964, 'reg_alpha': 0.13253920134747482, 'reg_lambda': 0.890715888979049}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:24,575] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.01009236502621954, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9916065832108851, 'colsample_bytree': 0.6651718966714224, 'gamma': 3.4063333412704493, 'reg_alpha': 0.18032094300949242, 'reg_lambda': 0.9652887676258073}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:24,766] Trial 167 finished with value: 0.738095238095238 and parameters: {'n_estimators': 201, 'learning_rate': 0.011321213100384253, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9782091049808632, 'colsample_bytree': 0.6814722020705956, 'gamma': 2.6244234019755632, 'reg_alpha': 0.06374654939383619, 'reg_lambda': 1.0117804780892943}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:24,939] Trial 168 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 169, 'learning_rate': 0.012796616663906852, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9918411919249568, 'colsample_bytree': 0.6949407947391132, 'gamma': 3.128605925725137, 'reg_alpha': 0.09421383084341597, 'reg_lambda': 1.124700818180058}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:25,192] Trial 169 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 194, 'learning_rate': 0.01076385620132815, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9849994195276568, 'colsample_bytree': 0.7070337907355871, 'gamma': 2.4632681777789167, 'reg_alpha': 0.05416669432075505, 'reg_lambda': 1.0386950101829782}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:25,360] Trial 170 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.010015001055614932, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8027743273166459, 'colsample_bytree': 0.6868024869877281, 'gamma': 2.889931559191551, 'reg_alpha': 0.023415925430895667, 'reg_lambda': 1.1718659267986802}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:25,547] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.011894409576820518, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9999731568196091, 'colsample_bytree': 0.6934293475016117, 'gamma': 2.6956959152930424, 'reg_alpha': 0.09411736249843516, 'reg_lambda': 1.1073571851315622}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:25,969] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.012562961595898274, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9998824609586924, 'colsample_bytree': 0.7042301748019031, 'gamma': 2.5829462373228806, 'reg_alpha': 0.13374840174990302, 'reg_lambda': 1.2087290764834102}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:26,181] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 199, 'learning_rate': 0.012773726431749333, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9900836657392186, 'colsample_bytree': 0.7022771204432525, 'gamma': 2.553517733029473, 'reg_alpha': 0.13429621008896173, 'reg_lambda': 0.9236207313261839}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:26,368] Trial 174 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.23480346890329712, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9807492915616325, 'colsample_bytree': 0.7118350432669761, 'gamma': 2.7577449044663376, 'reg_alpha': 0.08246557837387286, 'reg_lambda': 1.1946904513634096}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:26,526] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.12092808383837503, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8770350138124353, 'colsample_bytree': 0.7090944921504075, 'gamma': 2.7666843434362605, 'reg_alpha': 0.07321784518989985, 'reg_lambda': 1.0782817309659183}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:26,764] Trial 176 finished with value: 0.738095238095238 and parameters: {'n_estimators': 194, 'learning_rate': 0.011385464883686892, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.972306919523066, 'colsample_bytree': 0.7186725401269256, 'gamma': 2.9193436671097737, 'reg_alpha': 0.17333972428017558, 'reg_lambda': 0.971647707399579}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:26,948] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 205, 'learning_rate': 0.2217423293657389, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9812467079006987, 'colsample_bytree': 0.731855231595285, 'gamma': 2.7924709540755224, 'reg_alpha': 0.11580859771059017, 'reg_lambda': 1.204459673521278}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:27,138] Trial 178 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 207, 'learning_rate': 0.254312857948947, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9810836433697872, 'colsample_bytree': 0.7245707650517477, 'gamma': 2.7995609391907723, 'reg_alpha': 0.10605944799999438, 'reg_lambda': 1.0103464261713722}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:27,492] Trial 179 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 177, 'learning_rate': 0.2098422782837143, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9707834410425951, 'colsample_bytree': 0.736620883651417, 'gamma': 3.9292254974541363, 'reg_alpha': 0.004919875736779461, 'reg_lambda': 2.6986534676091876}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:27,654] Trial 180 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 206, 'learning_rate': 0.2097793621864782, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9576127722081245, 'colsample_bytree': 0.6804012873082326, 'gamma': 3.0708793637683773, 'reg_alpha': 0.08506730883871522, 'reg_lambda': 1.1209238444170053}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:27,821] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.07189784377396931, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9999858227149864, 'colsample_bytree': 0.7118627199794535, 'gamma': 2.6282511228070655, 'reg_alpha': 0.1182204996043064, 'reg_lambda': 1.2047286121035237}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:28,044] Trial 182 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 202, 'learning_rate': 0.25990244452848554, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9827452865267281, 'colsample_bytree': 0.7003224054281756, 'gamma': 2.3911868659898805, 'reg_alpha': 0.05675826588530024, 'reg_lambda': 1.255965495295238}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:28,272] Trial 183 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 190, 'learning_rate': 0.1757919404677013, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9917476375994315, 'colsample_bytree': 0.7281519083239972, 'gamma': 2.492785993509448, 'reg_alpha': 0.13711745223052935, 'reg_lambda': 1.1978702304056947}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:28,458] Trial 184 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 198, 'learning_rate': 0.24664401008419473, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9844492505347672, 'colsample_bytree': 0.6872398963370058, 'gamma': 2.832510374635358, 'reg_alpha': 0.12101775706278706, 'reg_lambda': 1.0635086764925996}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:28,648] Trial 185 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 208, 'learning_rate': 0.224653015817615, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9926172239910095, 'colsample_bytree': 0.6573347829219445, 'gamma': 2.661856109799057, 'reg_alpha': 0.09845359394650728, 'reg_lambda': 1.2850501380693709}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:28,964] Trial 186 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.012285511936361772, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9762430373760784, 'colsample_bytree': 0.6732377019122422, 'gamma': 2.958509105949988, 'reg_alpha': 0.17482596545998655, 'reg_lambda': 1.1410775862057378}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:29,207] Trial 187 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 188, 'learning_rate': 0.08508970226357289, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7376123518310482, 'colsample_bytree': 0.7189170923839783, 'gamma': 2.580301741123128, 'reg_alpha': 0.05233660543739584, 'reg_lambda': 1.195922364003349}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:29,379] Trial 188 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 182, 'learning_rate': 0.037636788664157546, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.992530055872867, 'colsample_bytree': 0.6966146259442331, 'gamma': 2.727743265282769, 'reg_alpha': 0.06899696874978088, 'reg_lambda': 1.0118171116751047}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:29,709] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 203, 'learning_rate': 0.011224060816704759, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8524095576518809, 'colsample_bytree': 0.7041456133929272, 'gamma': 2.3701863421907556, 'reg_alpha': 0.02526231617026918, 'reg_lambda': 1.0953813316786407}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:29,901] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 194, 'learning_rate': 0.013046301499950244, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9839190739163931, 'colsample_bytree': 0.7427106545563527, 'gamma': 2.5012049474683815, 'reg_alpha': 0.15178553681689907, 'reg_lambda': 1.24813493501178}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:30,096] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 198, 'learning_rate': 0.010632276399413018, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9923797237923734, 'colsample_bytree': 0.6674152580813785, 'gamma': 2.845290913365803, 'reg_alpha': 0.0792683732595175, 'reg_lambda': 1.1696360152216883}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:30,395] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.010874190851022592, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9931653198981184, 'colsample_bytree': 0.6690500764176759, 'gamma': 2.84955111558406, 'reg_alpha': 0.08679165562500282, 'reg_lambda': 1.1505481661957573}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:30,557] Trial 193 finished with value: 0.755952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.05189052982191526, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9813360481035758, 'colsample_bytree': 0.6498000039122312, 'gamma': 2.702990125322289, 'reg_alpha': 0.11593567465017567, 'reg_lambda': 1.3079539872223398}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:30,722] Trial 194 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 191, 'learning_rate': 0.058557861818104476, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9997877349917984, 'colsample_bytree': 0.6382925306914757, 'gamma': 2.7112107551869324, 'reg_alpha': 0.11748470999003371, 'reg_lambda': 1.3316344037181531}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:30,985] Trial 195 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.05206180528924456, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9780233198997803, 'colsample_bytree': 0.6448913795915219, 'gamma': 2.694834484772135, 'reg_alpha': 0.11474859487060046, 'reg_lambda': 1.2837498158752365}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:31,145] Trial 196 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 191, 'learning_rate': 0.04750079816514038, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9690022420369152, 'colsample_bytree': 0.6362856767846901, 'gamma': 2.9917555274755983, 'reg_alpha': 0.040729355415127386, 'reg_lambda': 0.9201250104191137}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:31,339] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.011394285636350553, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9843283110451382, 'colsample_bytree': 0.6527367405178504, 'gamma': 2.789651947097178, 'reg_alpha': 0.11386039055647057, 'reg_lambda': 1.3464958854807927}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:31,518] Trial 198 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 176, 'learning_rate': 0.12544024130130838, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9622920061708018, 'colsample_bytree': 0.6914930610512385, 'gamma': 2.68574934349834, 'reg_alpha': 0.20877602456756722, 'reg_lambda': 0.8458258339826381}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:31,802] Trial 199 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 192, 'learning_rate': 0.06304304327964505, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9857349150125366, 'colsample_bytree': 0.6483161410940678, 'gamma': 2.4563829733560336, 'reg_alpha': 0.4706839279727612, 'reg_lambda': 2.418448232483344}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:31,805] A new study created in memory with name: no-name-a61b2f78-ab7f-43d6-a005-509f8e026c81
[I 2025-11-03 19:35:31,978] Trial 0 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 97, 'learning_rate': 0.06727477767048169, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9220495168673212, 'colsample_bytree': 0.7281855991716939, 'gamma': 0.6028775884129084, 'reg_alpha': 0.6755506122206621, 'reg_lambda': 2.253172248453354}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:32,033] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.1476294552156741, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.8794394746475176, 'colsample_bytree': 0.9661262369595724, 'gamma': 2.234002998625359, 'reg_alpha': 0.9881600577879005, 'reg_lambda': 1.9756294956711509}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:32,399] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.08279533071949959, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.7697624763587918, 'colsample_bytree': 0.8366363892459728, 'gamma': 3.7663042924667867, 'reg_alpha': 0.1893579626414975, 'reg_lambda': 2.345567470634092}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:32,497] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.02598975310015016, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.83616687247611, 'colsample_bytree': 0.6588230250943768, 'gamma': 1.4247316803084997, 'reg_alpha': 0.8527465601575892, 'reg_lambda': 1.6168673649366818}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:32,643] Trial 4 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 89, 'learning_rate': 0.022761489358712205, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8517643068464349, 'colsample_bytree': 0.8702361169283244, 'gamma': 4.466930548531293, 'reg_alpha': 0.81289772834004, 'reg_lambda': 2.345200193221898}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:33,030] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 93, 'learning_rate': 0.14121353171418477, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.831230850820044, 'colsample_bytree': 0.9974188193531267, 'gamma': 4.631617588634175, 'reg_alpha': 0.559963839304593, 'reg_lambda': 2.3987432126947708}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:33,269] Trial 6 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 143, 'learning_rate': 0.01326945612274028, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7307161481075348, 'colsample_bytree': 0.8615771612539049, 'gamma': 1.4019064304679292, 'reg_alpha': 0.24572100625833404, 'reg_lambda': 0.5617792841783074}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:33,435] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 188, 'learning_rate': 0.01088306755501229, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.621157422776702, 'colsample_bytree': 0.7106906345089362, 'gamma': 1.2560073224173802, 'reg_alpha': 0.5284264515550534, 'reg_lambda': 2.5644802011431698}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:33,731] Trial 8 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.01896276972305066, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7910308687034117, 'colsample_bytree': 0.7841292700352545, 'gamma': 1.1382357253633535, 'reg_alpha': 0.9766127493247041, 'reg_lambda': 2.8169289187333164}. Best is trial 8 with value: 0.7202380952380952.
[I 2025-11-03 19:35:33,983] Trial 9 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 35, 'learning_rate': 0.043124063521958876, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9929147337726556, 'colsample_bytree': 0.6107055325618959, 'gamma': 0.028052217010577918, 'reg_alpha': 0.8284314677489647, 'reg_lambda': 0.7673671055985627}. Best is trial 8 with value: 0.7202380952380952.
[I 2025-11-03 19:35:34,288] Trial 10 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 249, 'learning_rate': 0.27245348717669426, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6719299165369785, 'colsample_bytree': 0.7685458841444158, 'gamma': 2.916078753520978, 'reg_alpha': 0.35348470586807945, 'reg_lambda': 2.8866106625594945}. Best is trial 8 with value: 0.7202380952380952.
[I 2025-11-03 19:35:34,485] Trial 11 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 155, 'learning_rate': 0.049170678145725406, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9386029535052909, 'colsample_bytree': 0.756589256703755, 'gamma': 0.06312583479107614, 'reg_alpha': 0.6451670254891473, 'reg_lambda': 2.8469225258435733}. Best is trial 8 with value: 0.7202380952380952.
[I 2025-11-03 19:35:34,843] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 202, 'learning_rate': 0.024105043085453196, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9173260323016882, 'colsample_bytree': 0.7106568592925896, 'gamma': 0.6498119073445385, 'reg_alpha': 0.993830447403365, 'reg_lambda': 1.7163635581402321}. Best is trial 8 with value: 0.7202380952380952.
[I 2025-11-03 19:35:35,032] Trial 13 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 191, 'learning_rate': 0.021659692060442413, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7575621202098197, 'colsample_bytree': 0.6790379307293813, 'gamma': 2.283833806382636, 'reg_alpha': 0.9949415977795247, 'reg_lambda': 1.4291702876699541}. Best is trial 8 with value: 0.7202380952380952.
[I 2025-11-03 19:35:35,238] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.03210771969747656, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7100773163618977, 'colsample_bytree': 0.807293734572685, 'gamma': 0.8847245451307842, 'reg_alpha': 0.766492374466217, 'reg_lambda': 1.1604586823044596}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 19:35:35,535] Trial 15 finished with value: 0.744047619047619 and parameters: {'n_estimators': 216, 'learning_rate': 0.03291475965289591, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6846848395222461, 'colsample_bytree': 0.913383562780693, 'gamma': 1.9263998951167118, 'reg_alpha': 0.05410737605449545, 'reg_lambda': 1.126525707728082}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:35,798] Trial 16 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 224, 'learning_rate': 0.036442365373751597, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6972430171865298, 'colsample_bytree': 0.9116701106397033, 'gamma': 2.978269820022231, 'reg_alpha': 0.015061756879335364, 'reg_lambda': 1.151086000384772}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:35,964] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.03441144544480096, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.600538915931499, 'colsample_bytree': 0.8971882166671871, 'gamma': 1.9337570153065005, 'reg_alpha': 0.013133648271302034, 'reg_lambda': 1.120727020477366}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:36,275] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 218, 'learning_rate': 0.11225040680678022, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6626163947378644, 'colsample_bytree': 0.8173495566276547, 'gamma': 3.356211201947375, 'reg_alpha': 0.3997592460489454, 'reg_lambda': 1.0614022959819889}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:36,527] Trial 19 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 167, 'learning_rate': 0.014945760342325805, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7268949102918454, 'colsample_bytree': 0.935198114707634, 'gamma': 1.8279556126974974, 'reg_alpha': 0.13980668845841887, 'reg_lambda': 1.361558496820944}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:36,696] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 115, 'learning_rate': 0.0151237267968624, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.6657993570976262, 'colsample_bytree': 0.9350277250756676, 'gamma': 1.9097509225465374, 'reg_alpha': 0.13374749898591187, 'reg_lambda': 1.4164678200571423}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:36,883] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.03336152837568866, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7238201216391648, 'colsample_bytree': 0.9497907118769515, 'gamma': 0.839063726179208, 'reg_alpha': 0.1084847596269605, 'reg_lambda': 0.8312174977522235}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:37,164] Trial 22 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 130, 'learning_rate': 0.016479200716412103, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.713699393539999, 'colsample_bytree': 0.9881324631670078, 'gamma': 1.7922289386060313, 'reg_alpha': 0.32054556261691314, 'reg_lambda': 1.340137915581915}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:37,399] Trial 23 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.010544067565998823, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6310157276826642, 'colsample_bytree': 0.8947638286536039, 'gamma': 2.7689054050563398, 'reg_alpha': 0.4318065610791768, 'reg_lambda': 1.9096083982893037}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:37,577] Trial 24 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 171, 'learning_rate': 0.061712304344199595, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7581261830270737, 'colsample_bytree': 0.8440006709408314, 'gamma': 1.6541110981589278, 'reg_alpha': 0.2624272456096636, 'reg_lambda': 0.9821066713361098}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:37,870] Trial 25 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 250, 'learning_rate': 0.026045863868467484, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6923700117974916, 'colsample_bytree': 0.9253192294430234, 'gamma': 2.509327639260809, 'reg_alpha': 0.11426399003227185, 'reg_lambda': 0.5022592827888877}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:38,083] Trial 26 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 211, 'learning_rate': 0.029430045945348073, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.737999958163857, 'colsample_bytree': 0.8150260452565995, 'gamma': 0.9449442456702999, 'reg_alpha': 0.7167654492608434, 'reg_lambda': 1.2960778805668198}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:38,235] Trial 27 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 142, 'learning_rate': 0.046545634320373126, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7829456147117303, 'colsample_bytree': 0.9656075511622944, 'gamma': 2.117385538977258, 'reg_alpha': 0.4624159119275554, 'reg_lambda': 1.5738625143397977}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:38,507] Trial 28 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 179, 'learning_rate': 0.018240888490003875, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6364643227548229, 'colsample_bytree': 0.8659499203154675, 'gamma': 0.4739685578688064, 'reg_alpha': 0.05186520980911337, 'reg_lambda': 0.8743378275080655}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:38,705] Trial 29 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 235, 'learning_rate': 0.08097674097121496, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8099242442390462, 'colsample_bytree': 0.8940038273340772, 'gamma': 0.30800733904928457, 'reg_alpha': 0.6439985760163033, 'reg_lambda': 1.2188863918735224}. Best is trial 29 with value: 0.7440476190476191.
[I 2025-11-03 19:35:38,904] Trial 30 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 232, 'learning_rate': 0.08014050210137157, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8127578350060582, 'colsample_bytree': 0.8906693703596357, 'gamma': 4.158471052121291, 'reg_alpha': 0.6277560704389746, 'reg_lambda': 1.9251065827869867}. Best is trial 29 with value: 0.7440476190476191.
[I 2025-11-03 19:35:39,203] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 205, 'learning_rate': 0.07502709852608541, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6901145479738786, 'colsample_bytree': 0.9243281866965203, 'gamma': 0.3567947583268518, 'reg_alpha': 0.714812879450234, 'reg_lambda': 1.2274707433727035}. Best is trial 31 with value: 0.7559523809523809.
[I 2025-11-03 19:35:39,477] Trial 32 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 237, 'learning_rate': 0.0756144430562812, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.676384967389822, 'colsample_bytree': 0.9465257524146932, 'gamma': 0.3877642339106888, 'reg_alpha': 0.5718057618875869, 'reg_lambda': 1.2469951644678372}. Best is trial 31 with value: 0.7559523809523809.
[I 2025-11-03 19:35:39,715] Trial 33 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 239, 'learning_rate': 0.09525222957384084, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6811582445933503, 'colsample_bytree': 0.9696331972209434, 'gamma': 0.4213145832318872, 'reg_alpha': 0.5579319974858329, 'reg_lambda': 1.546759689566943}. Best is trial 31 with value: 0.7559523809523809.
[I 2025-11-03 19:35:40,047] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.06440278596904601, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8973859713660356, 'colsample_bytree': 0.952961160690667, 'gamma': 0.2965963904436051, 'reg_alpha': 0.6147732069210555, 'reg_lambda': 0.6879025003099519}. Best is trial 31 with value: 0.7559523809523809.
[I 2025-11-03 19:35:40,255] Trial 35 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 242, 'learning_rate': 0.20196614732337909, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6499646705060312, 'colsample_bytree': 0.9125515319468174, 'gamma': 0.1941002385656681, 'reg_alpha': 0.706881434639382, 'reg_lambda': 0.9560124257661559}. Best is trial 31 with value: 0.7559523809523809.
[I 2025-11-03 19:35:40,511] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.08069942370724449, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8639793963453375, 'colsample_bytree': 0.8428755417053375, 'gamma': 0.6422531797503404, 'reg_alpha': 0.9119950916481612, 'reg_lambda': 1.265779265453869}. Best is trial 31 with value: 0.7559523809523809.
[I 2025-11-03 19:35:40,715] Trial 37 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 222, 'learning_rate': 0.1263629491292944, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8191858153409746, 'colsample_bytree': 0.8818094837989843, 'gamma': 1.148385377182811, 'reg_alpha': 0.7700491393285984, 'reg_lambda': 2.1110113715521415}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:40,987] Trial 38 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 206, 'learning_rate': 0.14758917652163442, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8284861604258834, 'colsample_bytree': 0.8821744596745292, 'gamma': 0.6721684409449964, 'reg_alpha': 0.7663000367680665, 'reg_lambda': 2.0259880812896114}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:41,160] Trial 39 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 206, 'learning_rate': 0.15306875203191578, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8572500627876272, 'colsample_bytree': 0.8722711746548987, 'gamma': 1.072268320934904, 'reg_alpha': 0.7750266653809225, 'reg_lambda': 2.1731657996622737}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:41,391] Trial 40 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 188, 'learning_rate': 0.12241541449117176, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8340693373075486, 'colsample_bytree': 0.9940993247584503, 'gamma': 1.4840577700709368, 'reg_alpha': 0.9039261331729865, 'reg_lambda': 2.098400563514005}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:41,796] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 239, 'learning_rate': 0.18396512882459254, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8087916798218249, 'colsample_bytree': 0.8720087722718086, 'gamma': 0.6672619564052615, 'reg_alpha': 0.6773222422984698, 'reg_lambda': 1.7381798201121463}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:41,995] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.09969880128271932, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8189458257732789, 'colsample_bytree': 0.8891157134853253, 'gamma': 0.3172038991541777, 'reg_alpha': 0.7707147546682925, 'reg_lambda': 2.2725325270232744}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:42,185] Trial 43 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 198, 'learning_rate': 0.07211898818909973, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7784873609669256, 'colsample_bytree': 0.8374502077736593, 'gamma': 1.239540624921856, 'reg_alpha': 0.5746233077929493, 'reg_lambda': 2.5229546295444054}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:42,446] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.15443819952059934, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.8736934951189231, 'colsample_bytree': 0.955912858584545, 'gamma': 4.991744318317771, 'reg_alpha': 0.8648873067583303, 'reg_lambda': 1.97317682857237}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:42,670] Trial 45 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.12599855118551262, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8449486293719779, 'colsample_bytree': 0.9758917898913978, 'gamma': 0.07713532227361142, 'reg_alpha': 0.4983814982061125, 'reg_lambda': 1.8356882884232368}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:42,793] Trial 46 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.24465360806918196, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8903958223235844, 'colsample_bytree': 0.9389852801740479, 'gamma': 0.1441199696636383, 'reg_alpha': 0.4892774871566351, 'reg_lambda': 2.103170039168607}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:42,912] Trial 47 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 61, 'learning_rate': 0.2969938060205952, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8982428426525229, 'colsample_bytree': 0.979829571272282, 'gamma': 0.012102512501266594, 'reg_alpha': 0.5094630939582097, 'reg_lambda': 1.8222936948945772}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:42,970] Trial 48 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 22, 'learning_rate': 0.24710132134451082, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9585625961791299, 'colsample_bytree': 0.923976224253516, 'gamma': 0.6796530457854695, 'reg_alpha': 0.47205424429241216, 'reg_lambda': 2.1484329781466793}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:43,231] Trial 49 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.20488308887066078, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8481229298454577, 'colsample_bytree': 0.9743203124360565, 'gamma': 0.1455543197635134, 'reg_alpha': 0.7190671870994458, 'reg_lambda': 2.0484344741773977}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:43,391] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.13336617404664308, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8853543756526436, 'colsample_bytree': 0.9329190993639517, 'gamma': 0.8851260387131166, 'reg_alpha': 0.38768000864099816, 'reg_lambda': 2.467685803213919}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:43,527] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.10584306479507996, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8415767219746708, 'colsample_bytree': 0.9499368548292318, 'gamma': 0.585837122214953, 'reg_alpha': 0.585341807445611, 'reg_lambda': 2.263500548873753}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:43,741] Trial 52 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 45, 'learning_rate': 0.23621206099768918, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9149275871911571, 'colsample_bytree': 0.9088628562658987, 'gamma': 0.4926224732596449, 'reg_alpha': 0.5293957578355443, 'reg_lambda': 2.690174286773221}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:44,016] Trial 53 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 77, 'learning_rate': 0.16421869941854061, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7955895272944314, 'colsample_bytree': 0.9422227636118301, 'gamma': 0.045680233741624, 'reg_alpha': 0.7928663154615502, 'reg_lambda': 1.6581421208219875}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:44,163] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 108, 'learning_rate': 0.05513278143111803, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9368784086235112, 'colsample_bytree': 0.7840092573028925, 'gamma': 1.0522716115436195, 'reg_alpha': 0.8415896448438928, 'reg_lambda': 1.8355940702070344}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:44,306] Trial 55 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 93, 'learning_rate': 0.12343681048274933, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8322818412244082, 'colsample_bytree': 0.8565773504269495, 'gamma': 1.3694680043385081, 'reg_alpha': 0.6701850462286076, 'reg_lambda': 2.3971756406824887}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:44,464] Trial 56 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.08896650912947061, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.758536096588585, 'colsample_bytree': 0.960608148504178, 'gamma': 0.7260872317833396, 'reg_alpha': 0.7331058434240957, 'reg_lambda': 1.5039997333100334}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:44,704] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 75, 'learning_rate': 0.17974128715294654, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8785063822539928, 'colsample_bytree': 0.8808267317763903, 'gamma': 0.28166967812090854, 'reg_alpha': 0.5391709113844517, 'reg_lambda': 1.8617068213850088}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:44,876] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 183, 'learning_rate': 0.13747553612446473, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.6048668396426663, 'colsample_bytree': 0.9811302729972025, 'gamma': 0.8308607534257596, 'reg_alpha': 0.4622015841132163, 'reg_lambda': 2.060785491745139}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:45,020] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 103, 'learning_rate': 0.1162704087959436, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8615340715878342, 'colsample_bytree': 0.998776357025904, 'gamma': 0.40410049945125925, 'reg_alpha': 0.6048081132977063, 'reg_lambda': 1.7560799439222838}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:45,288] Trial 60 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.06960901392864743, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9803521338135635, 'colsample_bytree': 0.9250041328385447, 'gamma': 0.20344275789008293, 'reg_alpha': 0.8120000321120415, 'reg_lambda': 2.189572455234877}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:45,592] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 126, 'learning_rate': 0.056106660212389074, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9792624331945031, 'colsample_bytree': 0.9207587827930528, 'gamma': 0.21998562898054339, 'reg_alpha': 0.9009149000158536, 'reg_lambda': 2.204736468691376}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:45,808] Trial 62 finished with value: 0.75 and parameters: {'n_estimators': 123, 'learning_rate': 0.05573706765684384, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.997957316916115, 'colsample_bytree': 0.9071126085291917, 'gamma': 0.15877717095917115, 'reg_alpha': 0.9339791876331761, 'reg_lambda': 2.1993692678687418}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:46,103] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 134, 'learning_rate': 0.042507228352142566, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9735775179004276, 'colsample_bytree': 0.9236828875387041, 'gamma': 0.5301223875783125, 'reg_alpha': 0.8210315902220385, 'reg_lambda': 2.341058771264621}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:46,270] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 155, 'learning_rate': 0.06823183645443193, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9743866733990391, 'colsample_bytree': 0.8559937164434903, 'gamma': 0.0028713913557185944, 'reg_alpha': 0.869983149967586, 'reg_lambda': 2.0046470763630775}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:46,432] Trial 65 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.09147096753178913, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9474879382364638, 'colsample_bytree': 0.928488415254712, 'gamma': 0.1996948361143831, 'reg_alpha': 0.7524438093809029, 'reg_lambda': 2.3300895322304718}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:46,712] Trial 66 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 144, 'learning_rate': 0.059795162205909136, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9707382246426931, 'colsample_bytree': 0.9040173599573662, 'gamma': 0.8021421714440661, 'reg_alpha': 0.9341984775564842, 'reg_lambda': 2.119304234541052}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:46,838] Trial 67 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 45, 'learning_rate': 0.049743088155532245, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9176802981889982, 'colsample_bytree': 0.822306978517736, 'gamma': 0.5018043253039061, 'reg_alpha': 0.6900506123184087, 'reg_lambda': 2.6158625374444475}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:46,960] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 86, 'learning_rate': 0.21702002335347031, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9876100593984135, 'colsample_bytree': 0.8812224603223839, 'gamma': 0.9830533570517103, 'reg_alpha': 0.8092085201605776, 'reg_lambda': 1.9549611041574995}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:47,192] Trial 69 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 101, 'learning_rate': 0.039009908492854906, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8196887502787011, 'colsample_bytree': 0.7492322888837135, 'gamma': 0.1839473048607254, 'reg_alpha': 0.9631686249532321, 'reg_lambda': 2.2323170135246793}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:47,375] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.2642223220617284, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9278201601955726, 'colsample_bytree': 0.9183463334036327, 'gamma': 1.1378041415492088, 'reg_alpha': 0.8809258317868885, 'reg_lambda': 1.6608733836034137}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:47,557] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 142, 'learning_rate': 0.05721775266010883, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9980211909888254, 'colsample_bytree': 0.9409472830750549, 'gamma': 0.15934689136138427, 'reg_alpha': 0.9329600527932457, 'reg_lambda': 2.225187368449985}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:47,868] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 124, 'learning_rate': 0.04898089618429258, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9619560603274222, 'colsample_bytree': 0.6500289215476764, 'gamma': 0.3529924973128047, 'reg_alpha': 0.9680386951496589, 'reg_lambda': 2.0203719954147377}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:48,043] Trial 73 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 124, 'learning_rate': 0.0673302904784991, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9901594479636631, 'colsample_bytree': 0.9048690310036637, 'gamma': 0.1664478989816057, 'reg_alpha': 0.8353082862152671, 'reg_lambda': 2.1733634538504774}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:48,192] Trial 74 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.10045816388598587, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9859787823085279, 'colsample_bytree': 0.9651055660491634, 'gamma': 0.5898252598124653, 'reg_alpha': 0.8320203166868891, 'reg_lambda': 2.4326774046194517}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:48,469] Trial 75 finished with value: 0.761904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.06808625907917779, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8987593644785299, 'colsample_bytree': 0.8996664870092721, 'gamma': 0.006832879604175557, 'reg_alpha': 0.8000324245950092, 'reg_lambda': 2.1197567404185738}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:48,640] Trial 76 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.17274021223208197, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9005724994663912, 'colsample_bytree': 0.884614059007715, 'gamma': 0.34727942514091187, 'reg_alpha': 0.7509044050631559, 'reg_lambda': 1.8871438343577744}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:48,726] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.0847808310506562, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8475807330324815, 'colsample_bytree': 0.8955117815388092, 'gamma': 0.05066503159965963, 'reg_alpha': 0.3261486115482055, 'reg_lambda': 2.964822043341993}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:48,908] Trial 78 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 153, 'learning_rate': 0.0755816788082849, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8254538190445678, 'colsample_bytree': 0.9037036303417058, 'gamma': 3.2292697302673536, 'reg_alpha': 0.41156152646284255, 'reg_lambda': 2.0975421468185447}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:49,218] Trial 79 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 161, 'learning_rate': 0.06386852759655245, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8268118522942763, 'colsample_bytree': 0.9013477560634405, 'gamma': 0.4619109135696788, 'reg_alpha': 0.3959874023543501, 'reg_lambda': 1.7889792113039331}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:49,499] Trial 80 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 194, 'learning_rate': 0.07426966405252072, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.805989902358356, 'colsample_bytree': 0.8673331881394603, 'gamma': 3.3467654911029143, 'reg_alpha': 0.429949389400646, 'reg_lambda': 2.281376546597558}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:49,676] Trial 81 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 202, 'learning_rate': 0.10989954434124702, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7760543645680977, 'colsample_bytree': 0.8511091990888107, 'gamma': 3.563088176972209, 'reg_alpha': 0.348864284455607, 'reg_lambda': 2.1051857872869615}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:49,829] Trial 82 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 134, 'learning_rate': 0.1277218737919215, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8697380164514759, 'colsample_bytree': 0.9146707846391919, 'gamma': 4.03297881445471, 'reg_alpha': 0.4820639004358482, 'reg_lambda': 1.9396555602218744}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:50,075] Trial 83 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 221, 'learning_rate': 0.14468914387928603, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7911408052438906, 'colsample_bytree': 0.9365998634248174, 'gamma': 2.5549097142632666, 'reg_alpha': 0.7904346216349712, 'reg_lambda': 2.0604146132141072}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:50,233] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.07804348854537485, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8236088417345493, 'colsample_bytree': 0.8275885383607147, 'gamma': 2.6830941034784543, 'reg_alpha': 0.8950992361899521, 'reg_lambda': 2.143058133399436}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:50,410] Trial 85 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 180, 'learning_rate': 0.049995006855883185, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8394255113997285, 'colsample_bytree': 0.8764335902116578, 'gamma': 3.1462267249744973, 'reg_alpha': 0.5046656304722547, 'reg_lambda': 2.0080760800074424}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:50,540] Trial 86 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.06560908636446804, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8894279500613181, 'colsample_bytree': 0.9012026841282188, 'gamma': 2.262849440903814, 'reg_alpha': 0.28083576338456506, 'reg_lambda': 2.2940222758225457}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:50,706] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.08963509688255326, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8543683104556092, 'colsample_bytree': 0.9477394574724319, 'gamma': 0.24520432621326588, 'reg_alpha': 0.4210352876459901, 'reg_lambda': 2.075346599080375}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:50,914] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.10084364514613745, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.804398081490763, 'colsample_bytree': 0.9866211697573708, 'gamma': 0.6931452114107619, 'reg_alpha': 0.8458117967027047, 'reg_lambda': 1.9014773239801992}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:51,067] Trial 89 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.20023223225216757, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9593037849256697, 'colsample_bytree': 0.9193752843985704, 'gamma': 0.09801771295126113, 'reg_alpha': 0.7436739832221533, 'reg_lambda': 2.3715596071081704}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:51,186] Trial 90 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 71, 'learning_rate': 0.16238213256529294, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9411289161414084, 'colsample_bytree': 0.8894420571550655, 'gamma': 2.097894678915652, 'reg_alpha': 0.4438630841670543, 'reg_lambda': 2.147552905754302}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:51,479] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 127, 'learning_rate': 0.07022086130402985, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9809862195792889, 'colsample_bytree': 0.9290248505829123, 'gamma': 0.2457459376356484, 'reg_alpha': 0.7983296589786556, 'reg_lambda': 2.1918511754670744}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:51,641] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.07431544114850992, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8140751354360878, 'colsample_bytree': 0.9328828823679665, 'gamma': 0.3964181311208316, 'reg_alpha': 0.7755600873781994, 'reg_lambda': 1.9632601068193285}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:51,822] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.0601800663036732, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9532229983604417, 'colsample_bytree': 0.9574214315769529, 'gamma': 0.27161394708773634, 'reg_alpha': 0.7996425872799752, 'reg_lambda': 2.2102908395518233}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:51,955] Trial 94 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 107, 'learning_rate': 0.08539352560025591, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9115321171151828, 'colsample_bytree': 0.911090595277177, 'gamma': 0.012545405401775456, 'reg_alpha': 0.853706758882488, 'reg_lambda': 2.3051413236545235}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:52,199] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 95, 'learning_rate': 0.04540860271805052, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9066492979181741, 'colsample_bytree': 0.9740332226823845, 'gamma': 0.5468198318596799, 'reg_alpha': 0.6979778195950089, 'reg_lambda': 2.005048009224796}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:52,386] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.11786810637184451, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.933281223029114, 'colsample_bytree': 0.9412271345814514, 'gamma': 0.12306968233964216, 'reg_alpha': 0.5534154463490721, 'reg_lambda': 2.0930674165987915}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:52,540] Trial 97 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 148, 'learning_rate': 0.06766734025639617, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7979930454989687, 'colsample_bytree': 0.9024974381794926, 'gamma': 1.560135212418108, 'reg_alpha': 0.7228319301460353, 'reg_lambda': 2.4625548981802403}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:52,791] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.05379060483575948, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7470369562012077, 'colsample_bytree': 0.918029894474152, 'gamma': 0.7715069207440779, 'reg_alpha': 0.6476189159344508, 'reg_lambda': 1.689659550737506}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:53,177] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 205, 'learning_rate': 0.04092349953655379, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9664903767610696, 'colsample_bytree': 0.8663133008416112, 'gamma': 0.4007992923543351, 'reg_alpha': 0.36636402688595654, 'reg_lambda': 1.8025063216328596}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:53,411] Trial 100 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.05239048905879815, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8683407044939868, 'colsample_bytree': 0.9287541662658237, 'gamma': 0.28929496879535893, 'reg_alpha': 0.8857825647140666, 'reg_lambda': 2.1470949449031522}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:53,676] Trial 101 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.07138256334394152, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.9863764915572135, 'colsample_bytree': 0.925169047389857, 'gamma': 0.21575291602961846, 'reg_alpha': 0.8163204122477811, 'reg_lambda': 2.1905073801133343}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:53,846] Trial 102 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.06898419647335799, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9740238260999644, 'colsample_bytree': 0.8874296563759184, 'gamma': 0.10335819632922173, 'reg_alpha': 0.7662824521519982, 'reg_lambda': 2.1938196935728818}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:54,100] Trial 103 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 100, 'learning_rate': 0.08230239463501605, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9853464681985138, 'colsample_bytree': 0.9515926973748539, 'gamma': 0.588206287876769, 'reg_alpha': 0.7857129942245694, 'reg_lambda': 2.2386349522819415}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:54,255] Trial 104 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.06046490030646003, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9790931246941713, 'colsample_bytree': 0.9081426456597649, 'gamma': 0.49021731564720494, 'reg_alpha': 0.8190541757078422, 'reg_lambda': 0.6863378623603977}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:54,428] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 173, 'learning_rate': 0.09396154513714383, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9458641313208527, 'colsample_bytree': 0.8939072321232923, 'gamma': 0.48202290570633755, 'reg_alpha': 0.918248639180518, 'reg_lambda': 0.8298723994001131}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:54,684] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 123, 'learning_rate': 0.059525495061201625, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8369466500864824, 'colsample_bytree': 0.908575518866972, 'gamma': 0.34296280278284974, 'reg_alpha': 0.866853730564343, 'reg_lambda': 0.7227524510406123}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:54,909] Trial 107 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 112, 'learning_rate': 0.2962832899339464, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9928700406363895, 'colsample_bytree': 0.9369536048975251, 'gamma': 0.6519437690786154, 'reg_alpha': 0.49005940120947467, 'reg_lambda': 1.8504101984545}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:55,058] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.06313087801928466, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9942106995444314, 'colsample_bytree': 0.9159643422160092, 'gamma': 0.9620954363023095, 'reg_alpha': 0.8314704980138083, 'reg_lambda': 1.5537556996181658}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:55,350] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.2901176052200542, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9799878347260734, 'colsample_bytree': 0.8777373842853713, 'gamma': 0.7451982754589167, 'reg_alpha': 0.7649221266350639, 'reg_lambda': 1.487399259686526}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:55,502] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 120, 'learning_rate': 0.10567609435218842, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9525432752236339, 'colsample_bytree': 0.8000777225718909, 'gamma': 0.6306674681099456, 'reg_alpha': 0.18165909580024275, 'reg_lambda': 1.879386212926298}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:55,643] Trial 111 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.24046562025825954, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.9997222372676944, 'colsample_bytree': 0.9394524766542615, 'gamma': 2.953636953074099, 'reg_alpha': 0.48951028461539753, 'reg_lambda': 0.6098241405924285}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:55,780] Trial 112 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 88, 'learning_rate': 0.2652934501499047, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7852311391355962, 'colsample_bytree': 0.9658303833997482, 'gamma': 0.8863781768756698, 'reg_alpha': 0.5160656381516504, 'reg_lambda': 2.039357065926832}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:56,018] Trial 113 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.07659170188662512, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8490335168276563, 'colsample_bytree': 0.9296300698261606, 'gamma': 0.46728733362714425, 'reg_alpha': 0.8564066706136726, 'reg_lambda': 1.9414746994563425}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:56,201] Trial 114 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 212, 'learning_rate': 0.2475487768683201, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9679370267786039, 'colsample_bytree': 0.8970791649381239, 'gamma': 0.005478711338821619, 'reg_alpha': 0.4494562365739854, 'reg_lambda': 1.100123407312324}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:56,378] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 211, 'learning_rate': 0.12865636718197715, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.966595614833635, 'colsample_bytree': 0.8947542614322157, 'gamma': 0.009503274877856682, 'reg_alpha': 0.455935149888375, 'reg_lambda': 0.9102680384930742}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:56,617] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.2306631600256012, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9905883165992949, 'colsample_bytree': 0.905705902876637, 'gamma': 3.854905154370064, 'reg_alpha': 0.40610636507810305, 'reg_lambda': 1.1007734863796643}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:56,809] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 216, 'learning_rate': 0.283123608704427, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.975179552987813, 'colsample_bytree': 0.883972705138568, 'gamma': 1.3109568277398511, 'reg_alpha': 0.3691331661167325, 'reg_lambda': 1.0117427014307803}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:56,985] Trial 118 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 199, 'learning_rate': 0.057368440321954164, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9273269804970738, 'colsample_bytree': 0.8721220013191795, 'gamma': 4.554033918616872, 'reg_alpha': 0.8072599736730977, 'reg_lambda': 1.3525217527988702}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:57,184] Trial 119 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 112, 'learning_rate': 0.18510923085715186, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9787700269744632, 'colsample_bytree': 0.8997910479719058, 'gamma': 0.27858319553371735, 'reg_alpha': 0.7343129649526533, 'reg_lambda': 0.6147194030976251}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:57,474] Trial 120 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 221, 'learning_rate': 0.06371235069862907, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9649399796187601, 'colsample_bytree': 0.8629634390453139, 'gamma': 0.1456695756908859, 'reg_alpha': 0.8301438035336715, 'reg_lambda': 1.1645669654902517}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:57,618] Trial 121 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 81, 'learning_rate': 0.21128142979366207, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8236741718055236, 'colsample_bytree': 0.9193709383719917, 'gamma': 0.10492628639408848, 'reg_alpha': 0.48859029122451214, 'reg_lambda': 1.7734053820873013}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:57,732] Trial 122 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 57, 'learning_rate': 0.2559761452979266, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8312486244171723, 'colsample_bytree': 0.9102335008480754, 'gamma': 0.385161572336374, 'reg_alpha': 0.45500991963249265, 'reg_lambda': 1.8471442329097145}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:57,894] Trial 123 finished with value: 0.738095238095238 and parameters: {'n_estimators': 105, 'learning_rate': 0.011913850734003457, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.887296130200151, 'colsample_bytree': 0.6027632537003697, 'gamma': 0.2545377348130944, 'reg_alpha': 0.5362680266078493, 'reg_lambda': 2.1163333470672976}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,051] Trial 124 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 118, 'learning_rate': 0.22980074049872323, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9529118352804671, 'colsample_bytree': 0.9434893509232317, 'gamma': 0.006738843540617573, 'reg_alpha': 0.5862715718141568, 'reg_lambda': 1.9900201153967678}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,211] Trial 125 finished with value: 0.755952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.27698576934465, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.988888751701309, 'colsample_bytree': 0.9232754602139999, 'gamma': 0.5408616407982889, 'reg_alpha': 0.416663983254363, 'reg_lambda': 2.059337880411424}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,385] Trial 126 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 34, 'learning_rate': 0.2735525203638037, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9914280999062463, 'colsample_bytree': 0.8883278917716877, 'gamma': 0.5468212833528536, 'reg_alpha': 0.4160434568187878, 'reg_lambda': 2.062059982836432}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,454] Trial 127 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 26, 'learning_rate': 0.2989058707412475, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9885894257047653, 'colsample_bytree': 0.8900396810771682, 'gamma': 0.6468175332819563, 'reg_alpha': 0.4094878448321409, 'reg_lambda': 2.061215896687043}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,643] Trial 128 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 43, 'learning_rate': 0.2957074061338323, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7115436284232408, 'colsample_bytree': 0.848790764329026, 'gamma': 1.197710105017472, 'reg_alpha': 0.38685226312381576, 'reg_lambda': 2.2671157907080586}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,709] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 24, 'learning_rate': 0.2539170322244633, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9915704306540565, 'colsample_bytree': 0.8989855037875721, 'gamma': 1.0604558734729148, 'reg_alpha': 0.44114431922739583, 'reg_lambda': 1.6119438792005742}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,879] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.19174723688271422, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9820371184122912, 'colsample_bytree': 0.9213283849933516, 'gamma': 0.6778164470294812, 'reg_alpha': 0.38992929241739605, 'reg_lambda': 1.4062653553175055}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,985] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.27046542255422396, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9945693358632177, 'colsample_bytree': 0.8892601616294507, 'gamma': 0.5360495649105064, 'reg_alpha': 0.3044161487820698, 'reg_lambda': 2.0697760776762206}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,101] Trial 132 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 34, 'learning_rate': 0.2964481755846714, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.971551702273254, 'colsample_bytree': 0.9118021995605996, 'gamma': 0.7653990124538258, 'reg_alpha': 0.34990399182149057, 'reg_lambda': 2.1682670348730864}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,202] Trial 133 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.2752627768797985, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9851503052851524, 'colsample_bytree': 0.8801056546844529, 'gamma': 0.8700942297012553, 'reg_alpha': 0.4178500574981929, 'reg_lambda': 0.503885947757517}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,394] Trial 134 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 40, 'learning_rate': 0.2279637221330922, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9608191755487052, 'colsample_bytree': 0.9336608879160018, 'gamma': 0.5210578133330643, 'reg_alpha': 0.41514788032353966, 'reg_lambda': 2.029840010062822}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,529] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 49, 'learning_rate': 0.22094425822310346, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9985351291628137, 'colsample_bytree': 0.9037908391339835, 'gamma': 0.4033930452429845, 'reg_alpha': 0.4349757024291817, 'reg_lambda': 2.1138839520114643}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,618] Trial 136 finished with value: 0.755952380952381 and parameters: {'n_estimators': 30, 'learning_rate': 0.2489836181980654, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9775078524857989, 'colsample_bytree': 0.9038042048511393, 'gamma': 0.3971108303403642, 'reg_alpha': 0.4377158550954398, 'reg_lambda': 2.1357858437434647}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,809] Trial 137 finished with value: 0.761904761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.2194862008696849, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9678655457581301, 'colsample_bytree': 0.8969695865011841, 'gamma': 0.40759009536998153, 'reg_alpha': 0.4633726924012193, 'reg_lambda': 2.116822058408366}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,950] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 28, 'learning_rate': 0.21017443333273628, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9661877862001118, 'colsample_bytree': 0.8749331813320608, 'gamma': 2.3765888751468944, 'reg_alpha': 0.46841701038137906, 'reg_lambda': 1.9745084328706874}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:00,063] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.21873446133493984, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9953980742788945, 'colsample_bytree': 0.8971461254069758, 'gamma': 0.38895743647318914, 'reg_alpha': 0.44663368754655314, 'reg_lambda': 2.112459164542084}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:00,245] Trial 140 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 20, 'learning_rate': 0.24651802390140704, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7662780233887347, 'colsample_bytree': 0.8613422727922576, 'gamma': 0.6695041046963699, 'reg_alpha': 0.4771913402486977, 'reg_lambda': 1.9106560196842777}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:00,434] Trial 141 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 39, 'learning_rate': 0.25318207206956794, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9837569141632081, 'colsample_bytree': 0.9041283870616719, 'gamma': 0.20880592656259248, 'reg_alpha': 0.3730700269833429, 'reg_lambda': 2.238207889290685}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:00,548] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 32, 'learning_rate': 0.21844069277447153, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.998767798970566, 'colsample_bytree': 0.9250456456078253, 'gamma': 0.327289602793962, 'reg_alpha': 0.5112965268945983, 'reg_lambda': 2.3526013946783095}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:00,786] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 26, 'learning_rate': 0.2699624974419902, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9753328975962431, 'colsample_bytree': 0.9150098469782277, 'gamma': 0.6099496795437935, 'reg_alpha': 0.4469361483344013, 'reg_lambda': 2.116953777875979}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:00,903] Trial 144 finished with value: 0.675595238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.19686943029229348, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9570957103919586, 'colsample_bytree': 0.8949499466756159, 'gamma': 0.43121784890343234, 'reg_alpha': 0.4282176038652394, 'reg_lambda': 2.191015945608982}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:01,190] Trial 145 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 225, 'learning_rate': 0.15458498064158027, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6929266888569686, 'colsample_bytree': 0.709777646212379, 'gamma': 0.2275138263190622, 'reg_alpha': 0.3373351105572502, 'reg_lambda': 2.1662309514184286}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:01,255] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.2405234048647241, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9673102569642882, 'colsample_bytree': 0.8817361781526031, 'gamma': 0.3291782616489019, 'reg_alpha': 0.39248924558956577, 'reg_lambda': 2.3065734971880527}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:01,412] Trial 147 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 43, 'learning_rate': 0.29791509082829326, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9424946781135316, 'colsample_bytree': 0.9299671170923575, 'gamma': 4.283174115138352, 'reg_alpha': 0.4679105066698076, 'reg_lambda': 2.062490583694148}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:01,595] Trial 148 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 213, 'learning_rate': 0.17936339292784906, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9892573064296896, 'colsample_bytree': 0.9060462167557838, 'gamma': 0.16579561819887179, 'reg_alpha': 0.43478236497067024, 'reg_lambda': 2.1412456923703815}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:01,898] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.18454904006249373, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9999048997060643, 'colsample_bytree': 0.9011295975222707, 'gamma': 0.10187734298076462, 'reg_alpha': 0.4337468901336723, 'reg_lambda': 2.0026401357350756}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:02,206] Trial 150 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 213, 'learning_rate': 0.1685566177531783, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6573182996836743, 'colsample_bytree': 0.8916747637982213, 'gamma': 3.407520013522834, 'reg_alpha': 0.4077157077734569, 'reg_lambda': 1.2038030532699304}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:02,379] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.2258001518521383, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9869060715310615, 'colsample_bytree': 0.912401923469991, 'gamma': 0.2197590555282215, 'reg_alpha': 0.3699756525532426, 'reg_lambda': 2.1456317524358046}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:02,575] Trial 152 finished with value: 0.755952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.14505803510532078, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9760257646926127, 'colsample_bytree': 0.9215763718238213, 'gamma': 0.41926498369118137, 'reg_alpha': 0.7869162711121352, 'reg_lambda': 2.2450316182898793}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:02,987] Trial 153 finished with value: 0.755952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.14460927365606743, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9759693359827532, 'colsample_bytree': 0.9195276778974886, 'gamma': 0.39479736925208186, 'reg_alpha': 0.4969546689346, 'reg_lambda': 2.2594909473361295}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:03,174] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.13879232356560062, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9728685943539339, 'colsample_bytree': 0.9175329374752086, 'gamma': 0.43549216852720674, 'reg_alpha': 0.5136395685089148, 'reg_lambda': 2.250737383385851}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:03,354] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.1437413102912535, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.987860312843844, 'colsample_bytree': 0.9352795196374005, 'gamma': 0.5866582390465914, 'reg_alpha': 0.49256188755219776, 'reg_lambda': 2.4133056313350054}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:03,691] Trial 156 finished with value: 0.738095238095238 and parameters: {'n_estimators': 220, 'learning_rate': 0.16333376484881326, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9608844968089986, 'colsample_bytree': 0.9225592633266533, 'gamma': 0.35307567217079683, 'reg_alpha': 0.7644719705267051, 'reg_lambda': 2.3198745435986856}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:03,927] Trial 157 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 228, 'learning_rate': 0.15070133439285668, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9784719617500106, 'colsample_bytree': 0.9072049335870208, 'gamma': 0.7871483094761813, 'reg_alpha': 0.5464081532949022, 'reg_lambda': 1.0715005936601443}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:04,096] Trial 158 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 194, 'learning_rate': 0.17926650708785724, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9471293579901555, 'colsample_bytree': 0.8852427758573439, 'gamma': 0.44083904695475695, 'reg_alpha': 0.4667009044858781, 'reg_lambda': 2.249152436093919}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:04,286] Trial 159 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 208, 'learning_rate': 0.1613616778860487, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9714151951362969, 'colsample_bytree': 0.9172338267832646, 'gamma': 0.14773771558175933, 'reg_alpha': 0.7491870014922786, 'reg_lambda': 2.1500351097261925}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:04,474] Trial 160 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.20267141481793494, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9905287033309602, 'colsample_bytree': 0.9475477904362052, 'gamma': 0.31346712218319994, 'reg_alpha': 0.715614538243788, 'reg_lambda': 2.3747907027309942}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:04,844] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 213, 'learning_rate': 0.1732200476626145, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9794946422150344, 'colsample_bytree': 0.8986822756127563, 'gamma': 0.6320690589163744, 'reg_alpha': 0.4310810419185383, 'reg_lambda': 2.112311601300057}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:05,069] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.13343747389427513, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9998777214384321, 'colsample_bytree': 0.8923426996196319, 'gamma': 0.0009389157532436465, 'reg_alpha': 0.7891988512249541, 'reg_lambda': 2.0281106560634647}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:05,174] Trial 163 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 31, 'learning_rate': 0.2583435937385992, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8121959426067842, 'colsample_bytree': 0.9064958743294805, 'gamma': 0.4850975045308527, 'reg_alpha': 0.4539792926716749, 'reg_lambda': 2.2150425869564185}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:05,312] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 48, 'learning_rate': 0.2387656044908264, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.990023337031033, 'colsample_bytree': 0.9053592692460944, 'gamma': 0.10448157355537957, 'reg_alpha': 0.40283397874661375, 'reg_lambda': 2.058931245231397}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:05,587] Trial 165 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 235, 'learning_rate': 0.14788896032863066, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9694808875099107, 'colsample_bytree': 0.8724528713619888, 'gamma': 3.1484704792916696, 'reg_alpha': 0.5260354269546281, 'reg_lambda': 2.094465804861906}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:05,868] Trial 166 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.2732088178147371, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.955496460266862, 'colsample_bytree': 0.9227981380850154, 'gamma': 0.7200964728921231, 'reg_alpha': 0.5007453411789555, 'reg_lambda': 1.9635107140035395}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:06,050] Trial 167 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 222, 'learning_rate': 0.1165416203336161, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7234649013649807, 'colsample_bytree': 0.9116518195288883, 'gamma': 0.28208639922101797, 'reg_alpha': 0.47136381179992437, 'reg_lambda': 2.285970266725508}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:06,223] Trial 168 finished with value: 0.625 and parameters: {'n_estimators': 37, 'learning_rate': 0.2819913334976631, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9788303523830518, 'colsample_bytree': 0.9356284625030997, 'gamma': 2.759990241638027, 'reg_alpha': 0.43686059833423996, 'reg_lambda': 2.186583785112109}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:06,588] Trial 169 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 212, 'learning_rate': 0.1957031325577142, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6193460024407884, 'colsample_bytree': 0.9003290025129528, 'gamma': 4.862004044041702, 'reg_alpha': 0.38002611364509487, 'reg_lambda': 2.125254215082167}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:06,787] Trial 170 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 230, 'learning_rate': 0.2117540846183549, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9837220695554555, 'colsample_bytree': 0.8886299567196342, 'gamma': 0.17753688004898366, 'reg_alpha': 0.41685836515314173, 'reg_lambda': 2.2283612963883597}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:06,965] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.08087092989500362, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9880482136828942, 'colsample_bytree': 0.9283213901673082, 'gamma': 0.23636765360350026, 'reg_alpha': 0.7978903700331417, 'reg_lambda': 2.17722053784227}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:07,218] Trial 172 finished with value: 0.755952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.07254682344487468, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9661139024507218, 'colsample_bytree': 0.9157687092609281, 'gamma': 0.3473933968879951, 'reg_alpha': 0.7767686478897333, 'reg_lambda': 2.090512449631992}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:07,512] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 203, 'learning_rate': 0.07429057315763354, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.963601384860256, 'colsample_bytree': 0.9152429683211429, 'gamma': 0.4255056485601222, 'reg_alpha': 0.7633102682976854, 'reg_lambda': 2.080443335102292}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:07,690] Trial 174 finished with value: 0.738095238095238 and parameters: {'n_estimators': 131, 'learning_rate': 0.06641076254321296, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.971072310224964, 'colsample_bytree': 0.9224503475387192, 'gamma': 0.5686908833158731, 'reg_alpha': 0.9535068028505739, 'reg_lambda': 2.0097548938555954}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:07,878] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 125, 'learning_rate': 0.2541410098108736, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9351956809418086, 'colsample_bytree': 0.9043635878168665, 'gamma': 0.3533978190576966, 'reg_alpha': 0.7819249506734149, 'reg_lambda': 2.042472431877137}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,065] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.07281502251601557, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9522245455577509, 'colsample_bytree': 0.8942619553723182, 'gamma': 0.09949503673421661, 'reg_alpha': 0.7275824834922365, 'reg_lambda': 2.1438576934163063}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,306] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 114, 'learning_rate': 0.05366378658014493, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.992029413571749, 'colsample_bytree': 0.8810045833351373, 'gamma': 0.5146525531579212, 'reg_alpha': 0.48161506927791364, 'reg_lambda': 1.941772251566975}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,398] Trial 178 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.12308479357374592, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9800381263996643, 'colsample_bytree': 0.91258364420541, 'gamma': 0.9627800881929058, 'reg_alpha': 0.8401888946357038, 'reg_lambda': 2.093803828564267}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,610] Trial 179 finished with value: 0.755952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.12183349425880077, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9755239925895076, 'colsample_bytree': 0.912361485959238, 'gamma': 0.9491567492492866, 'reg_alpha': 0.8389659242321013, 'reg_lambda': 2.27344935101277}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,681] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 23, 'learning_rate': 0.12759066575787403, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9767874813938794, 'colsample_bytree': 0.9121094805390587, 'gamma': 1.0259566878800397, 'reg_alpha': 0.8433185131372076, 'reg_lambda': 2.2627730105915393}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,772] Trial 181 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 28, 'learning_rate': 0.10773556285390941, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9632996796178264, 'colsample_bytree': 0.9194073208550204, 'gamma': 0.8276318585259852, 'reg_alpha': 0.910298096350127, 'reg_lambda': 2.213305684208233}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,971] Trial 182 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 36, 'learning_rate': 0.12149396083315914, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.982172554319604, 'colsample_bytree': 0.9397714219466772, 'gamma': 0.9022755136979624, 'reg_alpha': 0.8864908565870241, 'reg_lambda': 2.3369302342244493}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,105] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 29, 'learning_rate': 0.13970280949634997, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9721116978196014, 'colsample_bytree': 0.9299184200232139, 'gamma': 0.9646392076835123, 'reg_alpha': 0.828397014664551, 'reg_lambda': 2.1523754551216596}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,242] Trial 184 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 24, 'learning_rate': 0.15672593865717108, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9957334737748785, 'colsample_bytree': 0.9108606470727099, 'gamma': 1.1471704027108436, 'reg_alpha': 0.8105587012746641, 'reg_lambda': 2.0899187748234476}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,373] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 23, 'learning_rate': 0.1584510790907826, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9933696811251898, 'colsample_bytree': 0.8976029739091711, 'gamma': 1.1644279898391598, 'reg_alpha': 0.8618438679358141, 'reg_lambda': 2.0862972001940254}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,560] Trial 186 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 33, 'learning_rate': 0.13938781878061204, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.999777767358755, 'colsample_bytree': 0.9105801474736736, 'gamma': 1.1529633730837374, 'reg_alpha': 0.8432309674161784, 'reg_lambda': 2.0232447359445005}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,764] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.15523558993033212, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9841187490234645, 'colsample_bytree': 0.9034138499255135, 'gamma': 1.4103551548907607, 'reg_alpha': 0.8293598280590462, 'reg_lambda': 2.128801883673207}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,887] Trial 188 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 40, 'learning_rate': 0.15149354801569564, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9833244933597117, 'colsample_bytree': 0.88561443918988, 'gamma': 1.4710559425174567, 'reg_alpha': 0.8145399600500385, 'reg_lambda': 2.119357464990335}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,998] Trial 189 finished with value: 0.744047619047619 and parameters: {'n_estimators': 25, 'learning_rate': 0.17648198406195945, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9889781483017277, 'colsample_bytree': 0.8979963123089539, 'gamma': 1.2381419824654794, 'reg_alpha': 0.7999342465163096, 'reg_lambda': 2.062990951866489}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:10,237] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 42, 'learning_rate': 0.14493809014360917, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9664554681430456, 'colsample_bytree': 0.6288438507252361, 'gamma': 1.1140764421458142, 'reg_alpha': 0.8731351330451542, 'reg_lambda': 1.9086389725880766}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:10,359] Trial 191 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.13078544374421372, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9788952004586827, 'colsample_bytree': 0.9068596600362253, 'gamma': 1.278857220006398, 'reg_alpha': 0.8278390030177815, 'reg_lambda': 2.1813152075409565}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:10,446] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.16491681550904777, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9923178715329922, 'colsample_bytree': 0.915664961777354, 'gamma': 1.338133081195245, 'reg_alpha': 0.8148565853446761, 'reg_lambda': 2.22601629757321}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:10,626] Trial 193 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 32, 'learning_rate': 0.1362021345290269, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9770343400429211, 'colsample_bytree': 0.9238924001359251, 'gamma': 0.9953287880410331, 'reg_alpha': 0.7811099580036557, 'reg_lambda': 2.1398777343914386}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:10,825] Trial 194 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 38, 'learning_rate': 0.12342696431839001, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9838020788425864, 'colsample_bytree': 0.8908243166316855, 'gamma': 0.6901265571403461, 'reg_alpha': 0.8405673042792678, 'reg_lambda': 2.2839736977801572}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:10,941] Trial 195 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 46, 'learning_rate': 0.29966246096713606, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9595149494467343, 'colsample_bytree': 0.9044258436473572, 'gamma': 0.8399975007429845, 'reg_alpha': 0.850596159876012, 'reg_lambda': 1.9828777634841335}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:11,003] Trial 196 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 23, 'learning_rate': 0.11618539650736191, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.971589094778477, 'colsample_bytree': 0.9152362156529203, 'gamma': 0.6385968450784409, 'reg_alpha': 0.747556707103199, 'reg_lambda': 2.0955130256564924}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:11,134] Trial 197 finished with value: 0.738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.15335328558342703, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9995208973515376, 'colsample_bytree': 0.899410934556233, 'gamma': 1.6759635480646513, 'reg_alpha': 0.8959975368100936, 'reg_lambda': 2.180799531970302}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:11,336] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 27, 'learning_rate': 0.2395622490808147, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9883362189365539, 'colsample_bytree': 0.9100738795246837, 'gamma': 0.9208989878019631, 'reg_alpha': 0.8043115428091155, 'reg_lambda': 2.034372223968507}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:11,454] Trial 199 finished with value: 0.738095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.1892172874409073, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9757807497220816, 'colsample_bytree': 0.9314198202702152, 'gamma': 1.0911820612410164, 'reg_alpha': 0.7748564789722626, 'reg_lambda': 2.2151771148295647}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:11,458] A new study created in memory with name: no-name-5a177086-bb56-4c23-b4f8-724cbdbf0116
[I 2025-11-03 19:36:11,700] Trial 0 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 153, 'learning_rate': 0.04563968834203266, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6770180374214985, 'colsample_bytree': 0.7077750984055164, 'gamma': 3.123446095277005, 'reg_alpha': 0.7770117090607989, 'reg_lambda': 0.8191679137747244}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:36:11,777] Trial 1 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.06346029954562536, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9474971165792921, 'colsample_bytree': 0.7579596706358829, 'gamma': 1.6554761840403909, 'reg_alpha': 0.06434686487346164, 'reg_lambda': 2.8205927204050485}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:36:11,937] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.1669736247008855, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9386202267581327, 'colsample_bytree': 0.8805810825806355, 'gamma': 3.9367101607493673, 'reg_alpha': 0.454269441162913, 'reg_lambda': 1.3875536922786134}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:36:12,174] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.13086236875428908, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9881997443054988, 'colsample_bytree': 0.6166274199965677, 'gamma': 2.5376982311823344, 'reg_alpha': 0.5999394310526673, 'reg_lambda': 2.9325978666276766}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:36:12,350] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.13475275594558614, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.9294859611719151, 'colsample_bytree': 0.6236662665905636, 'gamma': 0.5699304667471439, 'reg_alpha': 0.3191520205050443, 'reg_lambda': 2.669389588681057}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:36:12,466] Trial 5 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 50, 'learning_rate': 0.07315658191361436, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8586161395683323, 'colsample_bytree': 0.7695309980587541, 'gamma': 0.3946570745708772, 'reg_alpha': 0.6952661754279572, 'reg_lambda': 1.1712269222841851}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:12,523] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.013222563243241607, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.9132247475112986, 'colsample_bytree': 0.9130448283085045, 'gamma': 0.11897483664832342, 'reg_alpha': 0.5579654149687294, 'reg_lambda': 2.1761729562415004}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:12,679] Trial 7 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 161, 'learning_rate': 0.010492271323881567, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7029227363334867, 'colsample_bytree': 0.9426002772260278, 'gamma': 3.742498487674981, 'reg_alpha': 0.9653548659368952, 'reg_lambda': 1.166122571740967}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:12,854] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.07014767578838123, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.9176977414463385, 'colsample_bytree': 0.7107133674037479, 'gamma': 2.315410571192898, 'reg_alpha': 0.3897076843240791, 'reg_lambda': 2.2734101638677067}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:13,121] Trial 9 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 249, 'learning_rate': 0.025255535430121514, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.6451823324562794, 'colsample_bytree': 0.9844512788852231, 'gamma': 3.0580873400519963, 'reg_alpha': 0.5292594390548765, 'reg_lambda': 1.9144819902190982}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:13,239] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.27281961015482836, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.8050824821360093, 'colsample_bytree': 0.8226029543029871, 'gamma': 1.3483830315979142, 'reg_alpha': 0.9895881735339019, 'reg_lambda': 0.52484802905505}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:14,040] Trial 11 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 23, 'learning_rate': 0.05956897066200182, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8178701086338781, 'colsample_bytree': 0.7585461953847367, 'gamma': 1.446970741436279, 'reg_alpha': 0.07429118017411483, 'reg_lambda': 1.4989214063709915}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:14,285] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.029099459421606393, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8656781604617654, 'colsample_bytree': 0.8152268821624151, 'gamma': 1.2364730506675388, 'reg_alpha': 0.001178679787900247, 'reg_lambda': 1.0268289972565772}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:14,415] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 85, 'learning_rate': 0.08146380918008746, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9889830927331549, 'colsample_bytree': 0.7389159172819117, 'gamma': 0.7205995327247005, 'reg_alpha': 0.21348994022492399, 'reg_lambda': 1.67820510797579}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:14,546] Trial 14 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 80, 'learning_rate': 0.09429693756452301, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7305069206856721, 'colsample_bytree': 0.6815721189434886, 'gamma': 0.09482855862473033, 'reg_alpha': 0.2358859964292689, 'reg_lambda': 1.7054279935507668}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:14,705] Trial 15 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 101, 'learning_rate': 0.037202415889491094, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7565091943089363, 'colsample_bytree': 0.8597653141237436, 'gamma': 0.6558549100947055, 'reg_alpha': 0.7173107420046436, 'reg_lambda': 1.9095328760732626}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,053] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 189, 'learning_rate': 0.20985715894133647, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8655917324319902, 'colsample_bytree': 0.7632076699529541, 'gamma': 4.528844844357868, 'reg_alpha': 0.21537843372350407, 'reg_lambda': 1.3541692052240262}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,185] Trial 17 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 69, 'learning_rate': 0.0945963859487629, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8516735158739782, 'colsample_bytree': 0.6646385092714323, 'gamma': 0.9577000280341104, 'reg_alpha': 0.8037927043933244, 'reg_lambda': 0.8142294492630927}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,333] Trial 18 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 138, 'learning_rate': 0.08641336254334452, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9952293704201656, 'colsample_bytree': 0.7866917908912912, 'gamma': 1.9906581864509354, 'reg_alpha': 0.6493450058584399, 'reg_lambda': 1.6873481268508776}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,468] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.019280095924217023, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7529647920470824, 'colsample_bytree': 0.7228498141468696, 'gamma': 0.531197302828166, 'reg_alpha': 0.8936123581417392, 'reg_lambda': 2.3586195611323193}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,652] Trial 20 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 42, 'learning_rate': 0.04245110868699294, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8876990948427768, 'colsample_bytree': 0.8498370106121935, 'gamma': 0.9328308155345686, 'reg_alpha': 0.20662237652320206, 'reg_lambda': 1.0908849990077254}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,769] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 46, 'learning_rate': 0.06228541908453409, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9624729162512037, 'colsample_bytree': 0.7536685148330087, 'gamma': 1.7783367905534229, 'reg_alpha': 0.11503952404673506, 'reg_lambda': 2.501552662846298}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,955] Trial 22 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 28, 'learning_rate': 0.11374925273531657, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9542096146383731, 'colsample_bytree': 0.8008214490578747, 'gamma': 1.7532225392862966, 'reg_alpha': 0.14239253281917993, 'reg_lambda': 2.067661304476825}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:16,086] Trial 23 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 62, 'learning_rate': 0.07437686878982233, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9685675567416537, 'colsample_bytree': 0.7336723022702301, 'gamma': 0.023445461733684225, 'reg_alpha': 0.005747809580148817, 'reg_lambda': 2.9367048711154142}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:16,235] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 55, 'learning_rate': 0.07384748572785438, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9920619299008845, 'colsample_bytree': 0.6578780066736117, 'gamma': 0.04624331729344861, 'reg_alpha': 0.3300950841108986, 'reg_lambda': 1.548137129557196}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:16,434] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 91, 'learning_rate': 0.05030303308209229, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8330375345784312, 'colsample_bytree': 0.7313700015121559, 'gamma': 0.44326986949735825, 'reg_alpha': 0.448012981798081, 'reg_lambda': 1.957093036696526}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:16,632] Trial 26 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.16069594316901728, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8994116886826947, 'colsample_bytree': 0.6899894141454203, 'gamma': 1.0463620722702873, 'reg_alpha': 0.03194624195466992, 'reg_lambda': 0.886505912322836}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:16,773] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 117, 'learning_rate': 0.029689438897027944, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.788159908535533, 'colsample_bytree': 0.780771637340766, 'gamma': 0.38499198719687777, 'reg_alpha': 0.14886754427723298, 'reg_lambda': 1.2324629620379857}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:16,897] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.10532141113522862, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.960378276459544, 'colsample_bytree': 0.8307699237270818, 'gamma': 0.7402296346269003, 'reg_alpha': 0.2782515742797733, 'reg_lambda': 2.5369163819273086}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:17,049] Trial 29 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.0367769354894793, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6169747768048752, 'colsample_bytree': 0.7328299300497251, 'gamma': 2.8524340964719532, 'reg_alpha': 0.7844874704717442, 'reg_lambda': 0.7603926214457889}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:17,350] Trial 30 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 187, 'learning_rate': 0.049717366198208476, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.893261092695785, 'colsample_bytree': 0.6854610009419253, 'gamma': 0.28894705382195657, 'reg_alpha': 0.8683680751287438, 'reg_lambda': 1.5960424760297471}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:17,460] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 35, 'learning_rate': 0.07597824933827854, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9598942718571662, 'colsample_bytree': 0.7512156555309591, 'gamma': 1.5090756727242942, 'reg_alpha': 0.06925969580424102, 'reg_lambda': 2.9118624473355394}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:17,580] Trial 32 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 58, 'learning_rate': 0.05845113284444459, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9422349857399349, 'colsample_bytree': 0.7766670910016814, 'gamma': 0.7946851658680232, 'reg_alpha': 0.10040113033913423, 'reg_lambda': 2.7504389164249576}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:17,641] Trial 33 finished with value: 0.6874999999999999 and parameters: {'n_estimators': 23, 'learning_rate': 0.12495708182069948, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9961753214013206, 'colsample_bytree': 0.7380338924120915, 'gamma': 2.183218100897406, 'reg_alpha': 0.003358580106429865, 'reg_lambda': 2.7714818086187405}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:17,757] Trial 34 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 51, 'learning_rate': 0.08087078410715737, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9308506181526203, 'colsample_bytree': 0.6403189497952615, 'gamma': 1.0738563670477337, 'reg_alpha': 0.20410157317419064, 'reg_lambda': 2.9880533855218365}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:18,002] Trial 35 finished with value: 0.75 and parameters: {'n_estimators': 120, 'learning_rate': 0.15941212482972508, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9720155662715713, 'colsample_bytree': 0.7025729346242786, 'gamma': 0.023462570800203086, 'reg_alpha': 0.6992273943440896, 'reg_lambda': 2.481365894669218}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:18,214] Trial 36 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.16473138398769727, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9759946319256959, 'colsample_bytree': 0.6016347599219896, 'gamma': 0.008287010187649374, 'reg_alpha': 0.6633096560850568, 'reg_lambda': 2.6126541867577595}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:18,385] Trial 37 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.29039451705503483, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9792325915914835, 'colsample_bytree': 0.7031006350627929, 'gamma': 0.3097053578485674, 'reg_alpha': 0.6050636656235089, 'reg_lambda': 1.3977631315420873}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:18,599] Trial 38 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 170, 'learning_rate': 0.21995228822526655, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.919674053450498, 'colsample_bytree': 0.6581266949770254, 'gamma': 3.643748736715077, 'reg_alpha': 0.7175659324153844, 'reg_lambda': 2.3149069112053446}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:18,812] Trial 39 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.14283315264865243, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9408185786225213, 'colsample_bytree': 0.7078507220022855, 'gamma': 0.592816676055491, 'reg_alpha': 0.4687096771684962, 'reg_lambda': 1.797717874198367}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:18,946] Trial 40 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 109, 'learning_rate': 0.21326737583178276, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.903680617993025, 'colsample_bytree': 0.7953853546665988, 'gamma': 0.2728461599844707, 'reg_alpha': 0.5522982713684403, 'reg_lambda': 2.441974263258091}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:19,151] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.06762092571433759, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9740938766066884, 'colsample_bytree': 0.7213920622230893, 'gamma': 2.628604413385096, 'reg_alpha': 0.15751319842190353, 'reg_lambda': 2.8667182744307853}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:19,256] Trial 42 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 39, 'learning_rate': 0.10566427463663634, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9357876995323283, 'colsample_bytree': 0.7740407034997692, 'gamma': 1.2656244532792353, 'reg_alpha': 0.34930218476981606, 'reg_lambda': 2.682704622871135}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:19,450] Trial 43 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.04239943464190207, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.8836562660270909, 'colsample_bytree': 0.7459980638066323, 'gamma': 0.7706013326708889, 'reg_alpha': 0.051286152072265744, 'reg_lambda': 2.2032142377033415}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:19,799] Trial 44 finished with value: 0.738095238095238 and parameters: {'n_estimators': 101, 'learning_rate': 0.05304290081136461, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9142078043570221, 'colsample_bytree': 0.8108651407101635, 'gamma': 0.015797732968642286, 'reg_alpha': 0.7271727847561276, 'reg_lambda': 2.812939525074858}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:19,917] Trial 45 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 62, 'learning_rate': 0.09046851558575644, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.973643083327383, 'colsample_bytree': 0.7000232909981018, 'gamma': 1.6326506588004976, 'reg_alpha': 0.6285685919569545, 'reg_lambda': 2.997353319773608}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:20,031] Trial 46 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 32, 'learning_rate': 0.14008938523893458, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9994749718353574, 'colsample_bytree': 0.8422182189721699, 'gamma': 0.24533182095079087, 'reg_alpha': 0.39012640501094215, 'reg_lambda': 2.660847357603763}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:20,248] Trial 47 finished with value: 0.75 and parameters: {'n_estimators': 127, 'learning_rate': 0.06404552571287082, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9446113710377366, 'colsample_bytree': 0.9442382384813008, 'gamma': 0.45610604697127316, 'reg_alpha': 0.25358968449475405, 'reg_lambda': 0.6324004891116504}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:20,514] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.06614529670019167, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.8626889506832676, 'colsample_bytree': 0.9091507200531576, 'gamma': 0.5250718167111827, 'reg_alpha': 0.40627277701039943, 'reg_lambda': 0.6329712108555565}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:20,671] Trial 49 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 150, 'learning_rate': 0.11768173309837993, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9238140997851875, 'colsample_bytree': 0.9782542065957226, 'gamma': 1.1620580288698061, 'reg_alpha': 0.49954811578096014, 'reg_lambda': 0.950403643905085}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:20,847] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.07958668469260839, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.9574298153359208, 'colsample_bytree': 0.9991736447750279, 'gamma': 4.937208292410519, 'reg_alpha': 0.2722127450803752, 'reg_lambda': 1.2777326154282624}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:21,032] Trial 51 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 73, 'learning_rate': 0.057837271506773306, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9524720285883501, 'colsample_bytree': 0.8784171004123487, 'gamma': 0.8597050448958063, 'reg_alpha': 0.17041507957223057, 'reg_lambda': 0.6769801921703893}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:21,228] Trial 52 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 132, 'learning_rate': 0.04659830045066662, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6899809079996146, 'colsample_bytree': 0.7629962663935498, 'gamma': 0.2182926439547841, 'reg_alpha': 0.10167720667981948, 'reg_lambda': 1.0914111181425292}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:21,459] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.09514481137639023, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8411187585247656, 'colsample_bytree': 0.9572976511910988, 'gamma': 0.514933801930249, 'reg_alpha': 0.2719731397049494, 'reg_lambda': 2.0388282804657902}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:21,677] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.09893264093075786, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7954734002244671, 'colsample_bytree': 0.9373541414966488, 'gamma': 0.602456957581239, 'reg_alpha': 0.839309873814937, 'reg_lambda': 2.0854400936453987}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:21,896] Trial 55 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 94, 'learning_rate': 0.08717710875938196, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8378610061562334, 'colsample_bytree': 0.9537952174754603, 'gamma': 0.4621598144588645, 'reg_alpha': 0.2545738065740578, 'reg_lambda': 1.4221976279794242}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:22,154] Trial 56 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.18301837865226825, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.779050778995622, 'colsample_bytree': 0.8964430397671934, 'gamma': 0.1593537740303346, 'reg_alpha': 0.293784987862607, 'reg_lambda': 1.835891976284039}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:22,286] Trial 57 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 85, 'learning_rate': 0.07035753426324258, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8203092403825589, 'colsample_bytree': 0.9591159796268092, 'gamma': 3.4497781610255425, 'reg_alpha': 0.34253604888049516, 'reg_lambda': 0.5079814207350877}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:22,438] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.1273788572790423, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8744909245743715, 'colsample_bytree': 0.9217346040302764, 'gamma': 0.69000011355678, 'reg_alpha': 0.9586293552897459, 'reg_lambda': 2.0236444973526355}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:22,719] Trial 59 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 118, 'learning_rate': 0.11000113098365481, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8487903168803506, 'colsample_bytree': 0.7212445463390821, 'gamma': 0.399326520269435, 'reg_alpha': 0.6940741174275414, 'reg_lambda': 2.4174846451728422}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:22,909] Trial 60 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 93, 'learning_rate': 0.18466117904140028, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.979564588793346, 'colsample_bytree': 0.6762603191898621, 'gamma': 0.9435930390847262, 'reg_alpha': 0.574459523934408, 'reg_lambda': 1.5004290640316098}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:23,031] Trial 61 finished with value: 0.744047619047619 and parameters: {'n_estimators': 44, 'learning_rate': 0.06281258862886385, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.944786749727238, 'colsample_bytree': 0.7673255898374839, 'gamma': 0.16184525142382156, 'reg_alpha': 0.18948665192954325, 'reg_lambda': 1.70391755116812}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:23,152] Trial 62 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 45, 'learning_rate': 0.06398258210055167, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8138751741361405, 'colsample_bytree': 0.7432024451513799, 'gamma': 0.14386996015629616, 'reg_alpha': 0.188755383571664, 'reg_lambda': 1.6980330888397892}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:23,535] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 76, 'learning_rate': 0.07946620409586655, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9032427357200895, 'colsample_bytree': 0.7933060850419339, 'gamma': 0.41978036710279854, 'reg_alpha': 0.2403138715319292, 'reg_lambda': 1.623960590456508}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:23,659] Trial 64 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 64, 'learning_rate': 0.039176886632275365, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7239643430012325, 'colsample_bytree': 0.7657518335043645, 'gamma': 0.015701046279445227, 'reg_alpha': 0.29691812062090495, 'reg_lambda': 2.1472474247353253}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:23,776] Trial 65 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 50, 'learning_rate': 0.05534451608622981, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9686693570417887, 'colsample_bytree': 0.972183744722805, 'gamma': 0.621783772879825, 'reg_alpha': 0.11422342779248347, 'reg_lambda': 1.9754135749968293}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:23,909] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.09590223927282927, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9423518501915608, 'colsample_bytree': 0.8086313541940593, 'gamma': 0.18552003807966225, 'reg_alpha': 0.7532583022975163, 'reg_lambda': 1.873476441407559}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:24,286] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.013479128799320247, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9863029699737977, 'colsample_bytree': 0.7280656615966338, 'gamma': 0.4204063517686843, 'reg_alpha': 0.4308505203729801, 'reg_lambda': 1.2908246789499456}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:24,436] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 79, 'learning_rate': 0.07385480438357071, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7675662306020965, 'colsample_bytree': 0.7175168665363882, 'gamma': 0.7689497833440517, 'reg_alpha': 0.3694451284355368, 'reg_lambda': 2.214157701145058}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:24,577] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.031838071615433644, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9273734251592264, 'colsample_bytree': 0.9315977205313402, 'gamma': 1.0988891920590658, 'reg_alpha': 0.23847820091057745, 'reg_lambda': 1.7753316563073993}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:24,736] Trial 70 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 88, 'learning_rate': 0.06132624677208995, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9874628244448092, 'colsample_bytree': 0.8667928890750555, 'gamma': 1.3777318176812647, 'reg_alpha': 0.3109891180217592, 'reg_lambda': 1.1498585389938083}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:24,955] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 28, 'learning_rate': 0.08642430397253842, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9469223478282233, 'colsample_bytree': 0.7564597451166063, 'gamma': 0.36778037413115716, 'reg_alpha': 0.05135324020675286, 'reg_lambda': 2.4988618454976574}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:25,076] Trial 72 finished with value: 0.738095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.08921386587375996, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9496514954317533, 'colsample_bytree': 0.7513417225710349, 'gamma': 0.33730541527921676, 'reg_alpha': 0.03450127528459638, 'reg_lambda': 2.561770847425393}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:25,169] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.08431752052463218, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9120254717497203, 'colsample_bytree': 0.7824496934867179, 'gamma': 0.1503238314664317, 'reg_alpha': 0.1331568965952422, 'reg_lambda': 2.288347177268104}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:25,380] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 22, 'learning_rate': 0.08278291716498126, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9109091157291623, 'colsample_bytree': 0.7856314610118416, 'gamma': 0.14769840853434044, 'reg_alpha': 0.13896208959464745, 'reg_lambda': 2.2792106746232412}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:25,562] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.10315775185695199, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9683398376637637, 'colsample_bytree': 0.8325114173232475, 'gamma': 0.4844627573339754, 'reg_alpha': 0.06582575740486216, 'reg_lambda': 2.4077842906935545}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:25,639] Trial 76 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.14925324232925588, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9631527624639982, 'colsample_bytree': 0.6924534569743492, 'gamma': 0.5469887236058922, 'reg_alpha': 0.08025158638163103, 'reg_lambda': 2.3838372098436005}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:25,768] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.10433242532341593, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9674440679344658, 'colsample_bytree': 0.950661543918468, 'gamma': 0.7047057051045538, 'reg_alpha': 0.0054397051488194546, 'reg_lambda': 2.4875375620738414}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:26,037] Trial 78 finished with value: 0.6875 and parameters: {'n_estimators': 22, 'learning_rate': 0.11806729358755166, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9305990693483963, 'colsample_bytree': 0.8219156074274528, 'gamma': 0.97573681351408, 'reg_alpha': 0.05837887286373635, 'reg_lambda': 2.3207271105365694}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:26,258] Trial 79 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 40, 'learning_rate': 0.24665577418061804, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9871293066775058, 'colsample_bytree': 0.6726505028815047, 'gamma': 0.3093530423451937, 'reg_alpha': 0.08595998955494871, 'reg_lambda': 2.626679571636876}. Best is trial 79 with value: 0.7738095238095237.
[I 2025-11-03 19:36:26,372] Trial 80 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.2632693806388658, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9883881678578021, 'colsample_bytree': 0.6454318119280555, 'gamma': 0.3009345523931319, 'reg_alpha': 0.13256865538333723, 'reg_lambda': 2.712928821792099}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:26,609] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.23594664507416846, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9842283230113064, 'colsample_bytree': 0.6331690734424512, 'gamma': 0.322022044848844, 'reg_alpha': 0.12865447608501115, 'reg_lambda': 2.6805792103014356}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:26,724] Trial 82 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 41, 'learning_rate': 0.24890571069617154, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9863449127445462, 'colsample_bytree': 0.6373465098866576, 'gamma': 0.28303426407377535, 'reg_alpha': 0.1434955041720148, 'reg_lambda': 2.727560163372631}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:26,979] Trial 83 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 54, 'learning_rate': 0.2501569826635601, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9984854502353256, 'colsample_bytree': 0.6237773854247818, 'gamma': 0.05396998085746857, 'reg_alpha': 0.21673842964197615, 'reg_lambda': 2.8732859363559236}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:27,125] Trial 84 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 124, 'learning_rate': 0.23937026552343654, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9821963608940865, 'colsample_bytree': 0.668369451540443, 'gamma': 0.8573372232628816, 'reg_alpha': 0.12892034870639357, 'reg_lambda': 2.6170984226429823}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:27,228] Trial 85 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 46, 'learning_rate': 0.1899183258839272, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9571924892865081, 'colsample_bytree': 0.6478946774794416, 'gamma': 4.1418150990501665, 'reg_alpha': 0.17917648267621722, 'reg_lambda': 2.5783530671812045}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:27,350] Trial 86 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 68, 'learning_rate': 0.2965268961437506, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9776487270677567, 'colsample_bytree': 0.6264203292488438, 'gamma': 0.2896490750887913, 'reg_alpha': 0.09063051923965515, 'reg_lambda': 2.8093491295463817}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:27,640] Trial 87 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 39, 'learning_rate': 0.21688448763523382, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9897626578164983, 'colsample_bytree': 0.653595887891328, 'gamma': 0.5498904555002884, 'reg_alpha': 0.1193153878628324, 'reg_lambda': 2.715425055445497}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:27,783] Trial 88 finished with value: 0.755952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.27097414058877983, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9908612480866648, 'colsample_bytree': 0.6146832171524975, 'gamma': 0.5449212323407409, 'reg_alpha': 0.10740794275085724, 'reg_lambda': 2.713583047369585}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:27,956] Trial 89 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.27381943807223336, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.99306668749252, 'colsample_bytree': 0.6040130269323221, 'gamma': 0.636340455538329, 'reg_alpha': 0.03970658924794751, 'reg_lambda': 2.9285541923351768}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:28,104] Trial 90 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 172, 'learning_rate': 0.22825557360153692, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9903108646412871, 'colsample_bytree': 0.6108712435470579, 'gamma': 2.0070938955223747, 'reg_alpha': 0.020756075966169265, 'reg_lambda': 2.6995446096455757}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:28,361] Trial 91 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.19559295397940657, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9719040020585495, 'colsample_bytree': 0.6488460503216148, 'gamma': 0.5284079341545876, 'reg_alpha': 0.16079509573204562, 'reg_lambda': 2.777646569255223}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:28,599] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.20231112848239027, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9988390933419381, 'colsample_bytree': 0.6335509877270183, 'gamma': 0.8426227757834677, 'reg_alpha': 0.100398298456543, 'reg_lambda': 2.62154265710134}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:28,715] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.2626566631195641, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.98326835057383, 'colsample_bytree': 0.668947026624369, 'gamma': 0.32562184103731173, 'reg_alpha': 0.2684412321065122, 'reg_lambda': 2.83493386410599}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:28,822] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.17218173814677012, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.962786924523411, 'colsample_bytree': 0.6555165025061911, 'gamma': 0.4926034407842205, 'reg_alpha': 0.22762720046973517, 'reg_lambda': 2.668441103361249}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:29,255] Trial 95 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.22862515239022468, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9539871765181706, 'colsample_bytree': 0.6814588696880338, 'gamma': 0.6694436874360501, 'reg_alpha': 0.11805016649867556, 'reg_lambda': 2.7438629681612765}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:29,401] Trial 96 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 119, 'learning_rate': 0.28198281463148156, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9772435583717183, 'colsample_bytree': 0.6138271122963532, 'gamma': 0.07187908506711006, 'reg_alpha': 0.20190066245441543, 'reg_lambda': 2.907783634206046}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:29,530] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 97, 'learning_rate': 0.2116511715835551, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9917817363959848, 'colsample_bytree': 0.6450787461485976, 'gamma': 0.2502496304231785, 'reg_alpha': 0.08293356989804526, 'reg_lambda': 2.5420057292346736}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:29,641] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 49, 'learning_rate': 0.24882058521374872, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9714382324098954, 'colsample_bytree': 0.6953456328761537, 'gamma': 0.008738121435933666, 'reg_alpha': 0.15990257891378623, 'reg_lambda': 2.6312502651994274}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:29,923] Trial 99 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 49, 'learning_rate': 0.15590016322253966, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9349765325877455, 'colsample_bytree': 0.694038809519488, 'gamma': 0.018827684372003647, 'reg_alpha': 0.1744845303973233, 'reg_lambda': 2.9719475713197543}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:29,988] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.26203608149643964, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.9632253268010907, 'colsample_bytree': 0.7104893678923103, 'gamma': 0.21605571495109643, 'reg_alpha': 0.021252060117837715, 'reg_lambda': 2.866114240033814}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:30,115] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 65, 'learning_rate': 0.2418805750301443, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9725849773033933, 'colsample_bytree': 0.6281466428987754, 'gamma': 0.3858035917883207, 'reg_alpha': 0.15674879869261413, 'reg_lambda': 2.714637223249229}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:30,229] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 55, 'learning_rate': 0.2296116179787262, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.984344873127434, 'colsample_bytree': 0.6609700604210581, 'gamma': 0.5677093362771026, 'reg_alpha': 0.20199688513085168, 'reg_lambda': 2.449296886468943}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:30,603] Trial 103 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 73, 'learning_rate': 0.2964496727514405, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9979271317071047, 'colsample_bytree': 0.6768469689759038, 'gamma': 0.08600984281852245, 'reg_alpha': 0.11059615777598938, 'reg_lambda': 2.6354578389683767}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 19:36:30,728] Trial 104 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 75, 'learning_rate': 0.2990614825392794, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9986341638507733, 'colsample_bytree': 0.6768111974479939, 'gamma': 0.10655506296142264, 'reg_alpha': 0.06899169836299592, 'reg_lambda': 2.6394171323494064}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 19:36:30,856] Trial 105 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.2670132782608184, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9998656468864446, 'colsample_bytree': 0.674089477755855, 'gamma': 0.10909076584288102, 'reg_alpha': 0.1081768378893562, 'reg_lambda': 2.6045608499192143}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 19:36:30,985] Trial 106 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 62, 'learning_rate': 0.29780187360777816, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9891087179558015, 'colsample_bytree': 0.7021844384471835, 'gamma': 0.007780432398254072, 'reg_alpha': 0.07208598822451559, 'reg_lambda': 2.7734741306657713}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 19:36:31,301] Trial 107 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 83, 'learning_rate': 0.20817304206819726, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9779035698927472, 'colsample_bytree': 0.653111550706247, 'gamma': 0.22609860540900603, 'reg_alpha': 0.11898785821891546, 'reg_lambda': 2.653326520357217}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 19:36:31,412] Trial 108 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 50, 'learning_rate': 0.28153433908472886, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9894678524551833, 'colsample_bytree': 0.6797513734433089, 'gamma': 0.33626695383141303, 'reg_alpha': 0.0837725646332813, 'reg_lambda': 2.5295832474818103}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:31,546] Trial 109 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 48, 'learning_rate': 0.2802321601052421, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9933112810412568, 'colsample_bytree': 0.6850607677209231, 'gamma': 0.35072129773982896, 'reg_alpha': 0.0002685558624319073, 'reg_lambda': 2.5350871764134895}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:31,820] Trial 110 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 203, 'learning_rate': 0.254739184609193, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9822218780590055, 'colsample_bytree': 0.6767815176896169, 'gamma': 0.1221902356016097, 'reg_alpha': 0.09501487896078958, 'reg_lambda': 2.6365123684774137}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:32,094] Trial 111 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 216, 'learning_rate': 0.2511989824679954, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.984121097125039, 'colsample_bytree': 0.6641428982186114, 'gamma': 0.12870765817969584, 'reg_alpha': 0.04677934005495766, 'reg_lambda': 2.639086618887789}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:32,276] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.2540176865462962, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9817781385905048, 'colsample_bytree': 0.677449762215833, 'gamma': 0.17712970170292752, 'reg_alpha': 0.04328685523244167, 'reg_lambda': 2.663972874879957}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:32,565] Trial 113 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 207, 'learning_rate': 0.22591767812698677, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6451685676881399, 'colsample_bytree': 0.6629484399293656, 'gamma': 0.08740683540311467, 'reg_alpha': 0.08376379230609626, 'reg_lambda': 2.817030669882874}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:32,748] Trial 114 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.2752487294493496, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9691570716926078, 'colsample_bytree': 0.6410060619191722, 'gamma': 0.2936921599408995, 'reg_alpha': 0.0565774912347463, 'reg_lambda': 2.5690031079648104}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:32,998] Trial 115 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 204, 'learning_rate': 0.2966214044155524, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9986483461009635, 'colsample_bytree': 0.6941074522416372, 'gamma': 0.10193913038701835, 'reg_alpha': 0.021908094252697595, 'reg_lambda': 2.6355359106850114}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:33,214] Trial 116 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 229, 'learning_rate': 0.2941832910519268, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9872369349551143, 'colsample_bytree': 0.6701165954756185, 'gamma': 0.408534116678511, 'reg_alpha': 0.03038115371910167, 'reg_lambda': 2.73436035143869}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:33,488] Trial 117 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.17796173479188, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9973733160881689, 'colsample_bytree': 0.6864130882457338, 'gamma': 0.12811596256852847, 'reg_alpha': 0.09342224058477427, 'reg_lambda': 2.6959610786504338}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:33,671] Trial 118 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 195, 'learning_rate': 0.1775612885065601, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9988269234361621, 'colsample_bytree': 0.6870102089921388, 'gamma': 0.1308971096288881, 'reg_alpha': 0.09453732248150927, 'reg_lambda': 2.515159309921643}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:33,962] Trial 119 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.17734974634534273, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9999621495521684, 'colsample_bytree': 0.6842717742269203, 'gamma': 0.1696798125599603, 'reg_alpha': 0.0705734994188592, 'reg_lambda': 2.355127472206588}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:34,355] Trial 120 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 196, 'learning_rate': 0.02172858106686471, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9935522627939641, 'colsample_bytree': 0.7135165813786637, 'gamma': 0.11665186721046666, 'reg_alpha': 0.020598375696878606, 'reg_lambda': 2.4720458036271022}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:34,561] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 213, 'learning_rate': 0.21768917218771786, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9921993682606622, 'colsample_bytree': 0.6874150582776768, 'gamma': 0.20611874644802478, 'reg_alpha': 0.10333493390360884, 'reg_lambda': 2.526134253515757}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:34,762] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.20287778405836607, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9812630030371241, 'colsample_bytree': 0.6871858725956864, 'gamma': 0.232483740497118, 'reg_alpha': 0.09251330634717682, 'reg_lambda': 2.5511984311191243}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:35,035] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 215, 'learning_rate': 0.2196772969894696, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9612670945837799, 'colsample_bytree': 0.6631372235951656, 'gamma': 0.10591293723456247, 'reg_alpha': 0.05472982949550968, 'reg_lambda': 2.5051283738691636}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:35,198] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.19489160851445225, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9990973110823005, 'colsample_bytree': 0.6740715357776661, 'gamma': 3.142499947846659, 'reg_alpha': 0.07112142233409921, 'reg_lambda': 2.5897034438955}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:35,376] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.2561427054515534, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9761982312484391, 'colsample_bytree': 0.697872214651272, 'gamma': 0.42954573090596554, 'reg_alpha': 0.013509740340737944, 'reg_lambda': 2.795541995160894}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:35,621] Trial 126 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 182, 'learning_rate': 0.29844492042457077, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9925342752786577, 'colsample_bytree': 0.7067806483620243, 'gamma': 0.24618234575026796, 'reg_alpha': 0.03583453361494755, 'reg_lambda': 2.641302380392627}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:35,926] Trial 127 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 186, 'learning_rate': 0.2214612591371874, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.967082482752532, 'colsample_bytree': 0.6550328543166609, 'gamma': 0.10726326705454914, 'reg_alpha': 0.13921854578248752, 'reg_lambda': 2.420147436336013}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:36,137] Trial 128 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 246, 'learning_rate': 0.21505141978051795, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.954253534852713, 'colsample_bytree': 0.6581995316511438, 'gamma': 0.002502959408433564, 'reg_alpha': 0.14133083197407856, 'reg_lambda': 2.4468573027608542}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:36,418] Trial 129 finished with value: 0.744047619047619 and parameters: {'n_estimators': 184, 'learning_rate': 0.2153304795811225, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9578790732212924, 'colsample_bytree': 0.6564612469352056, 'gamma': 0.3448976348858386, 'reg_alpha': 0.14255626868329843, 'reg_lambda': 2.3864161936434036}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:36,605] Trial 130 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 237, 'learning_rate': 0.24609938426750436, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9555595637823877, 'colsample_bytree': 0.6499369341226079, 'gamma': 0.2378063322207703, 'reg_alpha': 0.12006096961560439, 'reg_lambda': 2.476618173550882}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:36,932] Trial 131 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 243, 'learning_rate': 0.239635222761948, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9488270370091303, 'colsample_bytree': 0.6653239209994598, 'gamma': 0.008835983493174562, 'reg_alpha': 0.13080720688249614, 'reg_lambda': 2.46318287583324}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:37,148] Trial 132 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.24201523045029386, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9541518882258402, 'colsample_bytree': 0.6496930528447429, 'gamma': 0.010049459096401397, 'reg_alpha': 0.1172161176593979, 'reg_lambda': 2.4358570486551887}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:37,339] Trial 133 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 243, 'learning_rate': 0.24221519059608557, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9510902554055733, 'colsample_bytree': 0.6496378886424112, 'gamma': 0.24378692128250462, 'reg_alpha': 0.1285254514891536, 'reg_lambda': 2.452920426369547}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:37,648] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 244, 'learning_rate': 0.23998059411588535, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9487300808526035, 'colsample_bytree': 0.649971446382809, 'gamma': 0.2880908515393708, 'reg_alpha': 0.12649624091728823, 'reg_lambda': 2.44082205073749}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:37,938] Trial 135 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 239, 'learning_rate': 0.22019815297448095, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9405312875679813, 'colsample_bytree': 0.6423470167257989, 'gamma': 0.22659778759339871, 'reg_alpha': 0.14593242340501456, 'reg_lambda': 2.3607970086800134}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:38,150] Trial 136 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 247, 'learning_rate': 0.24002179686531144, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9241058475125461, 'colsample_bytree': 0.6636963581553996, 'gamma': 0.4234380286636148, 'reg_alpha': 0.16877302179435688, 'reg_lambda': 2.235632571520062}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:38,427] Trial 137 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 235, 'learning_rate': 0.2625035009833553, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9542235683017575, 'colsample_bytree': 0.6349450617485798, 'gamma': 0.009915134749243382, 'reg_alpha': 0.11555128623445972, 'reg_lambda': 2.4434609111672656}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:38,675] Trial 138 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 236, 'learning_rate': 0.2692375577094388, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9659090615980344, 'colsample_bytree': 0.6335116536783066, 'gamma': 0.009303547044580435, 'reg_alpha': 0.10855327505938779, 'reg_lambda': 2.4985316202924097}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:38,953] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.26627453675954943, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9699330574260037, 'colsample_bytree': 0.6202494468680831, 'gamma': 0.023352241415594197, 'reg_alpha': 0.1862148238657827, 'reg_lambda': 2.421102046987557}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:39,233] Trial 140 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.19999587487815304, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9386641381931555, 'colsample_bytree': 0.6333794563088444, 'gamma': 0.015083525573780215, 'reg_alpha': 0.14507519228655297, 'reg_lambda': 2.5599989680737316}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:39,421] Trial 141 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 239, 'learning_rate': 0.259099056600624, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9559229793291092, 'colsample_bytree': 0.6569452958043175, 'gamma': 0.1852288767155527, 'reg_alpha': 0.1109812814598511, 'reg_lambda': 2.345368553165963}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:39,617] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 233, 'learning_rate': 0.27254171004080613, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9646447805630961, 'colsample_bytree': 0.6580601237475238, 'gamma': 0.18121133981539975, 'reg_alpha': 0.115191864751179, 'reg_lambda': 2.3557714900183733}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:39,955] Trial 143 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.2591966473969885, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9505966291986394, 'colsample_bytree': 0.6392773318527315, 'gamma': 0.30889727379239507, 'reg_alpha': 0.10210428560086263, 'reg_lambda': 2.137805380152257}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:40,115] Trial 144 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 216, 'learning_rate': 0.23067330151235396, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9759511251807386, 'colsample_bytree': 0.6684226692933869, 'gamma': 2.3706713915614754, 'reg_alpha': 0.15916739061816465, 'reg_lambda': 2.259466882382063}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:40,308] Trial 145 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 238, 'learning_rate': 0.213117921409439, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9647214891062643, 'colsample_bytree': 0.6271728733289423, 'gamma': 0.008284294580368352, 'reg_alpha': 0.08789318649562367, 'reg_lambda': 2.3309745836978664}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:40,689] Trial 146 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 226, 'learning_rate': 0.27644074198199375, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9826540012846194, 'colsample_bytree': 0.659651076097048, 'gamma': 0.4823449830458824, 'reg_alpha': 0.11195183882270231, 'reg_lambda': 2.4048662398206457}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:41,052] Trial 147 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 242, 'learning_rate': 0.2523305616879279, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9335099550572927, 'colsample_bytree': 0.644140387815032, 'gamma': 0.36323686032924896, 'reg_alpha': 0.1777871823768206, 'reg_lambda': 2.5149331278789413}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:41,272] Trial 148 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.22447157580039773, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9564801513639052, 'colsample_bytree': 0.6778001118763588, 'gamma': 0.003932221396784959, 'reg_alpha': 0.13288857000086846, 'reg_lambda': 2.5872359425021356}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:41,540] Trial 149 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.2080594516507758, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9750546845979718, 'colsample_bytree': 0.6674104561841329, 'gamma': 0.16201977314564908, 'reg_alpha': 0.0466801814519264, 'reg_lambda': 2.4570421765578376}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:41,968] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.189416846914757, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9440787668956887, 'colsample_bytree': 0.6353581052635741, 'gamma': 0.11381455483847906, 'reg_alpha': 0.07876800343169568, 'reg_lambda': 2.295393853435858}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:42,285] Trial 151 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 238, 'learning_rate': 0.2534642544453858, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9561510385064024, 'colsample_bytree': 0.6512567933311154, 'gamma': 0.22717249671172604, 'reg_alpha': 0.11613579425152157, 'reg_lambda': 2.513581440238638}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:42,473] Trial 152 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 229, 'learning_rate': 0.26157120471944945, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9659153756524912, 'colsample_bytree': 0.6533668811155461, 'gamma': 0.35754472053141373, 'reg_alpha': 0.10572882325869724, 'reg_lambda': 2.5118815417384206}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:42,762] Trial 153 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 216, 'learning_rate': 0.23235510425235312, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9849674967283113, 'colsample_bytree': 0.6713024430170766, 'gamma': 0.2025181274328177, 'reg_alpha': 0.14831004749401638, 'reg_lambda': 2.5902065999255504}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:42,959] Trial 154 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 238, 'learning_rate': 0.2793449184780068, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9621681501782567, 'colsample_bytree': 0.6448257732835457, 'gamma': 0.1086607170666446, 'reg_alpha': 0.06188476860883206, 'reg_lambda': 2.531428075324196}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:43,250] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 247, 'learning_rate': 0.25231309946946073, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9736516136034579, 'colsample_bytree': 0.6585336188197556, 'gamma': 0.004268717533179089, 'reg_alpha': 0.13035269640857794, 'reg_lambda': 2.3961791242708874}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:43,504] Trial 156 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 221, 'learning_rate': 0.27754670503299833, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9477333156546613, 'colsample_bytree': 0.6207510685994617, 'gamma': 0.47590632573872915, 'reg_alpha': 0.10143244767985361, 'reg_lambda': 2.487141404394021}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:43,688] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.2387185407311246, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.958079185669067, 'colsample_bytree': 0.6313086628065554, 'gamma': 0.2854538962473624, 'reg_alpha': 0.16349156628446154, 'reg_lambda': 2.5802171664472087}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:43,867] Trial 158 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.21394102044206725, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9853459176510999, 'colsample_bytree': 0.6643511193417805, 'gamma': 0.18234470664569236, 'reg_alpha': 0.07481704496831043, 'reg_lambda': 2.4303672565135006}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:44,236] Trial 159 finished with value: 0.75 and parameters: {'n_estimators': 242, 'learning_rate': 0.2628339626789143, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9692774670495283, 'colsample_bytree': 0.6796159765395764, 'gamma': 0.3836365831672033, 'reg_alpha': 0.19049289905181377, 'reg_lambda': 2.7190012472779035}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:44,423] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.22407388435589362, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9768321821342553, 'colsample_bytree': 0.6405026621932001, 'gamma': 0.597960964648725, 'reg_alpha': 0.0946380172940647, 'reg_lambda': 2.5428470900009623}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:44,624] Trial 161 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.24434050386416742, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9552436021242804, 'colsample_bytree': 0.6512953584064382, 'gamma': 0.22807364457424856, 'reg_alpha': 0.11574582295578686, 'reg_lambda': 2.4798127801624776}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:44,912] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.28387292486874055, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9514368983964113, 'colsample_bytree': 0.6507732083517858, 'gamma': 0.13982179113342488, 'reg_alpha': 0.11845022593297151, 'reg_lambda': 2.4732030776104477}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:45,215] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.24396867004123804, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.934134826443994, 'colsample_bytree': 0.6554674693011135, 'gamma': 0.26910887108656223, 'reg_alpha': 0.1431493487024592, 'reg_lambda': 2.6691536980689166}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:45,488] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.19893453176794876, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9876095079672083, 'colsample_bytree': 0.6714441093203384, 'gamma': 0.07828097852141315, 'reg_alpha': 0.0881472712003668, 'reg_lambda': 2.622536854428079}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:45,798] Trial 165 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.26099471171240457, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9591538975975389, 'colsample_bytree': 0.6633468207247819, 'gamma': 0.20240876654311762, 'reg_alpha': 0.12072600670139849, 'reg_lambda': 2.367286478830553}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:46,003] Trial 166 finished with value: 0.738095238095238 and parameters: {'n_estimators': 231, 'learning_rate': 0.22878607686851035, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9785475177810349, 'colsample_bytree': 0.6064974328848616, 'gamma': 0.08365452196551838, 'reg_alpha': 0.05666918139717343, 'reg_lambda': 2.4237147046160707}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:46,306] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.284877881841531, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9665110405244131, 'colsample_bytree': 0.6391973520062582, 'gamma': 0.33180036277675434, 'reg_alpha': 0.15096643592899894, 'reg_lambda': 2.5113553304952285}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:46,472] Trial 168 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.254003090857851, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9901848091239466, 'colsample_bytree': 0.6466666749434706, 'gamma': 0.4355742313327084, 'reg_alpha': 0.07958363805491632, 'reg_lambda': 2.5908837637686273}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:46,631] Trial 169 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.21312323953426215, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.9422189958235884, 'colsample_bytree': 0.678425023056902, 'gamma': 0.009952367625513638, 'reg_alpha': 0.10532437399664576, 'reg_lambda': 2.3020726855808165}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:46,823] Trial 170 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 236, 'learning_rate': 0.23952846084088403, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9813355643251007, 'colsample_bytree': 0.6566682624918044, 'gamma': 0.2290096771782786, 'reg_alpha': 0.12824291249005917, 'reg_lambda': 2.740030603283883}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:47,151] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.24573252491555506, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9553663292969089, 'colsample_bytree': 0.647425681813722, 'gamma': 0.27267652166543566, 'reg_alpha': 0.11667618162970661, 'reg_lambda': 2.452692761223962}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:47,462] Trial 172 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 229, 'learning_rate': 0.2994391278585107, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9531774433100976, 'colsample_bytree': 0.6332380161515336, 'gamma': 0.09505534884254628, 'reg_alpha': 0.16546941403981336, 'reg_lambda': 2.4685068746497913}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:47,660] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.29885818086162536, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9258178318728529, 'colsample_bytree': 0.6260889253519393, 'gamma': 0.1345693249251381, 'reg_alpha': 0.17178015177229555, 'reg_lambda': 2.457055355921035}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:47,834] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 226, 'learning_rate': 0.26989547279615644, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9526237654703372, 'colsample_bytree': 0.6337206018771863, 'gamma': 0.3223121848912457, 'reg_alpha': 0.14195419778162088, 'reg_lambda': 2.3964456366604}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:48,122] Trial 175 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 239, 'learning_rate': 0.2810293312351453, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9453147635248926, 'colsample_bytree': 0.645608493899421, 'gamma': 0.0005001277856969289, 'reg_alpha': 0.20230240671698932, 'reg_lambda': 2.325551543574654}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:48,468] Trial 176 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 239, 'learning_rate': 0.01020105591313674, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9466405397048625, 'colsample_bytree': 0.6160485122025444, 'gamma': 0.012504309443675032, 'reg_alpha': 0.1699530212814707, 'reg_lambda': 2.334231876880804}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:48,659] Trial 177 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 248, 'learning_rate': 0.2811385860133201, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9388041620901547, 'colsample_bytree': 0.6432710635399784, 'gamma': 4.12427156183472, 'reg_alpha': 0.20724047401256637, 'reg_lambda': 2.195327648125616}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:48,891] Trial 178 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 234, 'learning_rate': 0.2635970940520515, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9541189888265728, 'colsample_bytree': 0.6498754695703222, 'gamma': 0.13507797389056445, 'reg_alpha': 0.15547038217105405, 'reg_lambda': 2.426294345423218}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:49,080] Trial 179 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.23624367138395533, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9177899000066345, 'colsample_bytree': 0.6236651386797585, 'gamma': 0.5146894351064927, 'reg_alpha': 0.1343816807416916, 'reg_lambda': 2.484925035572367}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:49,298] Trial 180 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 176, 'learning_rate': 0.2988621085995581, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9307224052633641, 'colsample_bytree': 0.6342360146064853, 'gamma': 0.2560172477538814, 'reg_alpha': 0.19822330063038257, 'reg_lambda': 2.255840349258125}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:49,623] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.2517169357753039, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9602250859178075, 'colsample_bytree': 0.6628027951634567, 'gamma': 0.09260555965801069, 'reg_alpha': 0.1181801906854483, 'reg_lambda': 2.5627194790440186}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:50,018] Trial 182 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 162, 'learning_rate': 0.27157181619301474, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6040375972405048, 'colsample_bytree': 0.6561925493006018, 'gamma': 0.088997972546857, 'reg_alpha': 0.08358252508039793, 'reg_lambda': 2.3623273398864435}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:50,133] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 41, 'learning_rate': 0.23843619036277697, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9691403504894809, 'colsample_bytree': 0.642432519338832, 'gamma': 0.23707049298404478, 'reg_alpha': 0.10833209947982914, 'reg_lambda': 2.685655554605969}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:50,381] Trial 184 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 219, 'learning_rate': 0.25660460037411054, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9421647769900617, 'colsample_bytree': 0.6705038720977027, 'gamma': 0.005761236195218255, 'reg_alpha': 0.05779550024309186, 'reg_lambda': 2.622177649597265}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:50,564] Trial 185 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 231, 'learning_rate': 0.2657711996268463, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.962665791155464, 'colsample_bytree': 0.6535087014197106, 'gamma': 0.384612041479357, 'reg_alpha': 0.13350630134798222, 'reg_lambda': 2.476740767502896}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:50,839] Trial 186 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 235, 'learning_rate': 0.28256721512216726, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9705996173010467, 'colsample_bytree': 0.6366320292856368, 'gamma': 0.16678207277261406, 'reg_alpha': 0.090504600108403, 'reg_lambda': 2.552217880097008}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:51,128] Trial 187 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 245, 'learning_rate': 0.22561143062557645, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.953956541984078, 'colsample_bytree': 0.6470448831452261, 'gamma': 0.001321976883760458, 'reg_alpha': 0.1597064417726405, 'reg_lambda': 2.3998331836132056}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:51,377] Trial 188 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 225, 'learning_rate': 0.29958631174061745, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9763736341799191, 'colsample_bytree': 0.6652643750131967, 'gamma': 0.31572106766067154, 'reg_alpha': 0.04028169389451001, 'reg_lambda': 2.3219717615553392}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:51,580] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 239, 'learning_rate': 0.24807833906792734, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9496776646042944, 'colsample_bytree': 0.6572289060939802, 'gamma': 0.17633796556361653, 'reg_alpha': 0.11637004328037133, 'reg_lambda': 2.4475200266464716}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:51,691] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 44, 'learning_rate': 0.2777423126797112, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9628847165105373, 'colsample_bytree': 0.6254494363290003, 'gamma': 2.7456140690857493, 'reg_alpha': 0.18198042169290513, 'reg_lambda': 2.526699514032582}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:52,006] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 211, 'learning_rate': 0.22051696765982265, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9882689679341726, 'colsample_bytree': 0.6755953105475144, 'gamma': 0.2059549568902174, 'reg_alpha': 0.0974943154007033, 'reg_lambda': 2.5107179179219274}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:52,196] Trial 192 finished with value: 0.744047619047619 and parameters: {'n_estimators': 220, 'learning_rate': 0.2042259531019753, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9813893677511479, 'colsample_bytree': 0.6676370280489675, 'gamma': 0.10585214688167248, 'reg_alpha': 0.10478228250331349, 'reg_lambda': 2.657204576839358}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:52,414] Trial 193 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 242, 'learning_rate': 0.24082664908763746, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9913074164925685, 'colsample_bytree': 0.6495458577624517, 'gamma': 0.27857118603073583, 'reg_alpha': 0.07209041054546864, 'reg_lambda': 2.59029613509112}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:52,835] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 243, 'learning_rate': 0.24763794182470178, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9659202877632883, 'colsample_bytree': 0.646471908580198, 'gamma': 0.3056561343281521, 'reg_alpha': 0.07314254666127921, 'reg_lambda': 2.7542265512916586}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:53,058] Trial 195 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 236, 'learning_rate': 0.014493726301203597, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.973604874707277, 'colsample_bytree': 0.6317349007414176, 'gamma': 0.4257372522657057, 'reg_alpha': 0.13686761599238495, 'reg_lambda': 2.603028336246361}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:53,254] Trial 196 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 229, 'learning_rate': 0.2349620825000337, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9904564391433915, 'colsample_bytree': 0.6534736238943322, 'gamma': 0.0974490605868382, 'reg_alpha': 0.07132045202791149, 'reg_lambda': 2.570593010202441}. Best is trial 196 with value: 0.7976190476190477.
[I 2025-11-03 19:36:53,366] Trial 197 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 27, 'learning_rate': 0.23148229693455863, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9555212779856003, 'colsample_bytree': 0.6397207823810044, 'gamma': 0.08155194072877425, 'reg_alpha': 0.06745460378073814, 'reg_lambda': 2.4328327297273105}. Best is trial 196 with value: 0.7976190476190477.
[I 2025-11-03 19:36:53,715] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 231, 'learning_rate': 0.268914747556211, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9462779620702031, 'colsample_bytree': 0.6518888709607491, 'gamma': 0.22838588998904824, 'reg_alpha': 0.11654328631323527, 'reg_lambda': 2.5612444901486096}. Best is trial 196 with value: 0.7976190476190477.
[I 2025-11-03 19:36:53,910] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 244, 'learning_rate': 0.24257941969219288, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9906664784946497, 'colsample_bytree': 0.6587330195259841, 'gamma': 0.32621361267321014, 'reg_alpha': 0.14716551318121343, 'reg_lambda': 2.4790772730950885}. Best is trial 196 with value: 0.7976190476190477.
[I 2025-11-03 19:36:53,913] A new study created in memory with name: no-name-e3fc2163-9b76-49cc-9f87-f2b9f2253e6e
[I 2025-11-03 19:36:54,127] Trial 0 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 48, 'learning_rate': 0.01209796921612426, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7575004328617706, 'colsample_bytree': 0.6934351518778941, 'gamma': 0.7395647446263465, 'reg_alpha': 0.20263263957158395, 'reg_lambda': 2.18071244798092}. Best is trial 0 with value: 0.7083333333333333.
[I 2025-11-03 19:36:54,245] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 62, 'learning_rate': 0.027260953657121202, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.8240544310113986, 'colsample_bytree': 0.8202985194011505, 'gamma': 4.577760387077373, 'reg_alpha': 0.019163013343966084, 'reg_lambda': 2.914962632313334}. Best is trial 0 with value: 0.7083333333333333.
[I 2025-11-03 19:36:54,545] Trial 2 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 239, 'learning_rate': 0.2397741956964079, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8168127435336284, 'colsample_bytree': 0.9907288456947143, 'gamma': 2.5687922318514427, 'reg_alpha': 0.8047362149255087, 'reg_lambda': 1.0974092213529762}. Best is trial 0 with value: 0.7083333333333333.
[I 2025-11-03 19:36:54,689] Trial 3 finished with value: 0.738095238095238 and parameters: {'n_estimators': 96, 'learning_rate': 0.014173725091464362, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8958541862920237, 'colsample_bytree': 0.6504337767166876, 'gamma': 0.3366870486439455, 'reg_alpha': 0.7311525709937663, 'reg_lambda': 1.2384493256463518}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:54,905] Trial 4 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 118, 'learning_rate': 0.23898206815723763, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8075135547108531, 'colsample_bytree': 0.8565323560892557, 'gamma': 2.981754513851653, 'reg_alpha': 0.006752535951086491, 'reg_lambda': 1.9081448956036922}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:55,072] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.023406691552961163, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.9895638766696035, 'colsample_bytree': 0.8682794926477224, 'gamma': 2.843549597831018, 'reg_alpha': 0.3055791169907278, 'reg_lambda': 1.9943321855090081}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:55,249] Trial 6 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 229, 'learning_rate': 0.10987548100651554, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.673574716247844, 'colsample_bytree': 0.6735738901848197, 'gamma': 3.8578403306284588, 'reg_alpha': 0.16132921590206195, 'reg_lambda': 0.8035429115770392}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:55,343] Trial 7 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 31, 'learning_rate': 0.11421912749859216, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7541983903128344, 'colsample_bytree': 0.9898746377414346, 'gamma': 1.2765193120227898, 'reg_alpha': 0.53131706131258, 'reg_lambda': 2.8455653922041564}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:55,496] Trial 8 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.022566309319141713, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9726883035400394, 'colsample_bytree': 0.7000460690029382, 'gamma': 1.407211474836162, 'reg_alpha': 0.27622767349399324, 'reg_lambda': 0.5104217102338264}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:55,788] Trial 9 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 232, 'learning_rate': 0.10741976404303816, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7122631310028815, 'colsample_bytree': 0.8617554736951727, 'gamma': 2.372625463290862, 'reg_alpha': 0.8997391804701991, 'reg_lambda': 2.898605425317231}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:55,945] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 172, 'learning_rate': 0.010800747094461148, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8939022098976882, 'colsample_bytree': 0.6018885790428354, 'gamma': 0.34476842570133404, 'reg_alpha': 0.6543676515131547, 'reg_lambda': 1.3695711994955189}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:56,083] Trial 11 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 93, 'learning_rate': 0.021300119255524944, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9856841293497502, 'colsample_bytree': 0.7294793980046492, 'gamma': 1.4493061141599726, 'reg_alpha': 0.4063613490038361, 'reg_lambda': 0.5535613332742433}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:56,237] Trial 12 finished with value: 0.6875 and parameters: {'n_estimators': 173, 'learning_rate': 0.03817764045009339, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9112792697136218, 'colsample_bytree': 0.6172464289364019, 'gamma': 0.012898704525758031, 'reg_alpha': 0.6379079048860751, 'reg_lambda': 1.3720782121855266}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:56,494] Trial 13 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.016392447470750426, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9101929188558097, 'colsample_bytree': 0.7556200225916191, 'gamma': 1.606545114463216, 'reg_alpha': 0.9988277824132701, 'reg_lambda': 0.5094854883410246}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:56,621] Trial 14 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 74, 'learning_rate': 0.01486437320571716, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6002545274501201, 'colsample_bytree': 0.7669235746196447, 'gamma': 1.7504203782390721, 'reg_alpha': 0.9892319169712056, 'reg_lambda': 1.0156272083292877}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:56,756] Trial 15 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 90, 'learning_rate': 0.05190576751198471, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8824385635238424, 'colsample_bytree': 0.7583024306806029, 'gamma': 0.7513067586227646, 'reg_alpha': 0.784283584862993, 'reg_lambda': 1.5039512639542392}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:57,051] Trial 16 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 169, 'learning_rate': 0.016154916080559578, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9335940952612377, 'colsample_bytree': 0.9235994271347333, 'gamma': 2.094760573888673, 'reg_alpha': 0.7849835254986206, 'reg_lambda': 0.9151679475840023}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:57,187] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 104, 'learning_rate': 0.039830147365865994, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8589563023436974, 'colsample_bytree': 0.652705304886022, 'gamma': 0.7448312053252824, 'reg_alpha': 0.9988142215929491, 'reg_lambda': 2.401042484260592}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:57,263] Trial 18 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 27, 'learning_rate': 0.07355343482339309, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9402482774402016, 'colsample_bytree': 0.7947284479173803, 'gamma': 3.7237372018942443, 'reg_alpha': 0.6372104412533871, 'reg_lambda': 1.688607765555372}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:57,426] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 146, 'learning_rate': 0.015977783595664936, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8585483613556835, 'colsample_bytree': 0.6374850072513306, 'gamma': 0.8865167438330578, 'reg_alpha': 0.894593792840821, 'reg_lambda': 1.1711274452806855}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:57,742] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.03295412674299338, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9359891363198538, 'colsample_bytree': 0.7207829073841232, 'gamma': 0.01033407927875929, 'reg_alpha': 0.5163925458976034, 'reg_lambda': 0.7203968816884665}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:57,903] Trial 21 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 123, 'learning_rate': 0.019555001376038956, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9621503987010769, 'colsample_bytree': 0.6976638084339866, 'gamma': 1.3651603204043907, 'reg_alpha': 0.3942960650691894, 'reg_lambda': 0.5088606555255076}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:58,076] Trial 22 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 150, 'learning_rate': 0.010210371400503952, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9646652401315586, 'colsample_bytree': 0.7500364722537043, 'gamma': 1.8639072235565377, 'reg_alpha': 0.7040211298535, 'reg_lambda': 0.7964670374821675}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:58,385] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 206, 'learning_rate': 0.010347455015515369, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8459480971524632, 'colsample_bytree': 0.7742411000724099, 'gamma': 1.9183428113891492, 'reg_alpha': 0.7215562657089186, 'reg_lambda': 0.7585528587392231}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:58,666] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.010535914143803506, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8494076668964554, 'colsample_bytree': 0.7941731412432635, 'gamma': 1.9750986556175363, 'reg_alpha': 0.8873466386332092, 'reg_lambda': 0.7193463369558137}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:58,862] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 205, 'learning_rate': 0.010073910501639255, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9188019485550594, 'colsample_bytree': 0.7640457344013285, 'gamma': 3.1529024850082923, 'reg_alpha': 0.6964590893493781, 'reg_lambda': 0.9384677822363404}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:59,147] Trial 26 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 205, 'learning_rate': 0.013011045518282966, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7686660940117723, 'colsample_bytree': 0.8280012832432536, 'gamma': 2.3289393408560253, 'reg_alpha': 0.6001583847380332, 'reg_lambda': 0.7262084666392505}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:59,318] Trial 27 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.018257075559697692, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8661926224510862, 'colsample_bytree': 0.7393687171332763, 'gamma': 1.609753087716894, 'reg_alpha': 0.838842424933702, 'reg_lambda': 0.8748239399115552}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:59,612] Trial 28 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 189, 'learning_rate': 0.02870368648392426, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9607356146728036, 'colsample_bytree': 0.8940086631111394, 'gamma': 1.8792001094003266, 'reg_alpha': 0.5780046197616835, 'reg_lambda': 1.6336469178061803}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:59,743] Trial 29 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 44, 'learning_rate': 0.01179762774687452, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7743512448457006, 'colsample_bytree': 0.7818457095093363, 'gamma': 1.084561804282139, 'reg_alpha': 0.7188648215125245, 'reg_lambda': 2.351571436948661}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:59,953] Trial 30 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.0126293295723112, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8340561677685013, 'colsample_bytree': 0.8207224327781987, 'gamma': 3.2635143725462115, 'reg_alpha': 0.4298631194045247, 'reg_lambda': 0.6574968623946378}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:00,151] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 102, 'learning_rate': 0.013771704656653068, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8964990423500722, 'colsample_bytree': 0.6817846686129698, 'gamma': 0.35076671589604325, 'reg_alpha': 0.7427176568436777, 'reg_lambda': 1.2457800299516137}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:00,367] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 108, 'learning_rate': 0.016794896280722345, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8844310627399182, 'colsample_bytree': 0.6829811116689355, 'gamma': 2.650398583114403, 'reg_alpha': 0.9387185626396402, 'reg_lambda': 1.0642671803445662}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:00,533] Trial 33 finished with value: 0.5 and parameters: {'n_estimators': 75, 'learning_rate': 0.013215394211105192, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9464072284393583, 'colsample_bytree': 0.7425803500976479, 'gamma': 2.155348042907649, 'reg_alpha': 0.7520264589138296, 'reg_lambda': 1.2787118771046968}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:00,664] Trial 34 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 49, 'learning_rate': 0.026436016292077952, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9122090197842138, 'colsample_bytree': 0.8151801622774046, 'gamma': 0.49487676132184366, 'reg_alpha': 0.852851469415544, 'reg_lambda': 0.8653372724353022}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:00,923] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 143, 'learning_rate': 0.010523095252692457, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8311453794054797, 'colsample_bytree': 0.7170232186654725, 'gamma': 1.1109450552741387, 'reg_alpha': 0.6947182005236555, 'reg_lambda': 1.065497779348649}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:01,171] Trial 36 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 161, 'learning_rate': 0.01331609029610912, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7956408410851349, 'colsample_bytree': 0.7507135103280745, 'gamma': 1.6913402847675012, 'reg_alpha': 0.8132243130028181, 'reg_lambda': 0.6160372238099929}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:01,368] Trial 37 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 247, 'learning_rate': 0.017873546897929207, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9985251561911173, 'colsample_bytree': 0.6604358026220898, 'gamma': 4.894109125192092, 'reg_alpha': 0.5652317646859673, 'reg_lambda': 1.2053513254575479}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:01,661] Trial 38 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 113, 'learning_rate': 0.273312200385831, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9084310958360364, 'colsample_bytree': 0.7067363573782152, 'gamma': 2.5027162615008, 'reg_alpha': 0.9502438846296024, 'reg_lambda': 0.7943476674673968}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:01,796] Trial 39 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 63, 'learning_rate': 0.014623268785602727, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8036171144988231, 'colsample_bytree': 0.8448409854984784, 'gamma': 1.0105219515978252, 'reg_alpha': 0.4505137527622123, 'reg_lambda': 1.8598072026685926}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:02,065] Trial 40 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 89, 'learning_rate': 0.16131569546402114, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8913052952564522, 'colsample_bytree': 0.7836148567869206, 'gamma': 2.6867734367447134, 'reg_alpha': 0.09604338371225407, 'reg_lambda': 1.4371415667204044}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:02,343] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 101, 'learning_rate': 0.023527794620125036, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8753447563933, 'colsample_bytree': 0.6352512975978869, 'gamma': 0.40275495628334496, 'reg_alpha': 0.7406645893636602, 'reg_lambda': 0.980231830742702}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:02,551] Trial 42 finished with value: 0.738095238095238 and parameters: {'n_estimators': 131, 'learning_rate': 0.012307620518671219, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8436745015361007, 'colsample_bytree': 0.6753146066329655, 'gamma': 0.26944854188649514, 'reg_alpha': 0.6799459924494189, 'reg_lambda': 1.1822901913558481}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:02,704] Trial 43 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 85, 'learning_rate': 0.010049699268637642, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9647134619526219, 'colsample_bytree': 0.6889510792893822, 'gamma': 1.5596884342392383, 'reg_alpha': 0.47276516062183394, 'reg_lambda': 2.082162153033201}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:03,063] Trial 44 finished with value: 0.625 and parameters: {'n_estimators': 82, 'learning_rate': 0.011500812523273144, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9734807281415121, 'colsample_bytree': 0.689061514580267, 'gamma': 1.5655243851979694, 'reg_alpha': 0.33548619263117674, 'reg_lambda': 2.0435917994040738}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:03,196] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.014681849370041668, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9594301420027834, 'colsample_bytree': 0.725846451101976, 'gamma': 1.2154292677705174, 'reg_alpha': 0.4772018326132216, 'reg_lambda': 2.297062727216146}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:03,351] Trial 46 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 117, 'learning_rate': 0.01986983471450459, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9237792918747395, 'colsample_bytree': 0.6651636360894704, 'gamma': 2.1023071850040154, 'reg_alpha': 0.2189262678130629, 'reg_lambda': 2.641980241060573}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:03,583] Trial 47 finished with value: 0.738095238095238 and parameters: {'n_estimators': 82, 'learning_rate': 0.010131388073430676, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9805807165690482, 'colsample_bytree': 0.7131651763001265, 'gamma': 2.2973480577812864, 'reg_alpha': 0.3594934323427843, 'reg_lambda': 2.027958999071667}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:03,824] Trial 48 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.06880205245616186, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8986937380999952, 'colsample_bytree': 0.7644050761871973, 'gamma': 1.7983738208992517, 'reg_alpha': 0.5483557360380151, 'reg_lambda': 0.6230486939505886}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:03,930] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 38, 'learning_rate': 0.08189833296296357, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9498517256004508, 'colsample_bytree': 0.7426218336737354, 'gamma': 0.6066485580878407, 'reg_alpha': 0.5526146360151196, 'reg_lambda': 0.6157918956644751}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:04,151] Trial 50 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 56, 'learning_rate': 0.09654405317891336, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9016844196376871, 'colsample_bytree': 0.9616929583389676, 'gamma': 1.3714993284398134, 'reg_alpha': 0.49798251558664897, 'reg_lambda': 2.1355759250294186}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:04,284] Trial 51 finished with value: 0.755952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.06695605447876346, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8817666945166137, 'colsample_bytree': 0.7854785202213331, 'gamma': 1.834482672261661, 'reg_alpha': 0.6173856538853615, 'reg_lambda': 0.7987077881499076}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:04,489] Trial 52 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 100, 'learning_rate': 0.05873080073653631, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9287887313783666, 'colsample_bytree': 0.8091265950688291, 'gamma': 1.719939462228723, 'reg_alpha': 0.6251690715856779, 'reg_lambda': 0.5738637618446966}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:04,623] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.06013463264384617, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9997701083059938, 'colsample_bytree': 0.756941402238458, 'gamma': 1.4939716453951988, 'reg_alpha': 0.5371434057124317, 'reg_lambda': 1.8273921012322036}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:04,907] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.05228191955486488, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9882899826268153, 'colsample_bytree': 0.7318961671694991, 'gamma': 1.8453895618588156, 'reg_alpha': 0.5453913545389727, 'reg_lambda': 1.9121984227453825}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:05,035] Trial 55 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.06668705606360632, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9993558518661482, 'colsample_bytree': 0.8334640068344713, 'gamma': 1.501732633004937, 'reg_alpha': 0.5923819692587173, 'reg_lambda': 1.5476707106677052}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:05,346] Trial 56 finished with value: 0.738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.04492672552156216, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9691824751729379, 'colsample_bytree': 0.801669843273547, 'gamma': 1.2359335136900977, 'reg_alpha': 0.66276353673492, 'reg_lambda': 2.5901044039823997}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:05,623] Trial 57 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 93, 'learning_rate': 0.14747632760430687, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7321575826769395, 'colsample_bytree': 0.7729362089002657, 'gamma': 0.8784320357123158, 'reg_alpha': 0.6181846178044308, 'reg_lambda': 1.8257128812902637}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:05,782] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 137, 'learning_rate': 0.06000577195174458, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9483824633198132, 'colsample_bytree': 0.6422673765666834, 'gamma': 2.8604056471983217, 'reg_alpha': 0.47668457207538745, 'reg_lambda': 1.7029091566220451}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:05,849] Trial 59 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 22, 'learning_rate': 0.08000032626862487, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6642749281287041, 'colsample_bytree': 0.613368666350887, 'gamma': 2.2453778312535246, 'reg_alpha': 0.7704038115963161, 'reg_lambda': 2.1691046479432496}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:05,978] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 37, 'learning_rate': 0.044259687746091736, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.8192251954199057, 'colsample_bytree': 0.7570970074066307, 'gamma': 2.039354844679827, 'reg_alpha': 0.49554656350556214, 'reg_lambda': 1.7900944594111532}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:06,197] Trial 61 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 83, 'learning_rate': 0.07114307824115904, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8713867038177434, 'colsample_bytree': 0.6951084657149683, 'gamma': 1.7797138467079325, 'reg_alpha': 0.5202402796788119, 'reg_lambda': 0.7047913829406998}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:06,327] Trial 62 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 67, 'learning_rate': 0.09623901861282093, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9005986444131004, 'colsample_bytree': 0.7856886702092991, 'gamma': 1.5414576906175173, 'reg_alpha': 0.4395348736018958, 'reg_lambda': 0.8364624985695959}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:06,481] Trial 63 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 110, 'learning_rate': 0.047067697376967255, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9270017015553643, 'colsample_bytree': 0.7651048959944505, 'gamma': 1.3790329964294266, 'reg_alpha': 0.3816673892710637, 'reg_lambda': 0.5043769165711791}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:06,681] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.06257469332572868, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9826815791785221, 'colsample_bytree': 0.7544868925664879, 'gamma': 1.9610576050005672, 'reg_alpha': 0.6429348210002054, 'reg_lambda': 1.3404708371235112}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:06,927] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 55, 'learning_rate': 0.058339124050784376, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9838426224496686, 'colsample_bytree': 0.7319322619715259, 'gamma': 2.4384968098782793, 'reg_alpha': 0.6475608238632972, 'reg_lambda': 1.310801806005262}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:07,061] Trial 66 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 79, 'learning_rate': 0.0863439656955328, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9797173861656838, 'colsample_bytree': 0.7094298209304731, 'gamma': 2.452239437158921, 'reg_alpha': 0.6592887777873805, 'reg_lambda': 1.304726373540782}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:07,313] Trial 67 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 155, 'learning_rate': 0.12595180793641136, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9646210694830445, 'colsample_bytree': 0.7338776824296248, 'gamma': 1.9438731772305822, 'reg_alpha': 0.7074109367013145, 'reg_lambda': 1.5581059518164366}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:07,458] Trial 68 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 43, 'learning_rate': 0.04840126221399698, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9392163467905018, 'colsample_bytree': 0.6746003375859446, 'gamma': 3.0664628447932385, 'reg_alpha': 0.6138832346832765, 'reg_lambda': 1.0819633778818083}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:07,717] Trial 69 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 56, 'learning_rate': 0.03950940314216429, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.956878891192069, 'colsample_bytree': 0.7491749850972901, 'gamma': 3.3820564967486604, 'reg_alpha': 0.6631877551803362, 'reg_lambda': 1.378072832321145}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:07,880] Trial 70 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 179, 'learning_rate': 0.07186649509836886, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9529140864899533, 'colsample_bytree': 0.7236616957274217, 'gamma': 4.521528213523901, 'reg_alpha': 0.5773515205979862, 'reg_lambda': 1.4332976990525157}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:08,006] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.039762926406904285, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.983060922321757, 'colsample_bytree': 0.7730176166118793, 'gamma': 3.492563818542805, 'reg_alpha': 0.6478145974103143, 'reg_lambda': 1.2757436359934995}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:08,238] Trial 72 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 72, 'learning_rate': 0.036660910167575035, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9381671819868548, 'colsample_bytree': 0.7417752841763253, 'gamma': 4.244469713289418, 'reg_alpha': 0.6754365549362725, 'reg_lambda': 1.1222136119106525}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:08,462] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.06508357239317036, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9709641081275147, 'colsample_bytree': 0.7506997235259787, 'gamma': 2.807710322331667, 'reg_alpha': 0.7667206140936338, 'reg_lambda': 1.3928601362964532}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:08,633] Trial 74 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 48, 'learning_rate': 0.05517302919941629, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9572704268499053, 'colsample_bytree': 0.7035093124850931, 'gamma': 2.2170499133622394, 'reg_alpha': 0.71972407291908, 'reg_lambda': 0.9915982094447946}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:08,749] Trial 75 finished with value: 0.738095238095238 and parameters: {'n_estimators': 35, 'learning_rate': 0.032541856099799545, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9198247039543233, 'colsample_bytree': 0.7920954744375641, 'gamma': 2.569929940593712, 'reg_alpha': 0.8093858622322426, 'reg_lambda': 1.3311964445804547}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:09,016] Trial 76 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 92, 'learning_rate': 0.0784993141940505, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8835049032510799, 'colsample_bytree': 0.7188757386444738, 'gamma': 4.0547638585122, 'reg_alpha': 0.6029580525404844, 'reg_lambda': 0.9039359580253343}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:09,287] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 28, 'learning_rate': 0.011671454804958115, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.975161974355044, 'colsample_bytree': 0.6856382628168736, 'gamma': 2.3944642082922085, 'reg_alpha': 0.6866439024763514, 'reg_lambda': 1.6344555748991287}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:09,416] Trial 78 finished with value: 0.6934523809523808 and parameters: {'n_estimators': 76, 'learning_rate': 0.08866029632279267, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9915747447517474, 'colsample_bytree': 0.7718954674465379, 'gamma': 3.3588574837122462, 'reg_alpha': 0.7414888332130655, 'reg_lambda': 1.4943816712204174}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:09,541] Trial 79 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.05588536303533684, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9138701295394511, 'colsample_bytree': 0.7476851933556617, 'gamma': 2.0235484297231654, 'reg_alpha': 0.83974319875487, 'reg_lambda': 0.7811384921218266}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:09,692] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 87, 'learning_rate': 0.0634657609321612, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9416590416934503, 'colsample_bytree': 0.8036995077644723, 'gamma': 0.2399208948405871, 'reg_alpha': 0.6475315459331712, 'reg_lambda': 1.1380829903773724}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:09,959] Trial 81 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 51, 'learning_rate': 0.04201476103265354, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.985467141204813, 'colsample_bytree': 0.7801552992101228, 'gamma': 3.6920366750230946, 'reg_alpha': 0.62642257509352, 'reg_lambda': 1.2340535015134502}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:10,079] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 58, 'learning_rate': 0.04987428330002931, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9869160028171113, 'colsample_bytree': 0.7702276424180147, 'gamma': 3.5540425490671264, 'reg_alpha': 0.6431072564192845, 'reg_lambda': 1.2156336058883037}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:10,183] Trial 83 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 48, 'learning_rate': 0.039714255823673376, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9617251958119529, 'colsample_bytree': 0.7608395723168236, 'gamma': 3.4467454990796957, 'reg_alpha': 0.5752215319765397, 'reg_lambda': 1.2988712596408416}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:10,381] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 42, 'learning_rate': 0.03318467986531851, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9765465453196156, 'colsample_bytree': 0.7371183296031635, 'gamma': 1.699130541950491, 'reg_alpha': 0.7085097414908038, 'reg_lambda': 1.0292217921255915}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:10,509] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 70, 'learning_rate': 0.025861374512634525, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8594157753444269, 'colsample_bytree': 0.7279457548045796, 'gamma': 3.8814666610108106, 'reg_alpha': 0.7919590521343549, 'reg_lambda': 0.6590097638759286}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:10,692] Trial 86 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.0363920386596057, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9465847223787055, 'colsample_bytree': 0.788278465968966, 'gamma': 3.1658491036268903, 'reg_alpha': 0.6628342622064509, 'reg_lambda': 1.395014208737901}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:10,872] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 124, 'learning_rate': 0.03024124268697038, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9309422930541023, 'colsample_bytree': 0.8173390330668417, 'gamma': 1.8875284467160718, 'reg_alpha': 0.5975441309856033, 'reg_lambda': 1.253439091547178}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:11,074] Trial 88 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.011175942907643711, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9662901205126739, 'colsample_bytree': 0.7010018283614122, 'gamma': 2.6207286293445393, 'reg_alpha': 0.5561949458471884, 'reg_lambda': 0.94456495939904}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:11,223] Trial 89 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 97, 'learning_rate': 0.013989849479724727, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8938848906281459, 'colsample_bytree': 0.7770127995316927, 'gamma': 2.856673836082383, 'reg_alpha': 0.4642382178575881, 'reg_lambda': 1.5122018807039208}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:11,486] Trial 90 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.2030711622167162, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9902027499876913, 'colsample_bytree': 0.8797436298656233, 'gamma': 2.172428424683265, 'reg_alpha': 0.7485285245865873, 'reg_lambda': 1.1648251963114076}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:11,624] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 77, 'learning_rate': 0.05245926656037047, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9107079305882161, 'colsample_bytree': 0.7480813709441255, 'gamma': 2.0338272313174213, 'reg_alpha': 0.834130698748242, 'reg_lambda': 0.7708120862056037}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:11,897] Trial 92 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 57, 'learning_rate': 0.05611001059160325, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.954171922037617, 'colsample_bytree': 0.7532628238429421, 'gamma': 1.8102607563717703, 'reg_alpha': 0.6932925264094173, 'reg_lambda': 0.59801488427093}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:12,029] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 61, 'learning_rate': 0.06531392279405497, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9096590264644062, 'colsample_bytree': 0.7643717097073456, 'gamma': 1.6356662194921374, 'reg_alpha': 0.8651896320202834, 'reg_lambda': 0.8534574118356408}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:12,122] Trial 94 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 32, 'learning_rate': 0.07421899903018703, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9209879652996869, 'colsample_bytree': 0.746161743638386, 'gamma': 2.3005094855335084, 'reg_alpha': 0.9164877881044838, 'reg_lambda': 0.782884551909116}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:12,356] Trial 95 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 52, 'learning_rate': 0.05777379735317209, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.981369679875336, 'colsample_bytree': 0.7153454610847609, 'gamma': 2.115415075807298, 'reg_alpha': 0.6418521109952252, 'reg_lambda': 0.6720381773825943}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:12,485] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.06828379240247243, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8753464218635796, 'colsample_bytree': 0.6601899548604715, 'gamma': 1.9867167807526835, 'reg_alpha': 0.5278432566795435, 'reg_lambda': 1.4455265806382127}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:12,625] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.041674595920346, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9013691739305199, 'colsample_bytree': 0.7978655009891511, 'gamma': 0.12364842903990692, 'reg_alpha': 0.7267060891290631, 'reg_lambda': 1.3361752512564986}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:12,784] Trial 98 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.09664799175433768, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9334413882659189, 'colsample_bytree': 0.7294158291442695, 'gamma': 1.8072510247146092, 'reg_alpha': 0.6729170408562647, 'reg_lambda': 0.7351434614139342}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:13,063] Trial 99 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.012296073213720051, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6210655146476964, 'colsample_bytree': 0.7369909689336347, 'gamma': 2.429117441422897, 'reg_alpha': 0.5817975774449818, 'reg_lambda': 1.03535840391215}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:13,197] Trial 100 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 107, 'learning_rate': 0.010000590381821264, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7195832678982798, 'colsample_bytree': 0.6793036233024742, 'gamma': 2.7445183349653584, 'reg_alpha': 0.5871903832766198, 'reg_lambda': 1.0902626774690447}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:13,330] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 60, 'learning_rate': 0.012812912978733354, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6541694701629872, 'colsample_bytree': 0.7602864974800783, 'gamma': 2.4541983716455467, 'reg_alpha': 0.5088009492175989, 'reg_lambda': 1.048315040974065}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:13,603] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 148, 'learning_rate': 0.010965820040241651, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6512910236729726, 'colsample_bytree': 0.7380601272076037, 'gamma': 1.9671614348190543, 'reg_alpha': 0.42180453881246693, 'reg_lambda': 0.9639753608426002}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:13,792] Trial 103 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 54, 'learning_rate': 0.01221714369933563, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7934331354125486, 'colsample_bytree': 0.7771693230380485, 'gamma': 2.9784967961628577, 'reg_alpha': 0.6177376531443635, 'reg_lambda': 0.8224963254911093}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:13,935] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 67, 'learning_rate': 0.015391416348833013, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8871312568797429, 'colsample_bytree': 0.7503404808328539, 'gamma': 2.3388068630134553, 'reg_alpha': 0.5617219490558583, 'reg_lambda': 2.2439937950199873}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,145] Trial 105 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 41, 'learning_rate': 0.0457356070314354, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.626277511695467, 'colsample_bytree': 0.7098312818145338, 'gamma': 2.5408757469995855, 'reg_alpha': 0.6351613841632644, 'reg_lambda': 0.8818831196850502}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,291] Trial 106 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 86, 'learning_rate': 0.013908220934206971, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6052402661297338, 'colsample_bytree': 0.6926434902479999, 'gamma': 2.0884343439857904, 'reg_alpha': 0.7725650081930854, 'reg_lambda': 0.5516784821262077}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,414] Trial 107 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.06098537607610839, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9929848371020252, 'colsample_bytree': 0.7222341103875716, 'gamma': 1.1488950912865876, 'reg_alpha': 0.5407310711312444, 'reg_lambda': 1.2703625386043373}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,542] Trial 108 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 79, 'learning_rate': 0.052778604109854445, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6970273184130495, 'colsample_bytree': 0.7674785914959336, 'gamma': 0.9340090524861284, 'reg_alpha': 0.6951133181048302, 'reg_lambda': 2.4244307459699797}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,702] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 71, 'learning_rate': 0.017024487042855353, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7436818564517034, 'colsample_bytree': 0.8092847623797231, 'gamma': 2.226215154717602, 'reg_alpha': 0.5996719213290918, 'reg_lambda': 1.58453374842634}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,851] Trial 110 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 60, 'learning_rate': 0.011805637752196582, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.97410810798193, 'colsample_bytree': 0.647171037326055, 'gamma': 1.4570775903839048, 'reg_alpha': 0.6619218192601336, 'reg_lambda': 1.9228085230222574}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,982] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.04938316529391119, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.966333337285094, 'colsample_bytree': 0.744691612287089, 'gamma': 1.6113933250314905, 'reg_alpha': 0.829175144473533, 'reg_lambda': 0.8071969758340393}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:15,117] Trial 112 finished with value: 0.738095238095238 and parameters: {'n_estimators': 78, 'learning_rate': 0.05375250776915119, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9145824928090217, 'colsample_bytree': 0.7528975526266798, 'gamma': 1.882799252661178, 'reg_alpha': 0.828104555774875, 'reg_lambda': 0.6867142130621973}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:15,249] Trial 113 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 97, 'learning_rate': 0.06150509206433272, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.865387695988082, 'colsample_bytree': 0.7330441321389435, 'gamma': 2.0352245030470026, 'reg_alpha': 0.8466210453334186, 'reg_lambda': 0.7474933820570585}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:15,371] Trial 114 finished with value: 0.6875 and parameters: {'n_estimators': 83, 'learning_rate': 0.07247701749254688, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.906162927572855, 'colsample_bytree': 0.7472986160105504, 'gamma': 1.7093547369835416, 'reg_alpha': 0.8705609508932936, 'reg_lambda': 0.9039631399525137}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:15,626] Trial 115 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 156, 'learning_rate': 0.02195447058222953, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9415933197963545, 'colsample_bytree': 0.6679968005820937, 'gamma': 0.666001840236027, 'reg_alpha': 0.7402737372989786, 'reg_lambda': 1.3487179462356107}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:15,755] Trial 116 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 51, 'learning_rate': 0.07531907092558908, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9564970641692877, 'colsample_bytree': 0.7895005885945957, 'gamma': 2.4315831692253425, 'reg_alpha': 0.785214368030911, 'reg_lambda': 1.1789717802753559}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:15,897] Trial 117 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.08591003422088679, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8957985581104485, 'colsample_bytree': 0.7578746985836889, 'gamma': 2.162723935519267, 'reg_alpha': 0.9102025729950078, 'reg_lambda': 1.4616021271830197}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:16,035] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.05061372840610315, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9254255794788693, 'colsample_bytree': 0.7709630238203431, 'gamma': 2.026368002417227, 'reg_alpha': 0.7203862713255238, 'reg_lambda': 0.6283685707381902}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:16,254] Trial 119 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.011084010395023013, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.849406247704161, 'colsample_bytree': 0.7823481739032616, 'gamma': 3.5750493112854027, 'reg_alpha': 0.9764393460527567, 'reg_lambda': 2.996828474219487}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:16,381] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.0566925171182724, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9156287710409067, 'colsample_bytree': 0.7409945963279287, 'gamma': 1.298140009939822, 'reg_alpha': 0.4880395933777356, 'reg_lambda': 0.7664219089520043}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:16,603] Trial 121 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 141, 'learning_rate': 0.10510242467770038, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9466667378350369, 'colsample_bytree': 0.7315529464336806, 'gamma': 1.9174985063758694, 'reg_alpha': 0.6822908670004124, 'reg_lambda': 0.7265101312636089}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:16,760] Trial 122 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 143, 'learning_rate': 0.09568281584494376, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.933854354924617, 'colsample_bytree': 0.7215020676548377, 'gamma': 1.8065736723486383, 'reg_alpha': 0.6718961368555787, 'reg_lambda': 0.8295791987830112}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:16,995] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.06842280420369402, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8774382985704718, 'colsample_bytree': 0.7218359823687205, 'gamma': 1.6586227295816296, 'reg_alpha': 0.03710781229620175, 'reg_lambda': 0.9898347785432386}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:17,126] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.024854516259024326, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9324733396714247, 'colsample_bytree': 0.7039613084388809, 'gamma': 1.7647899685618693, 'reg_alpha': 0.6161062882992187, 'reg_lambda': 0.8531001266297034}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:17,411] Trial 125 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 153, 'learning_rate': 0.12209204690385111, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9809790837837837, 'colsample_bytree': 0.9988556089234657, 'gamma': 1.556740296427479, 'reg_alpha': 0.6509714519061482, 'reg_lambda': 0.9370717257683868}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:17,554] Trial 126 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 54, 'learning_rate': 0.08029704728298345, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9610028085879677, 'colsample_bytree': 0.7635131192480168, 'gamma': 3.2672719740573255, 'reg_alpha': 0.8062781840005913, 'reg_lambda': 1.1120614924776702}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:17,748] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 159, 'learning_rate': 0.047065268199697766, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.889347765311113, 'colsample_bytree': 0.7377578467955066, 'gamma': 2.258044044074099, 'reg_alpha': 0.5725516594752895, 'reg_lambda': 1.3818036767107202}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:17,862] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.15437182820691236, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.969281318983035, 'colsample_bytree': 0.6882448336742372, 'gamma': 2.078466318228397, 'reg_alpha': 0.6375809435160766, 'reg_lambda': 0.5628234101062637}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:18,269] Trial 129 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 170, 'learning_rate': 0.04219753348436263, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9489901652793943, 'colsample_bytree': 0.7163006684697567, 'gamma': 1.8597119611322217, 'reg_alpha': 0.7118748242886256, 'reg_lambda': 1.0200983806095112}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:18,387] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 48, 'learning_rate': 0.019702084967511763, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9227866294848842, 'colsample_bytree': 0.7479194722702166, 'gamma': 2.9434578254119366, 'reg_alpha': 0.66039230969487, 'reg_lambda': 0.7902272469647152}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:18,614] Trial 131 finished with value: 0.744047619047619 and parameters: {'n_estimators': 145, 'learning_rate': 0.018399924179281005, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9213243310180769, 'colsample_bytree': 0.7533460050107085, 'gamma': 3.024060923005068, 'reg_alpha': 0.6666101362374229, 'reg_lambda': 0.7974823771764712}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:18,722] Trial 132 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.020055178878266675, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9048639192467985, 'colsample_bytree': 0.7434315284243223, 'gamma': 3.8391465026515053, 'reg_alpha': 0.7590295299663722, 'reg_lambda': 0.67844713194393}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:19,016] Trial 133 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 128, 'learning_rate': 0.013352892724670048, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7821992553934821, 'colsample_bytree': 0.7658795089980496, 'gamma': 2.70270639773474, 'reg_alpha': 0.6035067005013334, 'reg_lambda': 2.103789465194529}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:19,138] Trial 134 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 51, 'learning_rate': 0.0104591240959151, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9373203385738721, 'colsample_bytree': 0.775128031773224, 'gamma': 3.157518307703097, 'reg_alpha': 0.6845702459892447, 'reg_lambda': 0.8368336137837536}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:19,315] Trial 135 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 46, 'learning_rate': 0.034015131531332905, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9113742805063426, 'colsample_bytree': 0.7268781520816772, 'gamma': 3.390169584846772, 'reg_alpha': 0.6261492446880333, 'reg_lambda': 1.229065555535174}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:19,519] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.06435032335480374, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9533748425566138, 'colsample_bytree': 0.6986444022044398, 'gamma': 2.341908903047626, 'reg_alpha': 0.7050023289338732, 'reg_lambda': 1.2995616906401453}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:19,667] Trial 137 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 63, 'learning_rate': 0.02780084930119326, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.994018317640215, 'colsample_bytree': 0.7585855007412007, 'gamma': 2.6072822607339354, 'reg_alpha': 0.5822728810936718, 'reg_lambda': 0.7599326664333307}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:19,809] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.01571586084604645, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9000440025551304, 'colsample_bytree': 0.7114641409737399, 'gamma': 2.934474346033154, 'reg_alpha': 0.6567496663083103, 'reg_lambda': 0.6380410774935503}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:20,015] Trial 139 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.012136756320542124, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.9293798232236082, 'colsample_bytree': 0.7508988553485095, 'gamma': 3.666193097455214, 'reg_alpha': 0.8853948018784594, 'reg_lambda': 0.8839798625164594}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:20,166] Trial 140 finished with value: 0.738095238095238 and parameters: {'n_estimators': 93, 'learning_rate': 0.03042067617815301, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.98388966208582, 'colsample_bytree': 0.9531512136006198, 'gamma': 1.9574254333734262, 'reg_alpha': 0.5208534882760963, 'reg_lambda': 0.7108754267033126}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:20,335] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.10176853272882673, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9368575686660341, 'colsample_bytree': 0.7327542728912981, 'gamma': 1.781787565888105, 'reg_alpha': 0.6796828771144308, 'reg_lambda': 0.7772660195674593}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:20,568] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 147, 'learning_rate': 0.11265836722284846, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9420182875638816, 'colsample_bytree': 0.735922053895659, 'gamma': 1.7579136821267827, 'reg_alpha': 0.6736419484892489, 'reg_lambda': 0.8113991850370341}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:20,866] Trial 143 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 135, 'learning_rate': 0.12220164699963713, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9754794535211833, 'colsample_bytree': 0.7464995984342823, 'gamma': 3.2726182614608605, 'reg_alpha': 0.7315364933619078, 'reg_lambda': 0.5956259498882057}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:21,022] Trial 144 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 139, 'learning_rate': 0.09551912618737976, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9165803787076234, 'colsample_bytree': 0.7245588034453496, 'gamma': 2.1408255881971385, 'reg_alpha': 0.6419741049644639, 'reg_lambda': 0.9326587264751713}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:21,168] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.0923716593747142, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.921060224304452, 'colsample_bytree': 0.7244619603828574, 'gamma': 2.1631842544309863, 'reg_alpha': 0.640176970242248, 'reg_lambda': 0.9888554317196627}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:21,578] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 140, 'learning_rate': 0.09168681971161739, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9218834020511518, 'colsample_bytree': 0.7258280052164574, 'gamma': 2.162120009852362, 'reg_alpha': 0.636772261810659, 'reg_lambda': 0.9246169497472172}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:21,724] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 130, 'learning_rate': 0.0953781351792879, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9234971947465638, 'colsample_bytree': 0.7228457330980897, 'gamma': 2.5330581366270364, 'reg_alpha': 0.6213238572616805, 'reg_lambda': 0.9309182162952906}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:21,910] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 142, 'learning_rate': 0.09150438714275715, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9379447596711439, 'colsample_bytree': 0.7092831632948253, 'gamma': 2.185992472567485, 'reg_alpha': 0.638433779713175, 'reg_lambda': 1.0168867332878464}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:22,055] Trial 149 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 139, 'learning_rate': 0.11097476757599425, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9200055677405763, 'colsample_bytree': 0.7305340019484258, 'gamma': 2.4462829277382743, 'reg_alpha': 0.5988482817490022, 'reg_lambda': 0.9602009246322002}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:22,445] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.10292465247059777, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9299243038714965, 'colsample_bytree': 0.7255887984670494, 'gamma': 2.1296268611492155, 'reg_alpha': 0.5531233923697967, 'reg_lambda': 0.8945988555015884}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:22,596] Trial 151 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.10269215254673963, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9638365439779483, 'colsample_bytree': 0.7176332825021843, 'gamma': 1.8450571695552869, 'reg_alpha': 0.6515709262062175, 'reg_lambda': 1.1170931404179056}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:22,771] Trial 152 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.08834863559105635, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9561995516478026, 'colsample_bytree': 0.6942672552215513, 'gamma': 2.2986351275652295, 'reg_alpha': 0.6951151254403662, 'reg_lambda': 1.07203033785844}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:22,916] Trial 153 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 135, 'learning_rate': 0.07891865497308803, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6891886225752049, 'colsample_bytree': 0.7326656370382783, 'gamma': 3.4635799746696243, 'reg_alpha': 0.6700822333505461, 'reg_lambda': 1.179661983017426}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:23,231] Trial 154 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 150, 'learning_rate': 0.1314696566912869, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9463731719272157, 'colsample_bytree': 0.7040548674893321, 'gamma': 1.8872803324617544, 'reg_alpha': 0.6305965989255157, 'reg_lambda': 0.9847616723554001}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:23,373] Trial 155 finished with value: 0.738095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.08353834259278076, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9717926851243084, 'colsample_bytree': 0.6796758455976164, 'gamma': 2.3714414578519745, 'reg_alpha': 0.6083417763907409, 'reg_lambda': 1.7390773865528029}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:23,528] Trial 156 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 163, 'learning_rate': 0.09297276890578406, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8917064097251368, 'colsample_bytree': 0.7360934781008389, 'gamma': 1.6696321793777607, 'reg_alpha': 0.5843784141702977, 'reg_lambda': 0.8460087438322637}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:23,776] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.10026540775378566, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9020030334447496, 'colsample_bytree': 0.717204223684324, 'gamma': 0.5179831978074697, 'reg_alpha': 0.6769000321358477, 'reg_lambda': 1.2746846696217196}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:24,024] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.07612156553247897, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9173477884562491, 'colsample_bytree': 0.7595873491945597, 'gamma': 1.4422198893474196, 'reg_alpha': 0.7136801140998436, 'reg_lambda': 0.8995346934042117}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:24,194] Trial 159 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.011220642991273113, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.998386916419355, 'colsample_bytree': 0.6549342687785566, 'gamma': 2.174095955157555, 'reg_alpha': 0.6441951307588573, 'reg_lambda': 1.1439491480519097}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:24,354] Trial 160 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 134, 'learning_rate': 0.11388339171238687, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.813803349790628, 'colsample_bytree': 0.7400587202303162, 'gamma': 1.947338398133924, 'reg_alpha': 0.697390160074815, 'reg_lambda': 1.3508606205555937}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:24,602] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.06931413126227061, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.909807456778506, 'colsample_bytree': 0.7439549861539994, 'gamma': 2.0383129891091984, 'reg_alpha': 0.6552280458591169, 'reg_lambda': 0.7953818719986194}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:24,790] Trial 162 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.08940059304235029, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8822529481292536, 'colsample_bytree': 0.7690620699724195, 'gamma': 1.8057831955169765, 'reg_alpha': 0.6122562534393259, 'reg_lambda': 0.9322631575907022}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:24,901] Trial 163 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 58, 'learning_rate': 0.05834561310936114, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9267994611562098, 'colsample_bytree': 0.7538770892387917, 'gamma': 2.0770217064564687, 'reg_alpha': 0.6315489121868428, 'reg_lambda': 0.8211648162999562}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:25,061] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.010533336867315385, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9350358322707649, 'colsample_bytree': 0.7281589814350129, 'gamma': 1.5829422965495938, 'reg_alpha': 0.5640989766278098, 'reg_lambda': 0.7059791832259372}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:25,315] Trial 165 finished with value: 0.744047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.010409325710326954, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9351692684865692, 'colsample_bytree': 0.7276587796158347, 'gamma': 1.5851389398955231, 'reg_alpha': 0.45636765759364717, 'reg_lambda': 0.7362412979003568}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:25,582] Trial 166 finished with value: 0.738095238095238 and parameters: {'n_estimators': 146, 'learning_rate': 0.013059912527346547, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9532357777837979, 'colsample_bytree': 0.7136742000272863, 'gamma': 1.744029055960803, 'reg_alpha': 0.5599613984176338, 'reg_lambda': 1.4038629545491803}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:25,758] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.01080454931432047, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9621729550958124, 'colsample_bytree': 0.7799467954142001, 'gamma': 1.4709112263198998, 'reg_alpha': 0.5343852467072667, 'reg_lambda': 0.6729552707533533}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:26,074] Trial 168 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 127, 'learning_rate': 0.011462608038008894, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9837630493614691, 'colsample_bytree': 0.7232611066049217, 'gamma': 1.6189954456827047, 'reg_alpha': 0.5878169049775965, 'reg_lambda': 2.5018713180593517}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:26,247] Trial 169 finished with value: 0.744047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.010012441604629493, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9427138925735621, 'colsample_bytree': 0.7075918413475083, 'gamma': 1.270244468571639, 'reg_alpha': 0.5943694923703844, 'reg_lambda': 2.7512721610486293}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:26,487] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.013901144506428985, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9701532322263203, 'colsample_bytree': 0.7217788475256518, 'gamma': 1.6355176489941672, 'reg_alpha': 0.5768389997191703, 'reg_lambda': 2.5141411155902733}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:26,679] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 127, 'learning_rate': 0.011944164515534915, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9852117032400483, 'colsample_bytree': 0.7317714956873803, 'gamma': 1.3729016539194716, 'reg_alpha': 0.5002997802601779, 'reg_lambda': 2.2556188246309214}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:26,947] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.011697582094566932, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9850233537286135, 'colsample_bytree': 0.7341013053710207, 'gamma': 1.4804682503670825, 'reg_alpha': 0.5405827828324083, 'reg_lambda': 2.2361451701353494}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:27,112] Trial 173 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 134, 'learning_rate': 0.012461062459827423, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9911356929248107, 'colsample_bytree': 0.725497486651965, 'gamma': 1.3778917853600308, 'reg_alpha': 0.4892103231090291, 'reg_lambda': 2.4755593977826633}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:27,417] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 104, 'learning_rate': 0.011142878351336746, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9912913828759846, 'colsample_bytree': 0.7254056315655351, 'gamma': 1.358739125033901, 'reg_alpha': 0.47826444231087006, 'reg_lambda': 2.670373016645522}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:27,577] Trial 175 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 129, 'learning_rate': 0.012742691225258842, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9790870467407651, 'colsample_bytree': 0.7005263752936949, 'gamma': 1.134407671601452, 'reg_alpha': 0.500325113619029, 'reg_lambda': 2.506483809913919}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:27,768] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.012130879139850967, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9330070204937903, 'colsample_bytree': 0.6703145396106266, 'gamma': 1.6020841530793273, 'reg_alpha': 0.425684729046954, 'reg_lambda': 2.3754092672563094}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:28,046] Trial 177 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 134, 'learning_rate': 0.014561192408472241, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.833610208600617, 'colsample_bytree': 0.7160360265393023, 'gamma': 1.2992035055158961, 'reg_alpha': 0.5045711319166828, 'reg_lambda': 2.4287069001476507}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:28,267] Trial 178 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 120, 'learning_rate': 0.012573489063587729, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9978402625332952, 'colsample_bytree': 0.7395287622769586, 'gamma': 1.5123465895725614, 'reg_alpha': 0.45690355550274125, 'reg_lambda': 2.485796995411228}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:28,428] Trial 179 finished with value: 0.738095238095238 and parameters: {'n_estimators': 138, 'learning_rate': 0.01164203162431629, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9172743103003089, 'colsample_bytree': 0.730367099401939, 'gamma': 1.3928008243933894, 'reg_alpha': 0.5685385721699473, 'reg_lambda': 2.6124782596999547}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:28,575] Trial 180 finished with value: 0.738095238095238 and parameters: {'n_estimators': 125, 'learning_rate': 0.010739828607198377, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9672495113410118, 'colsample_bytree': 0.7211074771688644, 'gamma': 1.7628507918987946, 'reg_alpha': 0.4926989953693216, 'reg_lambda': 2.2930993557609365}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:28,810] Trial 181 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 121, 'learning_rate': 0.012723213445878534, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7561352050291008, 'colsample_bytree': 0.7455899974707377, 'gamma': 1.5882753548424133, 'reg_alpha': 0.46403420921428445, 'reg_lambda': 2.535041460674379}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:29,061] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 113, 'learning_rate': 0.011976991173900093, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.987327392895766, 'colsample_bytree': 0.736122795734267, 'gamma': 1.525722696660985, 'reg_alpha': 0.5231413183742295, 'reg_lambda': 2.4955318644346383}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:29,208] Trial 183 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 119, 'learning_rate': 0.013923321369202532, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9896345131663383, 'colsample_bytree': 0.737944681291839, 'gamma': 1.6906801492749846, 'reg_alpha': 0.3787506264386807, 'reg_lambda': 1.963095120258482}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:29,382] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.010189276913176282, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9775760182655474, 'colsample_bytree': 0.7259001983772572, 'gamma': 1.012204381953485, 'reg_alpha': 0.5512949153303255, 'reg_lambda': 2.429635888606862}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:29,538] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.011126476562452716, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.998780738337105, 'colsample_bytree': 0.6868969091810614, 'gamma': 1.203272204396172, 'reg_alpha': 0.409145554494206, 'reg_lambda': 2.447841561754921}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:29,870] Trial 186 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.01332704896664971, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8954405504333336, 'colsample_bytree': 0.7393876761114578, 'gamma': 1.4956490549397208, 'reg_alpha': 0.46612147544482785, 'reg_lambda': 2.3518801286372906}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:30,025] Trial 187 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.0164437863635007, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.924866776515038, 'colsample_bytree': 0.7091090353244984, 'gamma': 0.8303331353546921, 'reg_alpha': 0.5169970140210896, 'reg_lambda': 2.558300127184669}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:30,184] Trial 188 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 106, 'learning_rate': 0.01267091441213507, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9990276293574762, 'colsample_bytree': 0.729827770729012, 'gamma': 1.8232382420893574, 'reg_alpha': 0.45083896131016665, 'reg_lambda': 2.6792934645956454}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:30,410] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 142, 'learning_rate': 0.014496375419039857, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9081562534362991, 'colsample_bytree': 0.7463637376019485, 'gamma': 1.5571893665214989, 'reg_alpha': 0.6844991027902336, 'reg_lambda': 2.1203306303574907}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:30,675] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.10762346395403086, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9487390134882684, 'colsample_bytree': 0.7173855896517262, 'gamma': 1.6867439014271162, 'reg_alpha': 0.4845658246083404, 'reg_lambda': 0.7339854016928642}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:30,882] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 148, 'learning_rate': 0.011648475635653304, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9798123916951414, 'colsample_bytree': 0.7563626346227836, 'gamma': 1.9629043551307075, 'reg_alpha': 0.6177867641021441, 'reg_lambda': 2.0343051194537076}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:31,123] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.011556608614140143, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.976406800929253, 'colsample_bytree': 0.7536579015052512, 'gamma': 1.9428118193187298, 'reg_alpha': 0.6164114889055726, 'reg_lambda': 1.998737229947569}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:31,308] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.011343930468212783, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9754609168678221, 'colsample_bytree': 0.7571092547012251, 'gamma': 1.940127480282434, 'reg_alpha': 0.6007065084326166, 'reg_lambda': 1.9708583352541797}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:31,615] Trial 194 finished with value: 0.738095238095238 and parameters: {'n_estimators': 147, 'learning_rate': 0.01064232038879863, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9608390783409573, 'colsample_bytree': 0.7517821231022741, 'gamma': 1.8441059480681181, 'reg_alpha': 0.6224786674067354, 'reg_lambda': 1.8950178219804483}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:31,757] Trial 195 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.01195223977328565, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.9802692384351719, 'colsample_bytree': 0.7442789892749897, 'gamma': 2.2160361417718075, 'reg_alpha': 0.6591523199334871, 'reg_lambda': 2.2006790961127365}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:31,990] Trial 196 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 155, 'learning_rate': 0.09734107496364201, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.968199494415495, 'colsample_bytree': 0.7313791109486504, 'gamma': 1.9705340156908109, 'reg_alpha': 0.589743785228987, 'reg_lambda': 0.8611986567331923}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:32,148] Trial 197 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 139, 'learning_rate': 0.010646396274019686, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.957227409014887, 'colsample_bytree': 0.7610833301519676, 'gamma': 2.124189767165646, 'reg_alpha': 0.6174128563465924, 'reg_lambda': 1.9945736587851464}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:32,398] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.0839447706447742, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9867412907089044, 'colsample_bytree': 0.724603739089981, 'gamma': 1.764892625789419, 'reg_alpha': 0.6381991944650673, 'reg_lambda': 2.285651772265727}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:32,560] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 135, 'learning_rate': 0.011772908339081416, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9374132086788949, 'colsample_bytree': 0.6954182824639917, 'gamma': 2.29370460457312, 'reg_alpha': 0.5716291369944421, 'reg_lambda': 2.02264520238639}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:32,564] A new study created in memory with name: no-name-b1d608a1-0c6d-4d18-9374-e16bcd1b552a
[I 2025-11-03 19:37:32,755] Trial 0 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 90, 'learning_rate': 0.2858648769964667, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.741380266779311, 'colsample_bytree': 0.9680867137447421, 'gamma': 0.6725056453626022, 'reg_alpha': 0.9251615753495254, 'reg_lambda': 1.0634529444091565}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:37:32,964] Trial 1 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 169, 'learning_rate': 0.04015737504211103, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8054522558269119, 'colsample_bytree': 0.9271721614579516, 'gamma': 1.6074198525060694, 'reg_alpha': 0.13290371067821705, 'reg_lambda': 2.3244606907052736}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:33,155] Trial 2 finished with value: 0.625 and parameters: {'n_estimators': 72, 'learning_rate': 0.0639300231979337, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9620164129637221, 'colsample_bytree': 0.955721990180144, 'gamma': 3.476074433684824, 'reg_alpha': 0.5725331986486385, 'reg_lambda': 2.090910714791883}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:33,204] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.17090941980152435, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9927931991590782, 'colsample_bytree': 0.8009071010293791, 'gamma': 4.588205928868193, 'reg_alpha': 0.037748989282303524, 'reg_lambda': 2.7549168337587617}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:33,350] Trial 4 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.11050868774944698, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7226182078545343, 'colsample_bytree': 0.7287313011591594, 'gamma': 4.908521887290652, 'reg_alpha': 0.3783529413087272, 'reg_lambda': 1.3932090457200126}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:33,551] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 153, 'learning_rate': 0.08473933806849424, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.7102412950906578, 'colsample_bytree': 0.635955949684052, 'gamma': 0.08437536367526366, 'reg_alpha': 0.8948439318092999, 'reg_lambda': 1.2004865944865695}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:33,702] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 118, 'learning_rate': 0.03443293890960745, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9338758263515363, 'colsample_bytree': 0.7378454171246277, 'gamma': 3.011524439711082, 'reg_alpha': 0.9901492688786506, 'reg_lambda': 1.3197119939350852}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:33,846] Trial 7 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 85, 'learning_rate': 0.011885638089754725, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7972733013486377, 'colsample_bytree': 0.8604371570785196, 'gamma': 3.629289592029246, 'reg_alpha': 0.8319304900406737, 'reg_lambda': 0.6983308952740628}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:34,022] Trial 8 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 179, 'learning_rate': 0.03187529473064667, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9304253938076349, 'colsample_bytree': 0.8947981346654549, 'gamma': 3.399702033130379, 'reg_alpha': 0.17267574739388147, 'reg_lambda': 1.7905097864881183}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:34,295] Trial 9 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 37, 'learning_rate': 0.25117617074512805, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6431134038991937, 'colsample_bytree': 0.9732049925346244, 'gamma': 4.436129295144846, 'reg_alpha': 0.8845164621702104, 'reg_lambda': 2.3345784920667803}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:34,522] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.017837885417824866, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.887002998345543, 'colsample_bytree': 0.8624623089609549, 'gamma': 2.100348412528976, 'reg_alpha': 0.2693459298256698, 'reg_lambda': 1.7657104446534635}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:34,716] Trial 11 finished with value: 0.5 and parameters: {'n_estimators': 218, 'learning_rate': 0.02349052809884741, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6104252880776081, 'colsample_bytree': 0.8856016476801917, 'gamma': 4.094210309253603, 'reg_alpha': 0.5638724620043415, 'reg_lambda': 2.8411066804720284}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:34,886] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.2988027395756179, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.6109345438560162, 'colsample_bytree': 0.9978884822067577, 'gamma': 2.8608170015929217, 'reg_alpha': 0.717991484860586, 'reg_lambda': 2.260142095732514}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:35,133] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.14159211287551748, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8760313032993647, 'colsample_bytree': 0.9087547486334875, 'gamma': 3.926908048334322, 'reg_alpha': 0.35126044399050105, 'reg_lambda': 1.81764720361785}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:35,302] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 131, 'learning_rate': 0.048693720752985274, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6717627382279621, 'colsample_bytree': 0.8308936740722175, 'gamma': 4.311252862653557, 'reg_alpha': 0.7108891065065717, 'reg_lambda': 2.509155806277695}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:35,514] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 195, 'learning_rate': 0.025687097665178776, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8312159329795303, 'colsample_bytree': 0.9352942095417585, 'gamma': 2.2600172966789494, 'reg_alpha': 0.2010983970902681, 'reg_lambda': 1.9527756986502505}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:35,642] Trial 16 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 60, 'learning_rate': 0.07032486831329209, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8893704455237209, 'colsample_bytree': 0.766496620720343, 'gamma': 4.996862823482676, 'reg_alpha': 0.45973698426898685, 'reg_lambda': 1.6380554066651105}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:35,970] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.19189913945546658, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.6592728631649144, 'colsample_bytree': 0.99781883134391, 'gamma': 3.1113821378497444, 'reg_alpha': 0.04967857328723331, 'reg_lambda': 2.5801227546684835}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:36,113] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 112, 'learning_rate': 0.010940422825262306, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.7645604450049561, 'colsample_bytree': 0.6535598577757004, 'gamma': 1.4719938814082871, 'reg_alpha': 0.6972167674959691, 'reg_lambda': 1.5888768214287572}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:36,298] Trial 19 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 225, 'learning_rate': 0.10212120061727949, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8470803832611684, 'colsample_bytree': 0.8923270000915736, 'gamma': 3.49270345586365, 'reg_alpha': 0.43319548058073043, 'reg_lambda': 2.1036101564359195}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:36,570] Trial 20 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 110, 'learning_rate': 0.01791058332252492, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6797602902163656, 'colsample_bytree': 0.8265569124765707, 'gamma': 2.5773743194949494, 'reg_alpha': 0.2814844172811968, 'reg_lambda': 2.986530497863681}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:36,750] Trial 21 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 168, 'learning_rate': 0.04455141861412448, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7942874559115022, 'colsample_bytree': 0.927382493727837, 'gamma': 1.6059621883742823, 'reg_alpha': 0.15224172460483054, 'reg_lambda': 2.38475912890563}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:36,912] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 149, 'learning_rate': 0.026687256455358604, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9361059771368332, 'colsample_bytree': 0.9586462117429998, 'gamma': 1.105281627091627, 'reg_alpha': 0.11788857248672308, 'reg_lambda': 2.262213978199621}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:37,200] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.030360766914114316, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9366319069209038, 'colsample_bytree': 0.9635621237291164, 'gamma': 0.20582352779012503, 'reg_alpha': 0.10495515630323662, 'reg_lambda': 2.0581758398306462}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:37:37,448] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.026532682031667847, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9296264890767154, 'colsample_bytree': 0.9516979016990247, 'gamma': 0.02509753337778675, 'reg_alpha': 0.016606908481895777, 'reg_lambda': 1.9867687369627132}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:37:37,670] Trial 25 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 143, 'learning_rate': 0.03154374215053856, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9370723928415231, 'colsample_bytree': 0.8803962450128052, 'gamma': 0.38747853381631103, 'reg_alpha': 0.10418172717169848, 'reg_lambda': 1.5197867501724622}. Best is trial 25 with value: 0.7500000000000001.
[I 2025-11-03 19:37:37,956] Trial 26 finished with value: 0.755952380952381 and parameters: {'n_estimators': 180, 'learning_rate': 0.03353088212873508, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.997309350132385, 'colsample_bytree': 0.8641215753675721, 'gamma': 0.37287406506114795, 'reg_alpha': 0.19054923589871037, 'reg_lambda': 0.9249608189870843}. Best is trial 26 with value: 0.755952380952381.
[I 2025-11-03 19:37:38,164] Trial 27 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 133, 'learning_rate': 0.017586562323035314, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9982765724284305, 'colsample_bytree': 0.8556830257963702, 'gamma': 0.42540389317045113, 'reg_alpha': 0.24683968765968506, 'reg_lambda': 0.6006845113448054}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:38,349] Trial 28 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.01611087469872603, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9958747171862852, 'colsample_bytree': 0.8509205386908792, 'gamma': 0.7138157584206105, 'reg_alpha': 0.2485374367813759, 'reg_lambda': 0.5107358816718152}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:38,508] Trial 29 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 101, 'learning_rate': 0.014606127079620388, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9913370651893978, 'colsample_bytree': 0.833646696647377, 'gamma': 0.7406743607193431, 'reg_alpha': 0.2544432761208654, 'reg_lambda': 0.547958116367564}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:38,760] Trial 30 finished with value: 0.738095238095238 and parameters: {'n_estimators': 126, 'learning_rate': 0.019343359216002207, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9704935282426613, 'colsample_bytree': 0.8054428634354454, 'gamma': 0.7564726451962466, 'reg_alpha': 0.34271454645484783, 'reg_lambda': 0.8298549412733871}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:38,933] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 92, 'learning_rate': 0.015034094067173738, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9997042379751934, 'colsample_bytree': 0.8600850299927613, 'gamma': 0.5219861298895705, 'reg_alpha': 0.2279518112302932, 'reg_lambda': 0.9604680874355952}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:39,170] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 170, 'learning_rate': 0.02103726675710793, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9668626634103348, 'colsample_bytree': 0.7772084236922657, 'gamma': 1.128784816556967, 'reg_alpha': 0.08098998676489297, 'reg_lambda': 0.5564244199428126}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:39,335] Trial 33 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 136, 'learning_rate': 0.038675551734885114, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9633011275846801, 'colsample_bytree': 0.8740835425353073, 'gamma': 0.4279241866036446, 'reg_alpha': 0.3094650281460478, 'reg_lambda': 0.9936390231667338}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:39,605] Trial 34 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 122, 'learning_rate': 0.013752077607580291, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9123597227422984, 'colsample_bytree': 0.8471654741783352, 'gamma': 1.1589198345795704, 'reg_alpha': 0.20759058175690742, 'reg_lambda': 0.7342952718128494}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:39,825] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 160, 'learning_rate': 0.0638344188791606, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9812436381276788, 'colsample_bytree': 0.911994426386369, 'gamma': 0.9036875795878203, 'reg_alpha': 0.16236203004984523, 'reg_lambda': 1.1144822803501828}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:39,965] Trial 36 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 74, 'learning_rate': 0.054010438871392986, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9489036564699097, 'colsample_bytree': 0.8101591355987169, 'gamma': 0.3862609378923353, 'reg_alpha': 0.40236155990846967, 'reg_lambda': 0.8086024625548233}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:40,142] Trial 37 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.03766961073004002, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9990957492046109, 'colsample_bytree': 0.7802583250509855, 'gamma': 1.960937475417133, 'reg_alpha': 0.5180830191520175, 'reg_lambda': 1.398007661320694}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:40,418] Trial 38 finished with value: 0.75 and parameters: {'n_estimators': 207, 'learning_rate': 0.03837786954118741, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9997592482081243, 'colsample_bytree': 0.6995427918966066, 'gamma': 1.8112221477771504, 'reg_alpha': 0.53565847174412, 'reg_lambda': 1.3043071871681085}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:40,604] Trial 39 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 180, 'learning_rate': 0.012778324737419829, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9789061968712207, 'colsample_bytree': 0.7540403054462187, 'gamma': 1.3397016107142758, 'reg_alpha': 0.48332831919483327, 'reg_lambda': 0.9061771095333863}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:40,789] Trial 40 finished with value: 0.738095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.016326589755278682, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9084700850091764, 'colsample_bytree': 0.7842223618038429, 'gamma': 1.8495000437473292, 'reg_alpha': 0.5966836546899008, 'reg_lambda': 0.6434117992639674}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:41,166] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 147, 'learning_rate': 0.022118757948255862, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9537622578421993, 'colsample_bytree': 0.8445231962262261, 'gamma': 0.2818670932308742, 'reg_alpha': 0.6319621824922208, 'reg_lambda': 1.0876535016471434}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:41,465] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.03197682420439614, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9814999669983017, 'colsample_bytree': 0.7100746090847857, 'gamma': 0.5916230832350591, 'reg_alpha': 0.32369620510815506, 'reg_lambda': 1.4212583435777115}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:41,628] Trial 43 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 103, 'learning_rate': 0.03655254134331371, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9574547745616431, 'colsample_bytree': 0.7953660347441224, 'gamma': 0.8522271411391665, 'reg_alpha': 0.07079276022893853, 'reg_lambda': 1.5082137199376797}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:42,036] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 159, 'learning_rate': 0.010379153201908077, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9993686360631244, 'colsample_bytree': 0.8742580021055998, 'gamma': 0.1738300819955734, 'reg_alpha': 0.3953341346903467, 'reg_lambda': 0.5088058996158414}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:42,228] Trial 45 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.06072040383404518, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.907525370968325, 'colsample_bytree': 0.90906369901344, 'gamma': 0.9772738574273531, 'reg_alpha': 0.13575304633542093, 'reg_lambda': 1.2001398863628814}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:42,489] Trial 46 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 221, 'learning_rate': 0.08989827528111553, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9120068921876403, 'colsample_bytree': 0.8174342790550044, 'gamma': 1.0067226153420599, 'reg_alpha': 0.1972216085323593, 'reg_lambda': 1.2297774612618426}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:42,737] Trial 47 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 205, 'learning_rate': 0.0682964664461507, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8943147898654484, 'colsample_bytree': 0.9035578467817497, 'gamma': 1.307607571923037, 'reg_alpha': 0.2512145252815311, 'reg_lambda': 0.7149766253524136}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:42,948] Trial 48 finished with value: 0.75 and parameters: {'n_estimators': 248, 'learning_rate': 0.04461105928004754, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8646507872863938, 'colsample_bytree': 0.8507729567994159, 'gamma': 1.98661539923723, 'reg_alpha': 0.5209536331721019, 'reg_lambda': 0.8659862130989586}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:43,149] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 191, 'learning_rate': 0.05355553500822049, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9827255918512353, 'colsample_bytree': 0.7302939109761959, 'gamma': 0.631563398270423, 'reg_alpha': 0.3005328042417358, 'reg_lambda': 1.1942804215984748}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:43,423] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.07474865735609869, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.9496260195494524, 'colsample_bytree': 0.9267535733114396, 'gamma': 2.5145175575595817, 'reg_alpha': 0.13567430295965052, 'reg_lambda': 0.6602045732072066}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:43,612] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.060207194790170115, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9097025252881358, 'colsample_bytree': 0.8258875653190193, 'gamma': 0.9144277758275439, 'reg_alpha': 0.19296669078532636, 'reg_lambda': 1.240427298567809}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:43,798] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 211, 'learning_rate': 0.09138972343481985, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8303266431759286, 'colsample_bytree': 0.8142927073252212, 'gamma': 1.5243463387742684, 'reg_alpha': 0.1743783682979571, 'reg_lambda': 0.9847046363808846}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:44,017] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.08422005012775294, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7614233683326446, 'colsample_bytree': 0.863151358427312, 'gamma': 1.0105022826164225, 'reg_alpha': 0.23139743869980042, 'reg_lambda': 1.1807233424919108}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:44,268] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.11128753707743898, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9708493895895826, 'colsample_bytree': 0.7537317399881281, 'gamma': 2.239400243183494, 'reg_alpha': 0.02538655566678369, 'reg_lambda': 1.3533163059148694}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:44,454] Trial 55 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 218, 'learning_rate': 0.1368055620280666, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8663533156164513, 'colsample_bytree': 0.6048288352356734, 'gamma': 1.3722772377213501, 'reg_alpha': 0.37528364188900176, 'reg_lambda': 1.0607195744905282}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:44,640] Trial 56 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.08194132656907345, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.920525279942544, 'colsample_bytree': 0.7917997867891966, 'gamma': 0.5912581517755552, 'reg_alpha': 0.4518903518161971, 'reg_lambda': 0.7916456902846495}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:44,901] Trial 57 finished with value: 0.75 and parameters: {'n_estimators': 169, 'learning_rate': 0.04823736775493543, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8139626313759992, 'colsample_bytree': 0.8949265464043845, 'gamma': 1.7090583492703224, 'reg_alpha': 0.27555102608409243, 'reg_lambda': 0.6223768835555293}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:45,111] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.028301004349637122, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9465204482422218, 'colsample_bytree': 0.8195402588833404, 'gamma': 1.201145269263592, 'reg_alpha': 0.1413366064462464, 'reg_lambda': 1.6741636991726996}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:45,310] Trial 59 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 228, 'learning_rate': 0.13084599833618685, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9863423498330416, 'colsample_bytree': 0.8372793114790353, 'gamma': 0.06259414727857082, 'reg_alpha': 0.8083444962639099, 'reg_lambda': 1.2719135897601896}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:45,530] Trial 60 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 130, 'learning_rate': 0.02352343480700989, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8934615095466071, 'colsample_bytree': 0.7682874627455607, 'gamma': 0.7591859256862404, 'reg_alpha': 0.2096357364748675, 'reg_lambda': 1.484471138259422}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:45,722] Trial 61 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 117, 'learning_rate': 0.034017391008468914, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.925313312438092, 'colsample_bytree': 0.8806869918864445, 'gamma': 0.351484914526232, 'reg_alpha': 0.09489642989680949, 'reg_lambda': 1.5819366601675502}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:45,960] Trial 62 finished with value: 0.761904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.018585080473532748, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9710961979566859, 'colsample_bytree': 0.9168758692118415, 'gamma': 0.45927355179229473, 'reg_alpha': 0.0006578614165136665, 'reg_lambda': 1.1463460562525702}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 19:37:46,238] Trial 63 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 152, 'learning_rate': 0.01757193853201535, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9782712973986007, 'colsample_bytree': 0.9454798452307157, 'gamma': 0.48236191085134866, 'reg_alpha': 0.012535126206485364, 'reg_lambda': 1.1459555559680363}. Best is trial 63 with value: 0.7678571428571429.
[I 2025-11-03 19:37:46,622] Trial 64 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.018225122461351582, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9667308184949838, 'colsample_bytree': 0.9397159591838032, 'gamma': 0.1928645721690586, 'reg_alpha': 0.010677682689595508, 'reg_lambda': 1.1077387704710673}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:46,817] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 153, 'learning_rate': 0.01630075360748323, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9697402357957439, 'colsample_bytree': 0.9867829502576216, 'gamma': 0.20850481012753175, 'reg_alpha': 0.04782978073716946, 'reg_lambda': 0.9299236560905622}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:47,125] Trial 66 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.0188018830523908, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.989036666310758, 'colsample_bytree': 0.9447887704108678, 'gamma': 0.5089479294154865, 'reg_alpha': 0.012887468749320811, 'reg_lambda': 1.0341935537953373}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:47,328] Trial 67 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.012536590396185356, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9618870016438943, 'colsample_bytree': 0.9710992240821527, 'gamma': 0.05782159969435452, 'reg_alpha': 0.0007664756312873063, 'reg_lambda': 1.137054242847809}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:47,543] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 135, 'learning_rate': 0.016467521928103863, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9724078062127447, 'colsample_bytree': 0.9231056838988738, 'gamma': 0.3193278338708944, 'reg_alpha': 0.06311494630008074, 'reg_lambda': 0.7597637208317074}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:47,756] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 149, 'learning_rate': 0.020859597209058882, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9935741073206148, 'colsample_bytree': 0.9418739223258539, 'gamma': 0.7189381419122732, 'reg_alpha': 0.04369895763044562, 'reg_lambda': 0.8840640330282445}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:48,025] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 155, 'learning_rate': 0.02440287794968172, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9580269121996416, 'colsample_bytree': 0.895325228900266, 'gamma': 2.7119286457260845, 'reg_alpha': 0.663851059797604, 'reg_lambda': 0.5642205522148573}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:48,284] Trial 71 finished with value: 0.738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.01172450297532603, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9443468763601393, 'colsample_bytree': 0.9151339796573771, 'gamma': 0.46650101265261, 'reg_alpha': 0.11567249956404915, 'reg_lambda': 1.1346442529572254}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:48,511] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.014813565210927826, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9769938698101669, 'colsample_bytree': 0.9344876085458047, 'gamma': 0.16673397056028966, 'reg_alpha': 0.07755717267325489, 'reg_lambda': 1.36658349851478}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:48,807] Trial 73 finished with value: 0.761904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.020533831592226548, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9882441699850999, 'colsample_bytree': 0.9571303874272084, 'gamma': 0.5388103757757782, 'reg_alpha': 0.03360222852090286, 'reg_lambda': 1.4163462595568101}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:49,003] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 164, 'learning_rate': 0.017891085615799458, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9999886156472287, 'colsample_bytree': 0.9819878123864099, 'gamma': 0.5995006303151644, 'reg_alpha': 0.033832119589800154, 'reg_lambda': 1.4299031494711922}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:49,141] Trial 75 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.020080419018623147, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9845766280400271, 'colsample_bytree': 0.9603936761976944, 'gamma': 3.1680671135541942, 'reg_alpha': 0.006398882769700964, 'reg_lambda': 1.284969539008146}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:49,430] Trial 76 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 146, 'learning_rate': 0.013604422699430024, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9631306926638694, 'colsample_bytree': 0.9859685944753773, 'gamma': 4.766406557191983, 'reg_alpha': 0.09397943248095862, 'reg_lambda': 1.036001237546123}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:49,604] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 116, 'learning_rate': 0.02208320469026357, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9889025081615878, 'colsample_bytree': 0.9455762298868899, 'gamma': 0.2785729832881636, 'reg_alpha': 0.050725612399738405, 'reg_lambda': 1.6916951257353285}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:49,760] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.027938844843122385, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9422983576687404, 'colsample_bytree': 0.8631250445470907, 'gamma': 0.793624129432499, 'reg_alpha': 0.5882314775495234, 'reg_lambda': 0.6072608799996347}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:50,109] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.016620923401415428, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7241639558498675, 'colsample_bytree': 0.953828583731819, 'gamma': 0.0014226501429238092, 'reg_alpha': 0.42478925532639933, 'reg_lambda': 1.8856911171129669}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:50,333] Trial 80 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.018379555992520745, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9764045034018568, 'colsample_bytree': 0.9345777797731731, 'gamma': 0.44812602452512634, 'reg_alpha': 0.5529535833918879, 'reg_lambda': 0.7094087369523474}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:50,555] Trial 81 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 195, 'learning_rate': 0.04241683482722088, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.989611034499017, 'colsample_bytree': 0.9166929694656649, 'gamma': 0.6775194565934511, 'reg_alpha': 0.16465699442128195, 'reg_lambda': 1.208749545753879}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:50,785] Trial 82 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 197, 'learning_rate': 0.028877620361504104, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9937331381301671, 'colsample_bytree': 0.9201683398523915, 'gamma': 3.8565354902206503, 'reg_alpha': 0.17251480826455792, 'reg_lambda': 1.4174650729949791}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:51,006] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.04094014537838058, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.968012374268174, 'colsample_bytree': 0.903354480222495, 'gamma': 0.6826928497773632, 'reg_alpha': 0.06584986332337787, 'reg_lambda': 1.3202107715752474}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:51,177] Trial 84 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 123, 'learning_rate': 0.025908928379549126, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9563084991416524, 'colsample_bytree': 0.9711289107711736, 'gamma': 0.1796721662725369, 'reg_alpha': 0.1243326771608064, 'reg_lambda': 1.1304884766013106}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:51,455] Trial 85 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 156, 'learning_rate': 0.033727827501062915, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9796869889912279, 'colsample_bytree': 0.8913207424293377, 'gamma': 0.54554307798879, 'reg_alpha': 0.22825211834696987, 'reg_lambda': 1.0054065459813186}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:51,675] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.01531246159148276, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.978910254102244, 'colsample_bytree': 0.8884259501096252, 'gamma': 0.5083818436058013, 'reg_alpha': 0.24186033349667996, 'reg_lambda': 0.9932544770119506}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:51,916] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.03412707565448041, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.9358334136661175, 'colsample_bytree': 0.8735384161759506, 'gamma': 0.8543038164341409, 'reg_alpha': 0.2933539991639822, 'reg_lambda': 0.5082451169504077}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:52,211] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.022118793869871995, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9872948468194033, 'colsample_bytree': 0.854511351873334, 'gamma': 0.3368842451153984, 'reg_alpha': 0.338492499695228, 'reg_lambda': 0.8278403722141374}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:52,422] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 158, 'learning_rate': 0.013754051562066825, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9523489605946733, 'colsample_bytree': 0.9074010156676827, 'gamma': 0.6356913190620653, 'reg_alpha': 0.16832839098511793, 'reg_lambda': 0.9364164402792335}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:52,611] Trial 90 finished with value: 0.738095238095238 and parameters: {'n_estimators': 140, 'learning_rate': 0.019628125633032015, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9709144489234661, 'colsample_bytree': 0.933772259999772, 'gamma': 0.42608892323211905, 'reg_alpha': 0.2640497266354549, 'reg_lambda': 1.058578109670787}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:52,991] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 179, 'learning_rate': 0.043365207488777875, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9994044725161482, 'colsample_bytree': 0.8693881729909976, 'gamma': 1.0375664671457594, 'reg_alpha': 0.033574378624963624, 'reg_lambda': 1.1679497906526923}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:53,221] Trial 92 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.03648852972926377, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9893136855064023, 'colsample_bytree': 0.8384567857174967, 'gamma': 0.5460097437551719, 'reg_alpha': 0.2064907777618263, 'reg_lambda': 1.2458257177982581}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:53,424] Trial 93 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 171, 'learning_rate': 0.04841024487710242, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9775094163636339, 'colsample_bytree': 0.8983415026386085, 'gamma': 0.2729116872063697, 'reg_alpha': 0.22572750220818324, 'reg_lambda': 1.0847111723535856}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:53,753] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.2586240157467458, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9653547774365268, 'colsample_bytree': 0.95191442663514, 'gamma': 0.877029926577407, 'reg_alpha': 0.14836610320695048, 'reg_lambda': 0.8575408346998523}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:53,826] Trial 95 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.02401142895270143, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9927445138416695, 'colsample_bytree': 0.8850194144574073, 'gamma': 0.6809748745791677, 'reg_alpha': 0.1017705286614021, 'reg_lambda': 1.5566243960087114}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:54,056] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.03156370338612332, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9835462231978007, 'colsample_bytree': 0.9233775767809301, 'gamma': 0.18695457630965873, 'reg_alpha': 0.994924994670677, 'reg_lambda': 1.3384936801220937}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:54,260] Trial 97 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 93, 'learning_rate': 0.017353781095123623, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.952736803182646, 'colsample_bytree': 0.9406488221367514, 'gamma': 0.39555125751608317, 'reg_alpha': 0.4707668353998983, 'reg_lambda': 1.4628623664693252}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:54,418] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 153, 'learning_rate': 0.04058602200861571, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6277875158714341, 'colsample_bytree': 0.9151665325224515, 'gamma': 0.1105975703061516, 'reg_alpha': 0.5118642995326251, 'reg_lambda': 0.6718973750891819}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:54,658] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 159, 'learning_rate': 0.01177634860027535, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6962810616194808, 'colsample_bytree': 0.85387939137207, 'gamma': 1.2136137536327518, 'reg_alpha': 0.31642906340681676, 'reg_lambda': 0.7483767778030566}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:54,885] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.036228244727901385, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9625406948396955, 'colsample_bytree': 0.8826372975825764, 'gamma': 0.7773939543937867, 'reg_alpha': 0.36196756141546393, 'reg_lambda': 1.0061347010011883}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:55,076] Trial 101 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 189, 'learning_rate': 0.054374825264979006, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9958910862056077, 'colsample_bytree': 0.9633256326028041, 'gamma': 0.9259776543299745, 'reg_alpha': 0.0009759073913318816, 'reg_lambda': 1.280842840878106}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:55,329] Trial 102 finished with value: 0.755952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.05640838174385194, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9943171619727564, 'colsample_bytree': 0.9622358047448776, 'gamma': 0.5482512746845337, 'reg_alpha': 0.002339038886342751, 'reg_lambda': 1.222488991396735}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:55,522] Trial 103 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 141, 'learning_rate': 0.05201454561336103, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9761273878844023, 'colsample_bytree': 0.9795782634248695, 'gamma': 0.524339169042721, 'reg_alpha': 0.01855856156023069, 'reg_lambda': 1.1720419046916264}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:55,719] Trial 104 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 135, 'learning_rate': 0.05119466802161057, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9803442052664131, 'colsample_bytree': 0.9582620690269699, 'gamma': 0.5293197495905055, 'reg_alpha': 0.0594676393559862, 'reg_lambda': 1.2027542247642502}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:55,985] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.05341077958868115, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9756364967151344, 'colsample_bytree': 0.9801123082643138, 'gamma': 0.27023474463860825, 'reg_alpha': 0.03067531773247849, 'reg_lambda': 1.0951824902760419}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:56,158] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.04627624452296003, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9430394365967258, 'colsample_bytree': 0.9978260909875781, 'gamma': 0.941934035996747, 'reg_alpha': 0.07895844800537132, 'reg_lambda': 1.2748573992878525}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:56,299] Trial 107 finished with value: 0.75 and parameters: {'n_estimators': 44, 'learning_rate': 0.059232838142829286, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9279406996376929, 'colsample_bytree': 0.9632844183114089, 'gamma': 0.40505354370189695, 'reg_alpha': 0.01745070808595511, 'reg_lambda': 1.158316819979855}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:56,506] Trial 108 finished with value: 0.761904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.0513312797088225, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9822014223251957, 'colsample_bytree': 0.9780204901693648, 'gamma': 0.6449789038142619, 'reg_alpha': 0.05498168120449613, 'reg_lambda': 0.9591200839224158}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:56,757] Trial 109 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 133, 'learning_rate': 0.05139241790080277, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9828981380322029, 'colsample_bytree': 0.9747244645242253, 'gamma': 1.0917585333299973, 'reg_alpha': 0.043426756632080656, 'reg_lambda': 1.3583609706794177}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:56,937] Trial 110 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.06623271921808567, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9699235942607765, 'colsample_bytree': 0.9908232881090335, 'gamma': 0.831047905245288, 'reg_alpha': 0.08502645929564598, 'reg_lambda': 1.2215008382882153}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:57,104] Trial 111 finished with value: 0.755952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.07454306291963696, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.984231404856277, 'colsample_bytree': 0.9509943799646121, 'gamma': 0.6189004356218358, 'reg_alpha': 0.05817503537141455, 'reg_lambda': 0.9412648710472955}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:57,402] Trial 112 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 146, 'learning_rate': 0.05705800006486516, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.959144684896696, 'colsample_bytree': 0.9295499718044755, 'gamma': 0.4889868124046636, 'reg_alpha': 0.0002488246297370905, 'reg_lambda': 1.0037550103085002}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:57,694] Trial 113 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 177, 'learning_rate': 0.04325434072036293, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9730785321859993, 'colsample_bytree': 0.971362968465646, 'gamma': 0.11346200893337188, 'reg_alpha': 0.024604004542504318, 'reg_lambda': 1.100911792279525}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:58,047] Trial 114 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.051644457066314604, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9763336158965148, 'colsample_bytree': 0.9780361385678765, 'gamma': 0.11259636032011155, 'reg_alpha': 0.029207538898252984, 'reg_lambda': 1.1720153738458063}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:58,389] Trial 115 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 172, 'learning_rate': 0.05149861605118181, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9732651086705983, 'colsample_bytree': 0.9763451104531427, 'gamma': 0.0496085428762547, 'reg_alpha': 0.0271564475988837, 'reg_lambda': 1.179505110258796}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:58,602] Trial 116 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 169, 'learning_rate': 0.042546156056727145, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9644300074667485, 'colsample_bytree': 0.9928213287074066, 'gamma': 0.10646902037893277, 'reg_alpha': 0.02707842990862252, 'reg_lambda': 1.1791789378185586}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:58,816] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 190, 'learning_rate': 0.04169581852014457, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9482596055394976, 'colsample_bytree': 0.9915916384675173, 'gamma': 0.008324710962037407, 'reg_alpha': 0.02445240660310257, 'reg_lambda': 1.1792056332391454}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:59,148] Trial 118 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.04554113165799745, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9206972171678276, 'colsample_bytree': 0.9684934128398878, 'gamma': 0.11741920254840221, 'reg_alpha': 0.11210807628774509, 'reg_lambda': 1.0976267859174014}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:59,311] Trial 119 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 169, 'learning_rate': 0.0639297462140107, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.939867005789736, 'colsample_bytree': 0.9656090437751248, 'gamma': 0.22460073323952234, 'reg_alpha': 0.06991230749115436, 'reg_lambda': 1.258185847208855}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:59,512] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.05096398744919453, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9647324985950227, 'colsample_bytree': 0.9958693551616111, 'gamma': 0.10350587745880291, 'reg_alpha': 0.016308820575211477, 'reg_lambda': 1.3079451825770312}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:59,853] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 167, 'learning_rate': 0.04802534995012692, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9758023209652433, 'colsample_bytree': 0.9543260640450668, 'gamma': 0.32280794744436275, 'reg_alpha': 0.03374981480391361, 'reg_lambda': 1.1340570255964886}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:00,072] Trial 122 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.04692842051949702, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9706883514450554, 'colsample_bytree': 0.9472970363167662, 'gamma': 0.3162795018356023, 'reg_alpha': 0.04754947269964731, 'reg_lambda': 1.1502905959507472}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:00,292] Trial 123 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 172, 'learning_rate': 0.04742574907656937, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9555210553651566, 'colsample_bytree': 0.9484322968383382, 'gamma': 0.2704719290461324, 'reg_alpha': 0.09148542213793456, 'reg_lambda': 1.0588189217174317}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:00,607] Trial 124 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 199, 'learning_rate': 0.0384696753219274, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9745443685743513, 'colsample_bytree': 0.9768404568700337, 'gamma': 0.12191341690780523, 'reg_alpha': 0.04760075549788839, 'reg_lambda': 1.1893335646864436}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:00,822] Trial 125 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 179, 'learning_rate': 0.043721974539137086, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.961339821418074, 'colsample_bytree': 0.9856938336450001, 'gamma': 0.009401936237146663, 'reg_alpha': 0.06897022378860446, 'reg_lambda': 1.1136912921456403}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:01,030] Trial 126 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 187, 'learning_rate': 0.05488480956314768, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.977144900462885, 'colsample_bytree': 0.9583475502607267, 'gamma': 0.33889713117228515, 'reg_alpha': 0.021280204236916164, 'reg_lambda': 1.2088337381592502}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:01,235] Trial 127 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 192, 'learning_rate': 0.061169303470067105, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9672071867250165, 'colsample_bytree': 0.9401907469195296, 'gamma': 0.21114555567292947, 'reg_alpha': 0.12100992072460322, 'reg_lambda': 1.0467884097615558}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:01,517] Trial 128 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 174, 'learning_rate': 0.07189424685283186, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9344618519696841, 'colsample_bytree': 0.9393533286602642, 'gamma': 0.21092772131937837, 'reg_alpha': 0.04035038842517905, 'reg_lambda': 1.03677089167429}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:01,699] Trial 129 finished with value: 0.5 and parameters: {'n_estimators': 168, 'learning_rate': 0.06000606021444452, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.9485331083408097, 'colsample_bytree': 0.9697037613730242, 'gamma': 0.34013290640812066, 'reg_alpha': 0.12063710880526554, 'reg_lambda': 1.1403740546816605}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:01,879] Trial 130 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.05020548809604042, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.968868362795274, 'colsample_bytree': 0.9987621838349388, 'gamma': 0.13893051716222307, 'reg_alpha': 0.0861595667555827, 'reg_lambda': 2.731654625131207}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:02,241] Trial 131 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 212, 'learning_rate': 0.043088223687654394, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9904545775035888, 'colsample_bytree': 0.9552429381393024, 'gamma': 0.279854669977144, 'reg_alpha': 0.0622311301780602, 'reg_lambda': 1.0942650051666833}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:02,463] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 210, 'learning_rate': 0.04761037638319481, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9561998224472092, 'colsample_bytree': 0.9557401885942542, 'gamma': 0.24893937578969438, 'reg_alpha': 0.05762071841363396, 'reg_lambda': 1.0411406261717178}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:02,657] Trial 133 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 160, 'learning_rate': 0.06367472459577343, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9768832667202063, 'colsample_bytree': 0.9828613858383046, 'gamma': 0.014876710685616745, 'reg_alpha': 0.025234977215350052, 'reg_lambda': 1.08857058019901}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:02,974] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 193, 'learning_rate': 0.05469159600933222, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9676684384565358, 'colsample_bytree': 0.9458559976748177, 'gamma': 0.351305751488996, 'reg_alpha': 0.00023524682999810642, 'reg_lambda': 0.9800933129502811}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:03,263] Trial 135 finished with value: 0.761904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.0444848067945708, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9848359365095543, 'colsample_bytree': 0.9731256868480543, 'gamma': 0.452541239775947, 'reg_alpha': 0.10317737105100869, 'reg_lambda': 1.1408100225557312}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:03,468] Trial 136 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 183, 'learning_rate': 0.040636420604487106, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9606856708127348, 'colsample_bytree': 0.9660239022607835, 'gamma': 0.13038836524397862, 'reg_alpha': 0.06759078134661049, 'reg_lambda': 0.8933958027723138}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:03,772] Trial 137 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 201, 'learning_rate': 0.05917531277088667, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.991836559094385, 'colsample_bytree': 0.9564337098343785, 'gamma': 0.27071623614225343, 'reg_alpha': 0.03956003805783774, 'reg_lambda': 1.3030782429339443}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:04,022] Trial 138 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 175, 'learning_rate': 0.07908919866820319, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9736496462486012, 'colsample_bytree': 0.9387438701925347, 'gamma': 0.09251493645603864, 'reg_alpha': 0.0223820339512679, 'reg_lambda': 1.0841958887657406}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:04,259] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.04846537174809815, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.99969211324822, 'colsample_bytree': 0.9900286243193582, 'gamma': 0.08276409724818316, 'reg_alpha': 0.029909203077702846, 'reg_lambda': 1.2468377417701773}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:04,418] Trial 140 finished with value: 0.744047619047619 and parameters: {'n_estimators': 149, 'learning_rate': 0.184960915644494, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.766004540460345, 'colsample_bytree': 0.9778281440491069, 'gamma': 0.3433223174421889, 'reg_alpha': 0.017866808242304744, 'reg_lambda': 1.0999225693278092}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:04,754] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 186, 'learning_rate': 0.10495245017033676, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9726899356412806, 'colsample_bytree': 0.9396415348664167, 'gamma': 0.18582606533194318, 'reg_alpha': 0.053508759473508194, 'reg_lambda': 1.009200892506551}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:04,963] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 177, 'learning_rate': 0.05272833521302997, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9796515034544608, 'colsample_bytree': 0.9293399536231332, 'gamma': 0.0018753654302741535, 'reg_alpha': 0.0797670801959762, 'reg_lambda': 1.173648334685173}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:05,141] Trial 143 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.06940029929681961, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9651509044518106, 'colsample_bytree': 0.9481675110013316, 'gamma': 0.4469499264298702, 'reg_alpha': 0.04449046545079928, 'reg_lambda': 1.0566299616667796}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:05,340] Trial 144 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.03942576305278405, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.974070368507633, 'colsample_bytree': 0.966795068940615, 'gamma': 0.22050780030715847, 'reg_alpha': 0.0005232133502389505, 'reg_lambda': 1.1405490385167414}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:05,632] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 157, 'learning_rate': 0.03970644350234358, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9907748500695089, 'colsample_bytree': 0.9616236435768825, 'gamma': 0.5463615487728177, 'reg_alpha': 0.016159873380813358, 'reg_lambda': 1.2763389161041878}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:05,823] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 168, 'learning_rate': 0.0354456017802829, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9520967953389119, 'colsample_bytree': 0.9706265736305509, 'gamma': 0.3252245983046851, 'reg_alpha': 0.005626693008558004, 'reg_lambda': 1.1354597199262546}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:06,054] Trial 147 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 143, 'learning_rate': 0.04639629209754502, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9805622902437127, 'colsample_bytree': 0.9818426647830245, 'gamma': 0.12108592481293168, 'reg_alpha': 0.030272088722427978, 'reg_lambda': 1.1973111719779355}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:06,394] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 145, 'learning_rate': 0.04365737338384363, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9832938719935804, 'colsample_bytree': 0.9829661248397855, 'gamma': 0.10460108618641051, 'reg_alpha': 0.0004796187125143789, 'reg_lambda': 1.1935120027109536}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:06,622] Trial 149 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.03871241856096202, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9927527690740495, 'colsample_bytree': 0.9905948414378098, 'gamma': 0.1992480275024487, 'reg_alpha': 0.7766652563359147, 'reg_lambda': 1.3549365777026128}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:06,844] Trial 150 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 125, 'learning_rate': 0.03311162278114896, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9735800731327318, 'colsample_bytree': 0.9755919045292839, 'gamma': 0.10522944175350973, 'reg_alpha': 0.061149789925877496, 'reg_lambda': 1.2491650759073474}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:07,043] Trial 151 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 126, 'learning_rate': 0.045874879065430314, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9747852107766112, 'colsample_bytree': 0.9781825322274649, 'gamma': 0.10376872092845056, 'reg_alpha': 0.060752414933350846, 'reg_lambda': 1.2548176651302971}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:07,328] Trial 152 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 125, 'learning_rate': 0.033416831859627044, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9833554635504472, 'colsample_bytree': 0.965429996841949, 'gamma': 0.42005847311431144, 'reg_alpha': 0.06379114425406265, 'reg_lambda': 1.2416515987081647}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:07,610] Trial 153 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 123, 'learning_rate': 0.03333504010678385, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9595425065284242, 'colsample_bytree': 0.9670308318687242, 'gamma': 0.15126353326848027, 'reg_alpha': 0.09689080874243, 'reg_lambda': 1.2427288321949432}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:07,804] Trial 154 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.028816898968499052, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9580045608832044, 'colsample_bytree': 0.9649689590550071, 'gamma': 0.12650395196121425, 'reg_alpha': 0.9283125299267798, 'reg_lambda': 1.2534047168323368}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:08,093] Trial 155 finished with value: 0.761904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.033311860631517386, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9879817091717972, 'colsample_bytree': 0.9861253289349384, 'gamma': 0.23914428544538618, 'reg_alpha': 0.08546391399719512, 'reg_lambda': 1.3136429732928547}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:08,278] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 128, 'learning_rate': 0.029859999534353813, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9458846282171749, 'colsample_bytree': 0.9711342806245715, 'gamma': 0.4282895677777768, 'reg_alpha': 0.065688360268751, 'reg_lambda': 1.392131414471087}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:08,528] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.03806944717758861, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9638289501068592, 'colsample_bytree': 0.9777710308793646, 'gamma': 0.11040735555395581, 'reg_alpha': 0.046381885087011965, 'reg_lambda': 1.2446832096952565}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:08,800] Trial 158 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 124, 'learning_rate': 0.031703678856046594, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9713911996669189, 'colsample_bytree': 0.9997853281881282, 'gamma': 0.229703265695028, 'reg_alpha': 0.1018208940218841, 'reg_lambda': 1.300714683074831}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:08,988] Trial 159 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 127, 'learning_rate': 0.042542192664687326, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9881238075622616, 'colsample_bytree': 0.6697618892414156, 'gamma': 0.3481553391371395, 'reg_alpha': 0.022371926910482218, 'reg_lambda': 1.0863197938644926}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:09,162] Trial 160 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 104, 'learning_rate': 0.04222861951752655, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.998717994487632, 'colsample_bytree': 0.9904154576265787, 'gamma': 0.00468637999203364, 'reg_alpha': 0.07277331807151463, 'reg_lambda': 1.0869828393165766}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:09,387] Trial 161 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 129, 'learning_rate': 0.04607120697873392, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9863943325577481, 'colsample_bytree': 0.6526101482851978, 'gamma': 0.37037984067486696, 'reg_alpha': 0.021448264862583735, 'reg_lambda': 1.2254411981980449}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:09,627] Trial 162 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 118, 'learning_rate': 0.03621930551295089, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9749805645977553, 'colsample_bytree': 0.9641762042846227, 'gamma': 0.1809157716428389, 'reg_alpha': 0.051129598329152176, 'reg_lambda': 1.152472353783259}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:09,813] Trial 163 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 120, 'learning_rate': 0.03591970747948202, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9724995031592593, 'colsample_bytree': 0.7044760685241851, 'gamma': 0.17192634014710304, 'reg_alpha': 0.0484253060419632, 'reg_lambda': 1.108755834534736}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:09,966] Trial 164 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 126, 'learning_rate': 0.04045033558769017, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9573638502024756, 'colsample_bytree': 0.6180878764323667, 'gamma': 0.27917327713351553, 'reg_alpha': 0.0347011575682734, 'reg_lambda': 1.161783372250315}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:10,145] Trial 165 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 113, 'learning_rate': 0.03791101341795193, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9908539487081411, 'colsample_bytree': 0.9640860803402427, 'gamma': 0.08908498820833326, 'reg_alpha': 0.06250319461849417, 'reg_lambda': 1.2711032188079276}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:10,425] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.04328920447573733, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9831417398539077, 'colsample_bytree': 0.982924681421054, 'gamma': 0.0008314923086286952, 'reg_alpha': 0.09673065300600034, 'reg_lambda': 2.198303008054709}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:10,603] Trial 167 finished with value: 0.738095238095238 and parameters: {'n_estimators': 110, 'learning_rate': 0.033592264342269106, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9669058925160299, 'colsample_bytree': 0.6879942460314947, 'gamma': 0.19134370168658793, 'reg_alpha': 0.0010948938297476417, 'reg_lambda': 1.3407215018780831}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:10,743] Trial 168 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 117, 'learning_rate': 0.04440235646172656, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.974914305851132, 'colsample_bytree': 0.9722164605593202, 'gamma': 0.40121521111368497, 'reg_alpha': 0.14039343035746787, 'reg_lambda': 1.2046080168144333}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:10,928] Trial 169 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.031001593434934575, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9523456819242084, 'colsample_bytree': 0.682538706629762, 'gamma': 0.2898959035728772, 'reg_alpha': 0.034688924756596136, 'reg_lambda': 1.0759021520350238}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:11,281] Trial 170 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 235, 'learning_rate': 0.03569803584665493, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9822162876608543, 'colsample_bytree': 0.9509538778017123, 'gamma': 0.12645574340738844, 'reg_alpha': 0.0812284944798876, 'reg_lambda': 1.154182074846261}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:11,448] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.03822768889527438, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9909342768208992, 'colsample_bytree': 0.9631383119859579, 'gamma': 0.08661661932435455, 'reg_alpha': 0.05723990221788287, 'reg_lambda': 1.2649970295767792}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:11,594] Trial 172 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 113, 'learning_rate': 0.041394705080558175, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9922001672304004, 'colsample_bytree': 0.9648027071414579, 'gamma': 4.346274329634797, 'reg_alpha': 0.06237310741265574, 'reg_lambda': 1.4549306191045812}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:11,877] Trial 173 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 105, 'learning_rate': 0.04585371048918077, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9630246242449643, 'colsample_bytree': 0.9788508075234778, 'gamma': 0.18865652390378349, 'reg_alpha': 0.020475631442819137, 'reg_lambda': 1.2193557324404558}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:12,059] Trial 174 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 124, 'learning_rate': 0.036604865569316275, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9819468699863784, 'colsample_bytree': 0.9572397312739918, 'gamma': 0.08882102225761013, 'reg_alpha': 0.04574962030331653, 'reg_lambda': 1.388783991999356}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:12,343] Trial 175 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.03481770030395244, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9773659839526323, 'colsample_bytree': 0.9498572486104946, 'gamma': 0.28932576077710304, 'reg_alpha': 0.04168399633436584, 'reg_lambda': 1.393512691883612}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:12,677] Trial 176 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 138, 'learning_rate': 0.04866893652100616, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9685916644091618, 'colsample_bytree': 0.9561435072430392, 'gamma': 0.367629916928156, 'reg_alpha': 0.019918369411477836, 'reg_lambda': 1.107308272030889}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:12,847] Trial 177 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 134, 'learning_rate': 0.04981737713014408, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9679988447559712, 'colsample_bytree': 0.9569868192139914, 'gamma': 0.17890797892942187, 'reg_alpha': 0.0009699470365935013, 'reg_lambda': 1.1753106387599423}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:13,016] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.02678843495409592, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9559153425676346, 'colsample_bytree': 0.9706118876781783, 'gamma': 0.00799816922347657, 'reg_alpha': 0.07711670281979244, 'reg_lambda': 1.3229449989461746}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:13,253] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.054348579270039866, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9734360998444364, 'colsample_bytree': 0.983223187292121, 'gamma': 2.388409316417566, 'reg_alpha': 0.04978566207709795, 'reg_lambda': 1.1200943744100473}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:13,424] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.04684612509144473, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9444367916732754, 'colsample_bytree': 0.9563469503838559, 'gamma': 0.24377414331714767, 'reg_alpha': 0.10718179683545742, 'reg_lambda': 1.224464733092944}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:13,674] Trial 181 finished with value: 0.755952380952381 and parameters: {'n_estimators': 129, 'learning_rate': 0.041782765133403586, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9814517920672339, 'colsample_bytree': 0.9731114251841985, 'gamma': 0.3839870829666344, 'reg_alpha': 0.02203986081256922, 'reg_lambda': 1.0668445508571107}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:13,877] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.039380023475334806, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.965475391920454, 'colsample_bytree': 0.9454188316364939, 'gamma': 0.3340779195667186, 'reg_alpha': 0.030908585173764446, 'reg_lambda': 1.015653056241952}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:14,064] Trial 183 finished with value: 0.755952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.057260211018152166, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9858955477491855, 'colsample_bytree': 0.9912975678399396, 'gamma': 0.12038022858326025, 'reg_alpha': 0.020659920777907327, 'reg_lambda': 1.1182601736983566}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:14,280] Trial 184 finished with value: 0.755952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.049369333151321235, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9988977021269202, 'colsample_bytree': 0.9347471938921621, 'gamma': 0.45091584238192284, 'reg_alpha': 0.0448994302775232, 'reg_lambda': 0.9542773137921942}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:14,507] Trial 185 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 121, 'learning_rate': 0.04336169356793854, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7864290963334949, 'colsample_bytree': 0.9633731122274135, 'gamma': 0.26731996608048825, 'reg_alpha': 0.021443881390944754, 'reg_lambda': 1.19678632367253}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:15,254] Trial 186 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 132, 'learning_rate': 0.03280663874827115, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9723048458083565, 'colsample_bytree': 0.9774206427385627, 'gamma': 0.0929258985015391, 'reg_alpha': 0.0010039342832482347, 'reg_lambda': 1.0886619505344735}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:15,442] Trial 187 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 129, 'learning_rate': 0.04807675030330184, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8321059853713119, 'colsample_bytree': 0.7455617786131461, 'gamma': 0.17965519176769154, 'reg_alpha': 0.07803594874272424, 'reg_lambda': 1.156653933663804}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:15,724] Trial 188 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 121, 'learning_rate': 0.03616375989782275, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9608171704939005, 'colsample_bytree': 0.9568585940452929, 'gamma': 0.3852222179189225, 'reg_alpha': 0.05778663859199531, 'reg_lambda': 1.2980599733349758}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:15,932] Trial 189 finished with value: 0.761904761904762 and parameters: {'n_estimators': 140, 'learning_rate': 0.04488296764112136, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9794576198151117, 'colsample_bytree': 0.9687114150996059, 'gamma': 0.5131487035687989, 'reg_alpha': 0.03831819656014507, 'reg_lambda': 1.033785635315807}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:16,134] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 177, 'learning_rate': 0.04033354659140247, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9860920394898485, 'colsample_bytree': 0.9819409587924839, 'gamma': 0.08978722311628608, 'reg_alpha': 0.020995044557776173, 'reg_lambda': 1.252347355620223}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:16,312] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 107, 'learning_rate': 0.03750022794756096, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9890336247546517, 'colsample_bytree': 0.9633259445722699, 'gamma': 0.08489072115130535, 'reg_alpha': 0.06553111650986083, 'reg_lambda': 1.2617515432345625}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:16,575] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 112, 'learning_rate': 0.03756859417394623, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9959004753701715, 'colsample_bytree': 0.950786361722724, 'gamma': 0.2754880739951911, 'reg_alpha': 0.04945294688991938, 'reg_lambda': 1.1778020966061074}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:16,755] Trial 193 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 118, 'learning_rate': 0.053881519450864446, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9758300378621977, 'colsample_bytree': 0.9687104847357768, 'gamma': 0.1862225783196877, 'reg_alpha': 0.06724216076245995, 'reg_lambda': 1.3663653380523186}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:16,923] Trial 194 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.05478149121723592, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.9736838357365631, 'colsample_bytree': 0.9760947425212837, 'gamma': 0.0033639674171736245, 'reg_alpha': 0.0955350527903327, 'reg_lambda': 1.3830789679599165}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:17,097] Trial 195 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 117, 'learning_rate': 0.05184693525113892, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.966920415078953, 'colsample_bytree': 0.9869653737353254, 'gamma': 0.20703702120593037, 'reg_alpha': 0.034956573921317804, 'reg_lambda': 1.1270051462737005}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:17,312] Trial 196 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 126, 'learning_rate': 0.047343716466444266, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.978109057083496, 'colsample_bytree': 0.9417366363568596, 'gamma': 0.33598080710035655, 'reg_alpha': 0.00025482545766147835, 'reg_lambda': 1.3467475790120629}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:17,555] Trial 197 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 121, 'learning_rate': 0.05574204725371376, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9607006203737036, 'colsample_bytree': 0.9684007362154265, 'gamma': 0.17754834335755426, 'reg_alpha': 0.08024988442701227, 'reg_lambda': 1.2252971261521126}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:17,761] Trial 198 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 148, 'learning_rate': 0.04249003950613163, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9790014367770021, 'colsample_bytree': 0.9567752589623506, 'gamma': 0.39903256279186483, 'reg_alpha': 0.018593108002758145, 'reg_lambda': 1.0718197913906955}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:18,070] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 173, 'learning_rate': 0.07958112414325084, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9721691974863181, 'colsample_bytree': 0.9937843704736806, 'gamma': 0.2673106053729565, 'reg_alpha': 0.050680002540247786, 'reg_lambda': 1.1866891592461524}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:18,074] A new study created in memory with name: no-name-909ad010-ca38-4dbc-ada0-0d6ff4f1ce00
[I 2025-11-03 19:38:18,280] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.022925965146418634, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7257443076386206, 'colsample_bytree': 0.9934647109556192, 'gamma': 1.5764710388774528, 'reg_alpha': 0.7600384566676867, 'reg_lambda': 0.8463547153909979}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:38:18,510] Trial 1 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 169, 'learning_rate': 0.07081284927065178, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.700607647717439, 'colsample_bytree': 0.9143699364739614, 'gamma': 4.110757793615982, 'reg_alpha': 0.4938400964227867, 'reg_lambda': 0.6645946404171966}. Best is trial 1 with value: 0.6071428571428572.
[I 2025-11-03 19:38:18,803] Trial 2 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 79, 'learning_rate': 0.03622311647968631, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6892788486649578, 'colsample_bytree': 0.938716642713175, 'gamma': 1.6386035911435337, 'reg_alpha': 0.323192431340131, 'reg_lambda': 2.1911074310544825}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 19:38:18,865] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.27622175084902834, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.7198683184393276, 'colsample_bytree': 0.613442433707701, 'gamma': 1.8376622337882647, 'reg_alpha': 0.9858867616493839, 'reg_lambda': 0.6628291550319108}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 19:38:19,062] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.013863600904514191, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.6388707598223735, 'colsample_bytree': 0.6500002480573985, 'gamma': 2.8574011579092167, 'reg_alpha': 0.9675869623150098, 'reg_lambda': 1.936403482497036}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 19:38:19,260] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.08011448468152195, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.6175317408597004, 'colsample_bytree': 0.9163997941212519, 'gamma': 3.738680564433757, 'reg_alpha': 0.5472758565491042, 'reg_lambda': 1.8851010033453108}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 19:38:19,449] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 118, 'learning_rate': 0.010066884362757404, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.7322924679552981, 'colsample_bytree': 0.8929836851859223, 'gamma': 2.6187575586191563, 'reg_alpha': 0.9517561611316604, 'reg_lambda': 1.9050255993030905}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 19:38:19,584] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.04576432562319035, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9005610838628607, 'colsample_bytree': 0.9010045837604763, 'gamma': 1.8363111677385562, 'reg_alpha': 0.7314239688907066, 'reg_lambda': 2.323728673641762}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 19:38:19,764] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 225, 'learning_rate': 0.162782102358859, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6524322014486926, 'colsample_bytree': 0.9407519567064203, 'gamma': 1.7200408640170017, 'reg_alpha': 0.8421482911123994, 'reg_lambda': 1.9433172636341385}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:38:19,819] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.19546353692224933, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9371788038160124, 'colsample_bytree': 0.619738970228712, 'gamma': 0.30220516867513314, 'reg_alpha': 0.13224379197138725, 'reg_lambda': 2.7750363738816053}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:38:19,972] Trial 10 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 179, 'learning_rate': 0.12859226427135811, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8631651046018658, 'colsample_bytree': 0.785348405713818, 'gamma': 4.947489559365925, 'reg_alpha': 0.6730656671755317, 'reg_lambda': 1.3686653494769323}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:38:20,121] Trial 11 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.03685362503087778, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8082986216619791, 'colsample_bytree': 0.8033547463918289, 'gamma': 0.5417277496308142, 'reg_alpha': 0.2575448157470569, 'reg_lambda': 2.579699451464607}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:20,332] Trial 12 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 127, 'learning_rate': 0.10596267720584386, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8094302486489421, 'colsample_bytree': 0.7820688212744659, 'gamma': 0.19972462265073476, 'reg_alpha': 0.020672227060546694, 'reg_lambda': 2.870626344005318}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:20,477] Trial 13 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 111, 'learning_rate': 0.027933375356138546, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8182864595289444, 'colsample_bytree': 0.7622172411704209, 'gamma': 0.0578810298154962, 'reg_alpha': 0.05837504933953805, 'reg_lambda': 2.965145279512776}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:20,626] Trial 14 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 151, 'learning_rate': 0.0945865898935893, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9964508359092061, 'colsample_bytree': 0.7277007677376056, 'gamma': 0.9100702956609776, 'reg_alpha': 0.23021266236784074, 'reg_lambda': 2.544114728954159}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:20,823] Trial 15 finished with value: 0.738095238095238 and parameters: {'n_estimators': 94, 'learning_rate': 0.05289654842827366, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7798932932965733, 'colsample_bytree': 0.7085829111538625, 'gamma': 0.6802563390753196, 'reg_alpha': 0.00047627822233120565, 'reg_lambda': 2.6366479762343813}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:21,091] Trial 16 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.05188557743240177, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7668983160046817, 'colsample_bytree': 0.7011877834912521, 'gamma': 0.9954195766271061, 'reg_alpha': 0.3505277667839472, 'reg_lambda': 1.3914300186907875}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:21,247] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.02093331779402068, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7712198376343983, 'colsample_bytree': 0.8336813555609408, 'gamma': 1.0500658484688958, 'reg_alpha': 0.3799835309805218, 'reg_lambda': 1.4051929113658896}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:21,314] Trial 18 finished with value: 0.744047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.030833004305542647, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8522883565293421, 'colsample_bytree': 0.8355768165266615, 'gamma': 0.9353556701059825, 'reg_alpha': 0.2346386551765529, 'reg_lambda': 1.489406331995034}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:21,588] Trial 19 finished with value: 0.738095238095238 and parameters: {'n_estimators': 65, 'learning_rate': 0.06050426827884804, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.760962016037659, 'colsample_bytree': 0.6914292455342126, 'gamma': 2.3404278340632567, 'reg_alpha': 0.4522757978738208, 'reg_lambda': 1.095103294883605}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:21,737] Trial 20 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 103, 'learning_rate': 0.04084702232465543, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8679235863485083, 'colsample_bytree': 0.8322961154081921, 'gamma': 3.18687332627934, 'reg_alpha': 0.2696754642633849, 'reg_lambda': 1.6453378367386529}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:21,856] Trial 21 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 22, 'learning_rate': 0.03111331735720891, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8382351963171354, 'colsample_bytree': 0.8359341931553382, 'gamma': 1.046953950244181, 'reg_alpha': 0.18876415450333203, 'reg_lambda': 1.4504287912186402}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:22,031] Trial 22 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 31, 'learning_rate': 0.017087238173547226, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9144324423683251, 'colsample_bytree': 0.8585107824768363, 'gamma': 0.6268790951196488, 'reg_alpha': 0.3750261259464164, 'reg_lambda': 1.121553541472287}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:22,279] Trial 23 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.02545545927548915, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8456975880037986, 'colsample_bytree': 0.735908620425035, 'gamma': 1.252347765163692, 'reg_alpha': 0.13415286159308604, 'reg_lambda': 1.6967360803989027}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:22,457] Trial 24 finished with value: 0.738095238095238 and parameters: {'n_estimators': 150, 'learning_rate': 0.0227706655971471, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7946599069464454, 'colsample_bytree': 0.7377475736565741, 'gamma': 1.2992986700572973, 'reg_alpha': 0.11987382158634034, 'reg_lambda': 2.182892571448848}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:22,664] Trial 25 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 142, 'learning_rate': 0.054507931925678994, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7536008871964711, 'colsample_bytree': 0.673490344204687, 'gamma': 2.1526089325406224, 'reg_alpha': 0.5720952785787423, 'reg_lambda': 1.1428170254457521}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:22,838] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.04002886743256728, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8917574834956901, 'colsample_bytree': 0.7535757185257187, 'gamma': 0.4916459908952791, 'reg_alpha': 0.41217230821200723, 'reg_lambda': 1.6885573252590151}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:22,988] Trial 27 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 91, 'learning_rate': 0.013161264392405147, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8225311989551244, 'colsample_bytree': 0.6532704213544362, 'gamma': 1.372098739326567, 'reg_alpha': 0.30014055802468587, 'reg_lambda': 2.394321462029656}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:23,181] Trial 28 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 135, 'learning_rate': 0.027120275356693025, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9658812497726926, 'colsample_bytree': 0.8084904152906555, 'gamma': 0.532030313552987, 'reg_alpha': 0.15334712140615664, 'reg_lambda': 2.1463958744372533}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:23,384] Trial 29 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 203, 'learning_rate': 0.021226465316568802, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7438599100289504, 'colsample_bytree': 0.7142772000555871, 'gamma': 2.206141556023413, 'reg_alpha': 0.0828713805610678, 'reg_lambda': 0.8741074354561533}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:23,593] Trial 30 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 71, 'learning_rate': 0.017764899668209308, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7954161222277458, 'colsample_bytree': 0.7532083170316995, 'gamma': 1.3562680726583136, 'reg_alpha': 0.3214958479954649, 'reg_lambda': 1.22033210773636}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:23,864] Trial 31 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 105, 'learning_rate': 0.016254330781205827, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7936769497204972, 'colsample_bytree': 0.7682101482399104, 'gamma': 1.3311641151137017, 'reg_alpha': 0.31760958972528647, 'reg_lambda': 0.9337312197026005}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:24,029] Trial 32 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.018183884290420987, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8047098835325441, 'colsample_bytree': 0.8029495141574365, 'gamma': 1.4481025500085238, 'reg_alpha': 0.21761545001632143, 'reg_lambda': 0.8503800064751432}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:24,235] Trial 33 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 161, 'learning_rate': 0.017683841860689994, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8299920485138813, 'colsample_bytree': 0.871218330047561, 'gamma': 1.3671909348094107, 'reg_alpha': 0.21422256807746054, 'reg_lambda': 0.7516477450804412}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:24,506] Trial 34 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 66, 'learning_rate': 0.011847838613065431, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.6950501572117889, 'colsample_bytree': 0.7981873569537976, 'gamma': 2.023714307092707, 'reg_alpha': 0.2735117291317981, 'reg_lambda': 1.1966250733260801}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:24,728] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 122, 'learning_rate': 0.025108589123677895, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8832399415043954, 'colsample_bytree': 0.8053847456665449, 'gamma': 1.578375636285254, 'reg_alpha': 0.4719402047552246, 'reg_lambda': 0.5517236707549167}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:24,866] Trial 36 finished with value: 0.738095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.034953329379279585, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.716332896368964, 'colsample_bytree': 0.7537975696778203, 'gamma': 2.7668271926891674, 'reg_alpha': 0.17948664241123855, 'reg_lambda': 0.9554994101252449}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:25,064] Trial 37 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 169, 'learning_rate': 0.01897668940331081, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8455173335948609, 'colsample_bytree': 0.7293672002500506, 'gamma': 3.2832709706820724, 'reg_alpha': 0.10683826305655059, 'reg_lambda': 0.5184520766134142}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:25,334] Trial 38 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 133, 'learning_rate': 0.014483200460755399, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.813777158068423, 'colsample_bytree': 0.7808196653683241, 'gamma': 1.8821488117688714, 'reg_alpha': 0.5388142725949847, 'reg_lambda': 1.5708569516548765}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:25,477] Trial 39 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 103, 'learning_rate': 0.03591030116613428, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.788500273182278, 'colsample_bytree': 0.8591601703523453, 'gamma': 0.7443199499818944, 'reg_alpha': 0.4261153014443761, 'reg_lambda': 1.2631713956597899}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:25,648] Trial 40 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.012105370248998066, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6616540049154409, 'colsample_bytree': 0.8123086990323487, 'gamma': 0.29778485239199215, 'reg_alpha': 0.27501851392128823, 'reg_lambda': 1.8041940246833852}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:25,801] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.012927008756675263, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6613544986877684, 'colsample_bytree': 0.8147486709969097, 'gamma': 0.4275655450375955, 'reg_alpha': 0.26121459136807296, 'reg_lambda': 1.8321593551800213}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:25,959] Trial 42 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 74, 'learning_rate': 0.01061085521822542, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6287210568580398, 'colsample_bytree': 0.9917157533870192, 'gamma': 0.020192653433367957, 'reg_alpha': 0.17554093496639933, 'reg_lambda': 0.7293840772254983}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:26,092] Trial 43 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 52, 'learning_rate': 0.015088927933089823, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6018252695683851, 'colsample_bytree': 0.7489202121517197, 'gamma': 0.2727610506248792, 'reg_alpha': 0.3424399158518851, 'reg_lambda': 2.2716832362539283}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:26,272] Trial 44 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 123, 'learning_rate': 0.019319500489237616, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7267666681648146, 'colsample_bytree': 0.7770675861404593, 'gamma': 1.2047916660021802, 'reg_alpha': 0.058603902445953204, 'reg_lambda': 1.9736335556064621}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:26,474] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 94, 'learning_rate': 0.024089221253646778, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.6799467625094515, 'colsample_bytree': 0.7918490584998517, 'gamma': 1.6011359495385413, 'reg_alpha': 0.2987996988136439, 'reg_lambda': 2.050663392458789}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:26,659] Trial 46 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 147, 'learning_rate': 0.011443885116284214, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9240317397519604, 'colsample_bytree': 0.8768600244576852, 'gamma': 0.7995107540750309, 'reg_alpha': 0.2194229502348961, 'reg_lambda': 2.6081840901382605}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:26,827] Trial 47 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.015547582689501842, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.866672224692218, 'colsample_bytree': 0.8207924401872103, 'gamma': 4.392471647839904, 'reg_alpha': 0.13300471419965562, 'reg_lambda': 1.3000276339203214}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:26,991] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 135, 'learning_rate': 0.029256978609959242, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7449248400261164, 'colsample_bytree': 0.6839252802325089, 'gamma': 0.2670050993516905, 'reg_alpha': 0.04224427139373277, 'reg_lambda': 1.8004666530086906}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:27,280] Trial 49 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.07713496234822101, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8098867791525504, 'colsample_bytree': 0.7211713609143472, 'gamma': 1.8209580858748575, 'reg_alpha': 0.2443082003583661, 'reg_lambda': 1.0264555958906756}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:27,453] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.24305660809017066, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.7084222773072298, 'colsample_bytree': 0.7430801626767051, 'gamma': 1.1201591479833448, 'reg_alpha': 0.39062527432049, 'reg_lambda': 2.424131869975459}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:27,602] Trial 51 finished with value: 0.738095238095238 and parameters: {'n_estimators': 103, 'learning_rate': 0.017692520569459923, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8059994075164568, 'colsample_bytree': 0.7692866686288692, 'gamma': 1.5371586586672794, 'reg_alpha': 0.3188276250559846, 'reg_lambda': 0.8859849331520169}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:27,889] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.010031377412532344, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7810857077873681, 'colsample_bytree': 0.793793627114989, 'gamma': 1.37936473009669, 'reg_alpha': 0.3283243207388899, 'reg_lambda': 0.792903106440771}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:28,019] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.015967173370047775, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8324684847708619, 'colsample_bytree': 0.7650990906551671, 'gamma': 0.7037483560163449, 'reg_alpha': 0.20060704280775554, 'reg_lambda': 0.9859187790200122}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:28,295] Trial 54 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.013526985998486032, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8005519607726332, 'colsample_bytree': 0.8184358281066363, 'gamma': 0.8528017055616479, 'reg_alpha': 0.5983886636397758, 'reg_lambda': 0.6603919788546092}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:28,461] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.02261579755247646, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8549035695895699, 'colsample_bytree': 0.7739022456541339, 'gamma': 1.1716028913383796, 'reg_alpha': 0.8280548124606282, 'reg_lambda': 1.567083461516288}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:28,734] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 241, 'learning_rate': 0.046430248357302896, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7729261134151519, 'colsample_bytree': 0.8555902678975349, 'gamma': 2.44004236292194, 'reg_alpha': 0.28955478712866684, 'reg_lambda': 0.606062740646663}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:28,985] Trial 57 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 109, 'learning_rate': 0.02002754266375721, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8798755697125549, 'colsample_bytree': 0.8415983712825955, 'gamma': 0.38466476775342373, 'reg_alpha': 0.3572207699108602, 'reg_lambda': 2.800637325139123}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:29,114] Trial 58 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 42, 'learning_rate': 0.01998628686497123, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8823874583738182, 'colsample_bytree': 0.8995614494642191, 'gamma': 0.15730298962316536, 'reg_alpha': 0.4430195089472573, 'reg_lambda': 2.8721973480704057}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:29,257] Trial 59 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.02599927481586432, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9108305289223368, 'colsample_bytree': 0.9267134059600829, 'gamma': 0.48286625858027155, 'reg_alpha': 0.4955927545097156, 'reg_lambda': 2.998315751103262}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:29,444] Trial 60 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 146, 'learning_rate': 0.031345291243303396, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9355364829266989, 'colsample_bytree': 0.8440566834701615, 'gamma': 0.9825124250209449, 'reg_alpha': 0.3631929768936993, 'reg_lambda': 2.770918302298614}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:29,654] Trial 61 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 109, 'learning_rate': 0.016201320031255476, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8451379623488492, 'colsample_bytree': 0.8265098409503803, 'gamma': 0.3921182450690963, 'reg_alpha': 0.24624634986363134, 'reg_lambda': 2.761969385856739}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:29,811] Trial 62 finished with value: 0.738095238095238 and parameters: {'n_estimators': 112, 'learning_rate': 0.012121542817406968, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8746611205708608, 'colsample_bytree': 0.8208102943366461, 'gamma': 0.44841554129435024, 'reg_alpha': 0.15096290161203668, 'reg_lambda': 2.752424060257335}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:30,008] Trial 63 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.021201429858344254, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8497686792425178, 'colsample_bytree': 0.8455157766840852, 'gamma': 0.3170338081839542, 'reg_alpha': 0.266150152936881, 'reg_lambda': 2.6692836932383823}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:30,227] Trial 64 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.06480403922931664, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8349245068666505, 'colsample_bytree': 0.8764834290138004, 'gamma': 0.6233819115930895, 'reg_alpha': 0.2154548125609582, 'reg_lambda': 2.5051901935095797}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 19:38:30,425] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 129, 'learning_rate': 0.10398217734550702, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8989851028833522, 'colsample_bytree': 0.8748118857633174, 'gamma': 0.05212311153493965, 'reg_alpha': 0.22912477433347128, 'reg_lambda': 2.503136121088927}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 19:38:30,623] Trial 66 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.06799443234234413, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8259562815415572, 'colsample_bytree': 0.919271999563491, 'gamma': 0.6462689564422024, 'reg_alpha': 0.09200536454128364, 'reg_lambda': 2.9145617943416116}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 19:38:30,884] Trial 67 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 121, 'learning_rate': 0.14100459591937986, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8395457016466885, 'colsample_bytree': 0.8330822367337352, 'gamma': 0.8928977444204721, 'reg_alpha': 0.16571505664356861, 'reg_lambda': 2.4971447354982512}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 19:38:31,028] Trial 68 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 108, 'learning_rate': 0.0614585288142951, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8578500437838115, 'colsample_bytree': 0.8845420639390517, 'gamma': 0.36469133229191925, 'reg_alpha': 0.2008634742433847, 'reg_lambda': 2.7206642926194444}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 19:38:31,154] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.062448187914968215, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8588552368320839, 'colsample_bytree': 0.9343525635482781, 'gamma': 0.5820381938286284, 'reg_alpha': 0.19256686439390358, 'reg_lambda': 1.7263697460766325}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 19:38:31,335] Trial 70 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 170, 'learning_rate': 0.0843184282717256, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.951464220385113, 'colsample_bytree': 0.8893459685610356, 'gamma': 0.196286747264514, 'reg_alpha': 0.13253077718170822, 'reg_lambda': 2.292784349677356}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:31,522] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.08667949119476961, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8767179825993868, 'colsample_bytree': 0.8847776154304398, 'gamma': 0.24508360618694022, 'reg_alpha': 0.08983230297509703, 'reg_lambda': 2.2864997273223358}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:31,796] Trial 72 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 140, 'learning_rate': 0.07636714811502862, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8949719462832477, 'colsample_bytree': 0.953723168724705, 'gamma': 0.16071206462010265, 'reg_alpha': 0.13323001813008892, 'reg_lambda': 2.679997084704198}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:32,101] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 213, 'learning_rate': 0.04911665293267813, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9878693442125283, 'colsample_bytree': 0.9108736161262045, 'gamma': 0.7430028421439314, 'reg_alpha': 0.4007036968623602, 'reg_lambda': 2.102774262960397}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:32,296] Trial 74 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 167, 'learning_rate': 0.06370847058136517, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9708432692136411, 'colsample_bytree': 0.8584227804833914, 'gamma': 0.5906837942441416, 'reg_alpha': 0.20203466599849046, 'reg_lambda': 2.3971349758321647}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:32,576] Trial 75 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 181, 'learning_rate': 0.07008365780739718, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9617796930807133, 'colsample_bytree': 0.8929352314709184, 'gamma': 0.5745545162750987, 'reg_alpha': 0.20366595734545972, 'reg_lambda': 2.390653319821341}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:32,758] Trial 76 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.06010222423941133, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9708840593761632, 'colsample_bytree': 0.8643931104037732, 'gamma': 1.4914764966684122, 'reg_alpha': 0.06851064241823276, 'reg_lambda': 2.2255974363251867}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:33,050] Trial 77 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 190, 'learning_rate': 0.0860573401301179, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.976802914579068, 'colsample_bytree': 0.8901827314289601, 'gamma': 1.0187869114267902, 'reg_alpha': 0.013422615525271187, 'reg_lambda': 2.4513680858890137}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:33,292] Trial 78 finished with value: 0.755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.11011711426904394, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9487439955536191, 'colsample_bytree': 0.8808209486794427, 'gamma': 0.13018544273039806, 'reg_alpha': 0.116984293728883, 'reg_lambda': 2.548959460064158}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:33,462] Trial 79 finished with value: 0.755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.11215741583834157, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9498044190770479, 'colsample_bytree': 0.8820644864229534, 'gamma': 0.015168957978937747, 'reg_alpha': 0.11006605473672228, 'reg_lambda': 2.528259182243686}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:33,648] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.12619484436420533, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9477776013263934, 'colsample_bytree': 0.9547063607764565, 'gamma': 0.02147869654779222, 'reg_alpha': 0.1128792157921715, 'reg_lambda': 2.3418638263725007}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:33,807] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 152, 'learning_rate': 0.13195909039347883, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9413039895723438, 'colsample_bytree': 0.878594183605808, 'gamma': 0.006278268420779942, 'reg_alpha': 0.03771063575934208, 'reg_lambda': 2.549640707649709}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:34,032] Trial 82 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 162, 'learning_rate': 0.11143122026162941, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9539600136564658, 'colsample_bytree': 0.8647841010396374, 'gamma': 0.5385327515059483, 'reg_alpha': 0.15052764972294413, 'reg_lambda': 2.613997972517702}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:34,226] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 188, 'learning_rate': 0.11250529058455559, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.948422372996649, 'colsample_bytree': 0.9042355036450467, 'gamma': 0.1610485737249343, 'reg_alpha': 0.15417232096953956, 'reg_lambda': 2.6981978223307928}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:34,418] Trial 84 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 162, 'learning_rate': 0.16235492783468455, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9865119657263148, 'colsample_bytree': 0.8668992571484921, 'gamma': 0.16825732506064645, 'reg_alpha': 0.13053825602732053, 'reg_lambda': 2.5559873307559338}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:34,652] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 163, 'learning_rate': 0.17631560523003995, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9966771271895927, 'colsample_bytree': 0.8531130478225991, 'gamma': 0.1586966005187344, 'reg_alpha': 0.11410612667890828, 'reg_lambda': 2.5916686199504615}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:34,820] Trial 86 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.15174579399807825, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.957295226692728, 'colsample_bytree': 0.8706853609151376, 'gamma': 0.3722068751997446, 'reg_alpha': 0.13818749163039815, 'reg_lambda': 2.3461294736565956}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:34,993] Trial 87 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.09600805327233214, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.981943908668253, 'colsample_bytree': 0.904827118467643, 'gamma': 0.6347958090080089, 'reg_alpha': 0.07103190263564821, 'reg_lambda': 2.492243167902719}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:35,154] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 145, 'learning_rate': 0.20386438229077405, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9252857305737926, 'colsample_bytree': 0.9145106212513178, 'gamma': 0.4822697896628128, 'reg_alpha': 0.171842145878913, 'reg_lambda': 2.634970984490598}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:35,444] Trial 89 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 200, 'learning_rate': 0.12025986450539176, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.988450327816757, 'colsample_bytree': 0.8870701250998904, 'gamma': 0.16782481480841635, 'reg_alpha': 0.04281740626386024, 'reg_lambda': 2.453731751412574}. Best is trial 89 with value: 0.7738095238095238.
[I 2025-11-03 19:38:35,632] Trial 90 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 218, 'learning_rate': 0.11732732724221284, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9870811253128438, 'colsample_bytree': 0.8899290399818736, 'gamma': 0.14855299759382418, 'reg_alpha': 0.0018148928874016507, 'reg_lambda': 2.571400343619097}. Best is trial 89 with value: 0.7738095238095238.
[I 2025-11-03 19:38:35,841] Trial 91 finished with value: 0.761904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.09457853107887448, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9564207411771406, 'colsample_bytree': 0.8659478961045037, 'gamma': 0.24414079291389967, 'reg_alpha': 0.04026245704325139, 'reg_lambda': 2.4606487524513967}. Best is trial 89 with value: 0.7738095238095238.
[I 2025-11-03 19:38:36,164] Trial 92 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 209, 'learning_rate': 0.10127759168760252, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9563921926723131, 'colsample_bytree': 0.8647361336453219, 'gamma': 0.2897591459258111, 'reg_alpha': 0.05223066897316714, 'reg_lambda': 2.4397182714386765}. Best is trial 89 with value: 0.7738095238095238.
[I 2025-11-03 19:38:36,360] Trial 93 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 201, 'learning_rate': 0.10015551508782645, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.970892859171471, 'colsample_bytree': 0.8510866627260216, 'gamma': 0.28484721620370673, 'reg_alpha': 0.038847847775976746, 'reg_lambda': 2.4237625014382758}. Best is trial 89 with value: 0.7738095238095238.
[I 2025-11-03 19:38:36,653] Trial 94 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 201, 'learning_rate': 0.09486720249579009, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9706375543133271, 'colsample_bytree': 0.8626171397038535, 'gamma': 0.32724819646006886, 'reg_alpha': 0.03858174424566675, 'reg_lambda': 2.4426595857355866}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:36,908] Trial 95 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 204, 'learning_rate': 0.097493586219134, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9682511920290447, 'colsample_bytree': 0.8515309547792622, 'gamma': 0.3154994547332281, 'reg_alpha': 0.03188995150465653, 'reg_lambda': 2.4431173193970586}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:37,119] Trial 96 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 199, 'learning_rate': 0.08387716396930547, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9991577858849612, 'colsample_bytree': 0.8666566892497457, 'gamma': 0.7834991687065966, 'reg_alpha': 0.04935947933079452, 'reg_lambda': 2.2555606713436522}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:37,306] Trial 97 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 232, 'learning_rate': 0.09108969871615132, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9583508667525956, 'colsample_bytree': 0.8977872001316581, 'gamma': 0.5052751072310239, 'reg_alpha': 0.022914341335990913, 'reg_lambda': 2.3897048570359125}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:37,619] Trial 98 finished with value: 0.755952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.06525023966406426, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9269017089860597, 'colsample_bytree': 0.858130662014842, 'gamma': 0.5824373711808929, 'reg_alpha': 0.08333934988436784, 'reg_lambda': 2.2008940929823027}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:37,807] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.0747269172944414, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9732222410614539, 'colsample_bytree': 0.8488447438719442, 'gamma': 0.38356417346117777, 'reg_alpha': 0.0009481319844419148, 'reg_lambda': 2.3057569317582844}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:38,035] Trial 100 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 230, 'learning_rate': 0.1023412459299825, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.914147233421951, 'colsample_bytree': 0.8619357794040526, 'gamma': 3.450162922166882, 'reg_alpha': 0.053142564642374546, 'reg_lambda': 2.461153822458936}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:38,299] Trial 101 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.05684686651970936, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9875992660976727, 'colsample_bytree': 0.869011936860685, 'gamma': 0.27248624163775, 'reg_alpha': 0.09046353441336602, 'reg_lambda': 2.3957600927671523}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:38,481] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.11901106864890683, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9778191907674628, 'colsample_bytree': 0.8878511416315308, 'gamma': 0.2084484793659888, 'reg_alpha': 0.06503789604504932, 'reg_lambda': 2.7046819956122654}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:38,680] Trial 103 finished with value: 0.755952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.16294218207588987, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9334852624278633, 'colsample_bytree': 0.8747929187869774, 'gamma': 0.43712353174654917, 'reg_alpha': 0.023894890150982836, 'reg_lambda': 2.1413841086580296}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:38,979] Trial 104 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.08038342676888002, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9618834579645064, 'colsample_bytree': 0.8421180060161619, 'gamma': 0.7298059076192508, 'reg_alpha': 0.1515414051229099, 'reg_lambda': 2.823821541169054}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:39,154] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 186, 'learning_rate': 0.09242526434944832, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9891008108877228, 'colsample_bytree': 0.8296657501981164, 'gamma': 0.3583989652126568, 'reg_alpha': 0.09862390256504727, 'reg_lambda': 2.614668260161701}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:39,343] Trial 106 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 194, 'learning_rate': 0.1344175904843955, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9546712898844498, 'colsample_bytree': 0.8616525632244477, 'gamma': 4.966220337586771, 'reg_alpha': 0.04614204550561238, 'reg_lambda': 2.3590561673617914}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:39,602] Trial 107 finished with value: 0.6071428571428571 and parameters: {'n_estimators': 176, 'learning_rate': 0.09991056912776047, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9657628367368528, 'colsample_bytree': 0.895626146284753, 'gamma': 4.059548303871483, 'reg_alpha': 0.18658668982549587, 'reg_lambda': 2.6502870818052005}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:39,754] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.08932476361757455, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9796246636442673, 'colsample_bytree': 0.9214967674333109, 'gamma': 0.8413186069471308, 'reg_alpha': 0.07218970924366858, 'reg_lambda': 2.7273165051047643}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:39,945] Trial 109 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 202, 'learning_rate': 0.082044298361269, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9924010617209983, 'colsample_bytree': 0.837359883533318, 'gamma': 0.2508245014529069, 'reg_alpha': 0.14566176527128047, 'reg_lambda': 2.439813211567012}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:40,224] Trial 110 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 209, 'learning_rate': 0.07183432400070523, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.942510661486343, 'colsample_bytree': 0.8837817516202908, 'gamma': 0.1017190529869046, 'reg_alpha': 0.16736771194171718, 'reg_lambda': 2.5276690885094233}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:40,427] Trial 111 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 204, 'learning_rate': 0.12232842706415833, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9691400494174385, 'colsample_bytree': 0.8535884546624444, 'gamma': 0.5408200241894762, 'reg_alpha': 0.03154878027465705, 'reg_lambda': 2.317125116420213}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:40,626] Trial 112 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 199, 'learning_rate': 0.14472782535100354, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9713708784803078, 'colsample_bytree': 0.8696573572639938, 'gamma': 0.5455825124538931, 'reg_alpha': 0.03274665625511694, 'reg_lambda': 2.3124208608323915}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:40,945] Trial 113 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 200, 'learning_rate': 0.12440628681774313, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9708337493189153, 'colsample_bytree': 0.8538619075698662, 'gamma': 0.6532044210386513, 'reg_alpha': 0.020658627137831075, 'reg_lambda': 2.312920055462242}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:41,131] Trial 114 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 197, 'learning_rate': 0.14038436469219184, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9698198602832572, 'colsample_bytree': 0.852826068616818, 'gamma': 0.6785256756801987, 'reg_alpha': 0.019413467541945867, 'reg_lambda': 2.036688273753354}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:41,403] Trial 115 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 205, 'learning_rate': 0.11807198081840677, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9553713004761264, 'colsample_bytree': 0.9084338733598409, 'gamma': 0.5294562012566026, 'reg_alpha': 0.042349676227511776, 'reg_lambda': 2.2642129058862532}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:41,689] Trial 116 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 217, 'learning_rate': 0.12426228452942908, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9381642001564553, 'colsample_bytree': 0.607294771114002, 'gamma': 0.9286716709619584, 'reg_alpha': 0.06901662883062909, 'reg_lambda': 2.1651231624867986}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:42,041] Trial 117 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 200, 'learning_rate': 0.14547367684811127, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9710461943033895, 'colsample_bytree': 0.874234931882893, 'gamma': 0.6100578949885082, 'reg_alpha': 0.6816991474780645, 'reg_lambda': 2.2222355140467362}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:42,218] Trial 118 finished with value: 0.75 and parameters: {'n_estimators': 185, 'learning_rate': 0.10443390120575596, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9294678619905739, 'colsample_bytree': 0.8454224415990095, 'gamma': 1.0737235096254174, 'reg_alpha': 0.0014935332134889436, 'reg_lambda': 2.327861973008306}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:42,606] Trial 119 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 190, 'learning_rate': 0.11003849577523422, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.978825970548726, 'colsample_bytree': 0.823655367810149, 'gamma': 0.4787203521969471, 'reg_alpha': 0.02779369145009806, 'reg_lambda': 2.301955904239262}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:42,792] Trial 120 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 191, 'learning_rate': 0.10926162127793465, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9786173427729805, 'colsample_bytree': 0.8250143067926994, 'gamma': 0.4760437961719998, 'reg_alpha': 0.03138496057241066, 'reg_lambda': 2.3946349073582507}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:42,983] Trial 121 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 193, 'learning_rate': 0.12504580840702262, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9796497680888862, 'colsample_bytree': 0.8207664032781752, 'gamma': 0.4773067573653781, 'reg_alpha': 0.03182085044903053, 'reg_lambda': 2.297772297297871}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:43,284] Trial 122 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 208, 'learning_rate': 0.10768034704414911, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9992659686847695, 'colsample_bytree': 0.8090554352945409, 'gamma': 0.2967255601219889, 'reg_alpha': 0.05708704707626551, 'reg_lambda': 2.3790293925846564}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:43,457] Trial 123 finished with value: 0.755952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.09553152933729166, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9605149742081496, 'colsample_bytree': 0.8291757593375473, 'gamma': 0.4347951253536893, 'reg_alpha': 0.019136382444135108, 'reg_lambda': 2.098913135046351}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:43,693] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 191, 'learning_rate': 0.11479485780968761, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9649573268386334, 'colsample_bytree': 0.8581531344254135, 'gamma': 0.7075136729872749, 'reg_alpha': 0.096788299274714, 'reg_lambda': 2.4674694697990955}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:44,014] Trial 125 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 196, 'learning_rate': 0.15384597474058018, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9734829290341115, 'colsample_bytree': 0.8372071808848647, 'gamma': 0.5503389260614899, 'reg_alpha': 0.04155561832826311, 'reg_lambda': 2.3335517976837132}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:44,179] Trial 126 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 168, 'learning_rate': 0.175442902741367, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9771265407775234, 'colsample_bytree': 0.8361535864463149, 'gamma': 0.804394361851512, 'reg_alpha': 0.07909448718030755, 'reg_lambda': 2.316640355085571}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:44,336] Trial 127 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 188, 'learning_rate': 0.12580239798307616, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9442375865301771, 'colsample_bytree': 0.8232564326492189, 'gamma': 4.735583089162324, 'reg_alpha': 0.05844616393022675, 'reg_lambda': 2.2279482905207217}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:44,575] Trial 128 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 197, 'learning_rate': 0.15067646689794925, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9838303850744095, 'colsample_bytree': 0.8383359632621996, 'gamma': 0.5268792900954731, 'reg_alpha': 0.0149741666717569, 'reg_lambda': 2.4084593231070306}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:44,773] Trial 129 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.13807182948440375, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9709939874604343, 'colsample_bytree': 0.8004478668119939, 'gamma': 0.9026098324544836, 'reg_alpha': 0.030924900093416828, 'reg_lambda': 2.3494364401067718}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:44,973] Trial 130 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 227, 'learning_rate': 0.15833859792918945, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.991125107941358, 'colsample_bytree': 0.8518212052988385, 'gamma': 0.5717280134081301, 'reg_alpha': 0.10347390181870417, 'reg_lambda': 2.2787934220523143}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:45,160] Trial 131 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 213, 'learning_rate': 0.19579825133451367, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9920400277444631, 'colsample_bytree': 0.8491313142090886, 'gamma': 0.5814315050145422, 'reg_alpha': 0.08616987215086452, 'reg_lambda': 2.2594168506735666}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:45,373] Trial 132 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 224, 'learning_rate': 0.21353399665872197, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9898118090742746, 'colsample_bytree': 0.8479809328077303, 'gamma': 0.654117137263944, 'reg_alpha': 0.10053167711578535, 'reg_lambda': 2.2598236476603573}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:45,579] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.2312189059160126, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9918923172504246, 'colsample_bytree': 0.8445057961426025, 'gamma': 0.6584879272741945, 'reg_alpha': 0.12303053773429436, 'reg_lambda': 2.1313041464021882}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:45,765] Trial 134 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 226, 'learning_rate': 0.20607889680538904, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9890324874255592, 'colsample_bytree': 0.8539983215471637, 'gamma': 0.783972820490358, 'reg_alpha': 0.09614856687790316, 'reg_lambda': 2.192575363441662}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:46,066] Trial 135 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.1782868757248519, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.998837148592745, 'colsample_bytree': 0.8616482116906424, 'gamma': 0.379984632942583, 'reg_alpha': 0.1093256079129949, 'reg_lambda': 2.04906500013988}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:46,315] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 213, 'learning_rate': 0.23077852161479098, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9815381384569879, 'colsample_bytree': 0.8314824173598179, 'gamma': 0.5550962841693208, 'reg_alpha': 0.07494172491842022, 'reg_lambda': 2.271486961593726}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:46,495] Trial 137 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.19032523979393942, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9519781090433497, 'colsample_bytree': 0.8468579725599331, 'gamma': 0.9636502087431331, 'reg_alpha': 1.2849542144824366e-05, 'reg_lambda': 1.9828310852221072}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:46,671] Trial 138 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.2593392543011148, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.964749504649882, 'colsample_bytree': 0.8691300622096884, 'gamma': 0.6722935000866007, 'reg_alpha': 0.9388264473079551, 'reg_lambda': 2.2399594136096046}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:47,006] Trial 139 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 235, 'learning_rate': 0.15906609635142102, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9740116972038246, 'colsample_bytree': 0.6284518479711783, 'gamma': 2.6111311524251066, 'reg_alpha': 0.08190663325774183, 'reg_lambda': 2.361258881076466}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:47,314] Trial 140 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.18588528138684537, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9939628324259925, 'colsample_bytree': 0.8128710224534083, 'gamma': 0.5423853608045633, 'reg_alpha': 0.05549284001725205, 'reg_lambda': 2.4123696680239592}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:47,514] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 241, 'learning_rate': 0.1728605285783618, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9957535945570006, 'colsample_bytree': 0.8605927539671392, 'gamma': 0.39138769425646774, 'reg_alpha': 0.11041661112374114, 'reg_lambda': 2.091424985581493}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:47,790] Trial 142 finished with value: 0.755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.21109598568007304, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9839533474787558, 'colsample_bytree': 0.8589575687490324, 'gamma': 0.3894732140458756, 'reg_alpha': 0.0798070009802547, 'reg_lambda': 1.883651566191356}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:47,971] Trial 143 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 214, 'learning_rate': 0.15450531848397445, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9990513065453848, 'colsample_bytree': 0.8771134306219102, 'gamma': 0.0835651543054286, 'reg_alpha': 0.12763286317350175, 'reg_lambda': 2.1612157234724365}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:48,163] Trial 144 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 221, 'learning_rate': 0.13177883105735574, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9651583486948395, 'colsample_bytree': 0.8502432741156114, 'gamma': 0.5944265588933882, 'reg_alpha': 0.10486290453041759, 'reg_lambda': 2.041157112662821}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:48,410] Trial 145 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 207, 'learning_rate': 0.16791357352676475, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.985239308371939, 'colsample_bytree': 0.8398098237098911, 'gamma': 0.32980157406860766, 'reg_alpha': 0.05353542741549223, 'reg_lambda': 2.2719963240624796}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:48,593] Trial 146 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 243, 'learning_rate': 0.18995840160964067, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9746178799502484, 'colsample_bytree': 0.8672374890142449, 'gamma': 0.771375154721812, 'reg_alpha': 0.09782605472962236, 'reg_lambda': 2.322903523260621}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:48,777] Trial 147 finished with value: 0.761904761904762 and parameters: {'n_estimators': 199, 'learning_rate': 0.14296767657130185, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9998581265394758, 'colsample_bytree': 0.8912808415855965, 'gamma': 0.4743316742496919, 'reg_alpha': 0.1365143360338117, 'reg_lambda': 2.4900607245261}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:49,081] Trial 148 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 248, 'learning_rate': 0.18055755359453093, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9603247352045826, 'colsample_bytree': 0.881366425209374, 'gamma': 0.22737925982026952, 'reg_alpha': 0.06235002296510426, 'reg_lambda': 2.186968212352345}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:49,319] Trial 149 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.12013337766902603, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9530257214261493, 'colsample_bytree': 0.8807648772127524, 'gamma': 0.2229458193127818, 'reg_alpha': 0.059009496165474504, 'reg_lambda': 2.355679487330507}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:49,503] Trial 150 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 179, 'learning_rate': 0.14886976088655104, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9607190901197363, 'colsample_bytree': 0.8719669513318302, 'gamma': 0.21614107408218164, 'reg_alpha': 0.03665369453477078, 'reg_lambda': 2.197105084922239}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:49,682] Trial 151 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 179, 'learning_rate': 0.14655649276046215, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9590583603331497, 'colsample_bytree': 0.8716772713035016, 'gamma': 0.11271873693117386, 'reg_alpha': 0.03557989390470394, 'reg_lambda': 2.177532297380469}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:49,936] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 178, 'learning_rate': 0.14673660168022154, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9614252673566104, 'colsample_bytree': 0.8748106631904857, 'gamma': 0.08842801298811462, 'reg_alpha': 0.013845616960570038, 'reg_lambda': 2.199060294832893}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:50,117] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 171, 'learning_rate': 0.1334310181514221, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9600740692315686, 'colsample_bytree': 0.8731553864521642, 'gamma': 0.11313843213741012, 'reg_alpha': 0.0822964293282542, 'reg_lambda': 2.1438146444098414}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:50,296] Trial 154 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 177, 'learning_rate': 0.14483517754761152, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.941852220398686, 'colsample_bytree': 0.8957606805771525, 'gamma': 0.008530260575535437, 'reg_alpha': 0.010534353933717981, 'reg_lambda': 2.1909037474401813}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:50,500] Trial 155 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 180, 'learning_rate': 0.217047240359744, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9191475850403595, 'colsample_bytree': 0.88598576197777, 'gamma': 0.2106768742159501, 'reg_alpha': 0.03868685881243687, 'reg_lambda': 2.2463706548262556}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:50,776] Trial 156 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 159, 'learning_rate': 0.16505660603205477, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9473351254478506, 'colsample_bytree': 0.8731873358391723, 'gamma': 0.09196534064941926, 'reg_alpha': 0.06387802802598185, 'reg_lambda': 2.2148321208963804}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:51,060] Trial 157 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 184, 'learning_rate': 0.19118995433477623, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9589348934149783, 'colsample_bytree': 0.9021249960824542, 'gamma': 0.29458228042191936, 'reg_alpha': 0.04213765815167906, 'reg_lambda': 2.106568331225917}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:51,230] Trial 158 finished with value: 0.755952380952381 and parameters: {'n_estimators': 174, 'learning_rate': 0.13374314107892535, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9512252575833835, 'colsample_bytree': 0.8819485072497283, 'gamma': 0.19779124924613942, 'reg_alpha': 0.15814807434274664, 'reg_lambda': 2.4031452960190687}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:51,408] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.10599226319112247, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9317670451785004, 'colsample_bytree': 0.86481000150482, 'gamma': 0.1283080147812174, 'reg_alpha': 0.0173690243572297, 'reg_lambda': 1.9817894735739832}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:51,641] Trial 160 finished with value: 0.744047619047619 and parameters: {'n_estimators': 171, 'learning_rate': 0.29535999450516986, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9608457568931977, 'colsample_bytree': 0.8687099878840442, 'gamma': 0.31848540777056983, 'reg_alpha': 0.06911173416447289, 'reg_lambda': 2.1897100969636583}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:51,913] Trial 161 finished with value: 0.755952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.12441590656903842, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9678594988763727, 'colsample_bytree': 0.8555379270938724, 'gamma': 0.4365969172228098, 'reg_alpha': 0.0009249094123653448, 'reg_lambda': 2.253997725500822}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:52,100] Trial 162 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 182, 'learning_rate': 0.15007237222890635, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.978646727404418, 'colsample_bytree': 0.8488160568992793, 'gamma': 0.0029116318993422097, 'reg_alpha': 0.03267498840235745, 'reg_lambda': 2.2899237365896763}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:52,284] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.1161203577426656, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9392196606930827, 'colsample_bytree': 0.8887685712250498, 'gamma': 0.23417815388809834, 'reg_alpha': 0.05121912967045374, 'reg_lambda': 2.44445554041014}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:52,540] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 202, 'learning_rate': 0.14092626650746723, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9668504041268873, 'colsample_bytree': 0.8780456293107213, 'gamma': 0.6705855694693864, 'reg_alpha': 0.024393467947023868, 'reg_lambda': 2.3666862342432684}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:52,776] Trial 165 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 211, 'learning_rate': 0.1107817597677911, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9857222633302594, 'colsample_bytree': 0.8579378912751432, 'gamma': 0.4406604885757346, 'reg_alpha': 0.09211743123500733, 'reg_lambda': 2.1819852691478303}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:53,049] Trial 166 finished with value: 0.738095238095238 and parameters: {'n_estimators': 212, 'learning_rate': 0.10624659422846883, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9870694574624534, 'colsample_bytree': 0.8653013774416387, 'gamma': 0.3417371067258952, 'reg_alpha': 0.09601872479852873, 'reg_lambda': 2.1846702436400545}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:53,242] Trial 167 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 217, 'learning_rate': 0.08832251700079657, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9778233672490677, 'colsample_bytree': 0.8591451888846426, 'gamma': 0.4384668748125733, 'reg_alpha': 0.07424694746905741, 'reg_lambda': 2.089054888277944}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:53,507] Trial 168 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 220, 'learning_rate': 0.09064740905694411, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9796651426164869, 'colsample_bytree': 0.858515932064562, 'gamma': 0.47671634199795027, 'reg_alpha': 0.1327024643144004, 'reg_lambda': 2.0797958508114958}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:53,700] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.16034453105613633, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9914726596375533, 'colsample_bytree': 0.8731419746908201, 'gamma': 0.18496437104147043, 'reg_alpha': 0.08190762936564885, 'reg_lambda': 2.140697410867509}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:53,892] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.08532815787125571, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9827419336925386, 'colsample_bytree': 0.8983999779664782, 'gamma': 0.4200342503999345, 'reg_alpha': 0.11635407138177274, 'reg_lambda': 2.209868362525769}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:54,194] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 207, 'learning_rate': 0.09810058092253376, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9570219526733926, 'colsample_bytree': 0.8469867707956472, 'gamma': 0.31392483653702447, 'reg_alpha': 0.06447299111833064, 'reg_lambda': 2.271019421144082}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:54,372] Trial 172 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 178, 'learning_rate': 0.1111921394369888, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9759189273678224, 'colsample_bytree': 0.863996690795894, 'gamma': 0.5673072940962134, 'reg_alpha': 0.09531205786492483, 'reg_lambda': 2.308005550492557}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:54,538] Trial 173 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 169, 'learning_rate': 0.1142377061639653, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9709620711615599, 'colsample_bytree': 0.8832545168482733, 'gamma': 0.5646494100168515, 'reg_alpha': 0.5319995705187021, 'reg_lambda': 2.25049831366592}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:54,696] Trial 174 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.12927207356455228, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9896347709172904, 'colsample_bytree': 0.8561970253746037, 'gamma': 0.4605647853235278, 'reg_alpha': 0.09154506351684351, 'reg_lambda': 2.1833998474365717}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:54,972] Trial 175 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 165, 'learning_rate': 0.07811935673241062, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9795673966588011, 'colsample_bytree': 0.8716939408858627, 'gamma': 0.08701567169347416, 'reg_alpha': 0.1101871275724666, 'reg_lambda': 2.307728987062056}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:55,138] Trial 176 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 174, 'learning_rate': 0.10984258729357668, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9650351767601432, 'colsample_bytree': 0.843783614632731, 'gamma': 0.5958727834010387, 'reg_alpha': 0.07706895330196309, 'reg_lambda': 2.1341556776375836}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:55,294] Trial 177 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.1740421010290933, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9740486344372002, 'colsample_bytree': 0.8431093575092701, 'gamma': 0.728735330829281, 'reg_alpha': 0.07360766829228586, 'reg_lambda': 2.1317902652178}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:55,650] Trial 178 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.20319369515793187, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9632691027163195, 'colsample_bytree': 0.8301276905318447, 'gamma': 2.929967776234438, 'reg_alpha': 0.04096652814517336, 'reg_lambda': 2.0848232658047783}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:55,833] Trial 179 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.14763585523431647, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9902601790476735, 'colsample_bytree': 0.8516846071591783, 'gamma': 0.821163003748616, 'reg_alpha': 0.05760806629475555, 'reg_lambda': 1.9956539748229223}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:56,036] Trial 180 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.22637539865444128, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.983458498186347, 'colsample_bytree': 0.8393398255864701, 'gamma': 0.22247060216827458, 'reg_alpha': 0.08722080309350541, 'reg_lambda': 2.226338009009138}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:56,371] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 227, 'learning_rate': 0.2513270357608426, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9830203278480534, 'colsample_bytree': 0.8388857559620994, 'gamma': 0.20499960355460817, 'reg_alpha': 0.09166216479471045, 'reg_lambda': 1.9181853669341216}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:56,680] Trial 182 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 221, 'learning_rate': 0.2422967113023043, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9823015208443617, 'colsample_bytree': 0.8361858973099309, 'gamma': 0.19452563480834434, 'reg_alpha': 0.08904330806850194, 'reg_lambda': 1.889030265418049}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:56,887] Trial 183 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 224, 'learning_rate': 0.2513595230637991, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9841435354985174, 'colsample_bytree': 0.8352302450111936, 'gamma': 0.23991029497682298, 'reg_alpha': 0.08845881558547027, 'reg_lambda': 1.8527991754551627}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:57,231] Trial 184 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 226, 'learning_rate': 0.22855372585968245, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9876055863353664, 'colsample_bytree': 0.833764728938557, 'gamma': 0.14188235824809659, 'reg_alpha': 0.08844772029030512, 'reg_lambda': 1.858980580307883}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:57,431] Trial 185 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 229, 'learning_rate': 0.2376561179876128, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9833020724570037, 'colsample_bytree': 0.8321043600033309, 'gamma': 0.10463752166437817, 'reg_alpha': 0.026466731905378904, 'reg_lambda': 1.8936151912528452}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:57,615] Trial 186 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 227, 'learning_rate': 0.26636129134903225, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9820779935331309, 'colsample_bytree': 0.833626917283612, 'gamma': 0.10684753894963975, 'reg_alpha': 0.08382801367575515, 'reg_lambda': 1.9226157489587217}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:57,931] Trial 187 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 238, 'learning_rate': 0.2586934916647496, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9916914571869206, 'colsample_bytree': 0.8372719057211389, 'gamma': 0.19879426376328302, 'reg_alpha': 0.05474260804610672, 'reg_lambda': 1.7462672604762723}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:58,192] Trial 188 finished with value: 0.8154761904761905 and parameters: {'n_estimators': 236, 'learning_rate': 0.23644495087231526, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9939851797451944, 'colsample_bytree': 0.8178656682082607, 'gamma': 0.013495999546210335, 'reg_alpha': 0.05085426743915758, 'reg_lambda': 1.6388264302492328}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:58,401] Trial 189 finished with value: 0.8035714285714285 and parameters: {'n_estimators': 237, 'learning_rate': 0.27477286437272413, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9947201611607016, 'colsample_bytree': 0.8151621559956207, 'gamma': 0.024571976407937915, 'reg_alpha': 0.018484134155363062, 'reg_lambda': 1.650711908695845}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:58,606] Trial 190 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 237, 'learning_rate': 0.28733109334431106, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9998000601648412, 'colsample_bytree': 0.8103527235490439, 'gamma': 0.0059245680145947055, 'reg_alpha': 0.012122840045276431, 'reg_lambda': 1.666697465178309}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:58,935] Trial 191 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 238, 'learning_rate': 0.24162733469730632, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9944716919526532, 'colsample_bytree': 0.793857031429967, 'gamma': 0.10339949847366427, 'reg_alpha': 0.04204829482586735, 'reg_lambda': 1.7327326101905838}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:59,131] Trial 192 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 245, 'learning_rate': 0.24333790015012974, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9928532976343686, 'colsample_bytree': 0.7898643627476413, 'gamma': 0.08379562042837031, 'reg_alpha': 0.04462891636979227, 'reg_lambda': 1.8064145986060207}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:59,364] Trial 193 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 243, 'learning_rate': 0.26903469122093376, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9932122940066819, 'colsample_bytree': 0.786999835592688, 'gamma': 0.09650727039997177, 'reg_alpha': 0.02395523377172645, 'reg_lambda': 1.597594559212104}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:59,687] Trial 194 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 248, 'learning_rate': 0.27148786897680416, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9913067718461247, 'colsample_bytree': 0.8054493087026137, 'gamma': 0.0005281101607940986, 'reg_alpha': 0.03455062795342201, 'reg_lambda': 1.5584820751262434}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:59,885] Trial 195 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 245, 'learning_rate': 0.27387908726356774, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9932476182991234, 'colsample_bytree': 0.7833768073469121, 'gamma': 0.029576337668673014, 'reg_alpha': 0.04952842288550765, 'reg_lambda': 1.5975281857395758}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:39:00,081] Trial 196 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 246, 'learning_rate': 0.27665829513535056, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9933105568894641, 'colsample_bytree': 0.7865117298293234, 'gamma': 0.0881045293289397, 'reg_alpha': 0.046635037105206445, 'reg_lambda': 1.6070350900066006}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:39:00,385] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.2440747472535748, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9943726925217917, 'colsample_bytree': 0.7884139162124394, 'gamma': 0.0256475771808966, 'reg_alpha': 0.049878280843830794, 'reg_lambda': 1.6036407887070991}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:39:00,580] Trial 198 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 243, 'learning_rate': 0.2714899605589448, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9952281670793401, 'colsample_bytree': 0.781698168145597, 'gamma': 0.10651054794603927, 'reg_alpha': 0.0016591991130911928, 'reg_lambda': 1.49223982368688}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:39:00,843] Trial 199 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 246, 'learning_rate': 0.2780815029816337, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.994555174316283, 'colsample_bytree': 0.7793463809545075, 'gamma': 0.015854966677556467, 'reg_alpha': 0.022906298151873873, 'reg_lambda': 1.5376132490111254}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:39:00,847] A new study created in memory with name: no-name-d055b8d5-f1ca-4b67-be41-3c8e6ae78e40
[I 2025-11-03 19:39:01,004] Trial 0 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 110, 'learning_rate': 0.012566624343890215, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9970305518409069, 'colsample_bytree': 0.8525743073380119, 'gamma': 3.3752854872075377, 'reg_alpha': 0.9677829074307599, 'reg_lambda': 1.4545284156504017}. Best is trial 0 with value: 0.6398809523809523.
[I 2025-11-03 19:39:01,167] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 189, 'learning_rate': 0.05310100004908238, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.6629039442089469, 'colsample_bytree': 0.6415775322047094, 'gamma': 1.355937642696336, 'reg_alpha': 0.7894379908945831, 'reg_lambda': 1.7900068221931673}. Best is trial 0 with value: 0.6398809523809523.
[I 2025-11-03 19:39:01,338] Trial 2 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 57, 'learning_rate': 0.02391717113613997, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9455104194054242, 'colsample_bytree': 0.856894605806438, 'gamma': 3.298041721258472, 'reg_alpha': 0.07553953777404965, 'reg_lambda': 0.7289103575496299}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 19:39:01,534] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 83, 'learning_rate': 0.05491075952872246, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.7867029989944252, 'colsample_bytree': 0.9050536545547597, 'gamma': 1.6883552514827538, 'reg_alpha': 0.0991388910460278, 'reg_lambda': 1.738388313172853}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 19:39:01,586] Trial 4 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 33, 'learning_rate': 0.05156194610122141, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9636436113852795, 'colsample_bytree': 0.9508657153401339, 'gamma': 1.7054660849789989, 'reg_alpha': 0.34626440574951955, 'reg_lambda': 0.5802260151560943}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:01,877] Trial 5 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.07061229012837111, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8100031726215627, 'colsample_bytree': 0.9346207921060642, 'gamma': 0.794303911741378, 'reg_alpha': 0.8004065833425988, 'reg_lambda': 1.9747050401705832}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:02,002] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.051177789735079054, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.845741798933042, 'colsample_bytree': 0.9354654223757694, 'gamma': 1.0246735809908465, 'reg_alpha': 0.3850325503236032, 'reg_lambda': 1.6837204775735597}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:02,118] Trial 7 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 29, 'learning_rate': 0.12046771363253371, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8569511633344553, 'colsample_bytree': 0.6692381416427263, 'gamma': 4.609439116032716, 'reg_alpha': 0.4729031327967175, 'reg_lambda': 1.7609561156396945}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:02,375] Trial 8 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 210, 'learning_rate': 0.047548720355138956, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6576709730748461, 'colsample_bytree': 0.9632714082338264, 'gamma': 1.7076487535296347, 'reg_alpha': 0.007072219936807178, 'reg_lambda': 2.329603361845562}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:02,430] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.1103191280649923, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.7052231142580033, 'colsample_bytree': 0.7437910331905564, 'gamma': 3.8334838980817896, 'reg_alpha': 0.09778669091678605, 'reg_lambda': 0.7985172884865972}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:02,626] Trial 10 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.26825131033947375, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9145325044215702, 'colsample_bytree': 0.7791746727632878, 'gamma': 0.16080758301180476, 'reg_alpha': 0.25980917310627183, 'reg_lambda': 2.9966370822825734}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:02,906] Trial 11 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.1055214088331024, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7655643734119578, 'colsample_bytree': 0.9905146718697837, 'gamma': 0.008006409778509749, 'reg_alpha': 0.6970722408056446, 'reg_lambda': 1.1656498969394984}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:03,081] Trial 12 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.02114908803214347, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8830919711626711, 'colsample_bytree': 0.8868474377224552, 'gamma': 2.2505142683349435, 'reg_alpha': 0.6614976479566431, 'reg_lambda': 2.3473321504837985}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:03,252] Trial 13 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.03012964302635337, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9813072918484654, 'colsample_bytree': 0.9987545645451499, 'gamma': 0.7499943391136895, 'reg_alpha': 0.9993120137443479, 'reg_lambda': 2.2808861882119684}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:03,452] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.08449436805395587, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.6069999760481155, 'colsample_bytree': 0.8234863754851868, 'gamma': 2.4358023732897642, 'reg_alpha': 0.3590521774984853, 'reg_lambda': 1.133543655488399}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:03,598] Trial 15 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 103, 'learning_rate': 0.19438822542547418, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7433762235407986, 'colsample_bytree': 0.9246673329376827, 'gamma': 0.6725706826385375, 'reg_alpha': 0.5830425032881866, 'reg_lambda': 2.189123000577471}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:03,842] Trial 16 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 181, 'learning_rate': 0.03228155637522699, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8174084281897047, 'colsample_bytree': 0.7700742270305887, 'gamma': 2.122570805455647, 'reg_alpha': 0.8283458008190878, 'reg_lambda': 0.5229393693087969}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:04,009] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 120, 'learning_rate': 0.0730360126232501, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9197322419604645, 'colsample_bytree': 0.9506695449765687, 'gamma': 3.048994131683937, 'reg_alpha': 0.2647356196233218, 'reg_lambda': 2.703511726130258}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:04,165] Trial 18 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 156, 'learning_rate': 0.17755464001909235, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8200714710102924, 'colsample_bytree': 0.7072492039667206, 'gamma': 1.2432693362450564, 'reg_alpha': 0.5085946054937851, 'reg_lambda': 2.026217456503951}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:04,518] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 217, 'learning_rate': 0.010947674487711823, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9594745253397936, 'colsample_bytree': 0.8741427192151154, 'gamma': 0.5493067540979086, 'reg_alpha': 0.8494916997233388, 'reg_lambda': 1.4104964975235057}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:04,717] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.0337232905214713, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8924354494382424, 'colsample_bytree': 0.6025253836949176, 'gamma': 1.8213803719096089, 'reg_alpha': 0.21161145579667276, 'reg_lambda': 2.6522634376365826}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:04,903] Trial 21 finished with value: 0.761904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.2792837198957711, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9262234850868956, 'colsample_bytree': 0.7936848456921904, 'gamma': 0.03935654441226388, 'reg_alpha': 0.3064208046056588, 'reg_lambda': 2.8927626364898185}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:39:05,095] Trial 22 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 203, 'learning_rate': 0.16108468197210032, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9468928441852381, 'colsample_bytree': 0.8165839914022658, 'gamma': 0.4094495899636685, 'reg_alpha': 0.38497962861295343, 'reg_lambda': 2.98251757601862}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:05,403] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.28491885455667637, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9365220112899657, 'colsample_bytree': 0.817417860290102, 'gamma': 0.34681429787802504, 'reg_alpha': 0.37348444921912216, 'reg_lambda': 2.921812405020724}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:05,691] Trial 24 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.29484775308419875, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.931519960487492, 'colsample_bytree': 0.819206877253199, 'gamma': 0.3378077448951018, 'reg_alpha': 0.4654571974615503, 'reg_lambda': 2.9490853339312206}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:05,864] Trial 25 finished with value: 0.75 and parameters: {'n_estimators': 162, 'learning_rate': 0.19160921786456073, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.889131704327019, 'colsample_bytree': 0.7414717966708296, 'gamma': 0.0652104549563865, 'reg_alpha': 0.20407657165508675, 'reg_lambda': 2.6634461216527274}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:06,021] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.232354664985189, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.85205591339468, 'colsample_bytree': 0.8112447730438167, 'gamma': 0.39582799057009765, 'reg_alpha': 0.4108087773699841, 'reg_lambda': 2.8069676319643824}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:06,298] Trial 27 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.149754588954788, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9770849946298461, 'colsample_bytree': 0.7905302286691197, 'gamma': 1.0828462416019549, 'reg_alpha': 0.30767431743178264, 'reg_lambda': 2.510157529702554}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:06,517] Trial 28 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.1466765331009509, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9990923746498661, 'colsample_bytree': 0.841400352819688, 'gamma': 0.9064764244027592, 'reg_alpha': 0.5386008511084129, 'reg_lambda': 2.499979797102384}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:06,697] Trial 29 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 205, 'learning_rate': 0.14399218314604437, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9984875504610631, 'colsample_bytree': 0.8408353161078209, 'gamma': 0.9159090430430826, 'reg_alpha': 0.556646931521778, 'reg_lambda': 2.4734691351366913}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:06,999] Trial 30 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 247, 'learning_rate': 0.22229568693871815, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9953169569573884, 'colsample_bytree': 0.7455730077362789, 'gamma': 2.9248340947913873, 'reg_alpha': 0.6383098154028272, 'reg_lambda': 2.852375239009774}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:07,174] Trial 31 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 197, 'learning_rate': 0.2989384226667549, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9148628153308176, 'colsample_bytree': 0.8478052929044517, 'gamma': 0.4207497260844805, 'reg_alpha': 0.4230513889495239, 'reg_lambda': 2.5306777054902385}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:07,345] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 176, 'learning_rate': 0.16037331123479803, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9494151976198159, 'colsample_bytree': 0.7974617859002247, 'gamma': 1.375871693868389, 'reg_alpha': 0.5488996368307447, 'reg_lambda': 2.890489744023708}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:07,536] Trial 33 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 192, 'learning_rate': 0.2278945841341553, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9415017779506968, 'colsample_bytree': 0.8669503428850629, 'gamma': 0.3142846410655938, 'reg_alpha': 0.3060299069609382, 'reg_lambda': 2.74453689841362}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:07,809] Trial 34 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 140, 'learning_rate': 0.13255284270941, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9697159973328319, 'colsample_bytree': 0.8357098118401763, 'gamma': 1.3732600032613693, 'reg_alpha': 0.17629165363546018, 'reg_lambda': 2.9937069142592576}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:07,979] Trial 35 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 168, 'learning_rate': 0.09445244785962856, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8951288774762877, 'colsample_bytree': 0.9004885792165604, 'gamma': 0.6257724822707009, 'reg_alpha': 0.44783479054692754, 'reg_lambda': 2.573327560681962}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:08,168] Trial 36 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.24041396226785797, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9395968605175998, 'colsample_bytree': 0.7650873793546739, 'gamma': 0.12828607882416965, 'reg_alpha': 0.73082715235913, 'reg_lambda': 2.830692469245121}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:08,374] Trial 37 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 230, 'learning_rate': 0.22590024504173395, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8727455480858513, 'colsample_bytree': 0.7000056655690305, 'gamma': 0.05161834964468032, 'reg_alpha': 0.9003087856421371, 'reg_lambda': 2.7699952577061335}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:08,571] Trial 38 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 235, 'learning_rate': 0.17793073678708085, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8751194941939283, 'colsample_bytree': 0.7012733209711578, 'gamma': 0.7714501443137987, 'reg_alpha': 0.905179632493472, 'reg_lambda': 2.1033649464897204}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:08,843] Trial 39 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 206, 'learning_rate': 0.01681309340817661, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9097847880695998, 'colsample_bytree': 0.658681068573342, 'gamma': 1.1433962402273328, 'reg_alpha': 0.9288637165605471, 'reg_lambda': 2.4195543595136177}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:09,058] Trial 40 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 229, 'learning_rate': 0.12168727276230948, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8374520141877099, 'colsample_bytree': 0.6995454690174331, 'gamma': 1.4593456399427098, 'reg_alpha': 0.16378858560074466, 'reg_lambda': 1.9087576874963814}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:09,326] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.24229910411622838, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9766275730579387, 'colsample_bytree': 0.7653369997626048, 'gamma': 0.04970699156260941, 'reg_alpha': 0.7571481151738741, 'reg_lambda': 2.7876604138173775}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:09,504] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 215, 'learning_rate': 0.204553483925591, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9533313488024289, 'colsample_bytree': 0.747969108570568, 'gamma': 4.9428809139458485, 'reg_alpha': 0.7418814004762837, 'reg_lambda': 2.623976001142736}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:09,809] Trial 43 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.2557052929669044, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.869509173203065, 'colsample_bytree': 0.7186971494927108, 'gamma': 0.24120402924053969, 'reg_alpha': 0.8955747000618552, 'reg_lambda': 2.8015662690235357}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:09,999] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 222, 'learning_rate': 0.1621437669392453, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9998950170060822, 'colsample_bytree': 0.7265718764364382, 'gamma': 0.9069522031060722, 'reg_alpha': 0.6439268764304021, 'reg_lambda': 2.730952364694259}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:10,291] Trial 45 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.19868114518795263, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9310187331912326, 'colsample_bytree': 0.7867457078522375, 'gamma': 3.8650521676881784, 'reg_alpha': 0.5026884413426276, 'reg_lambda': 2.867640013547529}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:10,545] Trial 46 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.1270480076387583, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9008008378496473, 'colsample_bytree': 0.6726784803838736, 'gamma': 0.08417829192759946, 'reg_alpha': 0.6018540561021467, 'reg_lambda': 2.42948815772245}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:10,695] Trial 47 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 94, 'learning_rate': 0.2551588360813312, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9578366975524993, 'colsample_bytree': 0.7601529113191705, 'gamma': 0.4875697809749885, 'reg_alpha': 0.7506602329925158, 'reg_lambda': 2.9876139644779016}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:10,892] Trial 48 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 248, 'learning_rate': 0.06484249887974636, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9294694472994559, 'colsample_bytree': 0.6235546947989474, 'gamma': 0.6678972203701238, 'reg_alpha': 0.6968705035679884, 'reg_lambda': 2.5812264539281298}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:11,119] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 53, 'learning_rate': 0.1035304911021678, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7786574880524995, 'colsample_bytree': 0.8602226908061724, 'gamma': 0.1916879154913879, 'reg_alpha': 0.8527128908252319, 'reg_lambda': 2.1824595718937294}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:11,286] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 201, 'learning_rate': 0.039921437982928965, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.8708034811126665, 'colsample_bytree': 0.683840950352811, 'gamma': 0.0004821156071301569, 'reg_alpha': 0.32531988555737745, 'reg_lambda': 2.2678726004417715}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:11,453] Trial 51 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.28166447020353286, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9457016949209127, 'colsample_bytree': 0.804774692381667, 'gamma': 0.4365599271603144, 'reg_alpha': 0.36563820440132044, 'reg_lambda': 2.8829853557909506}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:11,628] Trial 52 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.21867864168399556, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9343222720158275, 'colsample_bytree': 0.8292548570459846, 'gamma': 0.2582662009137815, 'reg_alpha': 0.2743501817686336, 'reg_lambda': 2.9084253017751074}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:11,868] Trial 53 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 126, 'learning_rate': 0.1797953020997658, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9664019201109944, 'colsample_bytree': 0.7772232464602642, 'gamma': 0.8682661860696756, 'reg_alpha': 0.40445730271888763, 'reg_lambda': 2.707477002109967}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:12,047] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.2648406294814794, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9835682060945389, 'colsample_bytree': 0.8860191025221528, 'gamma': 0.560849428312967, 'reg_alpha': 0.36254550831650945, 'reg_lambda': 2.7885272099551166}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:12,242] Trial 55 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 226, 'learning_rate': 0.16311733086846253, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9098698180175099, 'colsample_bytree': 0.8055236987978368, 'gamma': 0.2644168287139691, 'reg_alpha': 0.7954348908521598, 'reg_lambda': 2.6461746953802128}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:12,550] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 211, 'learning_rate': 0.21377130919354098, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7370106851368871, 'colsample_bytree': 0.8217789251002919, 'gamma': 0.5474224423138832, 'reg_alpha': 0.5279491824419509, 'reg_lambda': 2.9343863947974738}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:12,705] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 114, 'learning_rate': 0.2964260871331366, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8352535285243967, 'colsample_bytree': 0.8534366822674769, 'gamma': 1.8505010375990534, 'reg_alpha': 0.24090421428085265, 'reg_lambda': 1.637829681029042}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:12,858] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.13624532257144265, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9232580909214408, 'colsample_bytree': 0.7756309819848461, 'gamma': 1.0101314541335742, 'reg_alpha': 0.9925997902019009, 'reg_lambda': 2.3842268336025803}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:13,138] Trial 59 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 185, 'learning_rate': 0.23904856183632742, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9848589339987245, 'colsample_bytree': 0.7556529949781283, 'gamma': 0.0026172328528555333, 'reg_alpha': 0.4451845377363719, 'reg_lambda': 0.9240138065701509}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:13,317] Trial 60 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 213, 'learning_rate': 0.08748280813115522, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9859073238586474, 'colsample_bytree': 0.7277121957605831, 'gamma': 0.20208670996362726, 'reg_alpha': 0.4699509160675386, 'reg_lambda': 0.9323761105124568}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:13,483] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.2428481294413926, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9643646841741295, 'colsample_bytree': 0.7577699460280827, 'gamma': 0.02961794778755631, 'reg_alpha': 0.3855889574024308, 'reg_lambda': 1.069812374454656}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:13,909] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.2628524341216688, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9528725992242737, 'colsample_bytree': 0.7910057054578351, 'gamma': 0.6959930002795892, 'reg_alpha': 0.3299750194814305, 'reg_lambda': 1.3996334468384672}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:14,112] Trial 63 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 183, 'learning_rate': 0.19145428735586895, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.943939486334773, 'colsample_bytree': 0.8057883941220273, 'gamma': 0.4334051179543902, 'reg_alpha': 0.44336553656420297, 'reg_lambda': 2.9943689954124855}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:14,322] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.21290842239508093, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9866573659662997, 'colsample_bytree': 0.8224268246060947, 'gamma': 0.2528421926110844, 'reg_alpha': 0.5817166956930399, 'reg_lambda': 1.5452690999535008}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:14,523] Trial 65 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.15170856663628723, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9730351573022507, 'colsample_bytree': 0.8401445882255374, 'gamma': 0.3889184159927234, 'reg_alpha': 0.6902698486167345, 'reg_lambda': 0.6358416873573631}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:14,880] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 158, 'learning_rate': 0.17296600143656335, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9057651131877524, 'colsample_bytree': 0.7374132597424602, 'gamma': 3.8502777431840305, 'reg_alpha': 0.2888152608926903, 'reg_lambda': 1.2422107136990976}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:15,037] Trial 67 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 134, 'learning_rate': 0.24439154870597743, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6023655849006897, 'colsample_bytree': 0.7865785208300133, 'gamma': 0.14065719512194835, 'reg_alpha': 0.4831086301912313, 'reg_lambda': 2.8470133085974934}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:15,091] Trial 68 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 21, 'learning_rate': 0.2764736154906501, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6235733001851184, 'colsample_bytree': 0.8767228405261623, 'gamma': 2.6424259565581076, 'reg_alpha': 0.4353773735778419, 'reg_lambda': 0.8213624900782821}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:15,268] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.11307150856395833, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9215252139137459, 'colsample_bytree': 0.8126684922318855, 'gamma': 0.7792412060015106, 'reg_alpha': 0.3995954459436548, 'reg_lambda': 2.7045076263457335}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:15,626] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.22871886529870006, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8801553711164013, 'colsample_bytree': 0.7695963668051788, 'gamma': 0.4913443950693045, 'reg_alpha': 0.9552584336271591, 'reg_lambda': 2.5505345455585062}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:15,817] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 164, 'learning_rate': 0.18967971779319984, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8603214346702462, 'colsample_bytree': 0.7131331390113772, 'gamma': 0.0020583325387519835, 'reg_alpha': 0.14494602985869576, 'reg_lambda': 2.6259494453124312}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:15,979] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 149, 'learning_rate': 0.19951518542233337, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8948412841327934, 'colsample_bytree': 0.7526918533228701, 'gamma': 0.16783511529535639, 'reg_alpha': 0.1931677951228013, 'reg_lambda': 1.8937679062204418}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:16,228] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.14154501815125833, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9392397317256345, 'colsample_bytree': 0.7334855144550482, 'gamma': 0.35199173196586503, 'reg_alpha': 0.06950818062496497, 'reg_lambda': 2.769447811629549}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:16,398] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.23055700814292027, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8860901375860581, 'colsample_bytree': 0.6886560518137997, 'gamma': 0.5885540553215365, 'reg_alpha': 0.1064838286053681, 'reg_lambda': 2.9204360647808656}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:16,581] Trial 75 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 197, 'learning_rate': 0.17403178140334397, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9651594684575242, 'colsample_bytree': 0.7928789821782788, 'gamma': 3.6287325738915714, 'reg_alpha': 0.22227654857040108, 'reg_lambda': 2.6762839596136527}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:16,776] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 202, 'learning_rate': 0.2968640885623018, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9188612823287883, 'colsample_bytree': 0.653015108996444, 'gamma': 0.13192723706437762, 'reg_alpha': 0.35441506924857735, 'reg_lambda': 2.4804376344255243}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:17,092] Trial 77 finished with value: 0.738095238095238 and parameters: {'n_estimators': 176, 'learning_rate': 0.2637366259793496, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7984304950620154, 'colsample_bytree': 0.7432561725062147, 'gamma': 0.32281854588125436, 'reg_alpha': 0.8294724807034022, 'reg_lambda': 2.8643324301552813}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:17,329] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.024861136921921424, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9909228005934126, 'colsample_bytree': 0.7787754199945277, 'gamma': 0.0002117155629129952, 'reg_alpha': 0.24967082454507702, 'reg_lambda': 2.8408877319157275}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:17,518] Trial 79 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 209, 'learning_rate': 0.20644934536350862, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9563088970669161, 'colsample_bytree': 0.8323660727725136, 'gamma': 0.9493812220798131, 'reg_alpha': 0.29828377906879067, 'reg_lambda': 2.7532382765053995}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:17,820] Trial 80 finished with value: 0.75 and parameters: {'n_estimators': 166, 'learning_rate': 0.15058614073582346, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9320723215390435, 'colsample_bytree': 0.8465302338276621, 'gamma': 1.1493296457918223, 'reg_alpha': 0.6023651131241714, 'reg_lambda': 2.945064190791408}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:18,013] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.24789140733726509, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8633264022956553, 'colsample_bytree': 0.7125089042008117, 'gamma': 0.21629541575920866, 'reg_alpha': 0.8879486978183007, 'reg_lambda': 2.793704130942877}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:18,209] Trial 82 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 238, 'learning_rate': 0.26263859673647266, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8475253292949907, 'colsample_bytree': 0.7166235564708726, 'gamma': 0.34009188218293285, 'reg_alpha': 0.8746415657786281, 'reg_lambda': 2.8123837625956334}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:18,658] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.19005366782885189, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8909927237498699, 'colsample_bytree': 0.7228075999753181, 'gamma': 0.11711227630096091, 'reg_alpha': 0.95783386041718, 'reg_lambda': 2.5949828705684475}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:18,858] Trial 84 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 245, 'learning_rate': 0.16607197323982473, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8887317742250995, 'colsample_bytree': 0.6910144803141862, 'gamma': 0.13056362472774258, 'reg_alpha': 0.3317167975432858, 'reg_lambda': 2.5986134390649953}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:19,045] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 232, 'learning_rate': 0.1903177540480911, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9002291664266437, 'colsample_bytree': 0.7625523964106332, 'gamma': 0.6375663160497702, 'reg_alpha': 0.9135715348288782, 'reg_lambda': 2.673347195461209}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:19,357] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.21884960876859594, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9772309701623415, 'colsample_bytree': 0.7223564737215971, 'gamma': 0.8103748344207489, 'reg_alpha': 0.9509997316775862, 'reg_lambda': 2.29222569706262}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:19,651] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 191, 'learning_rate': 0.18829649316647845, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9439617342558281, 'colsample_bytree': 0.7519071622266967, 'gamma': 0.4449757409769833, 'reg_alpha': 0.5316059851052879, 'reg_lambda': 2.50589775132061}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:19,855] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.23682895115831415, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9135732525077196, 'colsample_bytree': 0.7037714399995418, 'gamma': 0.14042413022013156, 'reg_alpha': 0.7210744572267132, 'reg_lambda': 2.729909955494305}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:20,261] Trial 89 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 159, 'learning_rate': 0.1524822635439181, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9250757881468737, 'colsample_bytree': 0.7361557912380073, 'gamma': 0.5031817785846872, 'reg_alpha': 0.771504250532084, 'reg_lambda': 2.951264597209792}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:20,513] Trial 90 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 201, 'learning_rate': 0.28319075786347137, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8340740866721074, 'colsample_bytree': 0.6788222680751074, 'gamma': 1.5508237003795657, 'reg_alpha': 0.3837011700033351, 'reg_lambda': 2.5762566208619346}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:20,722] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.21382042811792873, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8756975413426487, 'colsample_bytree': 0.722695813975623, 'gamma': 0.29366158605473486, 'reg_alpha': 0.9332058787284039, 'reg_lambda': 2.902359747288643}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:20,925] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.2517567148424828, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8669737288969858, 'colsample_bytree': 0.8157330418131837, 'gamma': 0.11133639068597019, 'reg_alpha': 0.9738652477197892, 'reg_lambda': 2.8179227512510696}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:21,204] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 216, 'learning_rate': 0.2808567271772967, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9018533897876171, 'colsample_bytree': 0.6953008216502988, 'gamma': 0.2425403944685584, 'reg_alpha': 0.8196999509831615, 'reg_lambda': 2.6633094891258198}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:21,439] Trial 94 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.17932395645273622, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8820850977141241, 'colsample_bytree': 0.7992277281068361, 'gamma': 0.3863045189472606, 'reg_alpha': 0.8569914912661674, 'reg_lambda': 2.996128234749962}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:21,628] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.2347312254669074, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.998554890765724, 'colsample_bytree': 0.7448813129608043, 'gamma': 0.7192487513046679, 'reg_alpha': 0.886083417279168, 'reg_lambda': 2.8784787939622243}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:21,826] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 208, 'learning_rate': 0.20271854303779085, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.937353696190134, 'colsample_bytree': 0.7694141898495394, 'gamma': 0.10719208848232584, 'reg_alpha': 0.42591805963452967, 'reg_lambda': 2.4090480107319845}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:22,135] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.12955381414683084, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9348841503742571, 'colsample_bytree': 0.7697600128581059, 'gamma': 0.053119049395110154, 'reg_alpha': 0.4831266918286344, 'reg_lambda': 2.427242805277338}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:22,355] Trial 98 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.057500513624412886, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9506307250337548, 'colsample_bytree': 0.784577819184418, 'gamma': 0.5771575485210522, 'reg_alpha': 0.41872970914341145, 'reg_lambda': 2.3464063014833174}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:22,542] Trial 99 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 194, 'learning_rate': 0.20470800543949916, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9706299789207413, 'colsample_bytree': 0.8282158403589789, 'gamma': 0.0014557982790549748, 'reg_alpha': 0.37689604433945845, 'reg_lambda': 2.201451387292254}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:22,950] Trial 100 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 214, 'learning_rate': 0.1600041976575421, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.961744489475089, 'colsample_bytree': 0.758642626899775, 'gamma': 4.223936945551432, 'reg_alpha': 0.44587450614756796, 'reg_lambda': 2.474270133472821}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:23,161] Trial 101 finished with value: 0.744047619047619 and parameters: {'n_estimators': 249, 'learning_rate': 0.22294848418756733, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8558827866123534, 'colsample_bytree': 0.7318965756201768, 'gamma': 0.2396286536029284, 'reg_alpha': 0.33613677063762015, 'reg_lambda': 2.7594034944720613}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:23,350] Trial 102 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 228, 'learning_rate': 0.2522118511411726, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9178516980669088, 'colsample_bytree': 0.7074161205055779, 'gamma': 0.11629578165657162, 'reg_alpha': 0.9955495820445497, 'reg_lambda': 2.527084266787972}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:23,644] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.19864197253414, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9158238950908593, 'colsample_bytree': 0.8002572577636374, 'gamma': 0.13322328368493347, 'reg_alpha': 0.9827949988458269, 'reg_lambda': 2.6204637282176524}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:23,901] Trial 104 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.2993799713664422, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9085402974487495, 'colsample_bytree': 0.8593571917237487, 'gamma': 0.346173521098445, 'reg_alpha': 0.9491672765907986, 'reg_lambda': 2.5431810125438035}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:24,081] Trial 105 finished with value: 0.699404761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.2668062375386613, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9274769198206475, 'colsample_bytree': 0.782173420835486, 'gamma': 2.180440128330595, 'reg_alpha': 0.39843682920128376, 'reg_lambda': 2.684683696023875}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:24,345] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.01418941590877685, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9388684712435544, 'colsample_bytree': 0.7087283747485901, 'gamma': 0.4662686444904339, 'reg_alpha': 0.42974855550321367, 'reg_lambda': 2.52240446918699}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:24,557] Trial 107 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 223, 'learning_rate': 0.23432923643487055, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8924781561454032, 'colsample_bytree': 0.7724675848333367, 'gamma': 0.1018895294537505, 'reg_alpha': 0.9993363779060379, 'reg_lambda': 2.0132620906047363}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:24,809] Trial 108 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 224, 'learning_rate': 0.24399092998336086, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8987036382838537, 'colsample_bytree': 0.8087241304921895, 'gamma': 0.08951009298981871, 'reg_alpha': 0.9179768088299303, 'reg_lambda': 2.375505423807139}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:25,102] Trial 109 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 223, 'learning_rate': 0.24789251326324913, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8975471472522375, 'colsample_bytree': 0.8067270182762525, 'gamma': 0.11607653579311444, 'reg_alpha': 0.9977639347347613, 'reg_lambda': 2.114625958461002}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:25,315] Trial 110 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 212, 'learning_rate': 0.18347697422924378, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8973410106866869, 'colsample_bytree': 0.7723112181273836, 'gamma': 0.250148749668862, 'reg_alpha': 0.919348462646825, 'reg_lambda': 2.0502201681612324}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:25,517] Trial 111 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 222, 'learning_rate': 0.246567960929928, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8920219576179127, 'colsample_bytree': 0.8050605157561841, 'gamma': 0.08477336373340963, 'reg_alpha': 0.9641787282961343, 'reg_lambda': 1.7962768109039267}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:25,832] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.2327607549648643, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8882175792010286, 'colsample_bytree': 0.8074054488477842, 'gamma': 0.09814911140200872, 'reg_alpha': 0.9564292698834354, 'reg_lambda': 1.8237221868966482}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:26,040] Trial 113 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 221, 'learning_rate': 0.2071353506608875, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8950789915373182, 'colsample_bytree': 0.7962888785340732, 'gamma': 0.21256062990758104, 'reg_alpha': 0.9699992093416943, 'reg_lambda': 1.9653124348668574}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:26,254] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 221, 'learning_rate': 0.21822154611934472, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9057296173668977, 'colsample_bytree': 0.7952527508366433, 'gamma': 4.135246282054722e-05, 'reg_alpha': 0.9704919178421835, 'reg_lambda': 2.0188543648273645}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:26,513] Trial 115 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 232, 'learning_rate': 0.2722200412568308, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8944790882665912, 'colsample_bytree': 0.8159617597413213, 'gamma': 0.2012958397293772, 'reg_alpha': 0.9338585780785126, 'reg_lambda': 1.941586812852072}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:26,698] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.27252902297717674, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8720860052012592, 'colsample_bytree': 0.8144648799123754, 'gamma': 0.3268340848429211, 'reg_alpha': 0.935273475823322, 'reg_lambda': 1.7333174453013713}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:26,938] Trial 117 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 225, 'learning_rate': 0.24308421211267325, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8833558770337623, 'colsample_bytree': 0.8280224791826497, 'gamma': 0.21681437198290543, 'reg_alpha': 0.9027161905563517, 'reg_lambda': 1.862088115480185}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:27,301] Trial 118 finished with value: 0.761904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.2716503969180158, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8978894690110633, 'colsample_bytree': 0.8433862405661218, 'gamma': 0.5050668963436422, 'reg_alpha': 0.8999454945835403, 'reg_lambda': 1.9082261840267083}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:27,498] Trial 119 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 232, 'learning_rate': 0.2569242813850979, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8792860084772055, 'colsample_bytree': 0.8461462713289855, 'gamma': 0.5295667337949885, 'reg_alpha': 0.9056978985940083, 'reg_lambda': 1.9266999497062298}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:27,708] Trial 120 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.27909047167798856, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8807299784261637, 'colsample_bytree': 0.836622034128393, 'gamma': 0.5333878199958249, 'reg_alpha': 0.9066380242312669, 'reg_lambda': 1.9200934975310864}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:28,034] Trial 121 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 224, 'learning_rate': 0.2716016187517857, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8976451070594952, 'colsample_bytree': 0.8456277317412821, 'gamma': 0.6615405891254875, 'reg_alpha': 0.8636423428023167, 'reg_lambda': 2.1076603210885607}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:28,249] Trial 122 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 234, 'learning_rate': 0.24922034418834127, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8770339380802127, 'colsample_bytree': 0.868879347274615, 'gamma': 0.402816795219742, 'reg_alpha': 0.9988431584262081, 'reg_lambda': 1.8112293342031547}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:28,475] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 243, 'learning_rate': 0.22304062495291438, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8668363899456775, 'colsample_bytree': 0.8253944304983047, 'gamma': 0.2159181220642641, 'reg_alpha': 0.9351875018158337, 'reg_lambda': 1.9546709460800737}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:28,772] Trial 124 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 225, 'learning_rate': 0.2982027881410675, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8496182183977559, 'colsample_bytree': 0.8532438610828903, 'gamma': 0.5449909960479233, 'reg_alpha': 0.8991606216577598, 'reg_lambda': 1.8731811907153118}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:29,054] Trial 125 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 237, 'learning_rate': 0.25532085991012454, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8886210535120246, 'colsample_bytree': 0.8355058524499206, 'gamma': 0.28859021000337703, 'reg_alpha': 0.9724507196513267, 'reg_lambda': 1.7359679735047469}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:29,255] Trial 126 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 238, 'learning_rate': 0.2590357910182336, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8913827863983561, 'colsample_bytree': 0.8209410608874154, 'gamma': 0.2980949223217383, 'reg_alpha': 0.9833464896707932, 'reg_lambda': 1.7515138353958006}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:29,473] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.25992850484909613, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.892126991974106, 'colsample_bytree': 0.8171710570086259, 'gamma': 0.442054211633204, 'reg_alpha': 0.9745606477197707, 'reg_lambda': 1.6242127992065138}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:29,777] Trial 128 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 242, 'learning_rate': 0.24435141996559084, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8844144207177252, 'colsample_bytree': 0.8350619206912165, 'gamma': 0.296746510151655, 'reg_alpha': 0.9362445598598479, 'reg_lambda': 1.7346285343552756}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:30,123] Trial 129 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 249, 'learning_rate': 0.23954134128635726, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.883265080851765, 'colsample_bytree': 0.8313160086038068, 'gamma': 0.3077736875382941, 'reg_alpha': 0.9307767551281613, 'reg_lambda': 1.7452783446348985}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:30,333] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 247, 'learning_rate': 0.2416272741238584, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8612689812560346, 'colsample_bytree': 0.833389975739301, 'gamma': 0.30577785909369587, 'reg_alpha': 0.9300899311460568, 'reg_lambda': 1.7187287447543793}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:30,615] Trial 131 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.24359989271933857, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.884230761374594, 'colsample_bytree': 0.8224735478085569, 'gamma': 0.18165284598444506, 'reg_alpha': 0.9731073033348033, 'reg_lambda': 1.660226418600771}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:30,825] Trial 132 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.21198320672158846, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.909090315916484, 'colsample_bytree': 0.8081628493426526, 'gamma': 0.23860157066812465, 'reg_alpha': 0.9455866964369698, 'reg_lambda': 1.7968336462435452}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:31,008] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 237, 'learning_rate': 0.2563067213270669, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6915552301861037, 'colsample_bytree': 0.7997631206562406, 'gamma': 0.3632257345128538, 'reg_alpha': 0.9992935442128987, 'reg_lambda': 1.8506372876423742}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:31,303] Trial 134 finished with value: 0.738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.232325462422165, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8884939269993051, 'colsample_bytree': 0.8322385277990951, 'gamma': 0.30388135206073563, 'reg_alpha': 0.8786783135903776, 'reg_lambda': 1.9860963573217398}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:31,524] Trial 135 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 233, 'learning_rate': 0.2858117363895167, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9048453665127131, 'colsample_bytree': 0.8118266146830398, 'gamma': 3.20977337695588, 'reg_alpha': 0.921364141986447, 'reg_lambda': 1.7630540506218828}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:31,682] Trial 136 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 95, 'learning_rate': 0.20982223572121422, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8425602873003285, 'colsample_bytree': 0.8250358648494207, 'gamma': 0.6268634816196093, 'reg_alpha': 0.8330151623617952, 'reg_lambda': 1.6117168775018758}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:31,992] Trial 137 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 242, 'learning_rate': 0.04096620357554654, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8744480113569837, 'colsample_bytree': 0.85017670508097, 'gamma': 0.2037840662724772, 'reg_alpha': 0.9650421178099697, 'reg_lambda': 2.1133443780406274}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:32,200] Trial 138 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 225, 'learning_rate': 0.25644502228248905, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8933927311480734, 'colsample_bytree': 0.7889704417196848, 'gamma': 0.40616291078907435, 'reg_alpha': 0.9432794952723608, 'reg_lambda': 1.6835205446852235}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:32,435] Trial 139 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.22682182405728438, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8232125232932913, 'colsample_bytree': 0.863165139465771, 'gamma': 1.9976158674261804, 'reg_alpha': 0.9836791580483095, 'reg_lambda': 1.5626195789106783}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:32,695] Trial 140 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 219, 'learning_rate': 0.29937780723408247, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8795206930620026, 'colsample_bytree': 0.8188786236437906, 'gamma': 0.7627673730153448, 'reg_alpha': 0.9240058894283713, 'reg_lambda': 2.0639835586312496}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:32,885] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.28329339463732583, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8822680172302622, 'colsample_bytree': 0.8373745343971302, 'gamma': 0.8269493795299281, 'reg_alpha': 0.9136067963500344, 'reg_lambda': 2.0012235664438554}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:33,082] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 229, 'learning_rate': 0.29880533736686016, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.858384285880864, 'colsample_bytree': 0.81755000650431, 'gamma': 0.18712428797993996, 'reg_alpha': 0.9618528273349981, 'reg_lambda': 1.9584610150407287}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:33,335] Trial 143 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 237, 'learning_rate': 0.24653938664319056, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8707230186430469, 'colsample_bytree': 0.8016820953470263, 'gamma': 0.44375767921679216, 'reg_alpha': 0.9259874497463484, 'reg_lambda': 2.0659306027754862}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:33,513] Trial 144 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 236, 'learning_rate': 0.24255443912522062, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8688158669605774, 'colsample_bytree': 0.8043562554267525, 'gamma': 2.536641547786712, 'reg_alpha': 0.9207026996941473, 'reg_lambda': 2.0520114608694233}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:33,710] Trial 145 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 244, 'learning_rate': 0.2655044200203006, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8796638510794125, 'colsample_bytree': 0.8248723266659156, 'gamma': 0.47120630072670333, 'reg_alpha': 0.8680141980824132, 'reg_lambda': 2.1569515114106137}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:33,956] Trial 146 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 214, 'learning_rate': 0.22316230942990017, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.901070137211965, 'colsample_bytree': 0.8126657246524667, 'gamma': 0.7144388807160236, 'reg_alpha': 0.9837624121110998, 'reg_lambda': 1.7390602939988467}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:34,186] Trial 147 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.2241073380436348, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9123239927835765, 'colsample_bytree': 0.792627392553422, 'gamma': 0.7530883694717643, 'reg_alpha': 0.942379512063031, 'reg_lambda': 1.8573861293306393}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:34,375] Trial 148 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 222, 'learning_rate': 0.21633686518494252, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9025889055309709, 'colsample_bytree': 0.8154560796548272, 'gamma': 1.0135424969257119, 'reg_alpha': 0.8918236877496104, 'reg_lambda': 2.0671976569021853}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:34,566] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 226, 'learning_rate': 0.20190174300622277, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8750773261210179, 'colsample_bytree': 0.8079094077242439, 'gamma': 0.6669509212004314, 'reg_alpha': 0.8434993344617843, 'reg_lambda': 1.7793576863163312}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:34,823] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.2393038654674064, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8547450294151703, 'colsample_bytree': 0.7989156253573189, 'gamma': 0.5948484544778647, 'reg_alpha': 0.9859300976471459, 'reg_lambda': 2.237508444179087}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:35,109] Trial 151 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 231, 'learning_rate': 0.07466601294942628, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.893008125539225, 'colsample_bytree': 0.8309050413370435, 'gamma': 0.3309346394759245, 'reg_alpha': 0.969458262198405, 'reg_lambda': 1.9370479639823253}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:35,334] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 232, 'learning_rate': 0.27272758378769907, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8935861954091292, 'colsample_bytree': 0.8291052769880833, 'gamma': 0.4219897804692078, 'reg_alpha': 0.9559420770611001, 'reg_lambda': 1.9449235500433704}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:35,526] Trial 153 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.2744603464347012, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.8864336385964386, 'colsample_bytree': 0.8300113962660552, 'gamma': 0.3878527007802671, 'reg_alpha': 0.9999559054546685, 'reg_lambda': 1.9554348797672763}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:35,715] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.2649528272869905, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8665698448933712, 'colsample_bytree': 0.841434060356465, 'gamma': 0.5174364528440533, 'reg_alpha': 0.9592652106789651, 'reg_lambda': 1.9287259808558843}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:36,040] Trial 155 finished with value: 0.761904761904762 and parameters: {'n_estimators': 231, 'learning_rate': 0.2283165519433131, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8947449826282666, 'colsample_bytree': 0.8194145753171755, 'gamma': 0.4381102274943991, 'reg_alpha': 0.9418600094456039, 'reg_lambda': 1.8419519007731842}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:36,278] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 240, 'learning_rate': 0.07313870167990129, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9055149404982313, 'colsample_bytree': 0.8549971924761379, 'gamma': 0.7040872016435904, 'reg_alpha': 0.977668943814837, 'reg_lambda': 1.900451370013906}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:36,471] Trial 157 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 229, 'learning_rate': 0.279458800400313, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8813341626725417, 'colsample_bytree': 0.8231616316868857, 'gamma': 0.30892818473083156, 'reg_alpha': 0.9652044714171206, 'reg_lambda': 2.0073045183695744}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:36,738] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 210, 'learning_rate': 0.20279827677034204, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8928134804070236, 'colsample_bytree': 0.8432911348181317, 'gamma': 0.5702121050150379, 'reg_alpha': 0.9364918683870217, 'reg_lambda': 1.5135191970718163}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:36,953] Trial 159 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.07862928926190686, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9162360081887333, 'colsample_bytree': 0.8297515379042838, 'gamma': 0.3909494232051963, 'reg_alpha': 0.9572029463646399, 'reg_lambda': 2.123506714611867}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:37,089] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.25169413581403083, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8703375471939904, 'colsample_bytree': 0.8031763245395693, 'gamma': 0.8413398177950662, 'reg_alpha': 0.9051941599572086, 'reg_lambda': 1.6989799367248488}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:37,381] Trial 161 finished with value: 0.761904761904762 and parameters: {'n_estimators': 221, 'learning_rate': 0.24071377970903476, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8999294320571309, 'colsample_bytree': 0.8120747172266098, 'gamma': 0.18495632966383507, 'reg_alpha': 0.9218437879011194, 'reg_lambda': 2.067335552387452}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:37,576] Trial 162 finished with value: 0.761904761904762 and parameters: {'n_estimators': 225, 'learning_rate': 0.25597332107613424, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8991823329019314, 'colsample_bytree': 0.7803310390858572, 'gamma': 0.09680547280848666, 'reg_alpha': 0.8857228167106089, 'reg_lambda': 1.7968627867569984}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:37,877] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.025831945795084327, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.885508326907169, 'colsample_bytree': 0.8111990694922626, 'gamma': 0.2552376893590264, 'reg_alpha': 0.9834203600910372, 'reg_lambda': 1.9863606204079822}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:38,174] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.05646613222776258, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9219238651834778, 'colsample_bytree': 0.9811955216300561, 'gamma': 0.323078571575825, 'reg_alpha': 0.920610128872907, 'reg_lambda': 1.8587530394229765}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:38,387] Trial 165 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 227, 'learning_rate': 0.2999223350179306, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.876437165051167, 'colsample_bytree': 0.7942650377271848, 'gamma': 0.07717018624159505, 'reg_alpha': 0.9492014342650066, 'reg_lambda': 2.171791354033302}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:38,577] Trial 166 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 221, 'learning_rate': 0.10182048695881978, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9078530520646989, 'colsample_bytree': 0.8215746431033496, 'gamma': 0.4805051229600599, 'reg_alpha': 0.9970207134047411, 'reg_lambda': 1.7693334997742785}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:38,912] Trial 167 finished with value: 0.755952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.22866106416768536, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8960676322253466, 'colsample_bytree': 0.835247101722865, 'gamma': 0.2627278930764246, 'reg_alpha': 0.9045586501557928, 'reg_lambda': 1.9275668851413226}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:39,135] Trial 168 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 206, 'learning_rate': 0.21409779672863047, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8860560755762202, 'colsample_bytree': 0.8043093274783393, 'gamma': 0.15835426880649583, 'reg_alpha': 0.9332750741075599, 'reg_lambda': 2.0360306508618247}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:39,339] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.27274577570656344, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9114832187006773, 'colsample_bytree': 0.7871194460618082, 'gamma': 0.0029418889421598815, 'reg_alpha': 0.973247035338534, 'reg_lambda': 1.8814843875206284}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:39,604] Trial 170 finished with value: 0.738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.04842120102242567, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8602393249730529, 'colsample_bytree': 0.8487525881054107, 'gamma': 0.39272369017395076, 'reg_alpha': 0.8815346389202934, 'reg_lambda': 1.9641648774991463}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:39,871] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 236, 'learning_rate': 0.250890487593512, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8904350862356532, 'colsample_bytree': 0.8360465295043532, 'gamma': 0.289880138636622, 'reg_alpha': 0.9818251668378074, 'reg_lambda': 1.7294388889663335}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:40,134] Trial 172 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 246, 'learning_rate': 0.2545495526983332, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8826598113257886, 'colsample_bytree': 0.8294182015395636, 'gamma': 0.1650780565613081, 'reg_alpha': 0.9604220644366072, 'reg_lambda': 1.817203666081065}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:40,352] Trial 173 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 246, 'learning_rate': 0.23986126249914547, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.879225473128059, 'colsample_bytree': 0.8251153050228347, 'gamma': 0.182774116001376, 'reg_alpha': 0.9568178434153384, 'reg_lambda': 1.8264548320640317}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:40,715] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 247, 'learning_rate': 0.01923759239558607, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8751891318462665, 'colsample_bytree': 0.8287636800867969, 'gamma': 0.17426236103081588, 'reg_alpha': 0.9510777544558535, 'reg_lambda': 1.8056971361257415}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:40,907] Trial 175 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.23404561734592114, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.88242326421964, 'colsample_bytree': 0.8200177462884075, 'gamma': 0.4830921034187666, 'reg_alpha': 0.9615868839619012, 'reg_lambda': 1.6777033984357792}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:41,094] Trial 176 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 242, 'learning_rate': 0.28313691216623893, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8834819705531064, 'colsample_bytree': 0.8229622218941822, 'gamma': 0.5731519324234069, 'reg_alpha': 0.961449122788543, 'reg_lambda': 1.8464939381771521}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:41,294] Trial 177 finished with value: 0.738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.2877626410481531, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8688188816332619, 'colsample_bytree': 0.8167002187412447, 'gamma': 0.6521640269579109, 'reg_alpha': 0.9981983042820085, 'reg_lambda': 1.6819163782876454}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:41,576] Trial 178 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 241, 'learning_rate': 0.23044299881975808, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8800896511741495, 'colsample_bytree': 0.8208597530852165, 'gamma': 0.5974202511010486, 'reg_alpha': 0.9379089417917684, 'reg_lambda': 1.6057315952439777}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:41,868] Trial 179 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.26853384426349053, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8907367208503096, 'colsample_bytree': 0.8432989395134972, 'gamma': 0.495864147456488, 'reg_alpha': 0.9659645045010914, 'reg_lambda': 1.8818110269669541}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:42,108] Trial 180 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 244, 'learning_rate': 0.28543990925143775, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9028115299227559, 'colsample_bytree': 0.7989387309083545, 'gamma': 0.3984211398856902, 'reg_alpha': 0.929925458934203, 'reg_lambda': 2.0968193461801325}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:42,307] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.2568757295306275, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8818394658176635, 'colsample_bytree': 0.8291326281667808, 'gamma': 0.21740960647087165, 'reg_alpha': 0.9561412749861641, 'reg_lambda': 1.8308826242228342}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:42,585] Trial 182 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.2405796801412587, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8856465565694729, 'colsample_bytree': 0.8129531385603626, 'gamma': 0.3239001697992887, 'reg_alpha': 0.9788479262534349, 'reg_lambda': 1.7805775447619403}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:42,789] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.23537813742382496, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8929539855682884, 'colsample_bytree': 0.8154772483209751, 'gamma': 0.52669175916784, 'reg_alpha': 0.9809712863915477, 'reg_lambda': 1.7594883867413509}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:43,120] Trial 184 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 241, 'learning_rate': 0.21593244178157683, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8640240570077935, 'colsample_bytree': 0.8111407926382477, 'gamma': 0.7424615026140601, 'reg_alpha': 0.9756825273881496, 'reg_lambda': 1.7096790171668896}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:43,383] Trial 185 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 234, 'learning_rate': 0.24461047559069085, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.873469502757838, 'colsample_bytree': 0.8216539826462769, 'gamma': 2.815238352159522, 'reg_alpha': 0.9480723119024101, 'reg_lambda': 1.939289710345107}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:43,568] Trial 186 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 236, 'learning_rate': 0.2699562184497006, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8874256107834576, 'colsample_bytree': 0.8382782323396618, 'gamma': 0.35641223990844395, 'reg_alpha': 0.9069665258873018, 'reg_lambda': 1.6555788970519212}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:43,758] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 242, 'learning_rate': 0.19352169362460792, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.901837319575064, 'colsample_bytree': 0.8051206378730336, 'gamma': 0.46107390280139854, 'reg_alpha': 0.998015201745272, 'reg_lambda': 2.022238254594114}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:44,143] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 229, 'learning_rate': 0.010651648111099395, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8792939354574477, 'colsample_bytree': 0.8518034852703662, 'gamma': 0.2921017299855474, 'reg_alpha': 0.9271332055340071, 'reg_lambda': 1.7579179025495337}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:44,354] Trial 189 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.22268245651567198, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.8946579894879444, 'colsample_bytree': 0.7946256971985112, 'gamma': 0.5714641013194415, 'reg_alpha': 0.9647090243751155, 'reg_lambda': 1.8769261045124561}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:44,582] Trial 190 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.2371336161394355, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8707489825196926, 'colsample_bytree': 0.8250514913696785, 'gamma': 0.3938826589010304, 'reg_alpha': 0.9452039995776078, 'reg_lambda': 1.9858522428686536}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:44,908] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 244, 'learning_rate': 0.06254950883364416, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8718627883176425, 'colsample_bytree': 0.8247296587644725, 'gamma': 0.3642859516827814, 'reg_alpha': 0.9451432324529104, 'reg_lambda': 1.986843639719634}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:45,102] Trial 192 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 238, 'learning_rate': 0.2375070021757145, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8633362999580022, 'colsample_bytree': 0.8139997885648498, 'gamma': 0.22985619491942133, 'reg_alpha': 0.9781403461990146, 'reg_lambda': 1.8993973582661885}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:45,321] Trial 193 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.266466315627726, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.851460858969763, 'colsample_bytree': 0.8286326131806766, 'gamma': 0.44146277123692623, 'reg_alpha': 0.917375993912356, 'reg_lambda': 2.0639193316448115}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:45,513] Trial 194 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.21149413355707022, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.885162504998781, 'colsample_bytree': 0.8181716918313782, 'gamma': 0.11670219946348284, 'reg_alpha': 0.9425186395617287, 'reg_lambda': 1.8178519434319473}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:45,706] Trial 195 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 244, 'learning_rate': 0.24563695455658063, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8918656134616589, 'colsample_bytree': 0.8393405355106587, 'gamma': 0.3071397040677897, 'reg_alpha': 0.9679610212007114, 'reg_lambda': 1.949511440875813}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:45,973] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.2826570421159297, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8781154815280516, 'colsample_bytree': 0.8070850611813609, 'gamma': 0.9216897983138213, 'reg_alpha': 0.9979665514845182, 'reg_lambda': 1.8471399719956803}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:46,192] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.29817898117915614, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9079728605410223, 'colsample_bytree': 0.8245732590876077, 'gamma': 0.5901743454893221, 'reg_alpha': 0.9556875622578173, 'reg_lambda': 2.1500286958192985}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:46,381] Trial 198 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.22922644484349147, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7374306533336369, 'colsample_bytree': 0.8011124485160832, 'gamma': 1.25957410127289, 'reg_alpha': 0.9040780096897563, 'reg_lambda': 1.990623127652385}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:46,589] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 238, 'learning_rate': 0.26268123260459353, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8983086097069474, 'colsample_bytree': 0.8350815928145645, 'gamma': 0.08191081587183492, 'reg_alpha': 0.925088117752636, 'reg_lambda': 1.7448246678373538}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:46,592] A new study created in memory with name: no-name-ee712576-ddd5-4caf-a4d0-a3325ee6185a
[I 2025-11-03 19:39:46,867] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.018527507573117195, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.661759461164619, 'colsample_bytree': 0.7499030811670696, 'gamma': 0.9646508903819112, 'reg_alpha': 0.838931821259698, 'reg_lambda': 1.5250526199543295}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:39:47,043] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 201, 'learning_rate': 0.015592800673216967, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.7461160606036029, 'colsample_bytree': 0.7011956257568597, 'gamma': 2.214812890924018, 'reg_alpha': 0.37978249371186057, 'reg_lambda': 0.688708075383752}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:39:47,097] Trial 2 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 36, 'learning_rate': 0.07327760757250322, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.681839880391716, 'colsample_bytree': 0.7335414392050593, 'gamma': 3.428352942816252, 'reg_alpha': 0.5795133209613073, 'reg_lambda': 1.8210719393014863}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:39:47,365] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.07641891714971147, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8517695265083831, 'colsample_bytree': 0.8969356164201925, 'gamma': 2.0876579553809167, 'reg_alpha': 0.5380338267287048, 'reg_lambda': 1.883661322399474}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:39:47,589] Trial 4 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 63, 'learning_rate': 0.056309201229827514, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9930554311846274, 'colsample_bytree': 0.6602381600692836, 'gamma': 4.727045514973788, 'reg_alpha': 0.8324913683695496, 'reg_lambda': 2.5744530429948913}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:39:47,748] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.017897344124848166, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9013251557125967, 'colsample_bytree': 0.9249271955280169, 'gamma': 0.7525120990470385, 'reg_alpha': 0.9589397181911427, 'reg_lambda': 2.1070334935068358}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:39:48,080] Trial 6 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 209, 'learning_rate': 0.06363417090259159, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7933548495805479, 'colsample_bytree': 0.6401152045721885, 'gamma': 1.5932806724654125, 'reg_alpha': 0.32265235120015967, 'reg_lambda': 2.356315485538376}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:48,251] Trial 7 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.03369238187955733, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.6388210473858986, 'colsample_bytree': 0.662064143508495, 'gamma': 2.366173988719094, 'reg_alpha': 0.5944185943119179, 'reg_lambda': 0.6249390240161332}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:48,545] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.07817955152925131, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.863671891667084, 'colsample_bytree': 0.6925514873062584, 'gamma': 0.3551682943190393, 'reg_alpha': 0.14476151538178694, 'reg_lambda': 2.8828713987749395}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:48,621] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.049523574795683714, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.64487659615901, 'colsample_bytree': 0.6412050603107223, 'gamma': 4.579507591849003, 'reg_alpha': 0.3360501647948886, 'reg_lambda': 1.3496446889956273}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:48,863] Trial 10 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 123, 'learning_rate': 0.2211372972980542, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7861758955238144, 'colsample_bytree': 0.8364275543454066, 'gamma': 3.4561778203446525, 'reg_alpha': 0.03957053709513281, 'reg_lambda': 2.468348632370513}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:49,054] Trial 11 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 107, 'learning_rate': 0.15104596536316933, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7331401604488483, 'colsample_bytree': 0.7785738190804794, 'gamma': 3.680664915292728, 'reg_alpha': 0.31982447538020675, 'reg_lambda': 2.2366390963455736}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:49,285] Trial 12 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 248, 'learning_rate': 0.1505049317420538, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7102194951529491, 'colsample_bytree': 0.6056829024540266, 'gamma': 1.3589796872749345, 'reg_alpha': 0.6554067823474321, 'reg_lambda': 1.3138498832178553}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:49,489] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.14078874776664632, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7309232421641164, 'colsample_bytree': 0.6058136032932014, 'gamma': 1.4355306102499934, 'reg_alpha': 0.7464187883486275, 'reg_lambda': 1.1675545800842462}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:49,890] Trial 14 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.13173336593049148, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7979448252461522, 'colsample_bytree': 0.6068093425859706, 'gamma': 1.5657025884475528, 'reg_alpha': 0.19690151483946577, 'reg_lambda': 1.0186754967594411}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:50,053] Trial 15 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 158, 'learning_rate': 0.2876625130807437, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8434502346670965, 'colsample_bytree': 0.8437133666873009, 'gamma': 2.8826772746269294, 'reg_alpha': 0.7325095164924147, 'reg_lambda': 0.9940784794231181}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:50,255] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 218, 'learning_rate': 0.03245584926640113, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9193712196001699, 'colsample_bytree': 0.980024669987212, 'gamma': 1.6734915982113214, 'reg_alpha': 0.37917638670735365, 'reg_lambda': 2.659020086999579}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:50,577] Trial 17 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 140, 'learning_rate': 0.01030037195573388, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6048143755473577, 'colsample_bytree': 0.6035023836871771, 'gamma': 0.3815958240855657, 'reg_alpha': 0.4649007743516399, 'reg_lambda': 2.1702995276053585}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:50,758] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 225, 'learning_rate': 0.11251010198170816, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7814877605849699, 'colsample_bytree': 0.7040773294333302, 'gamma': 0.03183958483017135, 'reg_alpha': 0.7439407439864532, 'reg_lambda': 2.9802976545540476}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:50,933] Trial 19 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.2035111360319777, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7323728923235857, 'colsample_bytree': 0.6398396984068033, 'gamma': 2.830317532650243, 'reg_alpha': 0.9609051059535467, 'reg_lambda': 1.0379624560713276}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:51,223] Trial 20 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.10305051545854578, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7618682303172334, 'colsample_bytree': 0.8039532399374749, 'gamma': 1.0808261665984928, 'reg_alpha': 0.47342271936518876, 'reg_lambda': 1.6266457482006962}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:51,446] Trial 21 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 87, 'learning_rate': 0.10076728285364268, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7575549009016457, 'colsample_bytree': 0.8115668999266411, 'gamma': 1.2644173281097284, 'reg_alpha': 0.45606251370737894, 'reg_lambda': 1.6243431608097707}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:51,602] Trial 22 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 92, 'learning_rate': 0.10663917828534691, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6931534967248703, 'colsample_bytree': 0.8133287066741005, 'gamma': 0.9565521869568402, 'reg_alpha': 0.4529451131840152, 'reg_lambda': 1.595600347893813}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:51,742] Trial 23 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.10355396745385152, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7530019257156942, 'colsample_bytree': 0.8847757576002008, 'gamma': 1.1747493356159682, 'reg_alpha': 0.6518562552863065, 'reg_lambda': 1.261256456268928}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:51,919] Trial 24 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 22, 'learning_rate': 0.20673308828096174, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8223045688751042, 'colsample_bytree': 0.7964764717669759, 'gamma': 1.9364338902544924, 'reg_alpha': 0.46285343608782237, 'reg_lambda': 1.722470695010674}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:52,080] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 128, 'learning_rate': 0.04340307295255522, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7637526066776434, 'colsample_bytree': 0.8675774137365206, 'gamma': 0.5923077411465901, 'reg_alpha': 0.21461871116393155, 'reg_lambda': 1.5226075822060747}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:52,219] Trial 26 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.0981147691312095, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7150374168786208, 'colsample_bytree': 0.7668611315147779, 'gamma': 1.1309868391043874, 'reg_alpha': 0.7213141882984806, 'reg_lambda': 1.941155268530993}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:52,371] Trial 27 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 111, 'learning_rate': 0.15844070705375815, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.681556035486275, 'colsample_bytree': 0.8201270308772075, 'gamma': 1.8247723168053744, 'reg_alpha': 0.8494824428404211, 'reg_lambda': 1.2217616157197293}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:52,529] Trial 28 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 145, 'learning_rate': 0.09002950495784706, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8281422204427374, 'colsample_bytree': 0.952458670137832, 'gamma': 0.09706346221091744, 'reg_alpha': 0.5189686616464506, 'reg_lambda': 1.673568064226207}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:52,724] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 75, 'learning_rate': 0.29023241631505353, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7657005472207346, 'colsample_bytree': 0.7570417589655869, 'gamma': 0.8364793509076998, 'reg_alpha': 0.8534025791034365, 'reg_lambda': 0.8562669987613722}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:52,886] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.13057633791263182, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.6549558384589257, 'colsample_bytree': 0.7309958477934059, 'gamma': 1.2953946148167947, 'reg_alpha': 0.6252152222399043, 'reg_lambda': 1.538669409151828}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:53,093] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.06204433378370752, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8144688421930865, 'colsample_bytree': 0.7932667688132983, 'gamma': 1.548753058661948, 'reg_alpha': 0.2916899643365203, 'reg_lambda': 1.4492414939517595}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:53,294] Trial 32 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 235, 'learning_rate': 0.03620669102697273, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8089956889462584, 'colsample_bytree': 0.8658184368083168, 'gamma': 2.62182761159769, 'reg_alpha': 0.24526167871839666, 'reg_lambda': 1.4371550270979796}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:53,530] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.067854310616662, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8844344128151496, 'colsample_bytree': 0.7905167823905223, 'gamma': 1.3477257116372943, 'reg_alpha': 0.4398386705722386, 'reg_lambda': 1.1422648606083603}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:53,713] Trial 34 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.08570072978344949, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.734912830963776, 'colsample_bytree': 0.7349753606349383, 'gamma': 2.152878428168594, 'reg_alpha': 0.37624694269666226, 'reg_lambda': 0.7552353914243175}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:53,951] Trial 35 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 234, 'learning_rate': 0.02579548434302273, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9412818637752643, 'colsample_bytree': 0.9106296913019641, 'gamma': 0.5593701667369874, 'reg_alpha': 0.5499934696081432, 'reg_lambda': 1.83446077547746}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:54,220] Trial 36 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 76, 'learning_rate': 0.05734167778962246, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.769916799352774, 'colsample_bytree': 0.8520071717589129, 'gamma': 1.0345989941224774, 'reg_alpha': 0.2705792860802846, 'reg_lambda': 2.0119435480651973}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:54,377] Trial 37 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 191, 'learning_rate': 0.17782328672549794, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7014592442471933, 'colsample_bytree': 0.8258690738261456, 'gamma': 1.895660482197576, 'reg_alpha': 0.11784629449957956, 'reg_lambda': 1.3865158070868309}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:54,654] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 208, 'learning_rate': 0.07394618874055808, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.672037907148088, 'colsample_bytree': 0.7031901276242654, 'gamma': 1.5505600579494219, 'reg_alpha': 0.43181095419955373, 'reg_lambda': 1.7508783798217236}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:54,943] Trial 39 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 165, 'learning_rate': 0.13066337441647047, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8165016843917817, 'colsample_bytree': 0.7447829783018228, 'gamma': 2.4401756974279074, 'reg_alpha': 0.5853657048091097, 'reg_lambda': 1.1216726163955604}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:55,064] Trial 40 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 53, 'learning_rate': 0.04597512707079703, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8674529059779792, 'colsample_bytree': 0.9375240890956071, 'gamma': 0.7984367100522098, 'reg_alpha': 0.3042401784582826, 'reg_lambda': 0.5174805828697366}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:55,262] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 216, 'learning_rate': 0.06369998813152723, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7832852671588215, 'colsample_bytree': 0.6328816606180806, 'gamma': 1.5284831881738734, 'reg_alpha': 0.37798483082813317, 'reg_lambda': 2.3185118079022824}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:55,698] Trial 42 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 241, 'learning_rate': 0.06325901471051193, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7478074148111046, 'colsample_bytree': 0.6743088950392114, 'gamma': 2.1030955019073163, 'reg_alpha': 0.5284652186663118, 'reg_lambda': 1.4737389216396495}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:55,891] Trial 43 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 199, 'learning_rate': 0.08259907038783375, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8469373428628834, 'colsample_bytree': 0.6282256689352768, 'gamma': 1.7029353960085225, 'reg_alpha': 0.3430877251627224, 'reg_lambda': 1.625239477879922}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:56,123] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.12184074650256378, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7991712480683829, 'colsample_bytree': 0.6806194306183417, 'gamma': 1.341013084520624, 'reg_alpha': 0.4169581690168002, 'reg_lambda': 1.901258273922882}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:56,420] Trial 45 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 186, 'learning_rate': 0.05319411173049283, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7252416343380168, 'colsample_bytree': 0.7231589324478394, 'gamma': 1.0459834336271203, 'reg_alpha': 0.09804817550505562, 'reg_lambda': 2.6220107638930688}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:56,634] Trial 46 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.038888247463355015, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7899943876680745, 'colsample_bytree': 0.6571409023017656, 'gamma': 0.5685751193197087, 'reg_alpha': 0.2892694613190749, 'reg_lambda': 2.054095118285671}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:56,825] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.0270476205071077, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.8306489048478605, 'colsample_bytree': 0.7757185078394484, 'gamma': 2.2854707319994927, 'reg_alpha': 0.1868016270758005, 'reg_lambda': 2.3586857683526534}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:57,107] Trial 48 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 223, 'learning_rate': 0.09094972569545548, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7513369552367912, 'colsample_bytree': 0.6186091498382463, 'gamma': 4.0209348244656145, 'reg_alpha': 0.49241832007636926, 'reg_lambda': 1.3519609478040695}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:57,273] Trial 49 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 175, 'learning_rate': 0.07466001369414117, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7741794985656946, 'colsample_bytree': 0.8087366196503606, 'gamma': 4.987067329606643, 'reg_alpha': 0.9184810111272699, 'reg_lambda': 1.766264826438863}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:57,406] Trial 50 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.183615125815778, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8042465824639343, 'colsample_bytree': 0.6495854090276698, 'gamma': 0.2866823692844229, 'reg_alpha': 0.7875141946439913, 'reg_lambda': 0.9105033391684555}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:57,621] Trial 51 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.17268877857691733, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8017946670851216, 'colsample_bytree': 0.6439617680740204, 'gamma': 0.261789288799966, 'reg_alpha': 0.7577122584116041, 'reg_lambda': 0.9820130315373075}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:57,761] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 101, 'learning_rate': 0.2462457076747349, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8373070981563657, 'colsample_bytree': 0.6186513022798289, 'gamma': 0.7164622986731329, 'reg_alpha': 0.7931356288737246, 'reg_lambda': 0.8016911112436648}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:57,891] Trial 53 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 68, 'learning_rate': 0.11317031114290867, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8623808352284343, 'colsample_bytree': 0.6522667722881592, 'gamma': 1.483265078542798, 'reg_alpha': 0.6861541486140011, 'reg_lambda': 0.9037326880053256}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:58,093] Trial 54 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 33, 'learning_rate': 0.2537944364806574, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8126292432732963, 'colsample_bytree': 0.6737967940998328, 'gamma': 1.7664336183313734, 'reg_alpha': 0.914472318329625, 'reg_lambda': 1.2010253707454666}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:58,247] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.14186957468440883, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7185215551028117, 'colsample_bytree': 0.717100667701934, 'gamma': 0.34651335285593576, 'reg_alpha': 0.3465429904390871, 'reg_lambda': 0.6934677358537044}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:58,398] Trial 56 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 82, 'learning_rate': 0.17200044038471657, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7582868411932624, 'colsample_bytree': 0.834327740465664, 'gamma': 1.2227258699807144, 'reg_alpha': 0.813045605024832, 'reg_lambda': 2.7231060145682067}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:58,659] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 148, 'learning_rate': 0.09783428752645251, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7355742149958459, 'colsample_bytree': 0.6926865618759529, 'gamma': 0.879401990602914, 'reg_alpha': 0.4069044599558299, 'reg_lambda': 1.1049306695976644}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:58,847] Trial 58 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 238, 'learning_rate': 0.11794189512509015, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7775378693395631, 'colsample_bytree': 0.7953358875043987, 'gamma': 1.9244723906345134, 'reg_alpha': 0.4903702687825756, 'reg_lambda': 1.5712690830231608}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:59,092] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.05732592786694673, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9880877278973855, 'colsample_bytree': 0.601136939898122, 'gamma': 0.21974023608812754, 'reg_alpha': 0.5676354690797494, 'reg_lambda': 1.4132733970279765}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:59,367] Trial 60 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 93, 'learning_rate': 0.14752959935001028, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7926655869241755, 'colsample_bytree': 0.6174090738777378, 'gamma': 3.0202151002646755, 'reg_alpha': 0.9908387139663041, 'reg_lambda': 0.9415146277622226}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:59,535] Trial 61 finished with value: 0.738095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.1538850860845698, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7932026662604392, 'colsample_bytree': 0.6210305044302319, 'gamma': 3.303802215353393, 'reg_alpha': 0.9188220977294832, 'reg_lambda': 1.2816734033978108}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:59,689] Trial 62 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 114, 'learning_rate': 0.19254222798894896, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7422703475940239, 'colsample_bytree': 0.9959058507032797, 'gamma': 3.0317891995918855, 'reg_alpha': 0.6048330584950272, 'reg_lambda': 0.9306946675129957}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:59,928] Trial 63 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 75, 'learning_rate': 0.09968404408458639, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7609059761958539, 'colsample_bytree': 0.6454135466423258, 'gamma': 2.580396931391249, 'reg_alpha': 0.8691683241579762, 'reg_lambda': 1.6507763807490028}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:00,145] Trial 64 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 93, 'learning_rate': 0.24168522136854656, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.806331921212435, 'colsample_bytree': 0.662962675213588, 'gamma': 3.817018019366298, 'reg_alpha': 0.9841401260186862, 'reg_lambda': 1.0921723471247309}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:00,289] Trial 65 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 108, 'learning_rate': 0.13706224872056288, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8231275019624299, 'colsample_bytree': 0.612951631884203, 'gamma': 3.127715260569731, 'reg_alpha': 0.9992382050074318, 'reg_lambda': 0.5921758695763233}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:00,411] Trial 66 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.1958247954685412, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7870607008740519, 'colsample_bytree': 0.6291854944760003, 'gamma': 1.4442432975459283, 'reg_alpha': 0.7016880959987635, 'reg_lambda': 1.1907050586273962}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:00,659] Trial 67 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.011211911169632787, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6990254037282385, 'colsample_bytree': 0.7848276720465237, 'gamma': 1.1404484542372324, 'reg_alpha': 0.24096183888068307, 'reg_lambda': 1.2911107954357017}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:00,878] Trial 68 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 247, 'learning_rate': 0.06794652892929699, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8538370031820705, 'colsample_bytree': 0.7626823396012938, 'gamma': 2.8283901578479576, 'reg_alpha': 0.6589215488130129, 'reg_lambda': 1.5027264021942244}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:01,064] Trial 69 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 228, 'learning_rate': 0.21982658052263843, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7686073069466803, 'colsample_bytree': 0.8589902400753563, 'gamma': 1.6680779366723064, 'reg_alpha': 0.778989440061288, 'reg_lambda': 1.0485965900224565}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:01,199] Trial 70 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 72, 'learning_rate': 0.1512667987780755, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7082696473133281, 'colsample_bytree': 0.8424738347791196, 'gamma': 0.698033995755463, 'reg_alpha': 0.8938003232070691, 'reg_lambda': 0.8008805550852066}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:01,463] Trial 71 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.12524761130850254, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8002841607066655, 'colsample_bytree': 0.60682859256376, 'gamma': 1.5983443465441107, 'reg_alpha': 0.17959692891651224, 'reg_lambda': 1.8234127250998944}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 19:40:01,653] Trial 72 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 234, 'learning_rate': 0.1223179437110277, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8142182363451724, 'colsample_bytree': 0.602776639539471, 'gamma': 0.9732410698396079, 'reg_alpha': 0.14739953031267153, 'reg_lambda': 1.8133941102140463}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:01,840] Trial 73 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 231, 'learning_rate': 0.12170630340197532, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8170315019086616, 'colsample_bytree': 0.6006506034169672, 'gamma': 0.9867631510978554, 'reg_alpha': 0.07177187003922092, 'reg_lambda': 1.8267636546161352}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:02,035] Trial 74 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 217, 'learning_rate': 0.12646991671886126, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8367627833365677, 'colsample_bytree': 0.6005113403381452, 'gamma': 0.8910841664242726, 'reg_alpha': 0.029390052983809534, 'reg_lambda': 1.8300651108511001}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:02,404] Trial 75 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.10584256735552693, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8149074392461755, 'colsample_bytree': 0.8082369259278511, 'gamma': 0.46094990224615207, 'reg_alpha': 0.0016984095345964484, 'reg_lambda': 1.6976853175427395}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:02,595] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.10733923500803719, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.819747779423035, 'colsample_bytree': 0.8069255833800792, 'gamma': 0.5193066075362262, 'reg_alpha': 0.058235473637440686, 'reg_lambda': 1.9581857547572319}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:02,789] Trial 77 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 249, 'learning_rate': 0.09574501227205656, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8693164451037887, 'colsample_bytree': 0.828122687291713, 'gamma': 1.0218792955301255, 'reg_alpha': 0.009527008285732805, 'reg_lambda': 1.6786646365874782}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:02,993] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 243, 'learning_rate': 0.08679866908515088, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7774464809340188, 'colsample_bytree': 0.8889314752005449, 'gamma': 1.2385396665755477, 'reg_alpha': 0.07008165040725554, 'reg_lambda': 1.7785025829266423}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:03,220] Trial 79 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 231, 'learning_rate': 0.11251282747171899, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9012157883545504, 'colsample_bytree': 0.7748303234042703, 'gamma': 2.021637013119493, 'reg_alpha': 0.1687330645156238, 'reg_lambda': 2.1363236243791452}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:03,453] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 205, 'learning_rate': 0.081231198779611, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8150376230320794, 'colsample_bytree': 0.7509783076232092, 'gamma': 1.4078559827618626, 'reg_alpha': 0.13608364358821876, 'reg_lambda': 1.8633413720080994}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:03,690] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 222, 'learning_rate': 0.16384357633860225, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8045170133825507, 'colsample_bytree': 0.6101236231787853, 'gamma': 0.4341933197139507, 'reg_alpha': 0.08999131685042208, 'reg_lambda': 1.5957671714731962}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:03,894] Trial 82 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 242, 'learning_rate': 0.11922705995019234, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8335832203773951, 'colsample_bytree': 0.6338764868639539, 'gamma': 0.667308858327363, 'reg_alpha': 0.15243941643220113, 'reg_lambda': 1.967921867226205}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:04,197] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.13629716806684708, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8460090123761737, 'colsample_bytree': 0.8184513490388342, 'gamma': 0.10554834461336843, 'reg_alpha': 0.11908343629429646, 'reg_lambda': 1.7169186475276608}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:04,511] Trial 84 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.13100149586929494, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8552426904222992, 'colsample_bytree': 0.8175608641031279, 'gamma': 0.006389784614176108, 'reg_alpha': 0.2079673846265298, 'reg_lambda': 1.7024445378348123}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:04,732] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.13949307158701735, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.880800060436637, 'colsample_bytree': 0.8052855853276039, 'gamma': 0.43887748594493936, 'reg_alpha': 0.2200011408889459, 'reg_lambda': 1.7283170780570738}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:04,970] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.12718737716895973, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8542255692637513, 'colsample_bytree': 0.8224172927754558, 'gamma': 0.05665166390294818, 'reg_alpha': 0.11955064703682076, 'reg_lambda': 2.054121519982055}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:05,245] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.10570050253844737, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8468824254758425, 'colsample_bytree': 0.8153249837400247, 'gamma': 0.05232074058217617, 'reg_alpha': 0.004070824975257958, 'reg_lambda': 1.6895263300231695}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:05,458] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 225, 'learning_rate': 0.13419235374195826, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8900574194995284, 'colsample_bytree': 0.8489164760624572, 'gamma': 0.11816826410152992, 'reg_alpha': 0.04516064922725922, 'reg_lambda': 1.8095060240397902}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:05,650] Trial 89 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.09214409545993783, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.8750328521765729, 'colsample_bytree': 0.8358422779474863, 'gamma': 0.19625913274647572, 'reg_alpha': 0.08398030443535816, 'reg_lambda': 1.8815583423635274}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:05,848] Trial 90 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.16709642114646903, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8605190413177445, 'colsample_bytree': 0.871342444037395, 'gamma': 0.956540990009459, 'reg_alpha': 0.18727340008338794, 'reg_lambda': 1.5357504440255427}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:06,285] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 239, 'learning_rate': 0.11086855869841396, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8294089060691541, 'colsample_bytree': 0.8046716916922323, 'gamma': 1.1495051488951986, 'reg_alpha': 0.15784628094113076, 'reg_lambda': 1.4784815286612294}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:06,488] Trial 92 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 244, 'learning_rate': 0.12485197896063649, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8418266349200857, 'colsample_bytree': 0.7884361226253487, 'gamma': 0.7783242854989485, 'reg_alpha': 0.12088200057044769, 'reg_lambda': 1.6309073822465812}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:06,691] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.10405914553395082, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.823899695376859, 'colsample_bytree': 0.8157717597514746, 'gamma': 1.5883281905798587, 'reg_alpha': 0.2080081135878473, 'reg_lambda': 1.724618069470679}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:07,076] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.07694346342310474, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7227724999033707, 'colsample_bytree': 0.7963703352512826, 'gamma': 1.2899553037568856, 'reg_alpha': 0.23126469901192445, 'reg_lambda': 1.9058054030340343}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:07,304] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 220, 'learning_rate': 0.07043410832099319, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7224486723248854, 'colsample_bytree': 0.7973318624278446, 'gamma': 1.3115695472938966, 'reg_alpha': 0.026565684281719158, 'reg_lambda': 2.215386513581573}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:07,524] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.08123197861563645, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7424912206624619, 'colsample_bytree': 0.830079629230702, 'gamma': 1.059134795965923, 'reg_alpha': 0.10116028338400988, 'reg_lambda': 1.9041207761308063}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:07,749] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 237, 'learning_rate': 0.07811455302502351, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7295357794744495, 'colsample_bytree': 0.8270028787921159, 'gamma': 0.6337500332720608, 'reg_alpha': 0.1030288236716869, 'reg_lambda': 2.0190690823692825}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:08,007] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 225, 'learning_rate': 0.11602269567027294, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7439620065149796, 'colsample_bytree': 0.8561016795308146, 'gamma': 0.953697171506535, 'reg_alpha': 0.24262634148773338, 'reg_lambda': 1.914307912656813}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:08,181] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.08711533095728599, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.684823198631469, 'colsample_bytree': 0.8374520182058959, 'gamma': 0.46872216317154725, 'reg_alpha': 0.2685979668801793, 'reg_lambda': 1.8041918516805655}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:08,395] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.1433803264166232, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7532556482754449, 'colsample_bytree': 0.6063621295532378, 'gamma': 0.32677550163954816, 'reg_alpha': 0.17577785570835724, 'reg_lambda': 1.9820068007943616}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:08,768] Trial 101 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 250, 'learning_rate': 0.09731985183953594, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7393596967582468, 'colsample_bytree': 0.7825324611034096, 'gamma': 1.0815798517313053, 'reg_alpha': 0.058798563471941456, 'reg_lambda': 2.099874799800965}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:08,964] Trial 102 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 242, 'learning_rate': 0.12083202648047858, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7131448896742334, 'colsample_bytree': 0.7677849279014973, 'gamma': 1.2534994212655497, 'reg_alpha': 0.14954956928640303, 'reg_lambda': 1.860817722239166}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:09,150] Trial 103 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.10213596034831089, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.781609493023385, 'colsample_bytree': 0.8136204475059615, 'gamma': 0.7990593014525629, 'reg_alpha': 0.22238283241842594, 'reg_lambda': 1.7641740256397407}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:09,359] Trial 104 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.15812127583517296, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7659944253876827, 'colsample_bytree': 0.9617102330217768, 'gamma': 0.1706190421412715, 'reg_alpha': 0.13798575531394897, 'reg_lambda': 1.565717473640043}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:09,805] Trial 105 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 238, 'learning_rate': 0.0809457504216083, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7562832394063173, 'colsample_bytree': 0.9158740578476848, 'gamma': 1.452331119791225, 'reg_alpha': 0.07446267521976477, 'reg_lambda': 1.9131860288112787}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:10,003] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.09176668291515382, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7936527556047583, 'colsample_bytree': 0.6238285732148345, 'gamma': 1.0549974414383698, 'reg_alpha': 0.4714716879199917, 'reg_lambda': 1.7057704037490387}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:10,199] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 226, 'learning_rate': 0.13296933889437001, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7742000591909616, 'colsample_bytree': 0.7972057193601273, 'gamma': 0.9017362258270739, 'reg_alpha': 0.5517326292928348, 'reg_lambda': 1.612170566073166}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:10,392] Trial 108 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 245, 'learning_rate': 0.11111398009151818, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7034607546582733, 'colsample_bytree': 0.6391852328060504, 'gamma': 1.811843030669208, 'reg_alpha': 0.11547671197046842, 'reg_lambda': 1.6614819870557112}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:10,703] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.07542620687841564, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.729505326679391, 'colsample_bytree': 0.8291975959351929, 'gamma': 0.013588967434265645, 'reg_alpha': 0.04176256753052207, 'reg_lambda': 1.8313466297541152}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:10,894] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 220, 'learning_rate': 0.14762570783453108, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8127418250323118, 'colsample_bytree': 0.8439013699855078, 'gamma': 1.3377827706319545, 'reg_alpha': 0.5161207298613429, 'reg_lambda': 1.7797944549253377}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:11,075] Trial 111 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.04921276550216964, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8441190341349469, 'colsample_bytree': 0.7923260669491385, 'gamma': 1.6237894511786595, 'reg_alpha': 0.3185032353541255, 'reg_lambda': 1.4229098821015822}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:11,389] Trial 112 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 230, 'learning_rate': 0.06067880924306623, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.798679668958078, 'colsample_bytree': 0.8181230849138063, 'gamma': 1.5396841228495168, 'reg_alpha': 0.203190569270786, 'reg_lambda': 1.3790445757512222}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:11,588] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 247, 'learning_rate': 0.06099173068942603, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6023932929442817, 'colsample_bytree': 0.8203390929090931, 'gamma': 1.190133466164826, 'reg_alpha': 0.19994232238727475, 'reg_lambda': 1.3746365999911991}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:11,787] Trial 114 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.08466648301695331, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7985245960759052, 'colsample_bytree': 0.6107808279134819, 'gamma': 1.5142468626802943, 'reg_alpha': 0.25713529848774275, 'reg_lambda': 1.9305852507372774}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:12,122] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.06831304425268504, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7608987549895653, 'colsample_bytree': 0.809557580923925, 'gamma': 1.7532940536939265, 'reg_alpha': 0.1343758555468503, 'reg_lambda': 1.5361973824164212}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:12,315] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.1221781311056628, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.782932786472808, 'colsample_bytree': 0.8021958615781215, 'gamma': 1.3769946750939106, 'reg_alpha': 0.35874229628820437, 'reg_lambda': 1.7381209169268845}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:12,508] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.1030120997112974, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.748399388391645, 'colsample_bytree': 0.8195776668894702, 'gamma': 1.0902613718517538, 'reg_alpha': 0.1727117560758323, 'reg_lambda': 1.6476022283367997}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:12,735] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 237, 'learning_rate': 0.09423906917771793, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8209049088120874, 'colsample_bytree': 0.8337135973255995, 'gamma': 1.2716634068644668, 'reg_alpha': 0.23116341050722464, 'reg_lambda': 1.3275034842660272}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:13,012] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.12819236142181073, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8074888428128412, 'colsample_bytree': 0.7739305430388028, 'gamma': 0.9919760159852068, 'reg_alpha': 0.3980699620985766, 'reg_lambda': 1.8643608738802282}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:13,154] Trial 120 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 87, 'learning_rate': 0.14038681848973164, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6914655748950167, 'colsample_bytree': 0.6007509465763651, 'gamma': 0.5739861475654593, 'reg_alpha': 0.09859704726486783, 'reg_lambda': 1.2416655352701738}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:13,394] Trial 121 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.05256814822335178, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8280546208747079, 'colsample_bytree': 0.8760665203688283, 'gamma': 1.5536467681814001, 'reg_alpha': 0.2889744581180702, 'reg_lambda': 1.4560714722298513}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:13,828] Trial 122 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 244, 'learning_rate': 0.11305273482121896, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6150785371581797, 'colsample_bytree': 0.7840326730174613, 'gamma': 1.677332783483885, 'reg_alpha': 0.19975006955891947, 'reg_lambda': 1.6149374891236032}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:14,025] Trial 123 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.062404391571630836, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7903817578269164, 'colsample_bytree': 0.8022371750445585, 'gamma': 2.002636338127605, 'reg_alpha': 0.29442299148863504, 'reg_lambda': 1.695592806542886}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:14,330] Trial 124 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.0566258579284498, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8528036701271079, 'colsample_bytree': 0.8485604808270292, 'gamma': 1.4251951223240313, 'reg_alpha': 0.1901462116973453, 'reg_lambda': 1.5846516309279222}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:14,537] Trial 125 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 240, 'learning_rate': 0.07502487164819528, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8162653132404083, 'colsample_bytree': 0.8124207158547424, 'gamma': 1.155527657061252, 'reg_alpha': 0.45084420410009235, 'reg_lambda': 1.7963090629445415}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:14,878] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.0883313313212702, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8384143133885701, 'colsample_bytree': 0.8268165524495534, 'gamma': 0.8449735927363919, 'reg_alpha': 0.020886382413373254, 'reg_lambda': 1.4948748159887326}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:15,110] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.0653240575951743, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7190563031293777, 'colsample_bytree': 0.6153802095803219, 'gamma': 0.2912177533957281, 'reg_alpha': 0.27282022226449043, 'reg_lambda': 2.055945676479056}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:15,460] Trial 128 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 136, 'learning_rate': 0.04747649610938553, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7973875239534595, 'colsample_bytree': 0.8608190425019056, 'gamma': 2.2901588220912963, 'reg_alpha': 0.15261535469469925, 'reg_lambda': 1.7423969465591949}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:16,116] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.17909777989275524, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7358754169346032, 'colsample_bytree': 0.6243355473789164, 'gamma': 1.2322286662474804, 'reg_alpha': 0.06360076644626945, 'reg_lambda': 1.9962620102405768}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:16,301] Trial 130 finished with value: 0.5 and parameters: {'n_estimators': 155, 'learning_rate': 0.06064631030307113, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.8311994413305064, 'colsample_bytree': 0.7896218216674467, 'gamma': 1.8956401505608667, 'reg_alpha': 0.11207773507755209, 'reg_lambda': 1.8427158659197371}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:16,512] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.12844365379831907, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8535284210031966, 'colsample_bytree': 0.8206256811359945, 'gamma': 0.10801421340623801, 'reg_alpha': 0.1255598884773308, 'reg_lambda': 2.0731397599063595}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:16,827] Trial 132 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.1335010057338097, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8607941816121203, 'colsample_bytree': 0.8212271236669988, 'gamma': 0.3778622770228821, 'reg_alpha': 0.09127979055204155, 'reg_lambda': 2.1233299392829763}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:17,047] Trial 133 finished with value: 0.738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.15468345754990748, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8063918287779226, 'colsample_bytree': 0.8102188194692828, 'gamma': 0.1335637437182678, 'reg_alpha': 0.1776617991753004, 'reg_lambda': 1.906581021114003}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:17,209] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 103, 'learning_rate': 0.12041892374902952, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8694170892627269, 'colsample_bytree': 0.8394972754160938, 'gamma': 0.22820432005920138, 'reg_alpha': 0.1271420214340499, 'reg_lambda': 2.2859777575723994}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:17,428] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.10718211947288252, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7715653055940989, 'colsample_bytree': 0.8014320627702003, 'gamma': 0.006482846696407751, 'reg_alpha': 0.15612345199605465, 'reg_lambda': 1.6700484627503416}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:17,707] Trial 136 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 246, 'learning_rate': 0.11479052959403889, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8480940502663514, 'colsample_bytree': 0.8309979517246711, 'gamma': 0.7236800116406203, 'reg_alpha': 0.22739957164557614, 'reg_lambda': 1.950312217824498}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:17,955] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.09932103694810845, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8455324431866015, 'colsample_bytree': 0.8310389753824979, 'gamma': 0.7298166026247285, 'reg_alpha': 0.20991747510998546, 'reg_lambda': 1.8935693485251792}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:18,168] Trial 138 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 245, 'learning_rate': 0.11277024666350761, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8785427907308166, 'colsample_bytree': 0.8408645344648111, 'gamma': 0.4769717220607097, 'reg_alpha': 0.08505533125976136, 'reg_lambda': 2.1990376352371355}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:18,402] Trial 139 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 124, 'learning_rate': 0.13674770337644204, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8564997720403195, 'colsample_bytree': 0.8183486957553023, 'gamma': 0.6127947136510292, 'reg_alpha': 0.0018614044620644532, 'reg_lambda': 2.030942850340731}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:18,613] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.14546755676277948, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8531722009543197, 'colsample_bytree': 0.8478057931959233, 'gamma': 0.6239770641721305, 'reg_alpha': 0.005187352490480763, 'reg_lambda': 2.0403658499528436}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:18,768] Trial 141 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.13118014873170059, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8903099726966879, 'colsample_bytree': 0.8164792124168485, 'gamma': 0.8864273664392155, 'reg_alpha': 0.03938233626786153, 'reg_lambda': 1.9446549119400862}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:19,054] Trial 142 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 245, 'learning_rate': 0.1626364945027946, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8610357147126333, 'colsample_bytree': 0.8265221362253616, 'gamma': 0.7465295698199798, 'reg_alpha': 0.07077014107491303, 'reg_lambda': 1.9790643194412143}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:19,282] Trial 143 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 127, 'learning_rate': 0.11863043619609426, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8387299422715674, 'colsample_bytree': 0.6087934960549682, 'gamma': 1.0065416103813392, 'reg_alpha': 0.04938351049275187, 'reg_lambda': 2.0937210237615558}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:19,449] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.13977846213962686, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8258906664449183, 'colsample_bytree': 0.8210296348604463, 'gamma': 0.5082242362086833, 'reg_alpha': 0.019183735784443587, 'reg_lambda': 2.1724590451175816}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:19,596] Trial 145 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 94, 'learning_rate': 0.12733837465706632, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7444698996460749, 'colsample_bytree': 0.8094018130849177, 'gamma': 0.3862816122211181, 'reg_alpha': 0.22878626913339317, 'reg_lambda': 1.7726478949436424}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:19,726] Trial 146 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 82, 'learning_rate': 0.10759769397277537, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8668116390451969, 'colsample_bytree': 0.7955262367034137, 'gamma': 0.200620398260335, 'reg_alpha': 0.1353029299158201, 'reg_lambda': 1.8209576116358546}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:20,107] Trial 147 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 237, 'learning_rate': 0.11066543117753137, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8723931198335985, 'colsample_bytree': 0.7956976952398437, 'gamma': 0.12387161257183779, 'reg_alpha': 0.13692962246918927, 'reg_lambda': 1.8266156547935832}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:20,284] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 81, 'learning_rate': 0.0976409961486233, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9109391014218725, 'colsample_bytree': 0.7945175563055205, 'gamma': 0.1899762621719645, 'reg_alpha': 0.13181509429582322, 'reg_lambda': 1.8231763523682167}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:20,502] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.1051757454119992, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8715390144995241, 'colsample_bytree': 0.778616839945966, 'gamma': 0.2842536462621742, 'reg_alpha': 0.1643214823380312, 'reg_lambda': 1.8732578395369834}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:20,818] Trial 150 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 223, 'learning_rate': 0.11637115844072557, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8930663222903099, 'colsample_bytree': 0.8360055232104172, 'gamma': 0.11323354070274606, 'reg_alpha': 0.11052561939439495, 'reg_lambda': 1.9350739210520764}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:21,024] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.10511419729029826, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8725608414438123, 'colsample_bytree': 0.7817386675466801, 'gamma': 0.17821416344148916, 'reg_alpha': 0.16865387668972587, 'reg_lambda': 1.8695607193903396}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:21,238] Trial 152 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.10921118632196986, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.864647277288614, 'colsample_bytree': 0.7984021683417324, 'gamma': 0.2910511505303599, 'reg_alpha': 0.14466833604304613, 'reg_lambda': 1.986890266230581}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:21,568] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.09052521387923496, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8809696504360472, 'colsample_bytree': 0.8149484868247181, 'gamma': 0.3793575621575839, 'reg_alpha': 0.16932865037391637, 'reg_lambda': 1.8090980703300223}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:21,779] Trial 154 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 236, 'learning_rate': 0.12117544359585856, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8567646419207521, 'colsample_bytree': 0.7664496378854097, 'gamma': 0.28943028103190255, 'reg_alpha': 0.1964883999252391, 'reg_lambda': 1.734384704910872}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:21,995] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.1309430998148997, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8547265645697699, 'colsample_bytree': 0.759213433582283, 'gamma': 0.09299992407210093, 'reg_alpha': 0.20831747344389223, 'reg_lambda': 1.723071273891406}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:22,306] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.12299036488404323, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8477574497318037, 'colsample_bytree': 0.742109834179906, 'gamma': 0.5648462817276684, 'reg_alpha': 0.10195034012789062, 'reg_lambda': 1.7611209517991602}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:22,544] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.017259583203370947, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.855290066685379, 'colsample_bytree': 0.7902508999781893, 'gamma': 0.6532487221241279, 'reg_alpha': 0.18934383319186585, 'reg_lambda': 2.085148361200419}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:22,753] Trial 158 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.11562320198890849, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8397661096990701, 'colsample_bytree': 0.7686342024874963, 'gamma': 0.015477939058325063, 'reg_alpha': 0.2567135386139104, 'reg_lambda': 1.6915724451659642}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:22,953] Trial 159 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 237, 'learning_rate': 0.15040387753993334, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8655027772274428, 'colsample_bytree': 0.8024292607821729, 'gamma': 0.444503854352965, 'reg_alpha': 0.1336636978942508, 'reg_lambda': 1.8184228135177514}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:23,155] Trial 160 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 145, 'learning_rate': 0.1378232280559321, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8877198716952048, 'colsample_bytree': 0.8296389246386123, 'gamma': 0.25101805645690284, 'reg_alpha': 0.23282531907942935, 'reg_lambda': 2.0264066065713027}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:23,255] Trial 161 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 21, 'learning_rate': 0.13894173258534712, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8861869078347866, 'colsample_bytree': 0.8236906984646613, 'gamma': 0.25543367365808284, 'reg_alpha': 0.2367804982728142, 'reg_lambda': 2.004539235108683}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:23,381] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 36, 'learning_rate': 0.1254163692348426, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8755184212774255, 'colsample_bytree': 0.8090515033477442, 'gamma': 0.12615002316020102, 'reg_alpha': 0.20942904687990835, 'reg_lambda': 1.9433326659738654}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:23,710] Trial 163 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 152, 'learning_rate': 0.13599756424052348, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.894633148487631, 'colsample_bytree': 0.8320033359702127, 'gamma': 0.3584523695612739, 'reg_alpha': 0.2498850204825455, 'reg_lambda': 1.8962149787789266}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:24,015] Trial 164 finished with value: 0.755952380952381 and parameters: {'n_estimators': 145, 'learning_rate': 0.1351594757822998, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9294702897241761, 'colsample_bytree': 0.832806736278215, 'gamma': 0.5314232098826943, 'reg_alpha': 0.2529217419731445, 'reg_lambda': 1.8780333352050087}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:24,184] Trial 165 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 155, 'learning_rate': 0.15535981473190774, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9510466003919023, 'colsample_bytree': 0.853005545483532, 'gamma': 0.37452415500629566, 'reg_alpha': 0.27263462903307906, 'reg_lambda': 1.9009806919947916}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:24,361] Trial 166 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.13947543455418485, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9315721219739469, 'colsample_bytree': 0.8350365443807896, 'gamma': 0.5575251896991328, 'reg_alpha': 0.25095189529945033, 'reg_lambda': 1.8434316704700129}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:24,759] Trial 167 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 135, 'learning_rate': 0.1191018706149238, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9399062639667468, 'colsample_bytree': 0.712419714284076, 'gamma': 0.8039684161700986, 'reg_alpha': 0.2338822405677633, 'reg_lambda': 1.7670303746694367}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:24,984] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 148, 'learning_rate': 0.10973970740464213, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8992344412685269, 'colsample_bytree': 0.8317123927039429, 'gamma': 0.4920634755630345, 'reg_alpha': 0.1843665447677379, 'reg_lambda': 2.0245128630269322}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:25,165] Trial 169 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 142, 'learning_rate': 0.14300868282304213, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9240086698350263, 'colsample_bytree': 0.8628244374627834, 'gamma': 0.3046502954195618, 'reg_alpha': 0.3224455501289002, 'reg_lambda': 1.9432184726446722}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:25,336] Trial 170 finished with value: 0.755952380952381 and parameters: {'n_estimators': 168, 'learning_rate': 0.16411970598663225, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9624950572084208, 'colsample_bytree': 0.8471793845826056, 'gamma': 0.6636209395953172, 'reg_alpha': 0.21694766284956843, 'reg_lambda': 1.798878516634588}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:25,635] Trial 171 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 167, 'learning_rate': 0.17204334202736077, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.966088389981581, 'colsample_bytree': 0.8452483339490863, 'gamma': 0.6554440677636872, 'reg_alpha': 0.2671434631712923, 'reg_lambda': 1.799195545653982}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:25,797] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.16311224256711382, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9088180003230344, 'colsample_bytree': 0.8282623762703443, 'gamma': 0.7279725424733321, 'reg_alpha': 0.2226585241024814, 'reg_lambda': 1.7131460526409812}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:25,998] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.1321507879549496, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.908598602159712, 'colsample_bytree': 0.8479567783721806, 'gamma': 0.2396973742641774, 'reg_alpha': 0.2419151552692527, 'reg_lambda': 1.8831146492944049}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:26,189] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 149, 'learning_rate': 0.15235207324956815, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9901786200542342, 'colsample_bytree': 0.839434845773946, 'gamma': 0.4288393953653794, 'reg_alpha': 0.18822723802246452, 'reg_lambda': 1.7613391870275357}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:26,498] Trial 175 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 152, 'learning_rate': 0.18696406407381977, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8794124953080866, 'colsample_bytree': 0.808936593126624, 'gamma': 0.9121965813284046, 'reg_alpha': 0.15462541423828263, 'reg_lambda': 1.6440507240008213}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:26,668] Trial 176 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 168, 'learning_rate': 0.1224792999324587, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9570207482848193, 'colsample_bytree': 0.8553485712835452, 'gamma': 0.5597015343502686, 'reg_alpha': 0.3031951763903931, 'reg_lambda': 1.8466906254540176}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:26,863] Trial 177 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 185, 'learning_rate': 0.09749258123998933, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9982911717297264, 'colsample_bytree': 0.876861219774419, 'gamma': 4.453348416330551, 'reg_alpha': 0.08295183405015978, 'reg_lambda': 1.9243038631467604}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:27,024] Trial 178 finished with value: 0.738095238095238 and parameters: {'n_estimators': 138, 'learning_rate': 0.11551743626402591, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9702782296023238, 'colsample_bytree': 0.8277255020508921, 'gamma': 0.35051671945475726, 'reg_alpha': 0.03635441165376933, 'reg_lambda': 1.8042170769410248}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:27,259] Trial 179 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 158, 'learning_rate': 0.13727574172272106, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9760814858859425, 'colsample_bytree': 0.8137135830117367, 'gamma': 0.8155639994957271, 'reg_alpha': 0.22547223172512337, 'reg_lambda': 1.7106707515424124}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:27,436] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 130, 'learning_rate': 0.10512538194543893, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8939263156135432, 'colsample_bytree': 0.8393362065566911, 'gamma': 0.22971413531824192, 'reg_alpha': 3.9809619739304605e-05, 'reg_lambda': 1.970516717458041}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:27,605] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.0832089930312492, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8634795819457597, 'colsample_bytree': 0.8187084665726979, 'gamma': 1.091133090019781, 'reg_alpha': 0.20065127542174474, 'reg_lambda': 1.8906866539358456}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:27,809] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 244, 'learning_rate': 0.1239147372951422, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9184566706014397, 'colsample_bytree': 0.8036982886743115, 'gamma': 0.6727885002384806, 'reg_alpha': 0.20461568052654663, 'reg_lambda': 1.839980482943978}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:27,974] Trial 183 finished with value: 0.738095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.04371375289438302, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.817092401099804, 'colsample_bytree': 0.8241044079948511, 'gamma': 0.0017274573856514127, 'reg_alpha': 0.24761755541570962, 'reg_lambda': 1.7945003657031084}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:28,278] Trial 184 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 161, 'learning_rate': 0.1463909888880263, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.833246201717426, 'colsample_bytree': 0.8141699058354531, 'gamma': 0.47382179341796027, 'reg_alpha': 0.1740774349420145, 'reg_lambda': 1.7515305733989224}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:28,507] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.14636602571323032, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8312955381158584, 'colsample_bytree': 0.796703583761573, 'gamma': 0.4898028770838759, 'reg_alpha': 0.17872684676343156, 'reg_lambda': 1.6616913894683698}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:28,660] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.13332258745491699, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.845648268187306, 'colsample_bytree': 0.8148040005542446, 'gamma': 0.17929095150527455, 'reg_alpha': 0.14068962324365125, 'reg_lambda': 1.7509355486017657}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:28,881] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 151, 'learning_rate': 0.14876489775155638, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8369952021869336, 'colsample_bytree': 0.831184111127639, 'gamma': 0.3832683277800447, 'reg_alpha': 0.16138154708381125, 'reg_lambda': 1.7202664257595621}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:29,056] Trial 188 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.17229329699400012, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8227255432563765, 'colsample_bytree': 0.7870949238421743, 'gamma': 0.6002889900961599, 'reg_alpha': 0.10455301634943344, 'reg_lambda': 1.6125042554718247}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:29,362] Trial 189 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 162, 'learning_rate': 0.20619170804146844, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8088227527405265, 'colsample_bytree': 0.6925593832780874, 'gamma': 0.9998972527488231, 'reg_alpha': 0.22055057006534562, 'reg_lambda': 1.8648035444322242}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:29,584] Trial 190 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 147, 'learning_rate': 0.11299772670448059, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.857767292937414, 'colsample_bytree': 0.8047006715048294, 'gamma': 0.46877734043736424, 'reg_alpha': 0.28679642927609283, 'reg_lambda': 1.914794440907235}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:29,726] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 84, 'learning_rate': 0.127594661023143, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8670234769680746, 'colsample_bytree': 0.8208248186575738, 'gamma': 0.34674842845598186, 'reg_alpha': 0.18289312967610305, 'reg_lambda': 2.0179908888987854}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:29,898] Trial 192 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 172, 'learning_rate': 0.1594860844481851, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8481931254048402, 'colsample_bytree': 0.8158585679724453, 'gamma': 1.1712873354818707, 'reg_alpha': 0.2049797446343013, 'reg_lambda': 1.788758219958422}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:30,226] Trial 193 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 242, 'learning_rate': 0.13612068675526076, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8004093785270618, 'colsample_bytree': 0.6013871410592285, 'gamma': 0.7410904982131986, 'reg_alpha': 0.14371915459406298, 'reg_lambda': 1.8619777936430708}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:30,445] Trial 194 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 250, 'learning_rate': 0.11964307882948037, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8867309938307643, 'colsample_bytree': 0.8356476789193248, 'gamma': 0.15266677115986374, 'reg_alpha': 0.05755971924561023, 'reg_lambda': 1.6801785147127346}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:30,649] Trial 195 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 248, 'learning_rate': 0.11961964988992926, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8894424931736563, 'colsample_bytree': 0.8439653537986872, 'gamma': 0.14231139882278934, 'reg_alpha': 0.06506521265491516, 'reg_lambda': 1.5658691603938708}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:31,023] Trial 196 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.1177641802081664, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8890766373080609, 'colsample_bytree': 0.8386439082332282, 'gamma': 0.15290685401474138, 'reg_alpha': 0.061995276390312264, 'reg_lambda': 1.5400817664340256}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:31,253] Trial 197 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.11923423858137217, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8987381715171837, 'colsample_bytree': 0.8445610420515263, 'gamma': 0.09551863222264412, 'reg_alpha': 0.03616055133637399, 'reg_lambda': 1.5781204536010414}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:31,472] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.11876794904915516, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9003264930651049, 'colsample_bytree': 0.8506840965324796, 'gamma': 0.11069507748356772, 'reg_alpha': 0.06025096805548362, 'reg_lambda': 1.5699718611131406}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:31,790] Trial 199 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.12803176260913113, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.886323041949674, 'colsample_bytree': 0.8637849286554653, 'gamma': 0.22447768564014284, 'reg_alpha': 0.025593294810862553, 'reg_lambda': 1.5515381493312415}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:31,794] A new study created in memory with name: no-name-a0e77453-6bbb-44a8-95e5-50a15e45eb1e
[I 2025-11-03 19:40:31,876] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 38, 'learning_rate': 0.03246013441635313, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.7845451708051079, 'colsample_bytree': 0.9907852247023896, 'gamma': 2.358203763513114, 'reg_alpha': 0.6517802339799299, 'reg_lambda': 2.6271796261899043}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:40:32,179] Trial 1 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.01483058988537571, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7090727970219826, 'colsample_bytree': 0.7799085663792245, 'gamma': 1.3193008723938915, 'reg_alpha': 0.5619232170272653, 'reg_lambda': 0.7147412089415648}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:32,364] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 226, 'learning_rate': 0.08807330627420766, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.7667796649447819, 'colsample_bytree': 0.8185212851136917, 'gamma': 2.351127108134701, 'reg_alpha': 0.0116439264107292, 'reg_lambda': 2.4317998028069256}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:32,442] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.051955641295967574, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8316492270101666, 'colsample_bytree': 0.9560537008979055, 'gamma': 2.3698124658137383, 'reg_alpha': 0.22944047399350098, 'reg_lambda': 0.5143355737124917}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:32,663] Trial 4 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 214, 'learning_rate': 0.033643837239960034, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6075535116703014, 'colsample_bytree': 0.9503682357647336, 'gamma': 2.8431896465382516, 'reg_alpha': 0.19688744411266557, 'reg_lambda': 1.526478518722815}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:32,710] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.12327524856781043, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.6801095463239087, 'colsample_bytree': 0.6760109057652188, 'gamma': 1.9321273095317144, 'reg_alpha': 0.842773148675236, 'reg_lambda': 1.1409858359003304}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:32,989] Trial 6 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 118, 'learning_rate': 0.060232790680625245, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9843352510941723, 'colsample_bytree': 0.9548624373413678, 'gamma': 0.4236449872175302, 'reg_alpha': 0.3008076600687496, 'reg_lambda': 2.824516015245009}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:33,053] Trial 7 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 33, 'learning_rate': 0.04055323183380868, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6128395239006578, 'colsample_bytree': 0.7003522239676429, 'gamma': 3.4117305919903314, 'reg_alpha': 0.13368237507385172, 'reg_lambda': 1.2474084588496313}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:33,192] Trial 8 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 61, 'learning_rate': 0.1187383182940484, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6681018134528464, 'colsample_bytree': 0.6525996468208116, 'gamma': 4.007166340854429, 'reg_alpha': 0.6406555537093158, 'reg_lambda': 1.9624199607135044}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:33,417] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.01985385835228841, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.6316230446140939, 'colsample_bytree': 0.9233431961577967, 'gamma': 4.687752087248301, 'reg_alpha': 0.25535474242051037, 'reg_lambda': 1.3871944990838534}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:33,711] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.27678440228146134, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8818618002480237, 'colsample_bytree': 0.7964640219597859, 'gamma': 0.8391562843190767, 'reg_alpha': 0.9529626240209597, 'reg_lambda': 0.5713445779687277}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:33,934] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 245, 'learning_rate': 0.010101457579800285, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.719097793927921, 'colsample_bytree': 0.8338319076227414, 'gamma': 1.41125428249115, 'reg_alpha': 0.44959653573285924, 'reg_lambda': 1.888147716858146}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:34,145] Trial 12 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 182, 'learning_rate': 0.016625847683778516, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7235156391931056, 'colsample_bytree': 0.7380407482424836, 'gamma': 3.1754126886578966, 'reg_alpha': 0.47646148556581197, 'reg_lambda': 0.8700505735313502}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:34,347] Trial 13 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.023198842412196535, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.609828761967155, 'colsample_bytree': 0.8813867418262015, 'gamma': 1.5429173068419288, 'reg_alpha': 0.6831338057988463, 'reg_lambda': 1.5636979304733467}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:34,490] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.01094453126409642, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.6783566494118988, 'colsample_bytree': 0.6061842854724697, 'gamma': 3.2545007601942118, 'reg_alpha': 0.3586055394150715, 'reg_lambda': 2.1837234599077306}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:34,787] Trial 15 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 248, 'learning_rate': 0.028866583691660175, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7305544532766916, 'colsample_bytree': 0.7687400615908802, 'gamma': 0.983487077858039, 'reg_alpha': 0.5514555633111862, 'reg_lambda': 0.9383988476862035}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:35,056] Trial 16 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 203, 'learning_rate': 0.01791888180866733, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8831674907149815, 'colsample_bytree': 0.8663996645663515, 'gamma': 0.16734809332521783, 'reg_alpha': 0.0124143865788639, 'reg_lambda': 1.73896169380393}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:35,227] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.012204085581072019, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6603583580335651, 'colsample_bytree': 0.7514376120015056, 'gamma': 2.953263303228005, 'reg_alpha': 0.38837354629325793, 'reg_lambda': 0.8818157453363359}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:35,499] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.03800231649326598, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8289268642616988, 'colsample_bytree': 0.8775057395689327, 'gamma': 4.182095956215831, 'reg_alpha': 0.8149946800131882, 'reg_lambda': 1.5934371073123346}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:35,718] Trial 19 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 163, 'learning_rate': 0.06418814579046869, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7491177237042734, 'colsample_bytree': 0.9056326817395416, 'gamma': 1.7260853365002173, 'reg_alpha': 0.1102138660737232, 'reg_lambda': 2.115493891315696}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:36,027] Trial 20 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 210, 'learning_rate': 0.014799348193959304, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6462338512393534, 'colsample_bytree': 0.8387581188032218, 'gamma': 0.9617707515298063, 'reg_alpha': 0.5748131473509044, 'reg_lambda': 0.7185753160037239}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:36,322] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.26406868610740464, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9534459212987065, 'colsample_bytree': 0.7834298109803318, 'gamma': 0.6799015402571208, 'reg_alpha': 0.781042624256252, 'reg_lambda': 0.5377175641805276}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:36,516] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 231, 'learning_rate': 0.25595774251107906, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8825587806418342, 'colsample_bytree': 0.7170264102550874, 'gamma': 1.0989984984968333, 'reg_alpha': 0.9828764216795787, 'reg_lambda': 0.6861391772381121}. Best is trial 22 with value: 0.7321428571428571.
[I 2025-11-03 19:40:36,727] Trial 23 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 231, 'learning_rate': 0.1764932177313298, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9158115989806237, 'colsample_bytree': 0.7193547305956166, 'gamma': 1.3183027278015678, 'reg_alpha': 0.9900364447929159, 'reg_lambda': 1.1331772311095376}. Best is trial 22 with value: 0.7321428571428571.
[I 2025-11-03 19:40:37,019] Trial 24 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 202, 'learning_rate': 0.025176895982603118, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.81794536800214, 'colsample_bytree': 0.6478989063737273, 'gamma': 2.6848492185577912, 'reg_alpha': 0.8880492811336911, 'reg_lambda': 1.032749915433426}. Best is trial 22 with value: 0.7321428571428571.
[I 2025-11-03 19:40:37,224] Trial 25 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.08283746922530692, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8781474377855609, 'colsample_bytree': 0.7041278419710566, 'gamma': 3.769282683272487, 'reg_alpha': 0.7529626804193932, 'reg_lambda': 1.4055038374148199}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:37,416] Trial 26 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 248, 'learning_rate': 0.19171420761095717, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8658653482706515, 'colsample_bytree': 0.6944846423470732, 'gamma': 3.81437397159917, 'reg_alpha': 0.720788239305987, 'reg_lambda': 0.8028667425414758}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:37,695] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 230, 'learning_rate': 0.09073808941103229, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9151386903317624, 'colsample_bytree': 0.7333732244748076, 'gamma': 4.9078989116854395, 'reg_alpha': 0.9086446798048377, 'reg_lambda': 1.374759528699314}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:37,934] Trial 28 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 236, 'learning_rate': 0.18624754636508195, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9277197821341171, 'colsample_bytree': 0.6022536196891861, 'gamma': 2.0026381483944915, 'reg_alpha': 0.7520085145259994, 'reg_lambda': 0.7006895728691531}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:38,116] Trial 29 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.19777538443369758, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9358004316029994, 'colsample_bytree': 0.6206138477128204, 'gamma': 1.9867721221550545, 'reg_alpha': 0.7282540190601128, 'reg_lambda': 1.224843457208368}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:38,273] Trial 30 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 157, 'learning_rate': 0.15239888040438246, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9833782589746283, 'colsample_bytree': 0.6377446835695739, 'gamma': 2.142278588285555, 'reg_alpha': 0.6409256858590551, 'reg_lambda': 1.3470843020547787}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:38,657] Trial 31 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 196, 'learning_rate': 0.24323297214271192, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9357370389082453, 'colsample_bytree': 0.6008465285956879, 'gamma': 1.8939581178601237, 'reg_alpha': 0.746950428455691, 'reg_lambda': 1.0192190571233466}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:38,854] Trial 32 finished with value: 0.75 and parameters: {'n_estimators': 233, 'learning_rate': 0.20318781040478587, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8592261107690522, 'colsample_bytree': 0.6193778748183865, 'gamma': 2.1100048869862653, 'reg_alpha': 0.8604411645158367, 'reg_lambda': 0.7256573260509124}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:39,047] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 226, 'learning_rate': 0.22834864573790162, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8580723714916068, 'colsample_bytree': 0.6704923538894256, 'gamma': 2.605758774626003, 'reg_alpha': 0.9132769033837181, 'reg_lambda': 1.1673180476753244}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:39,372] Trial 34 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 219, 'learning_rate': 0.13245375950570698, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7956785940688638, 'colsample_bytree': 0.6280705734032315, 'gamma': 2.343636134471646, 'reg_alpha': 0.8526340243395694, 'reg_lambda': 0.6804660557760165}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:39,581] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.09782032838430095, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8937576408157109, 'colsample_bytree': 0.673255958074081, 'gamma': 1.1846606677016613, 'reg_alpha': 0.9935398795848727, 'reg_lambda': 1.7195399328854926}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:39,751] Trial 36 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 112, 'learning_rate': 0.2932213360897057, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8485583537601974, 'colsample_bytree': 0.7055908911111902, 'gamma': 3.6600591545792907, 'reg_alpha': 0.8240907798877695, 'reg_lambda': 0.9912603846719314}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:39,937] Trial 37 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 215, 'learning_rate': 0.21885502481718971, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7794381713099456, 'colsample_bytree': 0.6265467465495548, 'gamma': 1.6983276447384492, 'reg_alpha': 0.9258061758888474, 'reg_lambda': 1.2472065497315306}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:40,197] Trial 38 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 200, 'learning_rate': 0.07385070291347814, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9535905650708116, 'colsample_bytree': 0.6614423008563102, 'gamma': 2.3006019010277514, 'reg_alpha': 0.5852097245635585, 'reg_lambda': 1.4427485004614602}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:40,483] Trial 39 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 193, 'learning_rate': 0.14981766440280644, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9006601663333321, 'colsample_bytree': 0.688344997020725, 'gamma': 4.385788212329762, 'reg_alpha': 0.6806345242350189, 'reg_lambda': 2.4323937121768626}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:40,681] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.10077944818432104, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.8145014543461953, 'colsample_bytree': 0.9836632613177743, 'gamma': 0.46066660778932256, 'reg_alpha': 0.8573381158752978, 'reg_lambda': 0.6365555382031898}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:40,888] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 238, 'learning_rate': 0.1829630383143667, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.934102871352544, 'colsample_bytree': 0.6223335196254614, 'gamma': 1.9585377818231682, 'reg_alpha': 0.7717781552393707, 'reg_lambda': 0.8258549228965885}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:41,187] Trial 42 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 224, 'learning_rate': 0.21010010519102637, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9654570215776118, 'colsample_bytree': 0.613344172016939, 'gamma': 2.8936660757044073, 'reg_alpha': 0.7036514502527658, 'reg_lambda': 0.7490257833583615}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:41,455] Trial 43 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 237, 'learning_rate': 0.15977404681821092, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8467435262102825, 'colsample_bytree': 0.6458214447754347, 'gamma': 2.109198645572808, 'reg_alpha': 0.7962955927991932, 'reg_lambda': 0.6128246790242023}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:41,704] Trial 44 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 215, 'learning_rate': 0.0495057157007138, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.998526695751702, 'colsample_bytree': 0.6617351588561621, 'gamma': 2.490331313716852, 'reg_alpha': 0.9600584800083148, 'reg_lambda': 0.5103324301006701}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:42,148] Trial 45 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 210, 'learning_rate': 0.04891068090640048, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9725235078186505, 'colsample_bytree': 0.7128037255404873, 'gamma': 2.53119591679215, 'reg_alpha': 0.9368150543119057, 'reg_lambda': 1.0983243916302268}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:42,313] Trial 46 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 165, 'learning_rate': 0.07925294034981537, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9952793542843693, 'colsample_bytree': 0.6882463811670735, 'gamma': 3.076163412743351, 'reg_alpha': 0.8705882282775701, 'reg_lambda': 2.9849852344144567}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:42,475] Trial 47 finished with value: 0.6875 and parameters: {'n_estimators': 165, 'learning_rate': 0.07825796946899106, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8665382478049057, 'colsample_bytree': 0.6864804505957343, 'gamma': 3.4647027026728656, 'reg_alpha': 0.8742289217446938, 'reg_lambda': 2.6994495444404643}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:42,707] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 147, 'learning_rate': 0.05942724938976772, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8997809836198902, 'colsample_bytree': 0.732454690444453, 'gamma': 3.250334278284212, 'reg_alpha': 0.6290348537084247, 'reg_lambda': 1.8887152158248748}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:42,870] Trial 49 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 188, 'learning_rate': 0.12439382509155458, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8813876047869991, 'colsample_bytree': 0.8093826109115946, 'gamma': 2.974992034699094, 'reg_alpha': 0.8269792459367968, 'reg_lambda': 2.9013721389006872}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:43,037] Trial 50 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 172, 'learning_rate': 0.10216578411534556, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9154060192077662, 'colsample_bytree': 0.7540567071305074, 'gamma': 3.5949237102172087, 'reg_alpha': 0.9683755233152733, 'reg_lambda': 2.993588795596504}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:43,294] Trial 51 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 210, 'learning_rate': 0.04792078696361075, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9959153226485117, 'colsample_bytree': 0.6611526941387118, 'gamma': 2.7724973213319277, 'reg_alpha': 0.9488180365996495, 'reg_lambda': 0.5035740257923564}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:43,481] Trial 52 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 220, 'learning_rate': 0.07183298844725988, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9927679225138561, 'colsample_bytree': 0.6764146492774231, 'gamma': 1.6012252142099976, 'reg_alpha': 0.8902629910339724, 'reg_lambda': 2.529396722283671}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:43,683] Trial 53 finished with value: 0.744047619047619 and parameters: {'n_estimators': 225, 'learning_rate': 0.07411243335224804, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9557738418135682, 'colsample_bytree': 0.68433383185094, 'gamma': 1.6309749054425913, 'reg_alpha': 0.8839599441819944, 'reg_lambda': 2.5116344223648848}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:43,884] Trial 54 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.06575199512845786, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9530038022004891, 'colsample_bytree': 0.6387178646850511, 'gamma': 1.6047575304457342, 'reg_alpha': 0.8993596870760602, 'reg_lambda': 2.387996402580625}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:44,204] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.06878603967651259, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9523175851035899, 'colsample_bytree': 0.6383402086797288, 'gamma': 1.5236998973988132, 'reg_alpha': 0.8012912764383183, 'reg_lambda': 2.45606392469352}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:44,401] Trial 56 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 244, 'learning_rate': 0.042410997414959246, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9723218455128784, 'colsample_bytree': 0.6211983271542227, 'gamma': 1.7336743261835177, 'reg_alpha': 0.731485262076537, 'reg_lambda': 2.2815742261161263}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:44,510] Trial 57 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.05682126976443737, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9444332767515524, 'colsample_bytree': 0.6383966729055739, 'gamma': 1.2699155598893046, 'reg_alpha': 0.8957563364096007, 'reg_lambda': 2.5992309677919447}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:44,815] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 53, 'learning_rate': 0.05678311504887259, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9528137374921466, 'colsample_bytree': 0.6745260947325238, 'gamma': 1.2885250154818901, 'reg_alpha': 0.9108570398247946, 'reg_lambda': 2.5594264077327478}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:45,038] Trial 59 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 53, 'learning_rate': 0.033965347252643226, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9760921083673547, 'colsample_bytree': 0.6532729340559716, 'gamma': 1.322257446997083, 'reg_alpha': 0.9029884565853968, 'reg_lambda': 2.641417204574692}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:45,105] Trial 60 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 22, 'learning_rate': 0.03267232920603123, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9751738453598846, 'colsample_bytree': 0.6501269652942153, 'gamma': 0.9049839854970478, 'reg_alpha': 0.8362736648367666, 'reg_lambda': 2.768963041458327}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:45,366] Trial 61 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 52, 'learning_rate': 0.05570708774513667, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9482722173115918, 'colsample_bytree': 0.6745382704417237, 'gamma': 1.3500846803115318, 'reg_alpha': 0.9042682467726656, 'reg_lambda': 2.579253586547426}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:45,501] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.038969571504360416, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9859118503337281, 'colsample_bytree': 0.6375289918222032, 'gamma': 1.183489183261135, 'reg_alpha': 0.8923918847583119, 'reg_lambda': 2.319325268027151}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:45,800] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 51, 'learning_rate': 0.043338410709071434, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.925448128930362, 'colsample_bytree': 0.6573649465848473, 'gamma': 0.6130140299710075, 'reg_alpha': 0.9348110550465961, 'reg_lambda': 2.6342080843137285}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,015] Trial 64 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 67, 'learning_rate': 0.06171326594856835, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9430832250425625, 'colsample_bytree': 0.7020751143111915, 'gamma': 1.4348622682753285, 'reg_alpha': 0.851795806849851, 'reg_lambda': 2.151616189672925}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,087] Trial 65 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 33, 'learning_rate': 0.055687573175437544, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9633945504446096, 'colsample_bytree': 0.6361839208440465, 'gamma': 0.7478813445039141, 'reg_alpha': 0.7749389409364875, 'reg_lambda': 2.330032246759965}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,217] Trial 66 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.028431973900688173, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9807384376668983, 'colsample_bytree': 0.6111567061262042, 'gamma': 1.835649071743684, 'reg_alpha': 0.8097682602401254, 'reg_lambda': 2.0121685422472604}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,343] Trial 67 finished with value: 0.738095238095238 and parameters: {'n_estimators': 43, 'learning_rate': 0.0825595397030173, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9080441031605533, 'colsample_bytree': 0.670177033049587, 'gamma': 0.013222201814485635, 'reg_alpha': 0.993273394258458, 'reg_lambda': 2.7982307005086717}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,507] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.03468216039483887, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9667038617352169, 'colsample_bytree': 0.6495007824935515, 'gamma': 1.0635546560518307, 'reg_alpha': 0.9258053019640466, 'reg_lambda': 2.5616157106396074}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,642] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 105, 'learning_rate': 0.10996152513483254, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9267744321767488, 'colsample_bytree': 0.7224416953241296, 'gamma': 1.2595709081216608, 'reg_alpha': 0.9642135851259841, 'reg_lambda': 2.7064629130082505}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,775] Trial 70 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 59, 'learning_rate': 0.021208045838290873, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9415161876208802, 'colsample_bytree': 0.6313038323063486, 'gamma': 1.5558259693158611, 'reg_alpha': 0.42451990688437813, 'reg_lambda': 2.249676526112595}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,948] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 49, 'learning_rate': 0.04395781970458385, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.920083651097156, 'colsample_bytree': 0.6559502082457929, 'gamma': 0.44843138605328436, 'reg_alpha': 0.9234500170099305, 'reg_lambda': 2.645981930068088}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,083] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.06689004792119464, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8913203421435757, 'colsample_bytree': 0.6775555694642976, 'gamma': 0.5460935376641004, 'reg_alpha': 0.9022024859938665, 'reg_lambda': 2.3879571674720825}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,209] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 43, 'learning_rate': 0.08948012930137667, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8712980915795152, 'colsample_bytree': 0.6988160074899278, 'gamma': 2.164354859763007, 'reg_alpha': 0.8500897636314089, 'reg_lambda': 2.6530322205290227}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,407] Trial 74 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.04454874025813894, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9226356282076322, 'colsample_bytree': 0.6115096915950987, 'gamma': 0.2842345133423456, 'reg_alpha': 0.8744017390582555, 'reg_lambda': 2.865145602536459}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,529] Trial 75 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.036626055506235815, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9890916096381828, 'colsample_bytree': 0.6443391468609847, 'gamma': 0.7955296371264363, 'reg_alpha': 0.9431530352821139, 'reg_lambda': 2.5151436704982566}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,677] Trial 76 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 98, 'learning_rate': 0.02832150904072566, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9879725595601626, 'colsample_bytree': 0.6554652881896778, 'gamma': 0.8432483181395776, 'reg_alpha': 0.9463825983068033, 'reg_lambda': 2.4940432820911074}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,741] Trial 77 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 29, 'learning_rate': 0.02567197181298694, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.6980756494309421, 'colsample_bytree': 0.616778529282022, 'gamma': 0.3842072332897843, 'reg_alpha': 0.972526357202107, 'reg_lambda': 1.6242119960538803}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,952] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.035711698510392596, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8360797903532988, 'colsample_bytree': 0.6430373783567347, 'gamma': 1.0191587622810014, 'reg_alpha': 0.9984156946732723, 'reg_lambda': 2.735131967411691}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:48,149] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.05181915363555514, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9077473304543824, 'colsample_bytree': 0.6297983773298835, 'gamma': 0.7390722976777555, 'reg_alpha': 0.8277184656683911, 'reg_lambda': 2.0534064045323976}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:48,300] Trial 80 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.0305862866581608, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9628369745605925, 'colsample_bytree': 0.6641195691346321, 'gamma': 1.4412543538625058, 'reg_alpha': 0.7708812637097893, 'reg_lambda': 2.405968389882867}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:48,479] Trial 81 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.038254255600464825, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9584397268671858, 'colsample_bytree': 0.6485752505127729, 'gamma': 1.795168805303277, 'reg_alpha': 0.9123487913136584, 'reg_lambda': 2.562393913817126}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:48,596] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 49, 'learning_rate': 0.057373328684853134, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9415615388830741, 'colsample_bytree': 0.667785055567081, 'gamma': 1.2136943746322693, 'reg_alpha': 0.892102880610005, 'reg_lambda': 2.621265354690079}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:48,893] Trial 83 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 59, 'learning_rate': 0.0661940915537324, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9784924152124258, 'colsample_bytree': 0.6790842421573496, 'gamma': 1.6090169459680506, 'reg_alpha': 0.9241833441371431, 'reg_lambda': 2.510655804955438}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:49,013] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 38, 'learning_rate': 0.04482139226198109, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9901463158801724, 'colsample_bytree': 0.6005367321066248, 'gamma': 1.1317653202455142, 'reg_alpha': 0.8488314078540001, 'reg_lambda': 2.83004128954384}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:49,132] Trial 85 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 55, 'learning_rate': 0.07159514385120078, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9313745846864682, 'colsample_bytree': 0.6910379796145841, 'gamma': 4.481721498864992, 'reg_alpha': 0.8686362428890974, 'reg_lambda': 2.663884391380371}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:49,395] Trial 86 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.0466889657478328, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9744267360323021, 'colsample_bytree': 0.6269153138500433, 'gamma': 0.9365279961363735, 'reg_alpha': 0.33031331222917415, 'reg_lambda': 2.9131979781480903}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:49,529] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 74, 'learning_rate': 0.05311706474277959, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9462203542149032, 'colsample_bytree': 0.656009544627137, 'gamma': 1.3074808539952036, 'reg_alpha': 0.523547925065108, 'reg_lambda': 2.4647322382756482}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:49,748] Trial 88 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 232, 'learning_rate': 0.041345780300541014, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9984614327061715, 'colsample_bytree': 0.7056152566687813, 'gamma': 1.450332166782009, 'reg_alpha': 0.1901396757430045, 'reg_lambda': 2.226790797975786}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,006] Trial 89 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 250, 'learning_rate': 0.06293164986709233, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.761332717024662, 'colsample_bytree': 0.6401607279859572, 'gamma': 3.9947148704843447, 'reg_alpha': 0.949436361313174, 'reg_lambda': 2.341119228322514}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,076] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.08396081481866631, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8893410719242516, 'colsample_bytree': 0.6813057604153935, 'gamma': 2.2033300041035755, 'reg_alpha': 0.8104395039751565, 'reg_lambda': 1.4813318601469225}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,212] Trial 91 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.036350127891050056, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.915367395334699, 'colsample_bytree': 0.6558259646002954, 'gamma': 0.6318828193014392, 'reg_alpha': 0.9328049073132513, 'reg_lambda': 2.6001708704318593}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,432] Trial 92 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 66, 'learning_rate': 0.04256462233854498, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.935630987367566, 'colsample_bytree': 0.663766950786091, 'gamma': 0.22175495849114307, 'reg_alpha': 0.967522793394276, 'reg_lambda': 2.528874835919347}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,546] Trial 93 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 28, 'learning_rate': 0.03122335200635729, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9053822308226391, 'colsample_bytree': 0.6440068560077663, 'gamma': 0.5931199259514224, 'reg_alpha': 0.9146781604123325, 'reg_lambda': 2.6402911756100296}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,661] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.050825453347475784, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9558059102557493, 'colsample_bytree': 0.6176191862393627, 'gamma': 0.4374350496718644, 'reg_alpha': 0.9393519245528734, 'reg_lambda': 2.7419015450521362}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,785] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.06039558413635133, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9225772329282019, 'colsample_bytree': 0.6537390242508672, 'gamma': 0.7747149271846095, 'reg_alpha': 0.8838173463427158, 'reg_lambda': 2.384251237061218}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,994] Trial 96 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.03906079484919436, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8732828779881099, 'colsample_bytree': 0.6326939549973776, 'gamma': 0.06599827516921941, 'reg_alpha': 0.8944294771072978, 'reg_lambda': 2.6848231281040644}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:51,139] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.05402076907136473, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9722494432199843, 'colsample_bytree': 0.8571181557104878, 'gamma': 1.6818644317265712, 'reg_alpha': 0.7906986314002789, 'reg_lambda': 2.468470881365896}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:51,343] Trial 98 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 241, 'learning_rate': 0.04670571944766195, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9661896186786894, 'colsample_bytree': 0.6695999114783311, 'gamma': 2.045787547236562, 'reg_alpha': 0.8357151577993381, 'reg_lambda': 1.810101262525871}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:51,538] Trial 99 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 80, 'learning_rate': 0.09605851775554976, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8578507763673167, 'colsample_bytree': 0.9289192541750676, 'gamma': 1.8503849102949599, 'reg_alpha': 0.9823322490485284, 'reg_lambda': 2.607570164573237}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:51,738] Trial 100 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 67, 'learning_rate': 0.0758895998954531, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9850306000743256, 'colsample_bytree': 0.6061780010796419, 'gamma': 1.0889633802705156, 'reg_alpha': 0.8640590095727873, 'reg_lambda': 1.319207044472423}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:51,883] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 98, 'learning_rate': 0.029384724594013367, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9888428617258561, 'colsample_bytree': 0.6585911916045346, 'gamma': 0.855457486078517, 'reg_alpha': 0.9427660542843773, 'reg_lambda': 2.5218088551416495}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:52,038] Trial 102 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 132, 'learning_rate': 0.025909814071705832, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9514002177044416, 'colsample_bytree': 0.6522429416850514, 'gamma': 0.5488399681684639, 'reg_alpha': 0.9497524743703453, 'reg_lambda': 2.478097629859204}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:52,299] Trial 103 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 98, 'learning_rate': 0.02345861381620717, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9999611955048618, 'colsample_bytree': 0.6259429656350075, 'gamma': 0.9848016867275948, 'reg_alpha': 0.974471688381879, 'reg_lambda': 2.795183708641119}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:52,419] Trial 104 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 56, 'learning_rate': 0.02791008489143476, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9886578969820008, 'colsample_bytree': 0.7844603283255968, 'gamma': 0.3326701540304824, 'reg_alpha': 0.921406349495131, 'reg_lambda': 2.564134648615958}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:52,570] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.033638550754376405, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8190771835745714, 'colsample_bytree': 0.7953658662629236, 'gamma': 0.2872834966176191, 'reg_alpha': 0.9127787601067977, 'reg_lambda': 2.5520059197134195}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:52,692] Trial 106 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 62, 'learning_rate': 0.06975681405997596, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9780632116443955, 'colsample_bytree': 0.7608413520155922, 'gamma': 0.3720785978878772, 'reg_alpha': 0.8818327921369986, 'reg_lambda': 2.723613713824533}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:52,997] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.03597609287673721, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9659253653634555, 'colsample_bytree': 0.6754179182852652, 'gamma': 0.6731179955005092, 'reg_alpha': 0.9203200612117141, 'reg_lambda': 1.6599014502934095}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:53,236] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.018659976733896407, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9237496028254315, 'colsample_bytree': 0.7103859898932499, 'gamma': 1.2942598505641467, 'reg_alpha': 0.8536764915717702, 'reg_lambda': 2.648607352853643}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:53,425] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 204, 'learning_rate': 0.04365716427726988, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9416679216333725, 'colsample_bytree': 0.7739465889027562, 'gamma': 1.4973365065838085, 'reg_alpha': 0.7483052502684887, 'reg_lambda': 2.3615861381940184}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:53,621] Trial 110 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 228, 'learning_rate': 0.015622892153190491, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9594819126880283, 'colsample_bytree': 0.6935456893100039, 'gamma': 4.922732680550554, 'reg_alpha': 0.8968431300039389, 'reg_lambda': 2.5919246371936127}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:53,876] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 58, 'learning_rate': 0.028022167560802974, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9887749690998282, 'colsample_bytree': 0.6437352845330528, 'gamma': 0.8148617129793856, 'reg_alpha': 0.9522428467859371, 'reg_lambda': 2.4284329798710313}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:53,994] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 50, 'learning_rate': 0.03199818067012749, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9919489570231507, 'colsample_bytree': 0.6365271473283579, 'gamma': 0.4645196094294383, 'reg_alpha': 0.934670788463489, 'reg_lambda': 2.284471560654}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:54,118] Trial 113 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.03999443976014276, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9787725913629338, 'colsample_bytree': 0.7268936339376072, 'gamma': 0.1435064590511017, 'reg_alpha': 0.998074414268145, 'reg_lambda': 2.2790643555981407}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:54,354] Trial 114 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 39, 'learning_rate': 0.03189592796448447, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9784546566661205, 'colsample_bytree': 0.726457960627619, 'gamma': 0.0877265388626616, 'reg_alpha': 0.9870639708659376, 'reg_lambda': 2.302970021265709}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:54,470] Trial 115 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 31, 'learning_rate': 0.02336811802735691, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9933936425071934, 'colsample_bytree': 0.813603358730913, 'gamma': 0.12097984058695062, 'reg_alpha': 0.031668692324969105, 'reg_lambda': 2.2109910710936935}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:54,557] Trial 116 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.039834821169694334, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9938194360915298, 'colsample_bytree': 0.8258238154223397, 'gamma': 0.1441404480208457, 'reg_alpha': 0.2557369671775496, 'reg_lambda': 2.1811185029635323}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:54,669] Trial 117 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 23, 'learning_rate': 0.021508595304594, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9938053148798518, 'colsample_bytree': 0.830198533240196, 'gamma': 0.16572044617566917, 'reg_alpha': 0.0789826211343288, 'reg_lambda': 1.8024036350022932}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:54,828] Trial 118 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 46, 'learning_rate': 0.02703689636271623, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9825218562408896, 'colsample_bytree': 0.7872768468035498, 'gamma': 0.3015035013715287, 'reg_alpha': 0.0003561975972167439, 'reg_lambda': 2.1430627836285963}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,060] Trial 119 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 37, 'learning_rate': 0.04018521067243699, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9921417987238551, 'colsample_bytree': 0.8139012054064292, 'gamma': 0.17094892479599988, 'reg_alpha': 0.04883094843414215, 'reg_lambda': 1.9339654490837535}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,167] Trial 120 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 29, 'learning_rate': 0.032429288480323996, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9996479563973606, 'colsample_bytree': 0.8412004554943673, 'gamma': 0.5017911699949521, 'reg_alpha': 0.23627510402991553, 'reg_lambda': 2.2126335476673207}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,237] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 32, 'learning_rate': 0.024590245707139104, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9704321345313346, 'colsample_bytree': 0.7436182476460063, 'gamma': 0.08844627307305086, 'reg_alpha': 0.314701905318827, 'reg_lambda': 2.129285752268214}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,355] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.022737033661194946, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9828440881697991, 'colsample_bytree': 0.8265531194675311, 'gamma': 0.09452056986970808, 'reg_alpha': 0.2852210299582129, 'reg_lambda': 2.0415987974404124}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,424] Trial 123 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 25, 'learning_rate': 0.023593219939780807, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.970812047407718, 'colsample_bytree': 0.8240430736602139, 'gamma': 0.0277267131163077, 'reg_alpha': 0.16653206817829608, 'reg_lambda': 2.0429724385589374}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,717] Trial 124 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 25, 'learning_rate': 0.02141590394102419, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9693775042214376, 'colsample_bytree': 0.745438358155315, 'gamma': 0.024961580886587974, 'reg_alpha': 0.1732744024641673, 'reg_lambda': 2.0616565108143354}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,827] Trial 125 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 32, 'learning_rate': 0.024694054247317104, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9797242972811088, 'colsample_bytree': 0.8282090090634542, 'gamma': 0.2797984404271884, 'reg_alpha': 0.2779325725969637, 'reg_lambda': 2.069882069371112}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,961] Trial 126 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 35, 'learning_rate': 0.01946526377719364, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9826408980057982, 'colsample_bytree': 0.8276680087115694, 'gamma': 0.4212934607069012, 'reg_alpha': 0.2734679341561488, 'reg_lambda': 2.0033678513161735}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:56,141] Trial 127 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 35, 'learning_rate': 0.01701448000865909, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9698204203369404, 'colsample_bytree': 0.8313905854461625, 'gamma': 0.3409304569575661, 'reg_alpha': 0.27200937582343365, 'reg_lambda': 1.981054765976796}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:56,270] Trial 128 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 32, 'learning_rate': 0.018308250393039564, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.984653910177059, 'colsample_bytree': 0.8467499103673356, 'gamma': 0.22667153592154582, 'reg_alpha': 0.29563155023495635, 'reg_lambda': 2.072982781649211}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:56,418] Trial 129 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 26, 'learning_rate': 0.02035909814138184, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.958746585855694, 'colsample_bytree': 0.8239757146261995, 'gamma': 0.25317562019556894, 'reg_alpha': 0.3521695004632368, 'reg_lambda': 1.909658664240255}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:56,506] Trial 130 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 25, 'learning_rate': 0.02009392242035874, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9628421926170763, 'colsample_bytree': 0.8236495982450315, 'gamma': 0.2289214603962031, 'reg_alpha': 0.36850831118917227, 'reg_lambda': 1.896912869844822}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:56,640] Trial 131 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 41, 'learning_rate': 0.02418060444666472, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9730566700340865, 'colsample_bytree': 0.8054876594561287, 'gamma': 0.38942540503724593, 'reg_alpha': 0.3037825581460959, 'reg_lambda': 2.0150538455163938}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:56,889] Trial 132 finished with value: 0.6875 and parameters: {'n_estimators': 41, 'learning_rate': 0.023459155925816117, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.958558570601437, 'colsample_bytree': 0.8082636961068036, 'gamma': 0.4331363585121366, 'reg_alpha': 0.27170583253508174, 'reg_lambda': 2.009279808061076}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,007] Trial 133 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 27, 'learning_rate': 0.025084616851890947, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9733850129120025, 'colsample_bytree': 0.8211993172771724, 'gamma': 0.04869769371978322, 'reg_alpha': 0.32262322680980693, 'reg_lambda': 2.1215047887318734}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,114] Trial 134 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.02204628948546405, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9464432798984845, 'colsample_bytree': 0.8028886397008608, 'gamma': 0.33543762012793443, 'reg_alpha': 0.22886572551452733, 'reg_lambda': 1.9601547694301766}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,336] Trial 135 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 33, 'learning_rate': 0.01430425645462372, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.979523246799215, 'colsample_bytree': 0.870133003640705, 'gamma': 0.00453591251868013, 'reg_alpha': 0.3125385904406277, 'reg_lambda': 2.0938556204835126}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,451] Trial 136 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 42, 'learning_rate': 0.02017285425692516, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9701369845373353, 'colsample_bytree': 0.856278431686721, 'gamma': 0.17194279832824172, 'reg_alpha': 0.400253514489944, 'reg_lambda': 1.7925313556165303}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,547] Trial 137 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 27, 'learning_rate': 0.02576644552566112, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9816870321605918, 'colsample_bytree': 0.7993661245464776, 'gamma': 0.24353359526053797, 'reg_alpha': 0.3579870893641438, 'reg_lambda': 2.0335636348416166}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,683] Trial 138 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 26, 'learning_rate': 0.025132140453330665, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9845709641585996, 'colsample_bytree': 0.8011991958400098, 'gamma': 0.2783302009625577, 'reg_alpha': 0.34356453052438873, 'reg_lambda': 1.8484990234735015}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,894] Trial 139 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 25, 'learning_rate': 0.024766548050942954, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9613824232666964, 'colsample_bytree': 0.8245326163669959, 'gamma': 0.24483862277717386, 'reg_alpha': 0.3482163607525401, 'reg_lambda': 1.8466309411656054}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,080] Trial 140 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 22, 'learning_rate': 0.02520141887480423, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9595069898224958, 'colsample_bytree': 0.7951863129343218, 'gamma': 0.47131118553478807, 'reg_alpha': 0.34062052071360965, 'reg_lambda': 1.857341158294462}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,198] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 25, 'learning_rate': 0.01938539989566623, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9814316926871216, 'colsample_bytree': 0.8276090568031659, 'gamma': 0.2827048994191953, 'reg_alpha': 0.35266019640791724, 'reg_lambda': 2.036495048744762}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,415] Trial 142 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 30, 'learning_rate': 0.02292920066554168, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9730621087911547, 'colsample_bytree': 0.8202076646951685, 'gamma': 0.1267404171626474, 'reg_alpha': 0.29349009994144754, 'reg_lambda': 1.9238926515776127}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,548] Trial 143 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 35, 'learning_rate': 0.026293679905503433, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9647799851768353, 'colsample_bytree': 0.8358820993866688, 'gamma': 0.23625168518663428, 'reg_alpha': 0.3804289781484556, 'reg_lambda': 1.7194492201076619}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,651] Trial 144 finished with value: 0.636904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.024753346050278773, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6003547620393269, 'colsample_bytree': 0.8409539169100068, 'gamma': 0.5562462816985627, 'reg_alpha': 0.38496278580341275, 'reg_lambda': 1.7327987010494224}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,793] Trial 145 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 38, 'learning_rate': 0.026943879357276053, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9507727283185374, 'colsample_bytree': 0.8067657602197889, 'gamma': 0.41456677325807273, 'reg_alpha': 0.2499492709994085, 'reg_lambda': 1.8555710358662316}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,874] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.016989416341374235, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9654461891671041, 'colsample_bytree': 0.849384276998634, 'gamma': 0.24176976817572454, 'reg_alpha': 0.46329458308314825, 'reg_lambda': 1.6676962958112604}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,986] Trial 147 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 26, 'learning_rate': 0.029999119563387643, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9398273786071776, 'colsample_bytree': 0.8366435079085743, 'gamma': 0.6777967208376545, 'reg_alpha': 0.15062722625107128, 'reg_lambda': 1.8589886236368764}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:59,087] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.0201014037204076, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6223927870347126, 'colsample_bytree': 0.797836093352526, 'gamma': 0.36113174864202746, 'reg_alpha': 0.4254707836976407, 'reg_lambda': 2.168733995572582}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:59,597] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 22, 'learning_rate': 0.024880437841427374, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9579959276362726, 'colsample_bytree': 0.8149859770990971, 'gamma': 0.22606974170692853, 'reg_alpha': 0.36787266321604956, 'reg_lambda': 1.96446778790958}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:59,742] Trial 150 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.021257454841002863, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9677051849421064, 'colsample_bytree': 0.7898843037326542, 'gamma': 0.39897689341232745, 'reg_alpha': 0.2168236059956189, 'reg_lambda': 1.7628144367681022}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:59,910] Trial 151 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 40, 'learning_rate': 0.020557330270759674, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9688013724280391, 'colsample_bytree': 0.7913229300443637, 'gamma': 0.5213376795727286, 'reg_alpha': 0.2232740188383724, 'reg_lambda': 1.7796348448506631}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,001] Trial 152 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 32, 'learning_rate': 0.02037562999653942, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.970014963167495, 'colsample_bytree': 0.7724480012314339, 'gamma': 0.5232092337839932, 'reg_alpha': 0.20624203085254944, 'reg_lambda': 1.7620362614685718}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,135] Trial 153 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.020696210904619292, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9661350783558258, 'colsample_bytree': 0.7710445543126723, 'gamma': 0.5835797833985167, 'reg_alpha': 0.23183769171455992, 'reg_lambda': 1.777405864567158}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,251] Trial 154 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 31, 'learning_rate': 0.019181517205246815, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9740574949885802, 'colsample_bytree': 0.7908025936380753, 'gamma': 0.36647227886446915, 'reg_alpha': 0.2198024268191781, 'reg_lambda': 1.5671752875264993}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,364] Trial 155 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.017870578761040316, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.955773857553455, 'colsample_bytree': 0.7765816980068355, 'gamma': 0.529069771654485, 'reg_alpha': 0.1956774708972553, 'reg_lambda': 1.728661603946316}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,579] Trial 156 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 28, 'learning_rate': 0.015704235358758666, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9485752438536397, 'colsample_bytree': 0.8026443530963718, 'gamma': 0.2080467230608955, 'reg_alpha': 0.2610987380484619, 'reg_lambda': 1.6790865200745981}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,748] Trial 157 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 35, 'learning_rate': 0.021912170112189527, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9996959614443401, 'colsample_bytree': 0.7655008157488037, 'gamma': 0.027769658226289406, 'reg_alpha': 0.16745497578837062, 'reg_lambda': 1.911854773318618}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,893] Trial 158 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 27, 'learning_rate': 0.02363834638757395, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9837774189195825, 'colsample_bytree': 0.8175861278678508, 'gamma': 0.28921491582582104, 'reg_alpha': 0.30708363915837233, 'reg_lambda': 1.842704065394384}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,019] Trial 159 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 26, 'learning_rate': 0.024289541281716915, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9851654570060289, 'colsample_bytree': 0.7844760246903443, 'gamma': 0.3094961813644628, 'reg_alpha': 0.11752636513850592, 'reg_lambda': 1.8510640168449313}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,159] Trial 160 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 26, 'learning_rate': 0.026502980248085804, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.984162827240627, 'colsample_bytree': 0.7865130140410052, 'gamma': 0.28234817117360705, 'reg_alpha': 0.13605286605951167, 'reg_lambda': 1.9892108104748647}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,268] Trial 161 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 26, 'learning_rate': 0.024303899000187014, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.986086464637143, 'colsample_bytree': 0.7880716843930723, 'gamma': 0.28484327920902147, 'reg_alpha': 0.12621236801771268, 'reg_lambda': 1.847554506718922}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,464] Trial 162 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 31, 'learning_rate': 0.026522422389983973, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9873698539646422, 'colsample_bytree': 0.7823372076980298, 'gamma': 0.4118998083370836, 'reg_alpha': 0.09289101424654926, 'reg_lambda': 1.8188431836767733}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,618] Trial 163 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 32, 'learning_rate': 0.024288111161822962, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9813007819746175, 'colsample_bytree': 0.7564557356406975, 'gamma': 0.4330766617270039, 'reg_alpha': 0.32002943032108655, 'reg_lambda': 1.738448969766179}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,762] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 33, 'learning_rate': 0.013641533138718537, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9789767526936626, 'colsample_bytree': 0.7574631032146707, 'gamma': 0.4410145087275684, 'reg_alpha': 0.09982471764252733, 'reg_lambda': 1.7829413673802552}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,983] Trial 165 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 37, 'learning_rate': 0.021404810533373106, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9637507263250733, 'colsample_bytree': 0.7475007763469192, 'gamma': 0.4822952177601681, 'reg_alpha': 0.31832049973310395, 'reg_lambda': 1.612673668120925}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:02,123] Trial 166 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 43, 'learning_rate': 0.02405892886483607, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9910900647454809, 'colsample_bytree': 0.7813261938837215, 'gamma': 0.6685643814005513, 'reg_alpha': 0.2102535983668103, 'reg_lambda': 1.7058318150498568}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:02,237] Trial 167 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 31, 'learning_rate': 0.02929255158929783, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9763103018611932, 'colsample_bytree': 0.7779884114302681, 'gamma': 0.3807109556657669, 'reg_alpha': 0.28180551235325996, 'reg_lambda': 1.8196757608767098}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:02,354] Trial 168 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 31, 'learning_rate': 0.029418162805461223, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9745668167291924, 'colsample_bytree': 0.7777682611388362, 'gamma': 0.5649127317379485, 'reg_alpha': 0.2872596077284708, 'reg_lambda': 1.7563875889050897}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:02,570] Trial 169 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 40, 'learning_rate': 0.02648673766159666, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9881965488952239, 'colsample_bytree': 0.7645275184074034, 'gamma': 0.374440398056696, 'reg_alpha': 0.09814909658350039, 'reg_lambda': 1.9218744269779848}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:02,715] Trial 170 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 33, 'learning_rate': 0.022615621247157706, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9789359451759468, 'colsample_bytree': 0.7951868484630736, 'gamma': 0.3679716293060353, 'reg_alpha': 0.24583078309890102, 'reg_lambda': 1.7977343366432321}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:02,841] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 34, 'learning_rate': 0.022171465366175744, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9778372814155644, 'colsample_bytree': 0.7685760686568884, 'gamma': 0.1256784409578367, 'reg_alpha': 0.253436806130245, 'reg_lambda': 1.8239859443376292}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,002] Trial 172 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.017994043010672877, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9936048298673013, 'colsample_bytree': 0.7903201475967895, 'gamma': 0.37608816776494125, 'reg_alpha': 0.316389776124705, 'reg_lambda': 1.7441054604250121}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,088] Trial 173 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 30, 'learning_rate': 0.020454030140955707, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9835082135419917, 'colsample_bytree': 0.7418526760937479, 'gamma': 0.5160693458024042, 'reg_alpha': 0.2766979146223151, 'reg_lambda': 1.8790123380219974}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,221] Trial 174 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 38, 'learning_rate': 0.023005737130005595, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9806608444895293, 'colsample_bytree': 0.7394034847622288, 'gamma': 0.6915221301280747, 'reg_alpha': 0.24551719168927733, 'reg_lambda': 1.6411742454236946}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,403] Trial 175 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 45, 'learning_rate': 0.027691870526725306, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9994026334952691, 'colsample_bytree': 0.7532177328871619, 'gamma': 0.5065269710225716, 'reg_alpha': 0.21039930398510875, 'reg_lambda': 1.509919535383141}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,527] Trial 176 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 31, 'learning_rate': 0.019110628746170866, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9709502719512152, 'colsample_bytree': 0.7826689482941709, 'gamma': 0.5936639248178562, 'reg_alpha': 0.2685702897730038, 'reg_lambda': 1.80867541052668}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,644] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 33, 'learning_rate': 0.01914183646024894, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9694688021175804, 'colsample_bytree': 0.7783690018003874, 'gamma': 0.6135057820408962, 'reg_alpha': 0.276856600799883, 'reg_lambda': 1.6985011773069907}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,831] Trial 178 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.022568777073136485, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9881266816552512, 'colsample_bytree': 0.7911293462193106, 'gamma': 0.4381729078933312, 'reg_alpha': 0.12519395427589747, 'reg_lambda': 1.8110461071687938}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,942] Trial 179 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 31, 'learning_rate': 0.021612071290848148, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9891134408509266, 'colsample_bytree': 0.7907638957481103, 'gamma': 0.7434872891830079, 'reg_alpha': 0.11911864830234825, 'reg_lambda': 1.8025675536796588}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,051] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.02344332839172564, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7313389006391535, 'colsample_bytree': 0.7727167034644794, 'gamma': 0.4948926691322057, 'reg_alpha': 0.3064010238874423, 'reg_lambda': 1.8680318628328798}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,272] Trial 181 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 30, 'learning_rate': 0.02037353815477477, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.97149597584883, 'colsample_bytree': 0.7833957683613442, 'gamma': 0.41661662812300937, 'reg_alpha': 0.06189845839959722, 'reg_lambda': 1.7638351987311365}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,383] Trial 182 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 30, 'learning_rate': 0.02150132503461323, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9699747480414731, 'colsample_bytree': 0.7783912284165166, 'gamma': 0.39861166624852123, 'reg_alpha': 0.05885734171788647, 'reg_lambda': 1.755343869802993}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,499] Trial 183 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.020862411431257156, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9692439848534496, 'colsample_bytree': 0.7827686915093763, 'gamma': 0.6021101515654366, 'reg_alpha': 0.0696114068249206, 'reg_lambda': 1.7030584685420147}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,614] Trial 184 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.017048785199324398, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9731466247558086, 'colsample_bytree': 0.7606306024140642, 'gamma': 0.6257154035027106, 'reg_alpha': 0.06202223823485108, 'reg_lambda': 1.6986161613929052}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,673] Trial 185 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 20, 'learning_rate': 0.016493077906118113, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9721048443165895, 'colsample_bytree': 0.7607300261545964, 'gamma': 0.649016626178185, 'reg_alpha': 0.0732770373283446, 'reg_lambda': 1.5784573433228324}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,834] Trial 186 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 29, 'learning_rate': 0.017913152207215757, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9655324213223573, 'colsample_bytree': 0.7384680602286358, 'gamma': 0.5807536103279296, 'reg_alpha': 0.0514295969764588, 'reg_lambda': 1.6922038865406255}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,934] Trial 187 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.02033543620562635, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.973834767760877, 'colsample_bytree': 0.7464248689807056, 'gamma': 0.4891028434591229, 'reg_alpha': 0.07882589922805647, 'reg_lambda': 1.6291535075645602}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,048] Trial 188 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.016433119207359875, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9941057804188065, 'colsample_bytree': 0.7802475787009889, 'gamma': 0.7670966724146813, 'reg_alpha': 0.028441608066660386, 'reg_lambda': 1.7326633204140245}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,287] Trial 189 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 45, 'learning_rate': 0.01801531510417469, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6555268266766634, 'colsample_bytree': 0.7558487575018016, 'gamma': 0.8917139795537508, 'reg_alpha': 0.06708962529874653, 'reg_lambda': 1.6929610467093468}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,400] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 30, 'learning_rate': 0.01904196827572282, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9542455828594218, 'colsample_bytree': 0.7696729640140998, 'gamma': 0.5968199210752552, 'reg_alpha': 0.04838840828426008, 'reg_lambda': 1.7779929938036088}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,495] Trial 191 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.024118257665111675, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9848324920854793, 'colsample_bytree': 0.7798189037494038, 'gamma': 0.3217542651638161, 'reg_alpha': 0.11504827002622457, 'reg_lambda': 1.8272380049078312}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,596] Trial 192 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 23, 'learning_rate': 0.020914589324044653, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9755074199045384, 'colsample_bytree': 0.7754606994088804, 'gamma': 0.15789063701358097, 'reg_alpha': 0.10636348575364905, 'reg_lambda': 1.8155355386295564}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,813] Trial 193 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 35, 'learning_rate': 0.02819395958987997, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.987494168487751, 'colsample_bytree': 0.7626955454276864, 'gamma': 0.44338864164593994, 'reg_alpha': 0.08119157999462104, 'reg_lambda': 1.7423557997410046}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,917] Trial 194 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 29, 'learning_rate': 0.02254661558175587, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9900053181748779, 'colsample_bytree': 0.7643605659251718, 'gamma': 0.47868190397950916, 'reg_alpha': 0.029344781309004073, 'reg_lambda': 1.8830660586693153}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:06,031] Trial 195 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 35, 'learning_rate': 0.029305733026513257, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9837818902641686, 'colsample_bytree': 0.7537438404884245, 'gamma': 0.38209099204977237, 'reg_alpha': 0.09412897471287296, 'reg_lambda': 1.7671951554448293}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:06,231] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 35, 'learning_rate': 0.029500638315278365, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.995655595569987, 'colsample_bytree': 0.7811090964652688, 'gamma': 0.3311396025897882, 'reg_alpha': 0.08950222079534659, 'reg_lambda': 1.6509935311680448}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:06,441] Trial 197 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 24, 'learning_rate': 0.026818348725790888, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9996160101964496, 'colsample_bytree': 0.75350797663609, 'gamma': 0.406673079403309, 'reg_alpha': 0.14613247654952816, 'reg_lambda': 1.7599685293255114}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:06,551] Trial 198 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 39, 'learning_rate': 0.024222634661135285, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9750938123378633, 'colsample_bytree': 0.8082785968995603, 'gamma': 0.6747928719349447, 'reg_alpha': 0.058200553579215906, 'reg_lambda': 1.8277864937719337}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:06,769] Trial 199 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 43, 'learning_rate': 0.028612686008341062, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9855126339994643, 'colsample_bytree': 0.7672770793523647, 'gamma': 0.34021589628742216, 'reg_alpha': 0.11313767966374132, 'reg_lambda': 1.735571591930685}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:06,772] A new study created in memory with name: no-name-2794e5e8-4e3a-4b29-93fa-0b9fec569a68
[I 2025-11-03 19:41:07,020] Trial 0 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 124, 'learning_rate': 0.20621850567289557, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8633353048066135, 'colsample_bytree': 0.6998928555244079, 'gamma': 4.536611287071703, 'reg_alpha': 0.9938178160986252, 'reg_lambda': 2.344625789349463}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 19:41:07,267] Trial 1 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 237, 'learning_rate': 0.07534389582530501, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8827455494877834, 'colsample_bytree': 0.9054940059859453, 'gamma': 0.49395444844747116, 'reg_alpha': 0.40099198541318304, 'reg_lambda': 1.6830557045886687}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 19:41:07,449] Trial 2 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 179, 'learning_rate': 0.11387724595916086, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8892780542964567, 'colsample_bytree': 0.9143736159670371, 'gamma': 0.6488506361105711, 'reg_alpha': 0.2498994306568708, 'reg_lambda': 1.3766075278967516}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 19:41:07,513] Trial 3 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 38, 'learning_rate': 0.012221909305164574, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9426994993437314, 'colsample_bytree': 0.7211734565701252, 'gamma': 4.746706285302159, 'reg_alpha': 0.6109308743780134, 'reg_lambda': 2.8163417116436014}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 19:41:07,784] Trial 4 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.019528129579880028, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8463193503703226, 'colsample_bytree': 0.8990390819024603, 'gamma': 3.846237039614656, 'reg_alpha': 0.3514016293679617, 'reg_lambda': 2.6267639309830875}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 19:41:08,093] Trial 5 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.08920398612553665, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7351530411860315, 'colsample_bytree': 0.8076466858952155, 'gamma': 4.768884441393376, 'reg_alpha': 0.48845400747845635, 'reg_lambda': 1.5040291130122856}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 19:41:08,274] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.014175303627679646, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.6255764546470427, 'colsample_bytree': 0.9626650995395777, 'gamma': 1.5733585761254991, 'reg_alpha': 0.571967127283446, 'reg_lambda': 1.2700497586968749}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 19:41:08,378] Trial 7 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.015747091914037423, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8802122516137362, 'colsample_bytree': 0.684896872102136, 'gamma': 1.0857112282757515, 'reg_alpha': 0.050293274989821835, 'reg_lambda': 2.831668044082082}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:08,758] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.023434996785070737, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9639019904534394, 'colsample_bytree': 0.8091500160847034, 'gamma': 2.772453351079603, 'reg_alpha': 0.9927905090687817, 'reg_lambda': 1.9167409526825128}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:08,834] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.10620701179943831, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7355424202343344, 'colsample_bytree': 0.8004277144830192, 'gamma': 0.11792231984632695, 'reg_alpha': 0.5051241940305019, 'reg_lambda': 1.1656212704231703}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:08,979] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 87, 'learning_rate': 0.03663076867989494, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7464744538381065, 'colsample_bytree': 0.6026961664366395, 'gamma': 1.9573189730796778, 'reg_alpha': 0.0576612828589193, 'reg_lambda': 0.7210911005115996}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:09,206] Trial 11 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 90, 'learning_rate': 0.19959999023382863, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9952621965680387, 'colsample_bytree': 0.6805113429678525, 'gamma': 0.8963239137334472, 'reg_alpha': 0.001804672580429094, 'reg_lambda': 2.130728453718543}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:09,347] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.04034359511736984, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9064097673580348, 'colsample_bytree': 0.9876222903335594, 'gamma': 1.2574428047491506, 'reg_alpha': 0.1742530842217105, 'reg_lambda': 0.5196088107856368}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:09,522] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 180, 'learning_rate': 0.12379160693496517, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7999056253583763, 'colsample_bytree': 0.8782225102138205, 'gamma': 2.628902513940646, 'reg_alpha': 0.22141739276330627, 'reg_lambda': 2.993169740145902}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:09,581] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.052573571760605994, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.8096226618469012, 'colsample_bytree': 0.6003109705405759, 'gamma': 0.07488607563805927, 'reg_alpha': 0.2122863387163063, 'reg_lambda': 0.894994854341367}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:09,859] Trial 15 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 67, 'learning_rate': 0.2732795510864933, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9250526573543071, 'colsample_bytree': 0.746858859591295, 'gamma': 1.841287084972211, 'reg_alpha': 0.7510435086010439, 'reg_lambda': 2.4790092498056824}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:10,140] Trial 16 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 246, 'learning_rate': 0.027245726681642546, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8234293364072548, 'colsample_bytree': 0.6525895004498865, 'gamma': 0.9716234796467378, 'reg_alpha': 0.10749124333323304, 'reg_lambda': 1.987173968037478}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:10,293] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.06244770297984201, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7782167429234421, 'colsample_bytree': 0.8706700192875134, 'gamma': 2.263348820494981, 'reg_alpha': 0.30428130811087817, 'reg_lambda': 1.4608924445355362}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:10,523] Trial 18 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 183, 'learning_rate': 0.14270334420912037, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6212937951114005, 'colsample_bytree': 0.7640026978331439, 'gamma': 3.2449038933982193, 'reg_alpha': 0.1216963707167103, 'reg_lambda': 1.0351750043939218}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:10,867] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 211, 'learning_rate': 0.011053402145063946, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.690316779606782, 'colsample_bytree': 0.9430354598548435, 'gamma': 0.6825250976508271, 'reg_alpha': 0.24215680726097327, 'reg_lambda': 2.1859853078169693}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:11,016] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 115, 'learning_rate': 0.039678043101498035, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.887799533740788, 'colsample_bytree': 0.8421826225133695, 'gamma': 1.4390628838737514, 'reg_alpha': 0.04128815300602226, 'reg_lambda': 1.7648358188498965}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:11,185] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.0867137359048473, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6864297703518368, 'colsample_bytree': 0.8370643468493364, 'gamma': 4.180407284323584, 'reg_alpha': 0.4324192053991253, 'reg_lambda': 1.487062101489379}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:11,417] Trial 22 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.15419240970615664, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6995818599345551, 'colsample_bytree': 0.8400591398722369, 'gamma': 3.934272109496152, 'reg_alpha': 0.41553190856281513, 'reg_lambda': 1.4322657068957965}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:11,594] Trial 23 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.08156499555901718, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6529431038720489, 'colsample_bytree': 0.9186564683990037, 'gamma': 3.3783740783315355, 'reg_alpha': 0.28251159951402044, 'reg_lambda': 1.695475440756718}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:11,761] Trial 24 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 144, 'learning_rate': 0.05840644398602057, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8445979672428175, 'colsample_bytree': 0.7600953580261101, 'gamma': 0.3805145351236936, 'reg_alpha': 0.7211112007675214, 'reg_lambda': 1.223397508767001}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:11,893] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.09851393752598922, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7700139127121942, 'colsample_bytree': 0.8346706726919555, 'gamma': 1.160463200454713, 'reg_alpha': 0.14526279369876632, 'reg_lambda': 0.8971300995536033}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:12,120] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.018492282378283233, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.6759283629635613, 'colsample_bytree': 0.6483616321167369, 'gamma': 4.268746836877889, 'reg_alpha': 0.34339540592397877, 'reg_lambda': 1.5798188416252805}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:12,295] Trial 27 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 105, 'learning_rate': 0.16314965707421689, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9686876007961364, 'colsample_bytree': 0.8663510294320311, 'gamma': 3.040642803537694, 'reg_alpha': 0.43762761520536, 'reg_lambda': 1.8482021490248477}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:12,430] Trial 28 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 88, 'learning_rate': 0.2979025856371865, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9974043939905985, 'colsample_bytree': 0.779130702722302, 'gamma': 3.1669148446001074, 'reg_alpha': 0.7211767489303171, 'reg_lambda': 2.6137677189755535}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:12,583] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 108, 'learning_rate': 0.19995383634675418, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9507477964836208, 'colsample_bytree': 0.8703784297995414, 'gamma': 3.700684512106093, 'reg_alpha': 0.9465357213157795, 'reg_lambda': 2.388976398259214}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:12,736] Trial 30 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 127, 'learning_rate': 0.14983350838230855, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9243899814324117, 'colsample_bytree': 0.7256396411282346, 'gamma': 4.396891918586135, 'reg_alpha': 0.8241021724431501, 'reg_lambda': 2.1890222659292515}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:12,939] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.2991129246971435, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9810718010840787, 'colsample_bytree': 0.6932374516024575, 'gamma': 2.928547981181663, 'reg_alpha': 0.6377580196461395, 'reg_lambda': 2.822036328693577}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:13,178] Trial 32 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.23434179103626374, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9980463940349813, 'colsample_bytree': 0.7836183933119871, 'gamma': 3.207734342367825, 'reg_alpha': 0.4494416521275848, 'reg_lambda': 2.6726781333631724}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:13,310] Trial 33 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 63, 'learning_rate': 0.17348080090999027, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9669881734908987, 'colsample_bytree': 0.8323903681460995, 'gamma': 3.5610993704183067, 'reg_alpha': 0.44798397028967496, 'reg_lambda': 2.873687229259268}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:13,394] Trial 34 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 50, 'learning_rate': 0.24041613660023026, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8582150785901216, 'colsample_bytree': 0.7842674204601077, 'gamma': 2.3635970014760277, 'reg_alpha': 0.5303027672429504, 'reg_lambda': 2.606519931111004}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:13,497] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 32, 'learning_rate': 0.1262055073045575, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.934107341893811, 'colsample_bytree': 0.7221339252139227, 'gamma': 4.132576975435159, 'reg_alpha': 0.38320855356778444, 'reg_lambda': 1.9045550930765602}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:13,713] Trial 36 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 128, 'learning_rate': 0.07076940121291467, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.873672202340396, 'colsample_bytree': 0.8902365465719275, 'gamma': 2.9251441554118487, 'reg_alpha': 0.43811481191451107, 'reg_lambda': 2.9566569474950275}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:13,825] Trial 37 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.23183334878650488, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9141687667975463, 'colsample_bytree': 0.9285410184692213, 'gamma': 2.0724969064053065, 'reg_alpha': 0.6313782786877103, 'reg_lambda': 2.6720001227588623}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:14,036] Trial 38 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 42, 'learning_rate': 0.17218273598185077, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9594940230644828, 'colsample_bytree': 0.8614313763759498, 'gamma': 4.678963416074161, 'reg_alpha': 0.5386462462121289, 'reg_lambda': 2.3949671753244965}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:14,163] Trial 39 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 78, 'learning_rate': 0.04856796966254666, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9017867693508899, 'colsample_bytree': 0.8149706750777223, 'gamma': 3.939844927132315, 'reg_alpha': 0.4830527765443367, 'reg_lambda': 2.715651814578484}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:14,399] Trial 40 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 63, 'learning_rate': 0.015988245295193784, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9779503388472289, 'colsample_bytree': 0.6347564766302205, 'gamma': 4.977498368706286, 'reg_alpha': 0.3310424962775417, 'reg_lambda': 1.7796657508324538}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:14,544] Trial 41 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 93, 'learning_rate': 0.2535528858257408, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9822308290506102, 'colsample_bytree': 0.7861998928521392, 'gamma': 3.073440043679996, 'reg_alpha': 0.7047368102439682, 'reg_lambda': 2.563890627769294}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:14,678] Trial 42 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 79, 'learning_rate': 0.22282879753295085, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.986972330007315, 'colsample_bytree': 0.7909835114165458, 'gamma': 3.5019173780740704, 'reg_alpha': 0.8264763390931269, 'reg_lambda': 2.8088492381766814}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:14,911] Trial 43 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 101, 'learning_rate': 0.18040733029897948, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9994792049678245, 'colsample_bytree': 0.7484364813420703, 'gamma': 2.5677748265589457, 'reg_alpha': 0.592569743221469, 'reg_lambda': 2.5176320184859597}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:15,085] Trial 44 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 101, 'learning_rate': 0.18138908997971018, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.944437990118177, 'colsample_bytree': 0.7481314889944084, 'gamma': 2.658588408720691, 'reg_alpha': 0.5916769242690632, 'reg_lambda': 2.293594733245636}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:15,232] Trial 45 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 118, 'learning_rate': 0.11266411655812841, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9986686577976832, 'colsample_bytree': 0.6827846990298897, 'gamma': 2.457859141420018, 'reg_alpha': 0.4665944318687042, 'reg_lambda': 2.0259916708623815}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:15,491] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 145, 'learning_rate': 0.09086827646165686, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9627169970589926, 'colsample_bytree': 0.7123138721916306, 'gamma': 1.65247122056927, 'reg_alpha': 0.3705783127735288, 'reg_lambda': 2.760083603290567}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:15,561] Trial 47 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 29, 'learning_rate': 0.032259061338494134, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7137750125649454, 'colsample_bytree': 0.8203630274727175, 'gamma': 2.816144837350859, 'reg_alpha': 0.5611774103894245, 'reg_lambda': 1.5966027812952874}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:15,790] Trial 48 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 168, 'learning_rate': 0.1326049410653662, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.600090228895182, 'colsample_bytree': 0.6647487027040949, 'gamma': 3.7127168710384018, 'reg_alpha': 0.6557078355479926, 'reg_lambda': 1.309027176080576}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:15,905] Trial 49 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 47, 'learning_rate': 0.07075195679260617, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8332121110042432, 'colsample_bytree': 0.7454633452159372, 'gamma': 2.149521438552391, 'reg_alpha': 0.50873766688781, 'reg_lambda': 2.496387878237257}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:16,123] Trial 50 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.20403175956914946, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9454964283758739, 'colsample_bytree': 0.8980342189436437, 'gamma': 1.8363859370044617, 'reg_alpha': 0.4044925417183541, 'reg_lambda': 2.8960985632444114}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:16,294] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 135, 'learning_rate': 0.1951597933172236, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9391271163588311, 'colsample_bytree': 0.853043914610533, 'gamma': 1.9287275129865469, 'reg_alpha': 0.40310874348312825, 'reg_lambda': 2.976917991415001}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:16,443] Trial 52 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 132, 'learning_rate': 0.20459012259044676, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9402318376461796, 'colsample_bytree': 0.8593016034703064, 'gamma': 1.7707114930959824, 'reg_alpha': 0.39824741925749285, 'reg_lambda': 2.9187941147049488}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:16,739] Trial 53 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 121, 'learning_rate': 0.16572712464222059, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9696187612326053, 'colsample_bytree': 0.8979388279417182, 'gamma': 1.450076673175408, 'reg_alpha': 0.29325338116010435, 'reg_lambda': 2.993609166929237}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:16,910] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.2012446504232902, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8969218181061721, 'colsample_bytree': 0.948120556302766, 'gamma': 2.587535484550711, 'reg_alpha': 0.5804275787032374, 'reg_lambda': 2.713139427654425}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:17,059] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.26035524173163743, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9151377648364024, 'colsample_bytree': 0.999265023899105, 'gamma': 1.9518924566203153, 'reg_alpha': 0.4841916030738368, 'reg_lambda': 2.8481652176198904}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:17,207] Trial 56 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.13992832277206116, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.950659924268341, 'colsample_bytree': 0.8828621190200183, 'gamma': 2.34436697255564, 'reg_alpha': 0.32468740082928527, 'reg_lambda': 2.484064731403586}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:17,449] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 83, 'learning_rate': 0.22265300324107817, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9325021093937106, 'colsample_bytree': 0.8486415218221167, 'gamma': 1.1222324712795788, 'reg_alpha': 0.25984695748343234, 'reg_lambda': 2.2757762946797797}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:17,572] Trial 58 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 71, 'learning_rate': 0.18551279772094653, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8772377411681909, 'colsample_bytree': 0.9118321411588755, 'gamma': 1.344722661644695, 'reg_alpha': 0.18461841150259928, 'reg_lambda': 2.765437063937773}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:17,716] Trial 59 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 98, 'learning_rate': 0.01379377904694277, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.999667319848562, 'colsample_bytree': 0.8065424835695084, 'gamma': 0.6575464350132281, 'reg_alpha': 0.004157594652724417, 'reg_lambda': 2.539490803638647}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:17,896] Trial 60 finished with value: 0.738095238095238 and parameters: {'n_estimators': 138, 'learning_rate': 0.02409765105778809, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9579717710599918, 'colsample_bytree': 0.7637427334250131, 'gamma': 0.8360890058263379, 'reg_alpha': 0.40450679259850675, 'reg_lambda': 2.92825129224997}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:18,300] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.10687293048130814, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.973541543689364, 'colsample_bytree': 0.8204971403989325, 'gamma': 1.7129088221216453, 'reg_alpha': 0.43216345097489334, 'reg_lambda': 2.670717630302216}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:18,485] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.16206267946124797, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7790078636335537, 'colsample_bytree': 0.8613591307601854, 'gamma': 0.4410335846176845, 'reg_alpha': 0.5218547019392168, 'reg_lambda': 1.0914116631691255}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:18,740] Trial 63 finished with value: 0.6011904761904762 and parameters: {'n_estimators': 112, 'learning_rate': 0.1183707876569315, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9887958935695544, 'colsample_bytree': 0.853048609221572, 'gamma': 3.3049425876403307, 'reg_alpha': 0.36298612779826445, 'reg_lambda': 2.881451444635381}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:19,107] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.04836693654503484, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.926585774508781, 'colsample_bytree': 0.875741683554663, 'gamma': 2.2293195150488625, 'reg_alpha': 0.4722749727984498, 'reg_lambda': 1.5825743599693096}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:19,279] Trial 65 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 151, 'learning_rate': 0.2757401060904176, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6623332314532042, 'colsample_bytree': 0.6217214918358116, 'gamma': 1.9345824500998927, 'reg_alpha': 0.5559440535022375, 'reg_lambda': 1.3624334875851747}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:19,449] Trial 66 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.14080078992617656, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9147016844177019, 'colsample_bytree': 0.8996281903287286, 'gamma': 2.746488117328423, 'reg_alpha': 0.0714779597867157, 'reg_lambda': 2.415188089062898}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:19,731] Trial 67 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.21790973426530508, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9476155509916767, 'colsample_bytree': 0.8255712196646862, 'gamma': 3.0905864263606784, 'reg_alpha': 0.44627605874576715, 'reg_lambda': 1.831718253291206}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:19,911] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.18787067273198807, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7964638610283009, 'colsample_bytree': 0.7950519556963008, 'gamma': 0.2528665867302311, 'reg_alpha': 0.6015544034807074, 'reg_lambda': 2.7901334573622756}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,061] Trial 69 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 21, 'learning_rate': 0.15000540331009513, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8656216832196374, 'colsample_bytree': 0.9314118608663119, 'gamma': 2.9322727875424737, 'reg_alpha': 0.664536278733947, 'reg_lambda': 2.991232428209058}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,186] Trial 70 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 59, 'learning_rate': 0.08355544360328934, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7446291807781866, 'colsample_bytree': 0.7092872997246653, 'gamma': 1.5329557970294823, 'reg_alpha': 0.4123554623162306, 'reg_lambda': 2.679877790815592}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,305] Trial 71 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.0829381288674439, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.7380660429385316, 'colsample_bytree': 0.7328642161889072, 'gamma': 1.1871660635269348, 'reg_alpha': 0.4100721893676004, 'reg_lambda': 2.6114449870953242}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,532] Trial 72 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 39, 'learning_rate': 0.01026583694502805, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6838225692742442, 'colsample_bytree': 0.7039616771179933, 'gamma': 1.6251408108890664, 'reg_alpha': 0.36111542722439155, 'reg_lambda': 2.6948602534154733}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,661] Trial 73 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.10241168562561352, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.7241295960985783, 'colsample_bytree': 0.6635664214181158, 'gamma': 1.4366578441830837, 'reg_alpha': 0.3091061630434736, 'reg_lambda': 2.879303255727199}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,843] Trial 74 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 162, 'learning_rate': 0.06450880663791214, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.767274501368806, 'colsample_bytree': 0.7751857379650934, 'gamma': 1.0189332093444592, 'reg_alpha': 0.5082303408909278, 'reg_lambda': 1.4696715728520469}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,961] Trial 75 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 45, 'learning_rate': 0.09553402262811062, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9761049042822842, 'colsample_bytree': 0.697002861837327, 'gamma': 2.1142158410763034, 'reg_alpha': 0.45818500594376554, 'reg_lambda': 2.0821215016026104}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:21,105] Trial 76 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 34, 'learning_rate': 0.24241290395622514, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7479131181534789, 'colsample_bytree': 0.7394216839277639, 'gamma': 1.8958143860840428, 'reg_alpha': 0.41999002290400134, 'reg_lambda': 2.765468017800658}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:21,280] Trial 77 finished with value: 0.726190476190476 and parameters: {'n_estimators': 74, 'learning_rate': 0.08233447143409947, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.648105797634715, 'colsample_bytree': 0.7107606750519984, 'gamma': 2.511485133263398, 'reg_alpha': 0.2702073386911311, 'reg_lambda': 1.6577446006022871}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:21,455] Trial 78 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.12722049035965702, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9886517605931385, 'colsample_bytree': 0.7728722892698919, 'gamma': 1.5367614503188642, 'reg_alpha': 0.3356304691827279, 'reg_lambda': 2.5850515628307944}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:21,696] Trial 79 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 132, 'learning_rate': 0.030369406380559186, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7066986487325996, 'colsample_bytree': 0.6760155096788834, 'gamma': 3.428121271938816, 'reg_alpha': 0.3882658324209369, 'reg_lambda': 2.6615132216389363}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:21,918] Trial 80 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 94, 'learning_rate': 0.05236178307963756, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9565839591562093, 'colsample_bytree': 0.8890000608651327, 'gamma': 1.2960425050401654, 'reg_alpha': 0.533437151934488, 'reg_lambda': 2.8485371447359626}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:22,075] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 122, 'learning_rate': 0.1834804693316246, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.801946471249345, 'colsample_bytree': 0.8079063022331504, 'gamma': 0.27611454576616445, 'reg_alpha': 0.5966790075617356, 'reg_lambda': 2.7873639573659137}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:22,221] Trial 82 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 105, 'learning_rate': 0.1941492843387329, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7888299845306462, 'colsample_bytree': 0.7948890060891105, 'gamma': 0.8205456185587767, 'reg_alpha': 0.6220569111163536, 'reg_lambda': 2.9318402083218045}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:22,496] Trial 83 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.16465620654434646, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8199503939097731, 'colsample_bytree': 0.7551249134079828, 'gamma': 0.14670572479364374, 'reg_alpha': 0.22519458990780955, 'reg_lambda': 2.7400094682062077}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:22,650] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 117, 'learning_rate': 0.2157617121172467, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.891287934970993, 'colsample_bytree': 0.8309335649443498, 'gamma': 1.7938115420847531, 'reg_alpha': 0.7797851219650167, 'reg_lambda': 2.5337783013511466}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:22,788] Trial 85 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 115, 'learning_rate': 0.26918957049410835, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8933826390221012, 'colsample_bytree': 0.8413257014329286, 'gamma': 2.040260553555931, 'reg_alpha': 0.821870074765918, 'reg_lambda': 2.456924298697197}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:22,969] Trial 86 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 141, 'learning_rate': 0.04413699502858791, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9065111810366534, 'colsample_bytree': 0.8271501432296953, 'gamma': 4.423204377093442, 'reg_alpha': 0.782640034527802, 'reg_lambda': 2.239579781660747}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:23,155] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 131, 'learning_rate': 0.20876668002097407, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9381041306432808, 'colsample_bytree': 0.8378892962468679, 'gamma': 1.7839579419407183, 'reg_alpha': 0.8743936751100904, 'reg_lambda': 2.3138818521956965}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:23,321] Trial 88 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 56, 'learning_rate': 0.24524571264797504, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8568798796508003, 'colsample_bytree': 0.8490932492581115, 'gamma': 2.253776147049043, 'reg_alpha': 0.9257804102408289, 'reg_lambda': 2.5276218544556963}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:23,503] Trial 89 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 115, 'learning_rate': 0.15760012607125648, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9673958014942544, 'colsample_bytree': 0.6836413152812733, 'gamma': 4.091040388911267, 'reg_alpha': 0.49640388090683957, 'reg_lambda': 0.6215004496211569}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:23,632] Trial 90 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 82, 'learning_rate': 0.2828339747572406, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8437280243712196, 'colsample_bytree': 0.8636149106385222, 'gamma': 2.388694037151651, 'reg_alpha': 0.6979244967681809, 'reg_lambda': 1.224133005112467}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:23,761] Trial 91 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 93, 'learning_rate': 0.2914995184500133, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8475592710669662, 'colsample_bytree': 0.8646326223784179, 'gamma': 2.4232974208514757, 'reg_alpha': 0.7415499818020864, 'reg_lambda': 1.1814197268496904}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:23,898] Trial 92 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 81, 'learning_rate': 0.22919048745911552, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8808807993652585, 'colsample_bytree': 0.8686636792207366, 'gamma': 2.0404661074146206, 'reg_alpha': 0.6901755585687035, 'reg_lambda': 1.0069761014157692}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:24,052] Trial 93 finished with value: 0.726190476190476 and parameters: {'n_estimators': 64, 'learning_rate': 0.26072871909227185, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8333808086289127, 'colsample_bytree': 0.8857825280046652, 'gamma': 1.5225045753188284, 'reg_alpha': 0.6839372837302985, 'reg_lambda': 1.4025211081047446}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:24,188] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.21568957894918314, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8713068390157568, 'colsample_bytree': 0.8761211750191819, 'gamma': 2.6456267217525173, 'reg_alpha': 0.8013348350498702, 'reg_lambda': 0.8069375899462852}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:24,301] Trial 95 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 50, 'learning_rate': 0.1716777012186191, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.887579175284431, 'colsample_bytree': 0.8533480170812137, 'gamma': 1.8347209264889717, 'reg_alpha': 0.3803972363420317, 'reg_lambda': 1.2499036679522297}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:24,553] Trial 96 finished with value: 0.5 and parameters: {'n_estimators': 71, 'learning_rate': 0.2007546698904661, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9245223285456567, 'colsample_bytree': 0.8144651763417536, 'gamma': 2.856444448115439, 'reg_alpha': 0.7701697654823947, 'reg_lambda': 2.644728855291784}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:24,688] Trial 97 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 111, 'learning_rate': 0.28023396784433585, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9793143021426829, 'colsample_bytree': 0.9182528994121236, 'gamma': 3.614294765389987, 'reg_alpha': 0.44013004342585954, 'reg_lambda': 2.3663912947617622}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:24,831] Trial 98 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 85, 'learning_rate': 0.01795549494363857, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.990472789757255, 'colsample_bytree': 0.9048237424640632, 'gamma': 3.034419201353991, 'reg_alpha': 0.7363926589333621, 'reg_lambda': 1.088665860729551}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:25,065] Trial 99 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 75, 'learning_rate': 0.24696136854399747, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7607554742258678, 'colsample_bytree': 0.8313880217793174, 'gamma': 2.172264686071414, 'reg_alpha': 0.861078366088449, 'reg_lambda': 2.8214986156804045}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:25,276] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 121, 'learning_rate': 0.0762179682163761, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9584592525516972, 'colsample_bytree': 0.8045805580605842, 'gamma': 2.5485824326862443, 'reg_alpha': 0.46775192747249805, 'reg_lambda': 1.2944821938409528}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:25,435] Trial 101 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 126, 'learning_rate': 0.18152107369700185, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8097737165010116, 'colsample_bytree': 0.7874013598243603, 'gamma': 1.6736229619261966, 'reg_alpha': 0.5596141776023003, 'reg_lambda': 1.5245191069072448}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:25,626] Trial 102 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 137, 'learning_rate': 0.19402608604185517, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8494019145460833, 'colsample_bytree': 0.7316099234016805, 'gamma': 3.821110128621924, 'reg_alpha': 0.6044367413056838, 'reg_lambda': 2.906977527591476}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:25,791] Trial 103 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.2253655646026876, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8401928498136202, 'colsample_bytree': 0.7950469255574533, 'gamma': 1.3495809129523433, 'reg_alpha': 0.6553290777693563, 'reg_lambda': 2.72195741468636}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:25,987] Trial 104 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 97, 'learning_rate': 0.13400862294384927, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7526863064115347, 'colsample_bytree': 0.856514812111663, 'gamma': 2.353161829243047, 'reg_alpha': 0.7117597052268382, 'reg_lambda': 2.804086561312155}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:26,134] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 106, 'learning_rate': 0.15404988447717644, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.787254006814468, 'colsample_bytree': 0.8456884029638981, 'gamma': 0.5095164492715283, 'reg_alpha': 0.4137144131265087, 'reg_lambda': 2.948234397723952}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:26,263] Trial 106 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 59, 'learning_rate': 0.05930044785529796, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7310691737230453, 'colsample_bytree': 0.8177154904030893, 'gamma': 3.2606092661583284, 'reg_alpha': 0.35101760185469677, 'reg_lambda': 2.5755034554119414}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:26,398] Trial 107 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 89, 'learning_rate': 0.11364580166947424, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9077606901574934, 'colsample_bytree': 0.7701688727549291, 'gamma': 2.7097432830519264, 'reg_alpha': 0.48648075273641156, 'reg_lambda': 1.3488782278124167}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:26,719] Trial 108 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 236, 'learning_rate': 0.17618777587556828, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.992487478543898, 'colsample_bytree': 0.6895296241978545, 'gamma': 1.7586438927918717, 'reg_alpha': 0.13236470607446538, 'reg_lambda': 1.920858855571651}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:26,867] Trial 109 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 140, 'learning_rate': 0.19112885147391612, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8201683541864434, 'colsample_bytree': 0.8952380723317839, 'gamma': 4.6654517725637925, 'reg_alpha': 0.42733049479533136, 'reg_lambda': 2.4379319275068116}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:27,046] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.2324974318830997, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.969384306167188, 'colsample_bytree': 0.8747752587698586, 'gamma': 4.971316107220801, 'reg_alpha': 0.5140701517098504, 'reg_lambda': 1.6911076314864608}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:27,216] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.024299881095194018, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9499615213912277, 'colsample_bytree': 0.7810031689606116, 'gamma': 0.8008843102262404, 'reg_alpha': 0.3949183943072051, 'reg_lambda': 2.9690924810748656}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:27,484] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 115, 'learning_rate': 0.026283311145444507, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9445413828861926, 'colsample_bytree': 0.7800225183458624, 'gamma': 1.0478373733671984, 'reg_alpha': 0.38592910014278353, 'reg_lambda': 2.880626960246168}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:27,648] Trial 113 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.016108763691499918, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9322048268562894, 'colsample_bytree': 0.752611288572262, 'gamma': 0.9260851345313961, 'reg_alpha': 0.4022221390022653, 'reg_lambda': 2.8277786777360334}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:27,830] Trial 114 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 120, 'learning_rate': 0.014199294813399753, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.948328921701494, 'colsample_bytree': 0.716870015551573, 'gamma': 1.221013805499788, 'reg_alpha': 0.4604889760470713, 'reg_lambda': 2.9773028615525874}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:27,982] Trial 115 finished with value: 0.738095238095238 and parameters: {'n_estimators': 103, 'learning_rate': 0.016001935962920447, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9313020152967149, 'colsample_bytree': 0.6726946266263036, 'gamma': 0.7550477871647523, 'reg_alpha': 0.3658219999727744, 'reg_lambda': 2.849619492861622}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:28,194] Trial 116 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 110, 'learning_rate': 0.01887870458295583, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9556700868304597, 'colsample_bytree': 0.7446062625564712, 'gamma': 0.9155563973369649, 'reg_alpha': 0.4420752971245, 'reg_lambda': 2.6880328264308346}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:28,365] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.01330971576399217, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9181649220865951, 'colsample_bytree': 0.7527092420992527, 'gamma': 1.0787330271012983, 'reg_alpha': 0.3975804681261502, 'reg_lambda': 2.630837774081561}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:28,531] Trial 118 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 136, 'learning_rate': 0.021995330885402408, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9375583750978376, 'colsample_bytree': 0.7655298160249047, 'gamma': 1.4419134967200613, 'reg_alpha': 0.3197268767380813, 'reg_lambda': 2.997117738754205}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:28,684] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.021332155404372877, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.980209597378206, 'colsample_bytree': 0.7580610601773079, 'gamma': 0.9226354531814023, 'reg_alpha': 0.34257070241746185, 'reg_lambda': 2.5170772511238573}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:28,957] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.02193450955356689, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9829185607374917, 'colsample_bytree': 0.7358872311655941, 'gamma': 0.9467078428456566, 'reg_alpha': 0.18570113942264763, 'reg_lambda': 2.512367347212282}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:29,123] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 117, 'learning_rate': 0.02246563207598222, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9829152940624966, 'colsample_bytree': 0.7286351145758101, 'gamma': 0.6124414626735915, 'reg_alpha': 0.06106086594013623, 'reg_lambda': 2.4895838451699883}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:29,286] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.02088055096787217, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9800725709617891, 'colsample_bytree': 0.7564567952906105, 'gamma': 0.5422550065153003, 'reg_alpha': 0.09638559552705211, 'reg_lambda': 2.536782073752922}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:29,531] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 113, 'learning_rate': 0.017006004759533826, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9846949448250402, 'colsample_bytree': 0.7345303324054189, 'gamma': 0.5994955037237758, 'reg_alpha': 0.08706966816035314, 'reg_lambda': 2.479736982818018}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:29,728] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 110, 'learning_rate': 0.017141725521778416, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9830911786055091, 'colsample_bytree': 0.7276050544889351, 'gamma': 0.6061528612897461, 'reg_alpha': 0.09469381405184907, 'reg_lambda': 2.355986439039816}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:29,894] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 110, 'learning_rate': 0.017661888917395833, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9834831168602546, 'colsample_bytree': 0.7377737471699355, 'gamma': 0.5553595058507095, 'reg_alpha': 0.08244012538173617, 'reg_lambda': 2.344695939930268}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:30,044] Trial 126 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 106, 'learning_rate': 0.02004601190203404, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9988056708770533, 'colsample_bytree': 0.7289868211130935, 'gamma': 0.547822407986667, 'reg_alpha': 0.09353781848102027, 'reg_lambda': 2.3394906095334314}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:30,318] Trial 127 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 98, 'learning_rate': 0.01686211334289795, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9847606641793495, 'colsample_bytree': 0.7393035821250594, 'gamma': 0.37570432928440395, 'reg_alpha': 0.03227797488817763, 'reg_lambda': 2.2041045738863563}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:30,530] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 110, 'learning_rate': 0.01450850848950318, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9732055431412002, 'colsample_bytree': 0.7378125578394562, 'gamma': 0.5711499564105614, 'reg_alpha': 0.16241290168322547, 'reg_lambda': 2.4162602257031827}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:30,736] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 111, 'learning_rate': 0.01774044034501231, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9931127645650548, 'colsample_bytree': 0.7192229246275752, 'gamma': 0.7435063335207813, 'reg_alpha': 0.07918900835657439, 'reg_lambda': 2.4686020429917703}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:30,966] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 102, 'learning_rate': 0.012415295511927592, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9639048209457657, 'colsample_bytree': 0.7030180681680697, 'gamma': 0.6075252907496891, 'reg_alpha': 0.048397642599023113, 'reg_lambda': 2.5705032921786692}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:31,260] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.019845521676178413, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.984185380596956, 'colsample_bytree': 0.7229877474920097, 'gamma': 0.39359402042992375, 'reg_alpha': 0.02156557764135794, 'reg_lambda': 2.366445016044872}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:31,426] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.021744576260171455, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9720563944092433, 'colsample_bytree': 0.7435826239953635, 'gamma': 0.6888469171780196, 'reg_alpha': 0.11009169305750133, 'reg_lambda': 2.264340468731884}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:31,579] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 96, 'learning_rate': 0.017138291519162623, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9772535377818784, 'colsample_bytree': 0.72795425166141, 'gamma': 0.2841209458504881, 'reg_alpha': 0.06940661139318403, 'reg_lambda': 2.5047821480423607}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:31,754] Trial 134 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 134, 'learning_rate': 0.027679650748539748, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9868557452505936, 'colsample_bytree': 0.7488891464780862, 'gamma': 0.05277209796306237, 'reg_alpha': 0.0909949026356873, 'reg_lambda': 2.452715791298821}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:31,913] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 113, 'learning_rate': 0.014773862193435612, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.964042474193445, 'colsample_bytree': 0.7350517976889243, 'gamma': 0.4520286987392939, 'reg_alpha': 0.1538301306825876, 'reg_lambda': 2.6166958451806974}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:32,119] Trial 136 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 91, 'learning_rate': 0.015220138381817882, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9966271518555592, 'colsample_bytree': 0.7649850932144073, 'gamma': 0.17127693939333977, 'reg_alpha': 0.14989528192815724, 'reg_lambda': 2.547551399881216}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:32,351] Trial 137 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 90, 'learning_rate': 0.01476734046179857, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9996150162222709, 'colsample_bytree': 0.7370569110255737, 'gamma': 0.11848076658201662, 'reg_alpha': 0.1946905899887137, 'reg_lambda': 2.5549794621214112}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:32,515] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 100, 'learning_rate': 0.015850977304334993, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9605606144322147, 'colsample_bytree': 0.7627226275540488, 'gamma': 0.45549229854087614, 'reg_alpha': 0.14715722656016045, 'reg_lambda': 2.146195008119224}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:32,703] Trial 139 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 108, 'learning_rate': 0.011337535009343013, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9699185345023205, 'colsample_bytree': 0.7159942251979223, 'gamma': 0.21962940690265895, 'reg_alpha': 0.1181578298647205, 'reg_lambda': 2.4000541824239257}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:32,915] Trial 140 finished with value: 0.738095238095238 and parameters: {'n_estimators': 115, 'learning_rate': 0.012390028441970792, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9804943376389923, 'colsample_bytree': 0.7247518710521492, 'gamma': 0.6254806484240046, 'reg_alpha': 0.054461830795071796, 'reg_lambda': 2.61287870266114}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:33,095] Trial 141 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 93, 'learning_rate': 0.02091188758324107, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9889787061291642, 'colsample_bytree': 0.7694785643836314, 'gamma': 0.33827803680078466, 'reg_alpha': 0.16055956762657544, 'reg_lambda': 2.5053241240315045}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:33,240] Trial 142 finished with value: 0.738095238095238 and parameters: {'n_estimators': 107, 'learning_rate': 0.0187983023673256, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9943727100674876, 'colsample_bytree': 0.7581010787216376, 'gamma': 0.4788414009687545, 'reg_alpha': 0.13088156565091505, 'reg_lambda': 2.3283047654772515}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:33,536] Trial 143 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.022722528519230054, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9760294735196793, 'colsample_bytree': 0.7318815103506425, 'gamma': 0.1958460631236426, 'reg_alpha': 0.016966463410618804, 'reg_lambda': 2.560786550841328}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:33,753] Trial 144 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.01507707125442332, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9997971011051631, 'colsample_bytree': 0.7096221213725062, 'gamma': 0.7082826887972622, 'reg_alpha': 0.09630020635566575, 'reg_lambda': 2.4710970052172327}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:33,936] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 103, 'learning_rate': 0.03616083241941508, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9661197372784153, 'colsample_bytree': 0.7491422817036867, 'gamma': 3.1230088822417494, 'reg_alpha': 0.20325790348009884, 'reg_lambda': 2.643924718436832}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:34,071] Trial 146 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.013276899750120605, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9867432352180658, 'colsample_bytree': 0.6431901456678306, 'gamma': 0.580911021772003, 'reg_alpha': 0.23710819149384155, 'reg_lambda': 2.54012569750331}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:34,286] Trial 147 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 117, 'learning_rate': 0.0180547860716451, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.982711397779046, 'colsample_bytree': 0.7747519819430845, 'gamma': 0.47775088450257064, 'reg_alpha': 0.042522405276827255, 'reg_lambda': 2.4201003459783212}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:34,488] Trial 148 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 129, 'learning_rate': 0.01979544927053598, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9628710583081368, 'colsample_bytree': 0.9743428406354001, 'gamma': 0.8352839603899482, 'reg_alpha': 0.08020905356388591, 'reg_lambda': 2.75415919944264}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:34,637] Trial 149 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 99, 'learning_rate': 0.02417768260732222, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9766143298826068, 'colsample_bytree': 0.7427334884509725, 'gamma': 0.3118713911383227, 'reg_alpha': 0.14313521799078596, 'reg_lambda': 2.6005466942980515}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:34,839] Trial 150 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 90, 'learning_rate': 0.016575073759935638, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.992862781122008, 'colsample_bytree': 0.7561221166923254, 'gamma': 2.9739282265409157, 'reg_alpha': 0.05878726559202266, 'reg_lambda': 2.4938146725458483}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:35,019] Trial 151 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 123, 'learning_rate': 0.013222675304050557, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9684218297430334, 'colsample_bytree': 0.866601786346041, 'gamma': 3.4207350135744057, 'reg_alpha': 0.1175136642163069, 'reg_lambda': 2.7120419841008854}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:35,199] Trial 152 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 111, 'learning_rate': 0.015038140775244076, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9534950208500157, 'colsample_bytree': 0.7340863007866018, 'gamma': 0.6653464024729832, 'reg_alpha': 0.0009533401305190092, 'reg_lambda': 2.3831553974683404}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:35,444] Trial 153 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 107, 'learning_rate': 0.20498923724064938, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.984604837255139, 'colsample_bytree': 0.8834242729027502, 'gamma': 0.01790311421387958, 'reg_alpha': 0.17743069052381524, 'reg_lambda': 2.63483207873987}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:35,605] Trial 154 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 85, 'learning_rate': 0.01712122426056353, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8659133609418652, 'colsample_bytree': 0.6984355950146581, 'gamma': 1.9382680484331172, 'reg_alpha': 0.1070579747046348, 'reg_lambda': 2.5313564467155487}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:35,757] Trial 155 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 118, 'learning_rate': 0.015416471060875514, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9615005027335539, 'colsample_bytree': 0.7598231006566519, 'gamma': 2.8104919308603105, 'reg_alpha': 0.0680052677980784, 'reg_lambda': 2.0841272518965144}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:35,918] Trial 156 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 144, 'learning_rate': 0.24832206074286658, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9735101178738439, 'colsample_bytree': 0.7225373127672614, 'gamma': 0.405465741254729, 'reg_alpha': 0.155902423005302, 'reg_lambda': 2.2910550085363086}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:36,120] Trial 157 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 129, 'learning_rate': 0.01871072493710507, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9932238324127756, 'colsample_bytree': 0.7685237946973423, 'gamma': 0.9838137064223093, 'reg_alpha': 0.09473846036271136, 'reg_lambda': 2.4420306200023254}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:36,260] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 95, 'learning_rate': 0.02593397683517007, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9544919731561297, 'colsample_bytree': 0.6118029989862666, 'gamma': 2.2991529751144126, 'reg_alpha': 0.12604728110620456, 'reg_lambda': 2.5851744605008244}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:36,394] Trial 159 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 104, 'learning_rate': 0.29866214710896416, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9809465787972391, 'colsample_bytree': 0.7479934595477272, 'gamma': 3.21837166738314, 'reg_alpha': 0.17102016636501233, 'reg_lambda': 2.698866982253609}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:36,709] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.21403266985869612, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8992705222237142, 'colsample_bytree': 0.9314124536506962, 'gamma': 2.032680639162786, 'reg_alpha': 0.04568654656544303, 'reg_lambda': 0.507266522669094}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:36,873] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.02052564409132582, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9452724470237078, 'colsample_bytree': 0.7851368453281048, 'gamma': 0.7956245091876144, 'reg_alpha': 0.08309717112804578, 'reg_lambda': 2.9028233298095762}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:37,028] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 113, 'learning_rate': 0.023459164647105978, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9894525417592761, 'colsample_bytree': 0.7990188858938847, 'gamma': 0.8122881902239535, 'reg_alpha': 0.030252449982018467, 'reg_lambda': 2.899334604205656}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:37,293] Trial 163 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 122, 'learning_rate': 0.0250975282275416, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9505296774658374, 'colsample_bytree': 0.789272667391609, 'gamma': 0.5916244845627248, 'reg_alpha': 0.7671434753209738, 'reg_lambda': 2.9703299803669947}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:37,462] Trial 164 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 133, 'learning_rate': 0.02923977253397468, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9664943877398235, 'colsample_bytree': 0.738882363499193, 'gamma': 0.7122972880695191, 'reg_alpha': 0.13796100675635714, 'reg_lambda': 2.761628141596783}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:37,632] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.013843776950273178, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9743051421211079, 'colsample_bytree': 0.7775982327508318, 'gamma': 0.5388357916235311, 'reg_alpha': 0.11022717080793909, 'reg_lambda': 2.9340188438960744}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:37,790] Trial 166 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 44, 'learning_rate': 0.01777950462267095, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9414700660962597, 'colsample_bytree': 0.8571665802413526, 'gamma': 0.8918335185202249, 'reg_alpha': 0.06569965334318675, 'reg_lambda': 2.4865278483706197}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:38,054] Trial 167 finished with value: 0.738095238095238 and parameters: {'n_estimators': 111, 'learning_rate': 0.016688768921541534, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9994921251826167, 'colsample_bytree': 0.7813210854319036, 'gamma': 1.1540920949696691, 'reg_alpha': 0.8636936192797757, 'reg_lambda': 2.340116094077817}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:38,173] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 52, 'learning_rate': 0.2679115245338591, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.855703041685886, 'colsample_bytree': 0.7287283261279848, 'gamma': 0.43987836121713775, 'reg_alpha': 0.6807674248386466, 'reg_lambda': 1.8616074634701114}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:38,335] Trial 169 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 125, 'learning_rate': 0.02188846373156981, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8883179486574205, 'colsample_bytree': 0.7644917566861877, 'gamma': 0.6808271924592167, 'reg_alpha': 0.430360904408951, 'reg_lambda': 2.6689876559391874}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:38,477] Trial 170 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 103, 'learning_rate': 0.01999919554893729, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9811746135282169, 'colsample_bytree': 0.8404693037350688, 'gamma': 1.84279986223482, 'reg_alpha': 0.6424098131082833, 'reg_lambda': 2.8467747937232657}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:38,735] Trial 171 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 101, 'learning_rate': 0.01929184067815844, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.990596508809098, 'colsample_bytree': 0.8407681866858667, 'gamma': 1.8072547907871979, 'reg_alpha': 0.7207150029951768, 'reg_lambda': 2.8145214928727036}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:38,886] Trial 172 finished with value: 0.761904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.019259710711033877, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.984140505005578, 'colsample_bytree': 0.8441555643705216, 'gamma': 1.7928377034593248, 'reg_alpha': 0.6445744042754413, 'reg_lambda': 2.8114609035689844}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:39,028] Trial 173 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 101, 'learning_rate': 0.019112060996829525, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9865640743276824, 'colsample_bytree': 0.8290796581749577, 'gamma': 1.8412886751943258, 'reg_alpha': 0.6501165609903233, 'reg_lambda': 2.7693410651212433}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:39,288] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 106, 'learning_rate': 0.02055885174211115, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9800356790332421, 'colsample_bytree': 0.8417944414155556, 'gamma': 1.7736249089832143, 'reg_alpha': 0.6291334699566004, 'reg_lambda': 2.816818523921664}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:39,434] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.02000011656170971, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9796596802528537, 'colsample_bytree': 0.8345089323661239, 'gamma': 1.6386253282427252, 'reg_alpha': 0.632679741209275, 'reg_lambda': 2.812952313870806}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:39,698] Trial 176 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 103, 'learning_rate': 0.02035410295569191, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9794081951518944, 'colsample_bytree': 0.8367049781120123, 'gamma': 1.7300962071698183, 'reg_alpha': 0.6355580207833267, 'reg_lambda': 2.8210513994681405}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:39,869] Trial 177 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 107, 'learning_rate': 0.02311283465367855, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9913541274299469, 'colsample_bytree': 0.8448585857721448, 'gamma': 1.8590928315677846, 'reg_alpha': 0.6196604961798877, 'reg_lambda': 2.848609472424301}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:40,031] Trial 178 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 97, 'learning_rate': 0.019479679460859073, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9727844119081293, 'colsample_bytree': 0.8219641261552124, 'gamma': 1.5875355409735628, 'reg_alpha': 0.6715739397567163, 'reg_lambda': 2.789709542575688}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:40,179] Trial 179 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 95, 'learning_rate': 0.021157538963894062, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9710976437696403, 'colsample_bytree': 0.8194421302205552, 'gamma': 1.579341481657784, 'reg_alpha': 0.6701871859133215, 'reg_lambda': 2.734583205350915}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:40,318] Trial 180 finished with value: 0.761904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.018141209773651083, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9780898004323615, 'colsample_bytree': 0.8270313701742564, 'gamma': 1.6002017483770166, 'reg_alpha': 0.5768546169005729, 'reg_lambda': 2.5350683304067214}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:40,458] Trial 181 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 93, 'learning_rate': 0.018428482140288024, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.983252356360047, 'colsample_bytree': 0.8280907042382727, 'gamma': 1.6892698204003866, 'reg_alpha': 0.5690415582892854, 'reg_lambda': 2.549840922078665}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:40,704] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 97, 'learning_rate': 0.018430497835203553, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9785334246848456, 'colsample_bytree': 0.8251652909889856, 'gamma': 1.6472387472649503, 'reg_alpha': 0.5764156079759655, 'reg_lambda': 2.6133932237746342}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:40,957] Trial 183 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 86, 'learning_rate': 0.017679669616891235, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9648969371706065, 'colsample_bytree': 0.8116303867041199, 'gamma': 1.6651199803204053, 'reg_alpha': 0.5765189594936057, 'reg_lambda': 2.6318506039587146}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:41,122] Trial 184 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 83, 'learning_rate': 0.018396423257010092, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9703492933392384, 'colsample_bytree': 0.812051965266822, 'gamma': 1.6877755295308978, 'reg_alpha': 0.5742401013890279, 'reg_lambda': 2.437799642544017}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:41,261] Trial 185 finished with value: 0.636904761904762 and parameters: {'n_estimators': 89, 'learning_rate': 0.017713670890337666, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9609136455589548, 'colsample_bytree': 0.8299591620776505, 'gamma': 1.4589708455785066, 'reg_alpha': 0.5461173884797835, 'reg_lambda': 2.5887667714712896}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:41,405] Trial 186 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 77, 'learning_rate': 0.02241244963277183, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9810982334046257, 'colsample_bytree': 0.828357911731695, 'gamma': 1.5777152735577507, 'reg_alpha': 0.5915164918479526, 'reg_lambda': 2.517110378418965}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:41,704] Trial 187 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 80, 'learning_rate': 0.022123506494267087, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9761411589619252, 'colsample_bytree': 0.8218547208323577, 'gamma': 1.5933197001078818, 'reg_alpha': 0.5815850477054243, 'reg_lambda': 2.485077435054912}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,009] Trial 188 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.020601796208023448, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9837198385515084, 'colsample_bytree': 0.8259139779859991, 'gamma': 1.388699691205548, 'reg_alpha': 0.606724560281174, 'reg_lambda': 2.5344849824646802}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,163] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 75, 'learning_rate': 0.021122268759003835, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9701106717499559, 'colsample_bytree': 0.8242266338793393, 'gamma': 1.370610710418283, 'reg_alpha': 0.6026417771666465, 'reg_lambda': 2.531297730703039}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,308] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.020992104281351717, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9699913204678454, 'colsample_bytree': 0.8249319660315747, 'gamma': 1.4122480140296223, 'reg_alpha': 0.6060804138079229, 'reg_lambda': 0.946740167933043}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,439] Trial 191 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 76, 'learning_rate': 0.023265489394463015, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9795860914732256, 'colsample_bytree': 0.8056375878774061, 'gamma': 1.2816077248467028, 'reg_alpha': 0.5972520279681818, 'reg_lambda': 2.536199865167289}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,689] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 73, 'learning_rate': 0.019526431049987577, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9765090527340506, 'colsample_bytree': 0.8062580666016493, 'gamma': 1.2524301507848428, 'reg_alpha': 0.5892736330402085, 'reg_lambda': 2.555317434996496}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,826] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 74, 'learning_rate': 0.01919973742023951, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.975473770269836, 'colsample_bytree': 0.8054008309108174, 'gamma': 1.2923795802559397, 'reg_alpha': 0.5891035973906246, 'reg_lambda': 2.6545568724851862}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,987] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 74, 'learning_rate': 0.020517696735834638, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9755940726152404, 'colsample_bytree': 0.8069440295656957, 'gamma': 1.3072729100402278, 'reg_alpha': 0.596518929038218, 'reg_lambda': 2.6320659295747113}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:43,219] Trial 195 finished with value: 0.761904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.01934961488876991, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9607837634836315, 'colsample_bytree': 0.8130237744203215, 'gamma': 1.2342782224552078, 'reg_alpha': 0.580293923650984, 'reg_lambda': 2.533741381518675}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:43,390] Trial 196 finished with value: 0.675595238095238 and parameters: {'n_estimators': 77, 'learning_rate': 0.019183819845531552, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9851271010799109, 'colsample_bytree': 0.8026997976106311, 'gamma': 1.2562320847505632, 'reg_alpha': 0.6165138512832148, 'reg_lambda': 2.574353591820158}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:43,520] Trial 197 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 66, 'learning_rate': 0.02343536867515496, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9582463207762113, 'colsample_bytree': 0.8164711273737432, 'gamma': 1.3753501198372218, 'reg_alpha': 0.6480858937018102, 'reg_lambda': 2.5320096693984118}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:43,646] Trial 198 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 68, 'learning_rate': 0.023413216472692205, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9614770907993365, 'colsample_bytree': 0.8169315320013466, 'gamma': 1.4959963220878845, 'reg_alpha': 0.5538333822622307, 'reg_lambda': 2.5400914418910685}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:43,869] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.0274609849684975, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9541776600420364, 'colsample_bytree': 0.824449160404712, 'gamma': 1.385588983239404, 'reg_alpha': 0.6454977542741053, 'reg_lambda': 2.5236546502947137}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:43,873] A new study created in memory with name: no-name-a328d05e-9d95-4934-9edd-7145b415871c
[I 2025-11-03 19:41:44,037] Trial 0 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 103, 'learning_rate': 0.010313699041407377, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9233332852703587, 'colsample_bytree': 0.6224893091185649, 'gamma': 0.6924832024142152, 'reg_alpha': 0.7156357778474516, 'reg_lambda': 2.5889190472029293}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 19:41:44,246] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.11154993339650231, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.8512108485205541, 'colsample_bytree': 0.9204307402384981, 'gamma': 1.9740782744297531, 'reg_alpha': 0.26107436186453936, 'reg_lambda': 1.0178972075085029}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 19:41:44,305] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.011323252768007021, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8604265742410798, 'colsample_bytree': 0.7961557646537184, 'gamma': 3.983065859389758, 'reg_alpha': 0.6081250061387808, 'reg_lambda': 2.359090433640451}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 19:41:44,494] Trial 3 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 135, 'learning_rate': 0.07020874845671717, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6678950557367805, 'colsample_bytree': 0.8082299497044377, 'gamma': 1.6206150981841438, 'reg_alpha': 0.25987861876937424, 'reg_lambda': 0.504957189120291}. Best is trial 3 with value: 0.6964285714285715.
[I 2025-11-03 19:41:44,612] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.18011709924361755, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9568523157436274, 'colsample_bytree': 0.9341786647344514, 'gamma': 2.2032825704710253, 'reg_alpha': 0.8162838172323099, 'reg_lambda': 1.2511482232729865}. Best is trial 3 with value: 0.6964285714285715.
[I 2025-11-03 19:41:44,711] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.04250534997244231, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.7545384904644176, 'colsample_bytree': 0.6497573364271078, 'gamma': 4.6333410776788195, 'reg_alpha': 0.16031458290268152, 'reg_lambda': 1.159952342604838}. Best is trial 3 with value: 0.6964285714285715.
[I 2025-11-03 19:41:45,028] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.09741555240991487, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.8445797205845417, 'colsample_bytree': 0.9618170700408006, 'gamma': 0.21170613385758041, 'reg_alpha': 0.3168183432057273, 'reg_lambda': 2.620272281708101}. Best is trial 3 with value: 0.6964285714285715.
[I 2025-11-03 19:41:45,244] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 163, 'learning_rate': 0.1738044217186329, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6100865245338191, 'colsample_bytree': 0.702790506822233, 'gamma': 0.9676283139688696, 'reg_alpha': 0.3045964057727917, 'reg_lambda': 2.7006541367225716}. Best is trial 3 with value: 0.6964285714285715.
[I 2025-11-03 19:41:45,387] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 99, 'learning_rate': 0.05854831452157385, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9068154884939924, 'colsample_bytree': 0.9262938456677695, 'gamma': 4.094144389394231, 'reg_alpha': 0.4375218693248497, 'reg_lambda': 1.7352839473618387}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:45,427] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.012524638743437188, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.8401184509319625, 'colsample_bytree': 0.9056026170849597, 'gamma': 3.34048509706278, 'reg_alpha': 0.5007650216632529, 'reg_lambda': 2.767514959421395}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:45,737] Trial 10 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.037921240232504365, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.98827469990484, 'colsample_bytree': 0.8367561260116141, 'gamma': 3.160173919592582, 'reg_alpha': 0.999409633806125, 'reg_lambda': 1.9497873594884652}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:45,943] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.03162738295350382, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9915045872373571, 'colsample_bytree': 0.8483253810165847, 'gamma': 3.178215289407615, 'reg_alpha': 0.9068518849800723, 'reg_lambda': 1.9082503185160917}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:46,112] Trial 12 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 183, 'learning_rate': 0.025144919352802164, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9132693754902039, 'colsample_bytree': 0.9944180517479223, 'gamma': 4.9003373534080765, 'reg_alpha': 0.9921122606352794, 'reg_lambda': 1.9220111231495642}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:46,436] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 223, 'learning_rate': 0.022050878644275185, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9977138330032772, 'colsample_bytree': 0.8596165353337507, 'gamma': 3.039091620302999, 'reg_alpha': 0.012389939515383086, 'reg_lambda': 1.5838405182463937}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:46,591] Trial 14 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 123, 'learning_rate': 0.057974774697396154, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7750694628119957, 'colsample_bytree': 0.7543329736912477, 'gamma': 4.034548846289615, 'reg_alpha': 0.4862379036474723, 'reg_lambda': 2.1598823155855125}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:46,764] Trial 15 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 174, 'learning_rate': 0.28959508353867075, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9197796627964325, 'colsample_bytree': 0.8587026163018443, 'gamma': 3.9908387833686483, 'reg_alpha': 0.4694712818509148, 'reg_lambda': 1.6253712356150942}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:46,966] Trial 16 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 74, 'learning_rate': 0.042458732141170574, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9519799779131731, 'colsample_bytree': 0.7410552645290512, 'gamma': 2.868581986031419, 'reg_alpha': 0.6628697657844023, 'reg_lambda': 2.182273373414537}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:47,181] Trial 17 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 248, 'learning_rate': 0.01958593542666298, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8894454428262756, 'colsample_bytree': 0.8881341152844343, 'gamma': 3.6221755087953635, 'reg_alpha': 0.7780061118707458, 'reg_lambda': 1.4982756466855036}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:47,372] Trial 18 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.07950846804741409, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7241791404715592, 'colsample_bytree': 0.8064344939030775, 'gamma': 2.673056874749695, 'reg_alpha': 0.5772175725729272, 'reg_lambda': 1.9189456285327946}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:47,646] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.04194513630101237, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9606467031391713, 'colsample_bytree': 0.9982983408746017, 'gamma': 4.254831749848929, 'reg_alpha': 0.4124335444996971, 'reg_lambda': 1.3865965405038354}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:47,808] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 146, 'learning_rate': 0.029759528588267994, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8044005081087313, 'colsample_bytree': 0.9466551102065122, 'gamma': 3.4915861521514633, 'reg_alpha': 0.10660060005484434, 'reg_lambda': 0.5383863228469221}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:47,963] Trial 21 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 109, 'learning_rate': 0.04647238007306725, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9547330909229743, 'colsample_bytree': 0.9982687582687991, 'gamma': 4.429078874493036, 'reg_alpha': 0.4162641755702943, 'reg_lambda': 1.3817677206439611}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:48,198] Trial 22 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 80, 'learning_rate': 0.05305141592317888, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.999164649582938, 'colsample_bytree': 0.9639224711308023, 'gamma': 4.539809045176776, 'reg_alpha': 0.3906128190804037, 'reg_lambda': 0.8726177237484349}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:48,492] Trial 23 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 60, 'learning_rate': 0.05708181190278591, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.896483585480639, 'colsample_bytree': 0.8826132815322577, 'gamma': 4.943661306667549, 'reg_alpha': 0.5544918962898157, 'reg_lambda': 1.7616038663093074}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:48,648] Trial 24 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 116, 'learning_rate': 0.015822521221034603, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9548326251129132, 'colsample_bytree': 0.9677086468728063, 'gamma': 3.753207548963208, 'reg_alpha': 0.38011266462288107, 'reg_lambda': 2.9649515493673735}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:48,841] Trial 25 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 157, 'learning_rate': 0.03268598129837274, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8794755998623662, 'colsample_bytree': 0.8316790657270575, 'gamma': 4.441159801087042, 'reg_alpha': 0.15725406248810486, 'reg_lambda': 2.093353371178436}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:49,078] Trial 26 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 96, 'learning_rate': 0.11739936473028532, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9327503849784783, 'colsample_bytree': 0.909255958340058, 'gamma': 3.759312327287318, 'reg_alpha': 0.7092162915447962, 'reg_lambda': 1.7291831568195373}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:49,185] Trial 27 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 51, 'learning_rate': 0.07798256642651835, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.972408463054787, 'colsample_bytree': 0.7599953132039112, 'gamma': 2.304449549662925, 'reg_alpha': 0.9853111803492158, 'reg_lambda': 1.440598906042567}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:49,277] Trial 28 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 25, 'learning_rate': 0.08215448856275338, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8117791236820101, 'colsample_bytree': 0.7586045910102076, 'gamma': 2.3218713430185427, 'reg_alpha': 0.8671148611710717, 'reg_lambda': 1.328496937152785}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:49,462] Trial 29 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 32, 'learning_rate': 0.1551305700484205, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8083440976405954, 'colsample_bytree': 0.6875039473076323, 'gamma': 1.4174170791230858, 'reg_alpha': 0.8932239599183357, 'reg_lambda': 0.8702197588865206}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:49,596] Trial 30 finished with value: 0.699404761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.08422847526148458, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6830030247615786, 'colsample_bytree': 0.7714111388310883, 'gamma': 2.2120689398446425, 'reg_alpha': 0.8960666807405744, 'reg_lambda': 1.280140886748049}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:49,716] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.06777811175262978, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9320189668291832, 'colsample_bytree': 0.7276321238317377, 'gamma': 2.3500327399389405, 'reg_alpha': 0.7873690327431155, 'reg_lambda': 1.4064914553013412}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:49,828] Trial 32 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.12560888476803683, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8279774520775132, 'colsample_bytree': 0.7726691495732629, 'gamma': 1.8688452572296568, 'reg_alpha': 0.9501526341924326, 'reg_lambda': 1.0683402783602223}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:49,958] Trial 33 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.09304594673475472, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8733391025394127, 'colsample_bytree': 0.7110838028080787, 'gamma': 2.6626756076662708, 'reg_alpha': 0.6523515742464179, 'reg_lambda': 0.892026942923358}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:50,045] Trial 34 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.05237577337874875, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9712082951869165, 'colsample_bytree': 0.6462290799844597, 'gamma': 1.2291755813605363, 'reg_alpha': 0.8301237810959509, 'reg_lambda': 1.7131622548309053}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:50,246] Trial 35 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 38, 'learning_rate': 0.06763357741875871, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9114798850122234, 'colsample_bytree': 0.7799648326457362, 'gamma': 1.9695627745917832, 'reg_alpha': 0.44022078987903296, 'reg_lambda': 1.4273643164339351}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:50,400] Trial 36 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 127, 'learning_rate': 0.108507174952185, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9366224448638707, 'colsample_bytree': 0.6108623114186931, 'gamma': 1.687435443405961, 'reg_alpha': 0.533001294089319, 'reg_lambda': 2.369160557754377}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:50,547] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.1374102659151485, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.7766737958211322, 'colsample_bytree': 0.6768117245861973, 'gamma': 2.487024807912114, 'reg_alpha': 0.3038048172678563, 'reg_lambda': 1.2146060624330637}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:50,676] Trial 38 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 58, 'learning_rate': 0.23934121256271168, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8614363809001346, 'colsample_bytree': 0.9327594707754228, 'gamma': 0.333257685998988, 'reg_alpha': 0.6299397000874709, 'reg_lambda': 1.547221911171727}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:50,962] Trial 39 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 82, 'learning_rate': 0.07196241280192564, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8956505034304207, 'colsample_bytree': 0.8144632159002456, 'gamma': 4.265238655661039, 'reg_alpha': 0.25378091833195826, 'reg_lambda': 1.0626685541850491}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:51,091] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.04771633423641935, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.7289791988280612, 'colsample_bytree': 0.7902925280016542, 'gamma': 2.832472943326394, 'reg_alpha': 0.8654158548040087, 'reg_lambda': 0.6608951190896052}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:51,259] Trial 41 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 136, 'learning_rate': 0.03674330382806761, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9759047582650076, 'colsample_bytree': 0.8388733674787353, 'gamma': 3.2032568121491836, 'reg_alpha': 0.9902864525714774, 'reg_lambda': 1.2925833151142867}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:51,429] Trial 42 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 138, 'learning_rate': 0.06002251055744199, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9734406711228397, 'colsample_bytree': 0.7553567946223841, 'gamma': 2.2910351355084595, 'reg_alpha': 0.9503878225951916, 'reg_lambda': 1.2981629848630516}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:51,747] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.036110178057738154, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9823026082257115, 'colsample_bytree': 0.7572084237717789, 'gamma': 2.28013103513866, 'reg_alpha': 0.9535866683795601, 'reg_lambda': 1.3151003696121066}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:51,941] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.03606251999263753, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9817278704954401, 'colsample_bytree': 0.7382194237765775, 'gamma': 1.961411423551904, 'reg_alpha': 0.9397855159324539, 'reg_lambda': 1.2878409350284026}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:52,107] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.024688860864384793, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9388770245991432, 'colsample_bytree': 0.7129929514468938, 'gamma': 1.6416716444773203, 'reg_alpha': 0.8419194194017429, 'reg_lambda': 1.144658663660993}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:52,388] Trial 46 finished with value: 0.726190476190476 and parameters: {'n_estimators': 179, 'learning_rate': 0.04750648429779014, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6401838452413876, 'colsample_bytree': 0.6649307189013625, 'gamma': 0.8807762979871709, 'reg_alpha': 0.7448568787247843, 'reg_lambda': 0.977306092224342}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:52,562] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 163, 'learning_rate': 0.029160453727206558, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.9726689191608137, 'colsample_bytree': 0.8272300414142683, 'gamma': 2.526565155124417, 'reg_alpha': 0.9574132938749268, 'reg_lambda': 1.319710652876739}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:52,722] Trial 48 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 125, 'learning_rate': 0.03752325572313982, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9540080435239332, 'colsample_bytree': 0.751366986923081, 'gamma': 2.967175862271085, 'reg_alpha': 0.9041100239067972, 'reg_lambda': 1.1412674844688346}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:52,937] Trial 49 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 143, 'learning_rate': 0.06362502527553916, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9792162271970012, 'colsample_bytree': 0.7330256933211992, 'gamma': 3.4243613950873084, 'reg_alpha': 0.7926069209397353, 'reg_lambda': 0.7192430735895143}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:53,128] Trial 50 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 200, 'learning_rate': 0.02593483707322961, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9441041193008495, 'colsample_bytree': 0.7965597134989899, 'gamma': 2.1182854921659375, 'reg_alpha': 0.936720697609869, 'reg_lambda': 1.612236880544057}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:53,300] Trial 51 finished with value: 0.738095238095238 and parameters: {'n_estimators': 135, 'learning_rate': 0.019677183521766502, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.926649595612231, 'colsample_bytree': 0.7087053153974436, 'gamma': 1.6469354646188987, 'reg_alpha': 0.8676642514088151, 'reg_lambda': 1.143098000702853}. Best is trial 51 with value: 0.738095238095238.
[I 2025-11-03 19:41:53,536] Trial 52 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 132, 'learning_rate': 0.011261662395349497, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9636687060774789, 'colsample_bytree': 0.6939388850761987, 'gamma': 1.813002559611108, 'reg_alpha': 0.8764970175912529, 'reg_lambda': 0.9943319014496604}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:53,734] Trial 53 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.010298931816654746, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9255069561666293, 'colsample_bytree': 0.6936969894124181, 'gamma': 1.1512178911991193, 'reg_alpha': 0.7369116530005231, 'reg_lambda': 0.9809060422462722}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:53,933] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.010356209638241307, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.913255242544372, 'colsample_bytree': 0.6380286857878132, 'gamma': 1.212202248093847, 'reg_alpha': 0.8568493830133646, 'reg_lambda': 0.9521975040127759}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:54,266] Trial 55 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 131, 'learning_rate': 0.013490686316302278, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9256853761016575, 'colsample_bytree': 0.6949564566210331, 'gamma': 0.6147274636567467, 'reg_alpha': 0.7355093716126613, 'reg_lambda': 0.7344580365297522}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:54,451] Trial 56 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 170, 'learning_rate': 0.017342606188906463, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.825083733215083, 'colsample_bytree': 0.6655816116196284, 'gamma': 1.4833022702468994, 'reg_alpha': 0.6961704935637442, 'reg_lambda': 1.18660049782695}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:54,662] Trial 57 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.012592829012674462, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9986695710237081, 'colsample_bytree': 0.7219195600574254, 'gamma': 1.3402043725889843, 'reg_alpha': 0.8139202342870293, 'reg_lambda': 1.0715239936304866}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:54,897] Trial 58 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 153, 'learning_rate': 0.014949631323169921, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9612423103257319, 'colsample_bytree': 0.703728848487484, 'gamma': 1.8028768235676593, 'reg_alpha': 0.8723501768251648, 'reg_lambda': 0.7802248582753819}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:55,065] Trial 59 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 115, 'learning_rate': 0.010935344465834341, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8594518121069384, 'colsample_bytree': 0.6797888466175455, 'gamma': 1.0839721159689937, 'reg_alpha': 0.9991136303209334, 'reg_lambda': 0.9608845343999778}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:55,257] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 188, 'learning_rate': 0.019374726961346473, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8836520014548425, 'colsample_bytree': 0.6287982291201923, 'gamma': 0.8460546006443885, 'reg_alpha': 0.7630667990198775, 'reg_lambda': 1.14676867857982}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:55,586] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 134, 'learning_rate': 0.011859698596004404, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9635674290897356, 'colsample_bytree': 0.696364859199244, 'gamma': 2.114440025093342, 'reg_alpha': 0.9148380331101005, 'reg_lambda': 1.3643858771851902}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:55,753] Trial 62 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 120, 'learning_rate': 0.014158253872528961, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9262685239133674, 'colsample_bytree': 0.7173834043306663, 'gamma': 4.785951125856137, 'reg_alpha': 0.812293783393517, 'reg_lambda': 1.484084219857617}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:55,908] Trial 63 finished with value: 0.738095238095238 and parameters: {'n_estimators': 109, 'learning_rate': 0.01687731100472511, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9023838607823816, 'colsample_bytree': 0.9792527768255541, 'gamma': 1.5266795450344524, 'reg_alpha': 0.344679918363766, 'reg_lambda': 1.2358757642948395}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:56,205] Trial 64 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.01786703435645331, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9403681913073128, 'colsample_bytree': 0.7394848426369491, 'gamma': 1.5293716793480545, 'reg_alpha': 0.9729619960138771, 'reg_lambda': 1.21807193627947}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:56,410] Trial 65 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.02166777712780787, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9076739990565915, 'colsample_bytree': 0.8849705205222991, 'gamma': 1.76307425472513, 'reg_alpha': 0.9186640105242847, 'reg_lambda': 0.6021456450947339}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:56,579] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 171, 'learning_rate': 0.021024232807951144, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.904355145491182, 'colsample_bytree': 0.9792215110889798, 'gamma': 1.808888551673931, 'reg_alpha': 0.8743931943981899, 'reg_lambda': 0.5846544699500806}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:56,758] Trial 67 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 147, 'learning_rate': 0.01616699036706714, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8449740202934827, 'colsample_bytree': 0.9138048333388652, 'gamma': 1.6750876369626138, 'reg_alpha': 0.9272579391023738, 'reg_lambda': 0.8380764834743356}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:57,073] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.012408880529292694, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8684398586563662, 'colsample_bytree': 0.8910556498418114, 'gamma': 1.092795197438178, 'reg_alpha': 0.22564083933275758, 'reg_lambda': 1.00813987801979}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:57,225] Trial 69 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.010361259042126264, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.898623223939008, 'colsample_bytree': 0.6597341725523711, 'gamma': 2.046250243012568, 'reg_alpha': 0.6778946434772497, 'reg_lambda': 0.5156888229544063}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:57,379] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 101, 'learning_rate': 0.010139212968659647, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8941125992760427, 'colsample_bytree': 0.8614466387055562, 'gamma': 0.6788577509424243, 'reg_alpha': 0.5888932453244148, 'reg_lambda': 0.6080234687414552}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:57,721] Trial 71 finished with value: 0.738095238095238 and parameters: {'n_estimators': 89, 'learning_rate': 0.011953214243357341, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9214747262347865, 'colsample_bytree': 0.6618755354671771, 'gamma': 2.127857031059268, 'reg_alpha': 0.3395088771787244, 'reg_lambda': 0.6653492656103134}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:57,907] Trial 72 finished with value: 0.738095238095238 and parameters: {'n_estimators': 92, 'learning_rate': 0.01150234441054923, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9193743609805891, 'colsample_bytree': 0.6622561038718655, 'gamma': 2.060711736614961, 'reg_alpha': 0.3544167869207044, 'reg_lambda': 0.5422414156753221}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:58,072] Trial 73 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 94, 'learning_rate': 0.013493669507234884, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9161545335865926, 'colsample_bytree': 0.946997619923716, 'gamma': 1.370286469728091, 'reg_alpha': 0.3543416278561532, 'reg_lambda': 0.6659182767241194}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:58,218] Trial 74 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 85, 'learning_rate': 0.011370408856128084, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9450122997889088, 'colsample_bytree': 0.650875631637472, 'gamma': 1.8566414144368455, 'reg_alpha': 0.34026553136225546, 'reg_lambda': 0.8011219101593212}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:58,362] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 73, 'learning_rate': 0.01592901763471608, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9214950750125297, 'colsample_bytree': 0.6787147797372098, 'gamma': 2.45994727371548, 'reg_alpha': 0.29169203850273684, 'reg_lambda': 0.5970325499433579}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:58,526] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 107, 'learning_rate': 0.022728185177640366, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9069862697601544, 'colsample_bytree': 0.6135545145448931, 'gamma': 1.6027944812383983, 'reg_alpha': 0.1920981261123304, 'reg_lambda': 0.8937630743744797}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:58,802] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.01424230514983131, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8821284383451513, 'colsample_bytree': 0.7026883293635778, 'gamma': 2.175384661206389, 'reg_alpha': 0.5136770210051124, 'reg_lambda': 0.7076899729786006}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:58,974] Trial 78 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.017355245857582045, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8807543660759467, 'colsample_bytree': 0.6268307223365359, 'gamma': 2.6892191874104556, 'reg_alpha': 0.4482803968982158, 'reg_lambda': 0.6922514161545021}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:59,151] Trial 79 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 119, 'learning_rate': 0.014368297570826537, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9890535512316971, 'colsample_bytree': 0.7063336313521028, 'gamma': 1.9824589076151478, 'reg_alpha': 0.3929896509012184, 'reg_lambda': 0.7630111479572987}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:59,309] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 129, 'learning_rate': 0.018872916580449185, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9480060011608804, 'colsample_bytree': 0.6016405653373795, 'gamma': 1.7586553241857954, 'reg_alpha': 0.4974228661650627, 'reg_lambda': 0.5151870444445739}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:59,507] Trial 81 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 89, 'learning_rate': 0.013157941798273834, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9279710021274408, 'colsample_bytree': 0.6927173935521737, 'gamma': 1.2839489318378403, 'reg_alpha': 0.34750183072742874, 'reg_lambda': 0.9203331229591446}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:59,684] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 153, 'learning_rate': 0.011599437574308886, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9064325584685218, 'colsample_bytree': 0.6733097779689425, 'gamma': 2.2077455587630936, 'reg_alpha': 0.3273980342290896, 'reg_lambda': 0.8164720039436821}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:59,870] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 153, 'learning_rate': 0.011551383865107151, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9011735486905394, 'colsample_bytree': 0.656031011671056, 'gamma': 2.181087513578, 'reg_alpha': 0.26211855339286083, 'reg_lambda': 0.6545387755534399}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:00,051] Trial 84 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 141, 'learning_rate': 0.011408665522904515, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8753748997977765, 'colsample_bytree': 0.6702897012602467, 'gamma': 2.199070933667617, 'reg_alpha': 0.2754264650927365, 'reg_lambda': 0.8206559008638454}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:00,311] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 123, 'learning_rate': 0.01221954669106453, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8883131965122906, 'colsample_bytree': 0.6564548511320859, 'gamma': 2.3868917045688, 'reg_alpha': 0.1081894671095607, 'reg_lambda': 0.6983098987106128}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:00,499] Trial 86 finished with value: 0.738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.015271738740138366, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8930033393020435, 'colsample_bytree': 0.6555430587205772, 'gamma': 2.457262438472726, 'reg_alpha': 0.0600746138725473, 'reg_lambda': 0.6576045626132728}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:00,778] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 107, 'learning_rate': 0.012220556767195079, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8586172585671692, 'colsample_bytree': 0.6835335694282908, 'gamma': 2.111714287608683, 'reg_alpha': 0.10275410852040515, 'reg_lambda': 0.7376446429009648}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:01,060] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.014167896199354978, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8836914692410429, 'colsample_bytree': 0.6453655073516946, 'gamma': 1.9104183654887117, 'reg_alpha': 0.23932854261185105, 'reg_lambda': 0.8331619672815931}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:01,229] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 112, 'learning_rate': 0.013873797504413492, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8832231907835211, 'colsample_bytree': 0.6411286626827426, 'gamma': 2.7272901015244484, 'reg_alpha': 0.22383001816269452, 'reg_lambda': 1.071781959066397}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:01,420] Trial 90 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 131, 'learning_rate': 0.01634990085394303, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9008862406174618, 'colsample_bytree': 0.6377350482418926, 'gamma': 1.9270525923696171, 'reg_alpha': 0.13403769673525934, 'reg_lambda': 0.8345908844207924}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:01,560] Trial 91 finished with value: 0.744047619047619 and parameters: {'n_estimators': 75, 'learning_rate': 0.011343869625489889, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.887725661832978, 'colsample_bytree': 0.6731792300126384, 'gamma': 2.567172751764706, 'reg_alpha': 0.2436063623705219, 'reg_lambda': 0.6516803920029679}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:01,772] Trial 92 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 74, 'learning_rate': 0.012638575647356105, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8886039028658388, 'colsample_bytree': 0.6704609682523048, 'gamma': 2.6089769778844873, 'reg_alpha': 0.32222879571837715, 'reg_lambda': 0.6543799662235112}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:01,918] Trial 93 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.014314678237916573, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8689747443950797, 'colsample_bytree': 0.6717420532432405, 'gamma': 2.5908402930838044, 'reg_alpha': 0.2313740113504761, 'reg_lambda': 0.7751999247254302}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:02,056] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.013197782545355112, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8333001256571243, 'colsample_bytree': 0.6702250502936827, 'gamma': 2.6100880456071276, 'reg_alpha': 0.22635137499892627, 'reg_lambda': 0.7767774069533039}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:02,191] Trial 95 finished with value: 0.738095238095238 and parameters: {'n_estimators': 70, 'learning_rate': 0.014820878555163015, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8497995586649568, 'colsample_bytree': 0.6738361708498072, 'gamma': 2.9413958112758842, 'reg_alpha': 0.17120867441394083, 'reg_lambda': 0.8709600682699651}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:02,426] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 84, 'learning_rate': 0.010775957105917125, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8706575942549932, 'colsample_bytree': 0.6190973102774396, 'gamma': 2.392743866745431, 'reg_alpha': 0.24426516607712684, 'reg_lambda': 0.7176636010314567}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:02,599] Trial 97 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 82, 'learning_rate': 0.010671926534297847, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8675092621881103, 'colsample_bytree': 0.6180961433417949, 'gamma': 2.3794735088111416, 'reg_alpha': 0.25259983928928653, 'reg_lambda': 0.6469139003473058}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:02,749] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.011004440260764048, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8894190407983695, 'colsample_bytree': 0.6205463134391612, 'gamma': 2.3833972826751175, 'reg_alpha': 0.2600727778961972, 'reg_lambda': 0.6974010245862078}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:03,001] Trial 99 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 56, 'learning_rate': 0.010916927606433407, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8611770399969086, 'colsample_bytree': 0.632450660924033, 'gamma': 2.792107232520495, 'reg_alpha': 0.20016700092635809, 'reg_lambda': 0.5705589764729574}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:03,152] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.012397988718893553, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7908610273788674, 'colsample_bytree': 0.6467172169518043, 'gamma': 3.061898353558359, 'reg_alpha': 0.3068500327721458, 'reg_lambda': 0.6225417790478183}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:03,300] Trial 101 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 82, 'learning_rate': 0.01302694766063946, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8680535172374875, 'colsample_bytree': 0.6005048887452125, 'gamma': 2.563307869492854, 'reg_alpha': 0.27520928632392344, 'reg_lambda': 0.7964100112953912}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:03,457] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 67, 'learning_rate': 0.010646537422652966, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8381554131300374, 'colsample_bytree': 0.653413326335564, 'gamma': 2.4034837960044504, 'reg_alpha': 0.029233781442724982, 'reg_lambda': 0.7137881994925054}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:03,775] Trial 103 finished with value: 0.738095238095238 and parameters: {'n_estimators': 80, 'learning_rate': 0.014548909233685571, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8869213162546004, 'colsample_bytree': 0.6191089534949556, 'gamma': 2.267782397349352, 'reg_alpha': 0.13834614302993903, 'reg_lambda': 0.6458994677999622}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:03,930] Trial 104 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.01174627105829728, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8166256393274243, 'colsample_bytree': 0.6420086433735335, 'gamma': 2.605339877671054, 'reg_alpha': 0.2376322858182407, 'reg_lambda': 0.9245340963833467}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:04,090] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 65, 'learning_rate': 0.01013161289646675, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8722168239765766, 'colsample_bytree': 0.6851320945441011, 'gamma': 2.1841543372975236, 'reg_alpha': 0.19803120835549207, 'reg_lambda': 0.7512217109693826}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:04,233] Trial 106 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 87, 'learning_rate': 0.013837654127094924, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8553961810637688, 'colsample_bytree': 0.6316537401267607, 'gamma': 2.788815375407782, 'reg_alpha': 0.31863533934758326, 'reg_lambda': 0.8473873794313864}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:04,387] Trial 107 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 54, 'learning_rate': 0.012783773260713985, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.877549095403852, 'colsample_bytree': 0.6130463705459781, 'gamma': 2.3237542165124694, 'reg_alpha': 0.24414010767769473, 'reg_lambda': 0.5047283070392482}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:04,535] Trial 108 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.012657955409938908, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.844756424150111, 'colsample_bytree': 0.6092439181810411, 'gamma': 2.3547615519827776, 'reg_alpha': 0.28601289102734356, 'reg_lambda': 0.5690182936466834}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:04,632] Trial 109 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 33, 'learning_rate': 0.012785011029536329, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8456190559613822, 'colsample_bytree': 0.6092019956914775, 'gamma': 2.356561235673433, 'reg_alpha': 0.2819384043570041, 'reg_lambda': 0.5595244053171593}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:04,761] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.01002919738417831, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8638134973173084, 'colsample_bytree': 0.6111860632731057, 'gamma': 2.247321103320361, 'reg_alpha': 0.525158359386758, 'reg_lambda': 0.5099469447246587}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:04,971] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 42, 'learning_rate': 0.011018296458792038, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.876246704759866, 'colsample_bytree': 0.6174081997516043, 'gamma': 2.2419572224886473, 'reg_alpha': 0.5328790699356808, 'reg_lambda': 0.5028440057361621}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,132] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 41, 'learning_rate': 0.010072115154411738, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8522726041569076, 'colsample_bytree': 0.6139903091478772, 'gamma': 2.5083988710719547, 'reg_alpha': 0.3200592385148122, 'reg_lambda': 0.5133064029036429}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,226] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 40, 'learning_rate': 0.01022410716827053, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8214556203595457, 'colsample_bytree': 0.612102729028917, 'gamma': 2.2741788084629313, 'reg_alpha': 0.37831660173068726, 'reg_lambda': 0.5565289070607644}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,436] Trial 114 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 54, 'learning_rate': 0.010955114577297049, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.867516397889503, 'colsample_bytree': 0.6213721806843998, 'gamma': 2.428119357219677, 'reg_alpha': 0.31929349196086254, 'reg_lambda': 0.5221418208126185}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,570] Trial 115 finished with value: 0.6875 and parameters: {'n_estimators': 45, 'learning_rate': 0.012092262985775168, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8518329097963586, 'colsample_bytree': 0.6083187658397127, 'gamma': 2.0240655861374477, 'reg_alpha': 0.5755257730384907, 'reg_lambda': 0.6147352823082812}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,630] Trial 116 finished with value: 0.699404761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.010844542968023358, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.83637482863065, 'colsample_bytree': 0.6180984785474778, 'gamma': 2.3366328942341914, 'reg_alpha': 0.471513259666144, 'reg_lambda': 0.5015152308633414}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,808] Trial 117 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 30, 'learning_rate': 0.010125565354381107, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8738152747561424, 'colsample_bytree': 0.6338881101540733, 'gamma': 2.9016829197521856, 'reg_alpha': 0.09957546196208797, 'reg_lambda': 0.6007172404515546}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,927] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 37, 'learning_rate': 0.0119005651311747, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8455382919257736, 'colsample_bytree': 0.6259289526527169, 'gamma': 2.4969941806147666, 'reg_alpha': 0.3717892240573134, 'reg_lambda': 0.5675228543380195}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,050] Trial 119 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 51, 'learning_rate': 0.01276102975060564, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.864249152401008, 'colsample_bytree': 0.6045345131188077, 'gamma': 2.22131160293482, 'reg_alpha': 0.5452933263911837, 'reg_lambda': 0.5096745589807771}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,222] Trial 120 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 61, 'learning_rate': 0.011451068790860565, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.853049527844293, 'colsample_bytree': 0.618031654135611, 'gamma': 2.658861222323442, 'reg_alpha': 0.32352660338446015, 'reg_lambda': 2.404834045784983}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,340] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.010942051443641113, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8911575988041516, 'colsample_bytree': 0.6516862697953498, 'gamma': 2.4793266243911067, 'reg_alpha': 0.4216181532111387, 'reg_lambda': 0.6490108052412069}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,445] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.010064105308328708, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8771496285272701, 'colsample_bytree': 0.6321131364523256, 'gamma': 2.7331018307710404, 'reg_alpha': 0.2522729366644913, 'reg_lambda': 0.6833615816515559}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,635] Trial 123 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 31, 'learning_rate': 0.012495538630215422, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.828933507507808, 'colsample_bytree': 0.6302189862218658, 'gamma': 2.7376827554972, 'reg_alpha': 0.2947462126178905, 'reg_lambda': 0.6953775804635038}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,764] Trial 124 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 48, 'learning_rate': 0.01003090990252076, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8769920486778798, 'colsample_bytree': 0.613576744616437, 'gamma': 2.273802771438484, 'reg_alpha': 0.26733684430079646, 'reg_lambda': 0.5613022911788188}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,934] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 39, 'learning_rate': 0.011508798042939715, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9110724425730011, 'colsample_bytree': 0.6008662352321965, 'gamma': 3.282998654842072, 'reg_alpha': 0.16651842888801477, 'reg_lambda': 0.6355222900473456}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,028] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 27, 'learning_rate': 0.01557791252612585, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.91016625166471, 'colsample_bytree': 0.6002056192205693, 'gamma': 3.3886603427533575, 'reg_alpha': 0.17244948646795796, 'reg_lambda': 0.7458862687385598}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,165] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 27, 'learning_rate': 0.015401796708374216, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.903988597110315, 'colsample_bytree': 0.6057424896183552, 'gamma': 3.1945353408540456, 'reg_alpha': 0.16555943176314114, 'reg_lambda': 0.7457583042916919}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,426] Trial 128 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 156, 'learning_rate': 0.013224502407034214, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9116958614207744, 'colsample_bytree': 0.6266686454238629, 'gamma': 3.7360214728652696, 'reg_alpha': 0.20710790648839666, 'reg_lambda': 0.6271242779498986}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,546] Trial 129 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.01181690746229104, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8974196805158591, 'colsample_bytree': 0.6011009475338297, 'gamma': 3.5177163243012446, 'reg_alpha': 0.1833173981009311, 'reg_lambda': 0.7118439595214225}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,727] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 35, 'learning_rate': 0.012392867425349579, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9343210052738457, 'colsample_bytree': 0.6396083146444856, 'gamma': 3.656034471496995, 'reg_alpha': 0.13242703908261466, 'reg_lambda': 0.6768268056362319}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,795] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 21, 'learning_rate': 0.011061278666684398, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8777745138135826, 'colsample_bytree': 0.6229603830125068, 'gamma': 3.0001968688570697, 'reg_alpha': 0.08715027806792632, 'reg_lambda': 0.5950508216878618}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,918] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 22, 'learning_rate': 0.011632007011447404, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8948219446010799, 'colsample_bytree': 0.6254392321778243, 'gamma': 3.0890004580059127, 'reg_alpha': 0.08986898271717315, 'reg_lambda': 0.6044443385056502}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,017] Trial 133 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 26, 'learning_rate': 0.012995213319628086, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9052680552628062, 'colsample_bytree': 0.6578129494567603, 'gamma': 3.387130333426841, 'reg_alpha': 0.15696151128946767, 'reg_lambda': 0.7889778104314311}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,153] Trial 134 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.01068344995720073, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.9125428936930619, 'colsample_bytree': 0.6353261168323889, 'gamma': 3.2637811782295003, 'reg_alpha': 0.08283809744624583, 'reg_lambda': 0.6429320113162816}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,253] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 27, 'learning_rate': 0.013476994013094363, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8612975821859014, 'colsample_bytree': 0.6001345932064163, 'gamma': 2.8438837246318975, 'reg_alpha': 0.06913917263823635, 'reg_lambda': 0.7334710276813181}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,359] Trial 136 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 27, 'learning_rate': 0.015247818696901916, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8609984652012211, 'colsample_bytree': 0.6001165116086069, 'gamma': 2.871103802115493, 'reg_alpha': 0.05850487688824446, 'reg_lambda': 0.7434698933781888}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,436] Trial 137 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 28, 'learning_rate': 0.01519143592691828, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8630225629531437, 'colsample_bytree': 0.6001285389700951, 'gamma': 3.0384363999594304, 'reg_alpha': 0.045633126216616776, 'reg_lambda': 0.8888221343516491}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,570] Trial 138 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 28, 'learning_rate': 0.016028890517827857, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.863654883098951, 'colsample_bytree': 0.6078521339714462, 'gamma': 3.0422627977738492, 'reg_alpha': 0.04539933489943858, 'reg_lambda': 0.8994718068830012}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,668] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 29, 'learning_rate': 0.016156378221104543, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8590792696487864, 'colsample_bytree': 0.6000084594972325, 'gamma': 3.293446767011461, 'reg_alpha': 2.5594357276170765e-05, 'reg_lambda': 0.8644324437345634}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,768] Trial 140 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 26, 'learning_rate': 0.017150974832637833, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8435332479844694, 'colsample_bytree': 0.6102060491218344, 'gamma': 3.0359917193788077, 'reg_alpha': 0.04850150854740859, 'reg_lambda': 0.917985341094141}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,954] Trial 141 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 30, 'learning_rate': 0.018805281969037798, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8642828428948374, 'colsample_bytree': 0.6007570815506884, 'gamma': 3.271757126423067, 'reg_alpha': 0.019928115559498367, 'reg_lambda': 1.0306037947066324}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:09,084] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 30, 'learning_rate': 0.018267113910985233, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8645686584460762, 'colsample_bytree': 0.6077647341428729, 'gamma': 3.4909950740171265, 'reg_alpha': 0.05542236792667858, 'reg_lambda': 1.0535602214988344}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:09,215] Trial 143 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.020396227594731083, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8661111673055464, 'colsample_bytree': 0.600197263775016, 'gamma': 3.9049481708586224, 'reg_alpha': 0.03616437675462142, 'reg_lambda': 1.03168134262076}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:09,417] Trial 144 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 37, 'learning_rate': 0.01861447422418966, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8607492395142408, 'colsample_bytree': 0.6084565288422409, 'gamma': 3.1502321457860702, 'reg_alpha': 0.05951667515251978, 'reg_lambda': 0.9853940384641884}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:09,539] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.01555880858724401, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8392494054205781, 'colsample_bytree': 0.607909146145547, 'gamma': 3.510367789621281, 'reg_alpha': 0.018587093992542873, 'reg_lambda': 1.0981207940817073}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:09,742] Trial 146 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 27, 'learning_rate': 0.017675910902628163, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7996426035091814, 'colsample_bytree': 0.6146931804137751, 'gamma': 2.865909092171905, 'reg_alpha': 0.07010500934737511, 'reg_lambda': 1.014909747340752}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:09,993] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.018681087914358938, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8552871853578139, 'colsample_bytree': 0.6002371286509387, 'gamma': 3.4180047214005898, 'reg_alpha': 0.04901520995713243, 'reg_lambda': 0.9569046656392705}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:10,130] Trial 148 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 39, 'learning_rate': 0.015251339914649121, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8680824123946533, 'colsample_bytree': 0.620110309404918, 'gamma': 3.3115701951183922, 'reg_alpha': 0.12227324917842386, 'reg_lambda': 0.889952562863618}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:10,253] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 53, 'learning_rate': 0.02450866212028996, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8614565648872368, 'colsample_bytree': 0.6129708628511126, 'gamma': 2.8695305817825827, 'reg_alpha': 0.02603255678010924, 'reg_lambda': 2.835760182571389}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:10,438] Trial 150 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 57, 'learning_rate': 0.0235287123420901, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8456407973821327, 'colsample_bytree': 0.6117168174978425, 'gamma': 3.1180403029554316, 'reg_alpha': 0.010610395828846875, 'reg_lambda': 2.869589521619304}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:10,633] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.016339887852471563, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8639356076437927, 'colsample_bytree': 0.6074024204053915, 'gamma': 2.9291669079329727, 'reg_alpha': 0.04829064514460765, 'reg_lambda': 2.700601963495984}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:10,764] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 29, 'learning_rate': 0.020177613226422985, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8787782729353588, 'colsample_bytree': 0.6219566518493144, 'gamma': 3.2183199786767664, 'reg_alpha': 0.027447330423327785, 'reg_lambda': 1.8359929675939}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:10,827] Trial 153 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 24, 'learning_rate': 0.013793645263552382, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8319888149403496, 'colsample_bytree': 0.6284614280218577, 'gamma': 2.8575317342297453, 'reg_alpha': 0.0005227694107816649, 'reg_lambda': 2.304693426198325}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,080] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.014974458021678454, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8536215484313643, 'colsample_bytree': 0.6139771972784849, 'gamma': 2.7947182547563822, 'reg_alpha': 0.0701655241866206, 'reg_lambda': 2.4952843300813026}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,225] Trial 155 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 33, 'learning_rate': 0.027549909144680623, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6067423418364165, 'colsample_bytree': 0.6073699148806124, 'gamma': 2.9798742268905345, 'reg_alpha': 0.036493095051550566, 'reg_lambda': 2.017849755703618}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,343] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 41, 'learning_rate': 0.016544933000146565, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8737669943622008, 'colsample_bytree': 0.6170130577724529, 'gamma': 3.370408361810831, 'reg_alpha': 0.0771362222216114, 'reg_lambda': 0.7578626460767174}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,494] Trial 157 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.017850244669305758, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8601952150709522, 'colsample_bytree': 0.6017514753204369, 'gamma': 3.6407052078612416, 'reg_alpha': 0.1174400237057415, 'reg_lambda': 0.8329462067118207}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,567] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 25, 'learning_rate': 0.013738402511450826, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8686079385597312, 'colsample_bytree': 0.6308181280044095, 'gamma': 3.550517626899466, 'reg_alpha': 0.15597208573686622, 'reg_lambda': 0.7394562794432621}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,748] Trial 159 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.014820939928684019, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.7442715325286107, 'colsample_bytree': 0.6234850484294664, 'gamma': 3.0650243462733484, 'reg_alpha': 0.2092685487988853, 'reg_lambda': 1.0926019354199237}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,872] Trial 160 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.01344333193691682, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.85016439587464, 'colsample_bytree': 0.6088996006757567, 'gamma': 3.1395939114584532, 'reg_alpha': 0.02117582095640524, 'reg_lambda': 0.9316279299580864}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,939] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.010814296006336144, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8795457883566579, 'colsample_bytree': 0.6221345982291968, 'gamma': 2.7257563078062765, 'reg_alpha': 0.09174466906888712, 'reg_lambda': 0.5851970416737422}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,179] Trial 162 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.0328371503320794, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8733075730091633, 'colsample_bytree': 0.6153839412880898, 'gamma': 2.985887588622928, 'reg_alpha': 0.06269246695614739, 'reg_lambda': 0.5619366456438416}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,301] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.01440229878997391, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8844356807225489, 'colsample_bytree': 0.6369258119227665, 'gamma': 2.9990069056545017, 'reg_alpha': 0.043472317833075806, 'reg_lambda': 0.6927992690939566}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,399] Trial 164 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 25, 'learning_rate': 0.021500689763814595, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8611318445201778, 'colsample_bytree': 0.6001672444477734, 'gamma': 3.252950120133487, 'reg_alpha': 0.10230616493445736, 'reg_lambda': 0.7940638839437534}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,515] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 50, 'learning_rate': 0.012891892043656213, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8764071220778525, 'colsample_bytree': 0.6236209486536711, 'gamma': 2.9037283268943614, 'reg_alpha': 0.6322106789325355, 'reg_lambda': 0.6110852526255969}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,706] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 35, 'learning_rate': 0.011949943835593826, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8410018373070025, 'colsample_bytree': 0.6090882325188792, 'gamma': 2.8211701318058817, 'reg_alpha': 0.14670411668531866, 'reg_lambda': 0.7315809845554458}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,814] Trial 167 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.015682396298010222, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8431165599801648, 'colsample_bytree': 0.6081396064307948, 'gamma': 2.6815567224459516, 'reg_alpha': 0.1757881417741804, 'reg_lambda': 0.8721828477823463}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,931] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 38, 'learning_rate': 0.012248648246047105, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8251783882981306, 'colsample_bytree': 0.6155005661410208, 'gamma': 3.3498289891146347, 'reg_alpha': 0.13531329239917222, 'reg_lambda': 0.7270826995159992}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,145] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.01000306265682212, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8394900730326024, 'colsample_bytree': 0.6065758376738621, 'gamma': 2.8211099914473623, 'reg_alpha': 0.24469458757164336, 'reg_lambda': 1.0420355882524894}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,273] Trial 170 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 59, 'learning_rate': 0.013626209546914214, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.697203063366389, 'colsample_bytree': 0.6132235674833045, 'gamma': 2.803941758965866, 'reg_alpha': 0.21679588300779248, 'reg_lambda': 0.8156563684281822}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,350] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.0111472043331285, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8554693806654323, 'colsample_bytree': 0.6277609153656385, 'gamma': 3.191275850055819, 'reg_alpha': 0.08298946826454572, 'reg_lambda': 0.6649687839236117}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,528] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.011580630775458798, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8534125148909715, 'colsample_bytree': 0.6319287661955921, 'gamma': 3.465267350458938, 'reg_alpha': 0.1438331207462003, 'reg_lambda': 0.6793992267659136}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,647] Trial 173 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 39, 'learning_rate': 0.011548406145562207, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8536025889540739, 'colsample_bytree': 0.6312768221170953, 'gamma': 3.158800222653648, 'reg_alpha': 0.14977571581729246, 'reg_lambda': 0.6469804665370923}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,764] Trial 174 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 34, 'learning_rate': 0.010609947183214726, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8492894290785961, 'colsample_bytree': 0.6459436280955128, 'gamma': 3.85528341155371, 'reg_alpha': 0.07430998692285525, 'reg_lambda': 2.2185422948318303}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,943] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.012219550658604016, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8642085044504392, 'colsample_bytree': 0.6366549744218986, 'gamma': 3.4432385029423678, 'reg_alpha': 0.11466010954968875, 'reg_lambda': 0.6961615216677329}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,062] Trial 176 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.011399608905853927, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8331397143392945, 'colsample_bytree': 0.6266420131217182, 'gamma': 0.004300784087943654, 'reg_alpha': 0.01966813236400977, 'reg_lambda': 0.7668685055482523}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,177] Trial 177 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 55, 'learning_rate': 0.23018882589477305, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8161962679385087, 'colsample_bytree': 0.6191084553293877, 'gamma': 3.2296294875886793, 'reg_alpha': 0.049889458276068464, 'reg_lambda': 0.6817691329036545}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,390] Trial 178 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 30, 'learning_rate': 0.010720821518199421, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8576520634510267, 'colsample_bytree': 0.6085051676356509, 'gamma': 3.5607610253092528, 'reg_alpha': 0.07219795843758932, 'reg_lambda': 0.5521546289434063}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,513] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.012500919037650597, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8690359385498444, 'colsample_bytree': 0.6158147296986101, 'gamma': 2.6697748642269596, 'reg_alpha': 0.10398827809245778, 'reg_lambda': 0.6248301373861685}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,636] Trial 180 finished with value: 0.738095238095238 and parameters: {'n_estimators': 34, 'learning_rate': 0.012881317681266609, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8680156444736876, 'colsample_bytree': 0.6442440560838193, 'gamma': 2.6286555439361994, 'reg_alpha': 0.09945651330098354, 'reg_lambda': 0.8960679627790287}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,806] Trial 181 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.011850389748988183, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8563922284410223, 'colsample_bytree': 0.6188241615221722, 'gamma': 2.8661216881499314, 'reg_alpha': 0.13785142896866545, 'reg_lambda': 1.68863338549916}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,904] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 24, 'learning_rate': 0.010023314901377048, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8482017394729395, 'colsample_bytree': 0.6188149601347032, 'gamma': 2.716931139487208, 'reg_alpha': 0.05996214234676831, 'reg_lambda': 2.9945586183598127}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,004] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.011902833878422128, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8587696659624727, 'colsample_bytree': 0.6328680945120888, 'gamma': 2.8885918538120943, 'reg_alpha': 0.11769418653622732, 'reg_lambda': 1.8350153478013984}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,197] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 48, 'learning_rate': 0.013534882975323972, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8694728880509057, 'colsample_bytree': 0.6258440566891071, 'gamma': 2.4977359788551126, 'reg_alpha': 0.03527908710171461, 'reg_lambda': 1.7057718205526404}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,315] Trial 185 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.013923139528302824, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8397034466285908, 'colsample_bytree': 0.6138061906951477, 'gamma': 2.5211694229844883, 'reg_alpha': 0.03594071038228506, 'reg_lambda': 0.9900715531934192}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,445] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 45, 'learning_rate': 0.01293906459842548, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8700387168511066, 'colsample_bytree': 0.6252874398778409, 'gamma': 2.378913672944799, 'reg_alpha': 0.09067368570108987, 'reg_lambda': 1.6941424448858358}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,640] Trial 187 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 63, 'learning_rate': 0.014197438071730687, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8534682282814939, 'colsample_bytree': 0.6101305704376568, 'gamma': 2.5540864499910705, 'reg_alpha': 0.03322599564318293, 'reg_lambda': 1.6030475061361105}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,770] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 63, 'learning_rate': 0.014442107940077357, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8514204205453918, 'colsample_bytree': 0.6200054795196249, 'gamma': 2.567403935519751, 'reg_alpha': 0.01951108563261102, 'reg_lambda': 1.1928903404626234}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,901] Trial 189 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 70, 'learning_rate': 0.016780532899895628, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8547668088211788, 'colsample_bytree': 0.621457363231954, 'gamma': 2.5703329539692845, 'reg_alpha': 0.01722566338128541, 'reg_lambda': 1.5611245593506329}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:16,035] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 70, 'learning_rate': 0.017145635772415506, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8536751657559457, 'colsample_bytree': 0.6398340652420536, 'gamma': 2.6396798486776922, 'reg_alpha': 0.008558766855864472, 'reg_lambda': 1.551248863259569}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:16,161] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 62, 'learning_rate': 0.01447907743751413, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8588718900353542, 'colsample_bytree': 0.6223553789091034, 'gamma': 2.5242681202861936, 'reg_alpha': 0.027938051035408237, 'reg_lambda': 1.7640421962144388}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:16,376] Trial 192 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 57, 'learning_rate': 0.01870226517868354, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7781467991191764, 'colsample_bytree': 0.614178139037129, 'gamma': 2.772125048309536, 'reg_alpha': 0.03790898488499999, 'reg_lambda': 1.6770047616972972}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:16,515] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 66, 'learning_rate': 0.016516559845818155, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8498443373391431, 'colsample_bytree': 0.6275217892094618, 'gamma': 2.606409073565691, 'reg_alpha': 0.013142522606629872, 'reg_lambda': 1.6388167706001933}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:16,703] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 67, 'learning_rate': 0.016866259482444138, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8484450046272975, 'colsample_bytree': 0.6070254470928724, 'gamma': 2.895011139531961, 'reg_alpha': 0.008837290849957803, 'reg_lambda': 1.6456980063799074}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:17,346] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.016687759413395172, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8376100582225283, 'colsample_bytree': 0.6000574140028911, 'gamma': 3.0417781566311772, 'reg_alpha': 0.0007447399879388847, 'reg_lambda': 1.497282191166873}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:17,488] Trial 196 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 70, 'learning_rate': 0.01933700968469841, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8471942007449101, 'colsample_bytree': 0.6073754401782149, 'gamma': 2.625868685058001, 'reg_alpha': 0.020112777363984258, 'reg_lambda': 1.4526512927984807}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:17,608] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.018224445604621324, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8261383794143093, 'colsample_bytree': 0.6146480003706226, 'gamma': 2.9298746031394876, 'reg_alpha': 0.05159278762277495, 'reg_lambda': 1.6306237692952439}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:17,924] Trial 198 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.015738058640296138, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.6356186835202018, 'colsample_bytree': 0.6290514651012238, 'gamma': 2.735198620802967, 'reg_alpha': 0.06330478880108341, 'reg_lambda': 1.5726882454413786}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:18,073] Trial 199 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 84, 'learning_rate': 0.017316198145582353, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.849341479305729, 'colsample_bytree': 0.605265502991575, 'gamma': 3.1009748750364396, 'reg_alpha': 0.012416741070373938, 'reg_lambda': 1.536426245574098}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:18,076] A new study created in memory with name: no-name-200a93d0-c407-48e3-b602-5bc121246dae
[I 2025-11-03 19:42:18,130] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 31, 'learning_rate': 0.13607977570163227, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.7653852059964933, 'colsample_bytree': 0.782225819964579, 'gamma': 3.246339978507927, 'reg_alpha': 0.5660546095357992, 'reg_lambda': 0.9887237070823756}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:42:18,322] Trial 1 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 63, 'learning_rate': 0.016174525820872296, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9202072685038504, 'colsample_bytree': 0.80878687602077, 'gamma': 0.7391166365990498, 'reg_alpha': 0.39913163646351535, 'reg_lambda': 2.5601687374480946}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:42:18,385] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.1269801892174876, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.7687688646345278, 'colsample_bytree': 0.7560399592071001, 'gamma': 4.353388690325959, 'reg_alpha': 0.4521597813475259, 'reg_lambda': 0.585528303248287}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:42:18,540] Trial 3 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 132, 'learning_rate': 0.053006826178859975, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.773068857449528, 'colsample_bytree': 0.6929747157119768, 'gamma': 4.01132257890594, 'reg_alpha': 0.9577753510387773, 'reg_lambda': 1.6470723614357317}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:42:18,617] Trial 4 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 62, 'learning_rate': 0.12926843209433922, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7575550468367588, 'colsample_bytree': 0.8985668207193815, 'gamma': 4.365794978220064, 'reg_alpha': 0.6125789229797484, 'reg_lambda': 1.301478236118759}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 19:42:18,871] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.032758933241322216, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6400829565928982, 'colsample_bytree': 0.986166053445235, 'gamma': 3.1144596777371985, 'reg_alpha': 0.4655322665636894, 'reg_lambda': 1.9046536074828024}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 19:42:19,066] Trial 6 finished with value: 0.726190476190476 and parameters: {'n_estimators': 195, 'learning_rate': 0.03276235080503949, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6090330159498875, 'colsample_bytree': 0.7452514475360248, 'gamma': 3.647844987553148, 'reg_alpha': 0.904595977847443, 'reg_lambda': 0.9682624444633754}. Best is trial 6 with value: 0.726190476190476.
[I 2025-11-03 19:42:19,283] Trial 7 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 102, 'learning_rate': 0.010373119341355326, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9573001602256644, 'colsample_bytree': 0.8766495440142444, 'gamma': 4.217756971624923, 'reg_alpha': 0.23867333624381415, 'reg_lambda': 1.3930136184140538}. Best is trial 6 with value: 0.726190476190476.
[I 2025-11-03 19:42:19,403] Trial 8 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.08848209374021666, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8389352663007917, 'colsample_bytree': 0.7869819489300773, 'gamma': 1.3896134781884344, 'reg_alpha': 0.15747606003840153, 'reg_lambda': 2.640004130512238}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:42:19,536] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 64, 'learning_rate': 0.14938248229216547, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.8770949266920149, 'colsample_bytree': 0.9764803298347765, 'gamma': 4.594293203691415, 'reg_alpha': 0.5152754338106117, 'reg_lambda': 2.6512746671840905}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:42:19,835] Trial 10 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 249, 'learning_rate': 0.2884997040414313, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.850750465541975, 'colsample_bytree': 0.6114845136744816, 'gamma': 1.3249169456514591, 'reg_alpha': 0.03838310173708866, 'reg_lambda': 2.1869762708406184}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:20,041] Trial 11 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.27637161830326157, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8516120713174739, 'colsample_bytree': 0.612504767685467, 'gamma': 1.5941674799971017, 'reg_alpha': 0.03179690788231322, 'reg_lambda': 2.1756126247441725}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:20,252] Trial 12 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 249, 'learning_rate': 0.2784772738074412, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8582941286871788, 'colsample_bytree': 0.6141612962253581, 'gamma': 1.9121626232189213, 'reg_alpha': 0.03428498909698731, 'reg_lambda': 2.162851722029844}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:20,444] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 243, 'learning_rate': 0.29989585192495855, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.908195971700686, 'colsample_bytree': 0.6025852453989964, 'gamma': 2.0953893083909194, 'reg_alpha': 0.011236195654306946, 'reg_lambda': 2.9981224124685166}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:20,733] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 195, 'learning_rate': 0.19343637857942764, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9918169027827959, 'colsample_bytree': 0.6704621744172539, 'gamma': 0.3037195723497128, 'reg_alpha': 0.22026165934720732, 'reg_lambda': 2.169447295488141}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:20,948] Trial 15 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 194, 'learning_rate': 0.07404880061920908, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6948248432353787, 'colsample_bytree': 0.6630384276435001, 'gamma': 2.5950083846655114, 'reg_alpha': 0.1191307067578169, 'reg_lambda': 2.1670794592766507}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:21,138] Trial 16 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 215, 'learning_rate': 0.20331662571229522, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8189462784018793, 'colsample_bytree': 0.6421022153368893, 'gamma': 1.1479483910562074, 'reg_alpha': 0.3282697360079421, 'reg_lambda': 1.755706818485499}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:21,300] Trial 17 finished with value: 0.744047619047619 and parameters: {'n_estimators': 165, 'learning_rate': 0.2215066782329396, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7089054123608716, 'colsample_bytree': 0.7125954442779734, 'gamma': 2.202416925102997, 'reg_alpha': 0.7021230254410038, 'reg_lambda': 2.3908239306314845}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:21,505] Trial 18 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.0959150333987593, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8947753058152452, 'colsample_bytree': 0.6365254570039608, 'gamma': 0.4750622391669421, 'reg_alpha': 0.10395459019369908, 'reg_lambda': 2.9450760312256756}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:21,739] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.04520519165073935, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9469813490535539, 'colsample_bytree': 0.71375301210717, 'gamma': 1.844673058565427, 'reg_alpha': 0.32800791147182423, 'reg_lambda': 1.9700906190645988}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:21,947] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 219, 'learning_rate': 0.1795421100468819, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8589442788726827, 'colsample_bytree': 0.8454223394715945, 'gamma': 2.708837202701152, 'reg_alpha': 0.24029045385679054, 'reg_lambda': 1.6040034303824533}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:22,150] Trial 21 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 230, 'learning_rate': 0.2755136160840998, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8089049254113398, 'colsample_bytree': 0.6066617263670345, 'gamma': 1.4402666901590935, 'reg_alpha': 0.005315213047776785, 'reg_lambda': 2.259673574971958}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:22,347] Trial 22 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.2735180991159828, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8116658632118685, 'colsample_bytree': 0.6124629889270382, 'gamma': 0.9208456869791801, 'reg_alpha': 0.00830143997239378, 'reg_lambda': 2.4162400826631343}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:22,688] Trial 23 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 227, 'learning_rate': 0.23276965388870255, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7181269569151828, 'colsample_bytree': 0.6517673684916153, 'gamma': 0.04613772729862364, 'reg_alpha': 0.12064359296411882, 'reg_lambda': 2.0206048029165413}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:22,896] Trial 24 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.16754383713199353, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7968668092316037, 'colsample_bytree': 0.68670171996241, 'gamma': 1.4328134651373758, 'reg_alpha': 0.07557490397317443, 'reg_lambda': 2.343809076326629}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:23,075] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.10825016705792792, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.872779674239022, 'colsample_bytree': 0.632201342343466, 'gamma': 1.9067736978308236, 'reg_alpha': 0.19066379855424673, 'reg_lambda': 2.720827377847837}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:23,405] Trial 26 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.28821725711353824, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8347853809998762, 'colsample_bytree': 0.719562531852006, 'gamma': 1.0395710537425316, 'reg_alpha': 0.3222344569318241, 'reg_lambda': 1.8468661565485098}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:23,567] Trial 27 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 136, 'learning_rate': 0.22354371755897015, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.794565958224072, 'colsample_bytree': 0.6091300841979752, 'gamma': 2.5617356846093204, 'reg_alpha': 0.06293024177842868, 'reg_lambda': 2.246018106716684}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:23,799] Trial 28 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 233, 'learning_rate': 0.06426757478580532, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9373125403201588, 'colsample_bytree': 0.6785947225575721, 'gamma': 1.6764303341955464, 'reg_alpha': 0.6820455938030121, 'reg_lambda': 2.033116987718552}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:23,980] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.14594807349268674, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7352801220911508, 'colsample_bytree': 0.937673267325889, 'gamma': 2.8605254661739314, 'reg_alpha': 0.1754737267795426, 'reg_lambda': 1.493934729744233}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:24,134] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 149, 'learning_rate': 0.02050003406733119, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.6686443292126406, 'colsample_bytree': 0.6316775681044927, 'gamma': 2.3341014192626948, 'reg_alpha': 0.7887834290221531, 'reg_lambda': 2.426817793007924}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:24,432] Trial 31 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 240, 'learning_rate': 0.29691629343465303, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8474394990420818, 'colsample_bytree': 0.6027984920378604, 'gamma': 1.4142327120301614, 'reg_alpha': 0.01366794660137089, 'reg_lambda': 2.1317157080759617}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:24,642] Trial 32 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 207, 'learning_rate': 0.2398162699902259, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8843512058536471, 'colsample_bytree': 0.6553183425057967, 'gamma': 0.6932732519202325, 'reg_alpha': 0.07942638998309617, 'reg_lambda': 2.5153303761414163}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:24,839] Trial 33 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 233, 'learning_rate': 0.185224394374937, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8240513851870086, 'colsample_bytree': 0.6130836238213471, 'gamma': 1.3267760920411482, 'reg_alpha': 0.02182738739563431, 'reg_lambda': 2.063899006305462}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:25,156] Trial 34 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 238, 'learning_rate': 0.2419995024007041, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7828091914147368, 'colsample_bytree': 0.6313370618950631, 'gamma': 1.920939791449722, 'reg_alpha': 0.0008166271302790292, 'reg_lambda': 2.8336051737182864}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:25,384] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.12338367930474381, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.9172391139940586, 'colsample_bytree': 0.8154630358135447, 'gamma': 0.8067838499293238, 'reg_alpha': 0.1270973063123194, 'reg_lambda': 1.7679363269668584}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:25,626] Trial 36 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.15508179855476956, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7510540827661332, 'colsample_bytree': 0.7537836614577383, 'gamma': 1.259563647316446, 'reg_alpha': 0.3821586442720057, 'reg_lambda': 2.3137197654107835}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:25,709] Trial 37 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.29998470429728086, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8628716281030817, 'colsample_bytree': 0.7017719939592092, 'gamma': 1.553687792746786, 'reg_alpha': 0.24633751956385774, 'reg_lambda': 0.6386553363390284}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:25,975] Trial 38 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 225, 'learning_rate': 0.11816422496141375, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8438160658954299, 'colsample_bytree': 0.7340267967820939, 'gamma': 3.1262261198794854, 'reg_alpha': 0.06721607715694446, 'reg_lambda': 2.546289653801824}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:26,219] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.18824475449558659, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8948984732336707, 'colsample_bytree': 0.6719420934452159, 'gamma': 3.712839518455287, 'reg_alpha': 0.15930516075673962, 'reg_lambda': 1.86177324686072}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:26,399] Trial 40 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 187, 'learning_rate': 0.24014715505515227, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7730612382071852, 'colsample_bytree': 0.6027993356281391, 'gamma': 0.5900059909823628, 'reg_alpha': 0.3009805023549503, 'reg_lambda': 1.1875723895320056}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:26,723] Trial 41 finished with value: 0.773809523809524 and parameters: {'n_estimators': 239, 'learning_rate': 0.2622465018415047, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8503313005711064, 'colsample_bytree': 0.6228896916010811, 'gamma': 1.6756091337929044, 'reg_alpha': 0.04786634375732266, 'reg_lambda': 2.1469443746437977}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:26,920] Trial 42 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.24819228875138902, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8222030317465038, 'colsample_bytree': 0.6266353090907398, 'gamma': 1.7299354588506994, 'reg_alpha': 0.054765086667437665, 'reg_lambda': 2.12637745744055}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:27,109] Trial 43 finished with value: 0.744047619047619 and parameters: {'n_estimators': 216, 'learning_rate': 0.20907887490123933, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8005973185986095, 'colsample_bytree': 0.6501310381505794, 'gamma': 2.294276593844602, 'reg_alpha': 0.13448098580825477, 'reg_lambda': 2.261089803531611}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:27,452] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 231, 'learning_rate': 0.16246533895852394, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8144209804510498, 'colsample_bytree': 0.6245997755649637, 'gamma': 1.0749993935130124, 'reg_alpha': 0.0723866968928771, 'reg_lambda': 1.9321334138925552}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:27,677] Trial 45 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.016846412020195378, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8321598846142936, 'colsample_bytree': 0.6000726589140302, 'gamma': 2.001065987952817, 'reg_alpha': 0.001454266633463916, 'reg_lambda': 2.11151870735148}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:27,895] Trial 46 finished with value: 0.744047619047619 and parameters: {'n_estimators': 199, 'learning_rate': 0.2604512039759562, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7529891438411771, 'colsample_bytree': 0.644573100851654, 'gamma': 1.7465154761481814, 'reg_alpha': 0.19283270102622158, 'reg_lambda': 1.5826791246531537}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:28,197] Trial 47 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.030638459308124616, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.870794693933207, 'colsample_bytree': 0.6937442335262499, 'gamma': 1.335522804935713, 'reg_alpha': 0.10318370506729291, 'reg_lambda': 2.4598883942247696}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:28,427] Trial 48 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 223, 'learning_rate': 0.21170582331986684, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9017736407691236, 'colsample_bytree': 0.6641450147325321, 'gamma': 1.0000095136172358, 'reg_alpha': 0.2754686040556687, 'reg_lambda': 2.6319359302935457}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:28,619] Trial 49 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 241, 'learning_rate': 0.2996405574322538, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7870459695256832, 'colsample_bytree': 0.7836899406499818, 'gamma': 2.105395254394613, 'reg_alpha': 0.9922825374202728, 'reg_lambda': 2.2413526486716244}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:28,911] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.04478880979049657, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.8123041791081148, 'colsample_bytree': 0.9124334985912405, 'gamma': 1.5093815571790716, 'reg_alpha': 0.5850672721074547, 'reg_lambda': 1.6686314759708405}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:29,118] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 241, 'learning_rate': 0.25870809020435737, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8470071287207025, 'colsample_bytree': 0.6229627214251322, 'gamma': 1.7043985668138275, 'reg_alpha': 0.0432295880039259, 'reg_lambda': 2.147932112907048}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:29,316] Trial 52 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 229, 'learning_rate': 0.25396284049489, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8539815814093172, 'colsample_bytree': 0.6178208534680727, 'gamma': 4.83981532908113, 'reg_alpha': 0.0420331581739308, 'reg_lambda': 2.088906355328937}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:29,618] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 249, 'learning_rate': 0.20096159382406667, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8824673881144953, 'colsample_bytree': 0.641858815564024, 'gamma': 2.405435719241402, 'reg_alpha': 0.5009169824599685, 'reg_lambda': 1.913873538803425}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:29,841] Trial 54 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.13643321545657772, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8338279918639415, 'colsample_bytree': 0.6204365042770809, 'gamma': 1.250826377225328, 'reg_alpha': 0.09737764803152926, 'reg_lambda': 2.280699866779455}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:30,099] Trial 55 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 202, 'learning_rate': 0.17240606313414436, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8565501699356782, 'colsample_bytree': 0.6620670858287914, 'gamma': 1.52436289822339, 'reg_alpha': 0.14497216038117344, 'reg_lambda': 1.9958616703272196}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:30,366] Trial 56 finished with value: 0.744047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.271850531502749, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9788081101103732, 'colsample_bytree': 0.6339601076969749, 'gamma': 1.8002322277799552, 'reg_alpha': 0.03789039483345169, 'reg_lambda': 2.192441416942509}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:30,562] Trial 57 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 241, 'learning_rate': 0.21690071958988597, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8241786479840345, 'colsample_bytree': 0.6020122690585361, 'gamma': 2.1332725657064002, 'reg_alpha': 0.2065600206903357, 'reg_lambda': 1.8005783317288708}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:30,757] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 227, 'learning_rate': 0.2978114881371157, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9361541475990262, 'colsample_bytree': 0.6826256379453717, 'gamma': 0.8437104516319958, 'reg_alpha': 0.4089814153498533, 'reg_lambda': 2.3847935069437627}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:31,026] Trial 59 finished with value: 0.761904761904762 and parameters: {'n_estimators': 243, 'learning_rate': 0.2574414063949481, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8082944052935753, 'colsample_bytree': 0.6474688920830192, 'gamma': 1.6314244598693415, 'reg_alpha': 0.05382692039532161, 'reg_lambda': 1.7033678063578477}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:31,200] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 190, 'learning_rate': 0.22508333833349836, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6092403889306512, 'colsample_bytree': 0.6195588822317772, 'gamma': 0.3440213916356898, 'reg_alpha': 0.09949053228587054, 'reg_lambda': 1.9787702856205789}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:31,399] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.2717449127000636, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8663716078963164, 'colsample_bytree': 0.6175739601250771, 'gamma': 1.1624874539675374, 'reg_alpha': 3.559702279806731e-05, 'reg_lambda': 2.190520038169424}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:31,599] Trial 62 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.19125354872540432, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8487612363883524, 'colsample_bytree': 0.6020773726980916, 'gamma': 1.9934594191660242, 'reg_alpha': 0.042403521384786286, 'reg_lambda': 2.3280861821673517}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:31,926] Trial 63 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 220, 'learning_rate': 0.23222254607769618, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.890101847211649, 'colsample_bytree': 0.6340229748783138, 'gamma': 1.4773512535993607, 'reg_alpha': 0.16211765437980852, 'reg_lambda': 2.0982423852865537}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:32,136] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 210, 'learning_rate': 0.2653790285007668, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8359039175698039, 'colsample_bytree': 0.9990303225122283, 'gamma': 1.8576082619506848, 'reg_alpha': 0.08445480734080128, 'reg_lambda': 2.4901966285815638}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:32,340] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.1790730667138669, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8734787618170708, 'colsample_bytree': 0.654545434426498, 'gamma': 1.3729054428666083, 'reg_alpha': 0.025674993766731602, 'reg_lambda': 2.6004656338301153}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:32,541] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.20994758930782548, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.912711109161272, 'colsample_bytree': 0.8576550209733447, 'gamma': 1.6959108662527211, 'reg_alpha': 0.12137086178331719, 'reg_lambda': 2.190586414918681}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:32,852] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 245, 'learning_rate': 0.14880439856418065, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8247165498930389, 'colsample_bytree': 0.6143123882852359, 'gamma': 2.1946297300441993, 'reg_alpha': 0.8323624438290413, 'reg_lambda': 2.346561013695516}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:33,112] Trial 68 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.01111802151844015, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7828041518461992, 'colsample_bytree': 0.7695575286953994, 'gamma': 1.152206446585172, 'reg_alpha': 0.06428236082678654, 'reg_lambda': 2.7351168941634505}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:33,304] Trial 69 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 234, 'learning_rate': 0.09744599845538426, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7991169642214309, 'colsample_bytree': 0.6713607756580825, 'gamma': 2.822415746769734, 'reg_alpha': 0.02836747176618603, 'reg_lambda': 2.0326130423220374}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:33,579] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 215, 'learning_rate': 0.24012749985283335, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8439551114074679, 'colsample_bytree': 0.6286908106059804, 'gamma': 0.9079924036076962, 'reg_alpha': 0.1466899916760592, 'reg_lambda': 1.869424142083505}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:33,802] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.13406881622704891, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8331077471582935, 'colsample_bytree': 0.6111840578944798, 'gamma': 1.2449477270020095, 'reg_alpha': 0.09800871736499865, 'reg_lambda': 2.2766379959679006}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:34,087] Trial 72 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 246, 'learning_rate': 0.2750393457437861, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.855183712003057, 'colsample_bytree': 0.6391219097614611, 'gamma': 1.6203517033748343, 'reg_alpha': 0.10447903591136182, 'reg_lambda': 2.236636797705532}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:34,465] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.2821067502397776, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.863606165560199, 'colsample_bytree': 0.6409768306330587, 'gamma': 1.6301999944314194, 'reg_alpha': 0.0664853000678287, 'reg_lambda': 2.1388291962160664}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:34,647] Trial 74 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 147, 'learning_rate': 0.27790032453858954, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8813192062266633, 'colsample_bytree': 0.600342011077731, 'gamma': 1.8632172952684622, 'reg_alpha': 0.017522105826899687, 'reg_lambda': 2.388923707728173}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:34,849] Trial 75 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.24012757748599353, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8996997149089755, 'colsample_bytree': 0.6281295802727679, 'gamma': 1.4182485715080273, 'reg_alpha': 0.11628081505366929, 'reg_lambda': 2.067966937250181}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:35,245] Trial 76 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.19979417867204047, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8544521000083511, 'colsample_bytree': 0.6592332189933117, 'gamma': 0.6763002791335913, 'reg_alpha': 0.17517903241985028, 'reg_lambda': 2.2184958917838817}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:35,443] Trial 77 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.296721942603583, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8215686094688978, 'colsample_bytree': 0.6115579594353631, 'gamma': 1.9525648091900145, 'reg_alpha': 0.2248255340664772, 'reg_lambda': 1.993902728035254}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:35,709] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 244, 'learning_rate': 0.21847106200979877, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8057972856570416, 'colsample_bytree': 0.8212706593193415, 'gamma': 2.4989706039308754, 'reg_alpha': 0.07948733051432796, 'reg_lambda': 2.459261412750925}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:35,941] Trial 79 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 118, 'learning_rate': 0.25095409359511933, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.871458061763237, 'colsample_bytree': 0.643125852378734, 'gamma': 1.0126356437751176, 'reg_alpha': 0.003558746186820866, 'reg_lambda': 1.9314868048497917}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:36,129] Trial 80 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 201, 'learning_rate': 0.07512415338999247, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.766606770164988, 'colsample_bytree': 0.6275397399087348, 'gamma': 1.5688297537200209, 'reg_alpha': 0.048540264901905376, 'reg_lambda': 2.311928151010051}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:36,336] Trial 81 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 235, 'learning_rate': 0.16918973810010213, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8326612249506253, 'colsample_bytree': 0.6211417131673546, 'gamma': 1.2730706312199196, 'reg_alpha': 0.10485812795501179, 'reg_lambda': 2.26485721153288}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:36,678] Trial 82 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 238, 'learning_rate': 0.2751515461577119, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8459806408891496, 'colsample_bytree': 0.6118462264030794, 'gamma': 1.2030048106005669, 'reg_alpha': 0.08842317640798654, 'reg_lambda': 2.123151392540356}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:36,891] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.23333144588804933, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8605294945931254, 'colsample_bytree': 0.6395180397032798, 'gamma': 1.4385073798011883, 'reg_alpha': 0.024152839543331375, 'reg_lambda': 2.381758708954634}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:37,136] Trial 84 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 244, 'learning_rate': 0.19218343416530909, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8183982478679476, 'colsample_bytree': 0.6503126226059412, 'gamma': 1.8125864635089421, 'reg_alpha': 0.0623978639782111, 'reg_lambda': 2.549604986398965}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:37,321] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.2578403358650133, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8399507590337588, 'colsample_bytree': 0.6092872917922186, 'gamma': 1.3428305955263593, 'reg_alpha': 0.5322059794464593, 'reg_lambda': 2.2894077904370373}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:37,501] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.29968393456806364, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.7913303129740168, 'colsample_bytree': 0.6203161612793403, 'gamma': 1.0629803617605413, 'reg_alpha': 0.13509726916274972, 'reg_lambda': 2.1662066972278695}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:37,700] Trial 87 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 76, 'learning_rate': 0.2211558032629618, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8281153017232815, 'colsample_bytree': 0.9592426762661028, 'gamma': 2.0405906853655917, 'reg_alpha': 0.03093430640159515, 'reg_lambda': 2.223674349372719}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:37,881] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.15813284666367963, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9246552390697859, 'colsample_bytree': 0.6662563027206969, 'gamma': 1.6094788523866819, 'reg_alpha': 0.08974129585096859, 'reg_lambda': 2.053536161537781}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:38,161] Trial 89 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 226, 'learning_rate': 0.2530981611656939, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8863729007228868, 'colsample_bytree': 0.6352407584342992, 'gamma': 2.2973151449689007, 'reg_alpha': 0.6811046019731996, 'reg_lambda': 2.1240279005649367}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:38,375] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 239, 'learning_rate': 0.028494778158818884, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8561668608259214, 'colsample_bytree': 0.6794173825546573, 'gamma': 1.7908484445923238, 'reg_alpha': 0.17424835683946405, 'reg_lambda': 1.8098632646846273}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:38,690] Trial 91 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 249, 'learning_rate': 0.20948430680962882, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8533421342061366, 'colsample_bytree': 0.6597563317781119, 'gamma': 0.45244530027501273, 'reg_alpha': 0.18327774833483196, 'reg_lambda': 2.2314543900822748}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:38,901] Trial 92 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.2750073347056424, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8128690371381326, 'colsample_bytree': 0.6242525192780704, 'gamma': 0.4122271786264306, 'reg_alpha': 0.04578028263756674, 'reg_lambda': 2.433352206453295}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:39,101] Trial 93 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.2068538443517703, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8751915534153901, 'colsample_bytree': 0.6065811883077278, 'gamma': 0.04992852858907604, 'reg_alpha': 0.11922599005121462, 'reg_lambda': 2.3331422595364786}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:39,414] Trial 94 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 241, 'learning_rate': 0.22868358174780715, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8410334248855544, 'colsample_bytree': 0.6517005875203531, 'gamma': 1.4985344688688786, 'reg_alpha': 0.06109372874510531, 'reg_lambda': 2.2248847612239824}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:39,619] Trial 95 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 249, 'learning_rate': 0.232085916739631, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8488201737348426, 'colsample_bytree': 0.6900875739999289, 'gamma': 1.5198955948635497, 'reg_alpha': 0.001448613189136503, 'reg_lambda': 1.9507508702593253}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:39,737] Trial 96 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 33, 'learning_rate': 0.27698370284592255, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8414250957510844, 'colsample_bytree': 0.6553799772582154, 'gamma': 0.19848739096690027, 'reg_alpha': 0.05258540512135874, 'reg_lambda': 2.228311707933748}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:39,939] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.24440817977117216, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8639575318083087, 'colsample_bytree': 0.6369788870439084, 'gamma': 1.7427133051760046, 'reg_alpha': 0.0737364075587359, 'reg_lambda': 2.051000321333925}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:40,252] Trial 98 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 228, 'learning_rate': 0.19341305122031524, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.807460684017473, 'colsample_bytree': 0.6474447810962068, 'gamma': 1.4123050294097441, 'reg_alpha': 0.025735617553219823, 'reg_lambda': 2.153433868151181}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:40,484] Trial 99 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 239, 'learning_rate': 0.25820302268250583, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.853251764336506, 'colsample_bytree': 0.7240040026185912, 'gamma': 3.535213931333508, 'reg_alpha': 0.146075340871837, 'reg_lambda': 2.509584445772479}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:40,727] Trial 100 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 246, 'learning_rate': 0.22175201097196562, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9073797534516528, 'colsample_bytree': 0.671911960686222, 'gamma': 0.6004932337484941, 'reg_alpha': 0.4529644265718845, 'reg_lambda': 2.093126936989628}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:40,939] Trial 101 finished with value: 0.761904761904762 and parameters: {'n_estimators': 234, 'learning_rate': 0.18034270456480825, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8389524592813596, 'colsample_bytree': 0.6165947652484927, 'gamma': 1.632273262155976, 'reg_alpha': 0.1049902179509098, 'reg_lambda': 2.3584332831049264}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:41,289] Trial 102 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 250, 'learning_rate': 0.28800625090372683, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8297354005399291, 'colsample_bytree': 0.7033043786394135, 'gamma': 0.916567215915284, 'reg_alpha': 0.05767080200761369, 'reg_lambda': 2.2915577981492157}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:41,551] Trial 103 finished with value: 0.738095238095238 and parameters: {'n_estimators': 246, 'learning_rate': 0.2824075924642928, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8264100944510743, 'colsample_bytree': 0.629341727379805, 'gamma': 0.8939153774301184, 'reg_alpha': 0.05751608035905325, 'reg_lambda': 0.8257129975801223}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:41,771] Trial 104 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 250, 'learning_rate': 0.24422724700415108, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.818003831567666, 'colsample_bytree': 0.607659507941082, 'gamma': 0.7993932490168416, 'reg_alpha': 0.027119420934686035, 'reg_lambda': 2.011468209621129}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:42,223] Trial 105 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.24727884827653582, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8026408866048257, 'colsample_bytree': 0.6997097552202428, 'gamma': 0.5147591250819963, 'reg_alpha': 0.020272522172245493, 'reg_lambda': 2.1980172990076707}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:42,422] Trial 106 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.29951324644942495, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.785280280862052, 'colsample_bytree': 0.6061562805731724, 'gamma': 1.1125214468671927, 'reg_alpha': 0.07773283544823595, 'reg_lambda': 1.990069990151812}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:42,630] Trial 107 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 221, 'learning_rate': 0.20747114936123842, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8169366207556074, 'colsample_bytree': 0.6002469074869351, 'gamma': 0.7647602735749768, 'reg_alpha': 0.03971486435231125, 'reg_lambda': 2.2784259406700347}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:43,075] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.048294335570175886, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8688609305250563, 'colsample_bytree': 0.6541614136808686, 'gamma': 0.9738435854059255, 'reg_alpha': 0.1210681152780533, 'reg_lambda': 2.1628755027606394}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:43,324] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 231, 'learning_rate': 0.22901195465425458, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.827268696077698, 'colsample_bytree': 0.7924546816987792, 'gamma': 0.1948195243926566, 'reg_alpha': 0.36909248873906875, 'reg_lambda': 2.024211935771461}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:43,527] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 246, 'learning_rate': 0.2676625228838994, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7773826916086807, 'colsample_bytree': 0.6359339093832277, 'gamma': 0.7439328183223329, 'reg_alpha': 0.020244653180893114, 'reg_lambda': 1.876821475022513}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:44,000] Trial 111 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 250, 'learning_rate': 0.2796871066478373, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8472147847255904, 'colsample_bytree': 0.623129414750531, 'gamma': 1.2948479194841978, 'reg_alpha': 0.05656180800299165, 'reg_lambda': 2.092616211809311}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:44,224] Trial 112 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 241, 'learning_rate': 0.26013373805970275, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8376910978410704, 'colsample_bytree': 0.6244930272013351, 'gamma': 1.2979380216954741, 'reg_alpha': 0.058932215620923, 'reg_lambda': 2.245470787374595}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:44,444] Trial 113 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 243, 'learning_rate': 0.28299372663607947, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8399430227752712, 'colsample_bytree': 0.6445695103356569, 'gamma': 1.3093361765644276, 'reg_alpha': 0.0660866302158644, 'reg_lambda': 2.2499764051665587}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:44,661] Trial 114 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 243, 'learning_rate': 0.2876721129587532, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8398775484761308, 'colsample_bytree': 0.6611649804572368, 'gamma': 1.3274344753360063, 'reg_alpha': 0.08352386021328592, 'reg_lambda': 2.2509857762716132}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:44,994] Trial 115 finished with value: 0.773809523809524 and parameters: {'n_estimators': 226, 'learning_rate': 0.2696835908215169, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8791524825465674, 'colsample_bytree': 0.6467104545284073, 'gamma': 1.191280980193366, 'reg_alpha': 0.06107879343781825, 'reg_lambda': 2.317435603230355}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:45,199] Trial 116 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.283865457705614, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8628913737922372, 'colsample_bytree': 0.6255316846822842, 'gamma': 1.485191875558089, 'reg_alpha': 0.26440453404229036, 'reg_lambda': 2.4406116959447903}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:45,396] Trial 117 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 241, 'learning_rate': 0.22887516887827186, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8472837094162622, 'colsample_bytree': 0.7419435252210513, 'gamma': 1.2847889115777014, 'reg_alpha': 0.16266692156606033, 'reg_lambda': 2.386371800711987}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:45,601] Trial 118 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 246, 'learning_rate': 0.2552274177912399, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8327718582605627, 'colsample_bytree': 0.6442883672983475, 'gamma': 1.152864430684294, 'reg_alpha': 0.13461626764662785, 'reg_lambda': 2.2082035622069798}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:45,900] Trial 119 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.21709459708384435, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8562510976914894, 'colsample_bytree': 0.6778861032129225, 'gamma': 1.5185268032110544, 'reg_alpha': 0.19231033998406635, 'reg_lambda': 2.0954356497472135}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:46,110] Trial 120 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.2015111617526979, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7928863631686413, 'colsample_bytree': 0.633565594399601, 'gamma': 1.3951640664198672, 'reg_alpha': 0.10949970559469295, 'reg_lambda': 2.303768508387604}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:46,338] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 242, 'learning_rate': 0.2859848065954973, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8393669418372448, 'colsample_bytree': 0.6601699148609486, 'gamma': 1.3246286253022808, 'reg_alpha': 0.0818841199515558, 'reg_lambda': 2.243756443043994}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:46,651] Trial 122 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 233, 'learning_rate': 0.2898044694035579, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8454750577672545, 'colsample_bytree': 0.6173208788300978, 'gamma': 1.02301895803464, 'reg_alpha': 0.08928261226671327, 'reg_lambda': 2.246534653931635}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:46,845] Trial 123 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.2605110019400494, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8374459029181544, 'colsample_bytree': 0.6646639393998747, 'gamma': 1.2817329093583594, 'reg_alpha': 0.0034287151059863644, 'reg_lambda': 2.3500372068248345}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:47,080] Trial 124 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.242906652945159, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8228393281018191, 'colsample_bytree': 0.7107567014061393, 'gamma': 1.6880784041049246, 'reg_alpha': 0.04929124126226737, 'reg_lambda': 2.178387003897115}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:47,422] Trial 125 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.2955907361731111, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8603481233006894, 'colsample_bytree': 0.6391914839559506, 'gamma': 1.0887787251527732, 'reg_alpha': 0.0658102958378747, 'reg_lambda': 2.1162221710834968}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:47,605] Trial 126 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.2670701614045329, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.8518256294727578, 'colsample_bytree': 0.627035948220861, 'gamma': 1.8956180214467133, 'reg_alpha': 0.03328280482899944, 'reg_lambda': 2.271435455054744}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:47,888] Trial 127 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 250, 'learning_rate': 0.24269541179383997, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8104975730645799, 'colsample_bytree': 0.6138872955810027, 'gamma': 1.5849553946635329, 'reg_alpha': 0.09495943680754143, 'reg_lambda': 2.406938508469885}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:48,166] Trial 128 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.2374798884273943, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.814949654156193, 'colsample_bytree': 0.6101424722185513, 'gamma': 1.5564551494640955, 'reg_alpha': 0.10150260975450563, 'reg_lambda': 2.477505063955024}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:48,418] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.060093365227596784, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7990843407149848, 'colsample_bytree': 0.6160646713906528, 'gamma': 1.43175271570046, 'reg_alpha': 0.05990878170286968, 'reg_lambda': 2.3926489490844824}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:48,628] Trial 130 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.21972375218885584, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8283902414010068, 'colsample_bytree': 0.6306087124774343, 'gamma': 1.7215451000810202, 'reg_alpha': 0.13073724126876474, 'reg_lambda': 2.5779633562264737}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:48,888] Trial 131 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 244, 'learning_rate': 0.27606987826678914, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8333774593978388, 'colsample_bytree': 0.6524179363256455, 'gamma': 1.5869298784340022, 'reg_alpha': 0.0838229750186324, 'reg_lambda': 2.215119564446811}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:49,103] Trial 132 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 246, 'learning_rate': 0.25300940994091387, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8107818045931791, 'colsample_bytree': 0.6506933263005571, 'gamma': 1.62207705413497, 'reg_alpha': 0.016041469958615256, 'reg_lambda': 1.334553874130864}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:49,331] Trial 133 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.03831664915218271, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8695839181795348, 'colsample_bytree': 0.6215767895969229, 'gamma': 1.501708385427351, 'reg_alpha': 0.041928465583598966, 'reg_lambda': 2.190836136800838}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:49,528] Trial 134 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.27031612370657865, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8329607526777848, 'colsample_bytree': 0.6001093057221601, 'gamma': 1.7919329394570984, 'reg_alpha': 0.07184761449637508, 'reg_lambda': 2.3171035110596945}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:49,709] Trial 135 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.23492756729859926, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8453004401071449, 'colsample_bytree': 0.7683115519171531, 'gamma': 1.9665422753657547, 'reg_alpha': 0.002432177743578026, 'reg_lambda': 2.063954655075747}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:49,993] Trial 136 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 250, 'learning_rate': 0.2979867412794625, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8264508532708114, 'colsample_bytree': 0.6409634837025778, 'gamma': 1.2123360727359347, 'reg_alpha': 0.0994324473557068, 'reg_lambda': 2.121908106793463}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:50,229] Trial 137 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 250, 'learning_rate': 0.2972598181862899, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8222957422771382, 'colsample_bytree': 0.6131651253614638, 'gamma': 1.2015369694626643, 'reg_alpha': 0.14948854160350478, 'reg_lambda': 2.1236859795702667}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:50,432] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 247, 'learning_rate': 0.29683825440882794, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8027176008352916, 'colsample_bytree': 0.6133939643630467, 'gamma': 0.9164709957951231, 'reg_alpha': 0.15775473753560096, 'reg_lambda': 2.423487650596271}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:50,661] Trial 139 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.2774890476449728, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8203317358079846, 'colsample_bytree': 0.6377230938990563, 'gamma': 1.1363290218142132, 'reg_alpha': 0.20650738244399008, 'reg_lambda': 2.130604408104859}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:50,858] Trial 140 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 249, 'learning_rate': 0.26369305969301704, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8904120857291626, 'colsample_bytree': 0.6201861970563181, 'gamma': 1.248514574579499, 'reg_alpha': 0.11230960944288779, 'reg_lambda': 2.074948192361316}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:51,064] Trial 141 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 250, 'learning_rate': 0.29973725475221163, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8281127374222617, 'colsample_bytree': 0.6297247908844911, 'gamma': 1.3976900330313913, 'reg_alpha': 0.09660970601628516, 'reg_lambda': 2.159626323799298}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:51,442] Trial 142 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.28118513627379066, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8296229314161839, 'colsample_bytree': 0.6109502743520263, 'gamma': 1.3509167769017827, 'reg_alpha': 0.14661749491607395, 'reg_lambda': 2.1494483698543823}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:51,715] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 242, 'learning_rate': 0.25331053242017104, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8084249054463808, 'colsample_bytree': 0.6289818802711776, 'gamma': 1.2325473751423213, 'reg_alpha': 0.09434236121040152, 'reg_lambda': 2.2040807914691385}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:51,917] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.29809001214627334, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8577331800159521, 'colsample_bytree': 0.6408826412488736, 'gamma': 1.376287438022237, 'reg_alpha': 0.12286643658839794, 'reg_lambda': 2.287024380493875}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:52,225] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.2699265574246243, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8499246029497837, 'colsample_bytree': 0.6080737650472235, 'gamma': 0.9754372858484713, 'reg_alpha': 0.07879342002157767, 'reg_lambda': 2.324078043502403}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:52,419] Trial 146 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.24700844622300971, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6706773962593655, 'colsample_bytree': 0.6217810669861167, 'gamma': 1.0761306633053898, 'reg_alpha': 0.18382390416721922, 'reg_lambda': 1.962540688683721}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:52,656] Trial 147 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.2726783272918981, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.822441053808698, 'colsample_bytree': 0.6323770758479677, 'gamma': 1.5864282750325902, 'reg_alpha': 0.03886998518531189, 'reg_lambda': 2.1635885113112394}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:53,058] Trial 148 finished with value: 0.738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.2947796143173768, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8349346761441429, 'colsample_bytree': 0.6064124614558568, 'gamma': 1.4270898230031395, 'reg_alpha': 0.9166586933517382, 'reg_lambda': 2.230673384693788}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:53,266] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.024569574316787957, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8137828598059722, 'colsample_bytree': 0.6465997669366977, 'gamma': 4.165376550066272, 'reg_alpha': 0.10234357905611188, 'reg_lambda': 2.0863108303880638}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:53,468] Trial 150 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.2587948999777089, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8667944756099398, 'colsample_bytree': 0.6176755733658266, 'gamma': 1.1934942656354264, 'reg_alpha': 0.13197725267761876, 'reg_lambda': 2.3685341899709873}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:53,785] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.24566604322469762, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8259783418525599, 'colsample_bytree': 0.6271422453649665, 'gamma': 1.674376741091948, 'reg_alpha': 0.04838551860115894, 'reg_lambda': 2.154782889506567}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:53,989] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.297738796469455, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8428146940120241, 'colsample_bytree': 0.6390557169595863, 'gamma': 1.5618413490631087, 'reg_alpha': 0.08648202851790199, 'reg_lambda': 2.1174314194046477}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:54,202] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.2773364579347972, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8532568691546727, 'colsample_bytree': 0.624763311600148, 'gamma': 1.4087956501900092, 'reg_alpha': 0.018837411334714324, 'reg_lambda': 2.0255143904678365}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:54,399] Trial 154 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 240, 'learning_rate': 0.23479670264967975, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7945745723532229, 'colsample_bytree': 0.6123533162345526, 'gamma': 1.2276422086076115, 'reg_alpha': 0.06826206406872745, 'reg_lambda': 2.2510134846733205}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:54,604] Trial 155 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 245, 'learning_rate': 0.21349660903697926, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.817534143443211, 'colsample_bytree': 0.6321116767549175, 'gamma': 1.32855074240191, 'reg_alpha': 0.038248429192607056, 'reg_lambda': 2.2004767357449695}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:54,944] Trial 156 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 233, 'learning_rate': 0.29927322170418846, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8263651122659363, 'colsample_bytree': 0.9010576951082176, 'gamma': 1.481396934400226, 'reg_alpha': 0.10650762653988521, 'reg_lambda': 2.2970005408759104}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:55,234] Trial 157 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.08164774299378151, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8360198890220418, 'colsample_bytree': 0.6003282728289416, 'gamma': 1.7894043274858724, 'reg_alpha': 0.055354411745413445, 'reg_lambda': 2.1096245761697037}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:55,413] Trial 158 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 123, 'learning_rate': 0.2579865762840551, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8084578736124806, 'colsample_bytree': 0.6468338932116476, 'gamma': 1.1017637212409792, 'reg_alpha': 0.15449100592387582, 'reg_lambda': 2.043777542888429}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:55,655] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 91, 'learning_rate': 0.2770213260106688, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8507420948558923, 'colsample_bytree': 0.6566578136942355, 'gamma': 1.6375243730040667, 'reg_alpha': 0.08528507477257245, 'reg_lambda': 2.184046935463023}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:55,854] Trial 160 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 238, 'learning_rate': 0.24345854257311308, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8773134935181591, 'colsample_bytree': 0.6734732610989966, 'gamma': 0.5993738799960403, 'reg_alpha': 0.0194008057792414, 'reg_lambda': 2.2394315666387823}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:56,062] Trial 161 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 242, 'learning_rate': 0.22544371966309137, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8428979048620723, 'colsample_bytree': 0.6178373219740599, 'gamma': 1.4907161698549527, 'reg_alpha': 0.06528938820567129, 'reg_lambda': 2.343868290062719}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:56,371] Trial 162 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 245, 'learning_rate': 0.263396828192612, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8339809637064246, 'colsample_bytree': 0.6535335582593835, 'gamma': 1.29611586405438, 'reg_alpha': 0.05670138571005585, 'reg_lambda': 2.2268335917003146}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:56,572] Trial 163 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 246, 'learning_rate': 0.2642978209115638, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8319946890529962, 'colsample_bytree': 0.6414359123442391, 'gamma': 1.3322842017733407, 'reg_alpha': 0.029980632783334446, 'reg_lambda': 2.146933612712518}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:56,772] Trial 164 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 246, 'learning_rate': 0.26671348134607037, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8320329183774537, 'colsample_bytree': 0.6641648369437307, 'gamma': 1.3187692485894753, 'reg_alpha': 0.031172642305188243, 'reg_lambda': 2.288050119367614}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:57,083] Trial 165 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 250, 'learning_rate': 0.2785215105646599, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8600413860339278, 'colsample_bytree': 0.6426080849553802, 'gamma': 1.283399162731047, 'reg_alpha': 0.0032260350743409383, 'reg_lambda': 2.1589715484168255}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:57,331] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.278665618029624, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8356502732365603, 'colsample_bytree': 0.6553135355757674, 'gamma': 0.8806365381207941, 'reg_alpha': 0.0032849156458590115, 'reg_lambda': 2.159616689150974}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:57,528] Trial 167 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 244, 'learning_rate': 0.2536187631594389, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8603512631937619, 'colsample_bytree': 0.6439524256467111, 'gamma': 1.0625481497359845, 'reg_alpha': 0.042980876493975174, 'reg_lambda': 2.221722495099392}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:57,725] Trial 168 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 246, 'learning_rate': 0.2768198466762985, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8185498691444103, 'colsample_bytree': 0.6681333616004242, 'gamma': 1.215965924269543, 'reg_alpha': 0.12045141734378134, 'reg_lambda': 2.0894164352716564}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:57,912] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 46, 'learning_rate': 0.2582966583370993, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8463763661607172, 'colsample_bytree': 0.6864146813161306, 'gamma': 1.1696243324929254, 'reg_alpha': 0.01868442574021359, 'reg_lambda': 2.3978859708530345}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:58,134] Trial 170 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.29978269390547513, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.828535700402045, 'colsample_bytree': 0.6373216757705656, 'gamma': 0.9841122905248565, 'reg_alpha': 0.0887272979640917, 'reg_lambda': 2.265056049436606}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:58,337] Trial 171 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 246, 'learning_rate': 0.2812918046967027, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8572946186529186, 'colsample_bytree': 0.650875241611237, 'gamma': 1.3640866831189138, 'reg_alpha': 0.0013283977309505894, 'reg_lambda': 2.188073264987585}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:58,714] Trial 172 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.24351946922530776, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8397915433290275, 'colsample_bytree': 0.632065287106198, 'gamma': 1.258892424400313, 'reg_alpha': 0.055743899674932804, 'reg_lambda': 2.117601968743582}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:58,932] Trial 173 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 243, 'learning_rate': 0.27083339656774125, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8656163547594633, 'colsample_bytree': 0.6231769106856733, 'gamma': 1.4263908136633325, 'reg_alpha': 0.02836266214621369, 'reg_lambda': 2.210923754996933}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:59,148] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.2322939646099729, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8542372049715695, 'colsample_bytree': 0.6082647578798304, 'gamma': 1.5610620747235933, 'reg_alpha': 0.6185903639645329, 'reg_lambda': 2.148929546820939}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:59,348] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.2982347277186179, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8462541573697996, 'colsample_bytree': 0.6414866179011169, 'gamma': 1.2897969859860043, 'reg_alpha': 0.06891181049751628, 'reg_lambda': 2.3312126744961046}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:59,696] Trial 176 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.2584361722768594, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8218860893124457, 'colsample_bytree': 0.6181708900544134, 'gamma': 1.1646112859130362, 'reg_alpha': 0.046943529967315184, 'reg_lambda': 2.062380618881329}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:59,885] Trial 177 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 232, 'learning_rate': 0.2798905368968344, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8745584775263785, 'colsample_bytree': 0.6548459989845038, 'gamma': 1.441526083791753, 'reg_alpha': 0.09889104110528117, 'reg_lambda': 0.5438508268918711}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:00,079] Trial 178 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 230, 'learning_rate': 0.27860302599003445, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8758830499079026, 'colsample_bytree': 0.6532212105478846, 'gamma': 1.4220310543857555, 'reg_alpha': 0.10270376158039667, 'reg_lambda': 0.582211888902247}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:00,377] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.26209201680909483, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.832544884499645, 'colsample_bytree': 0.6582268902856451, 'gamma': 1.3240804653493778, 'reg_alpha': 0.1336353068588288, 'reg_lambda': 2.279843599291129}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:00,603] Trial 180 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 237, 'learning_rate': 0.23845234692171238, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8126700269229653, 'colsample_bytree': 0.6720832394816826, 'gamma': 1.0937364451828528, 'reg_alpha': 0.08179038475614661, 'reg_lambda': 1.4926618161833751}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:00,800] Trial 181 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 237, 'learning_rate': 0.24438522686742983, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8034933482007621, 'colsample_bytree': 0.831911595674821, 'gamma': 1.0751027107177253, 'reg_alpha': 0.07785876918428825, 'reg_lambda': 0.9983577416848304}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:01,183] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.013368129746045674, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8164025336389343, 'colsample_bytree': 0.6751435196885418, 'gamma': 1.166250351566912, 'reg_alpha': 0.09944750720938353, 'reg_lambda': 1.5329387677811797}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:01,397] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.1120832280224559, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8391215426657418, 'colsample_bytree': 0.6665051782811976, 'gamma': 0.9848769033296587, 'reg_alpha': 0.07287759569722846, 'reg_lambda': 1.7404410952129188}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:01,645] Trial 184 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 240, 'learning_rate': 0.28470727967007525, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8261462868105155, 'colsample_bytree': 0.6959674006565315, 'gamma': 1.2956730428236598, 'reg_alpha': 0.10843458631072062, 'reg_lambda': 2.2583826017083175}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:01,938] Trial 185 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.22248684744843553, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8254681153148689, 'colsample_bytree': 0.6930736671842413, 'gamma': 1.4669495763949243, 'reg_alpha': 0.11705909931150447, 'reg_lambda': 1.3719005195189726}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:02,135] Trial 186 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 231, 'learning_rate': 0.29916378664548876, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8094991182790515, 'colsample_bytree': 0.7184613275892533, 'gamma': 1.2573542129002793, 'reg_alpha': 0.13575218895307045, 'reg_lambda': 1.029744656579941}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:02,447] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.27776410409264113, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8132502595891185, 'colsample_bytree': 0.7023989812486933, 'gamma': 1.3611039634960054, 'reg_alpha': 0.09247908196978302, 'reg_lambda': 0.6673957466167205}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:02,658] Trial 188 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 234, 'learning_rate': 0.2553798393503595, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.800978669026741, 'colsample_bytree': 0.6592521889671906, 'gamma': 0.29727416370085047, 'reg_alpha': 0.16556464245304459, 'reg_lambda': 1.1869488631477316}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:02,986] Trial 189 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 242, 'learning_rate': 0.23967752319169602, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8271762862881483, 'colsample_bytree': 0.682919196849742, 'gamma': 0.8484595353852, 'reg_alpha': 0.4175294969021094, 'reg_lambda': 0.5231207622447122}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:03,183] Trial 190 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 227, 'learning_rate': 0.20877764460783726, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8350685229009349, 'colsample_bytree': 0.6448622007107108, 'gamma': 1.1175222703257393, 'reg_alpha': 0.11629877654422321, 'reg_lambda': 2.8293541107401246}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:03,514] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 246, 'learning_rate': 0.20557341005552765, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8348037070088127, 'colsample_bytree': 0.6454944565012525, 'gamma': 1.122141549131186, 'reg_alpha': 0.113411017550026, 'reg_lambda': 2.886284920819488}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:03,715] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.2809636116244624, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8218212185951517, 'colsample_bytree': 0.6482398415446528, 'gamma': 1.221164285845801, 'reg_alpha': 0.137598919131217, 'reg_lambda': 0.788474992870823}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:04,033] Trial 193 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.26456792946415936, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8467050218444975, 'colsample_bytree': 0.6368310942007153, 'gamma': 1.011808698900242, 'reg_alpha': 0.08616937554641284, 'reg_lambda': 1.2199779966205038}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:04,287] Trial 194 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 236, 'learning_rate': 0.2309571334203296, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8303842769885478, 'colsample_bytree': 0.660421399550136, 'gamma': 1.3816307729161172, 'reg_alpha': 0.058245616596857, 'reg_lambda': 2.239827980061385}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:04,481] Trial 195 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.1885702052615132, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8134585935515879, 'colsample_bytree': 0.6754505612203757, 'gamma': 1.5247608936243964, 'reg_alpha': 0.11415314110204178, 'reg_lambda': 2.2048378812671143}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:04,703] Trial 196 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 235, 'learning_rate': 0.22123872697968072, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8313585415628768, 'colsample_bytree': 0.6657226617945399, 'gamma': 1.4239605237891904, 'reg_alpha': 0.04841238935434686, 'reg_lambda': 2.14409301501377}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:04,985] Trial 197 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 234, 'learning_rate': 0.22747999011649322, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.831630750787236, 'colsample_bytree': 0.6642683269898911, 'gamma': 1.4207733322618563, 'reg_alpha': 0.04713955982357064, 'reg_lambda': 1.9215879203073813}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:05,182] Trial 198 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 234, 'learning_rate': 0.22489140028398458, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8300346383548778, 'colsample_bytree': 0.6632110086806124, 'gamma': 1.4023687323310292, 'reg_alpha': 0.05220024203269106, 'reg_lambda': 1.893817566722092}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:05,418] Trial 199 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 236, 'learning_rate': 0.2094724537364833, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.820952810188917, 'colsample_bytree': 0.6683897044273229, 'gamma': 1.6144685754653096, 'reg_alpha': 0.07293343847900875, 'reg_lambda': 2.657090035233554}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:05,422] A new study created in memory with name: no-name-fadb7ca2-8241-4969-858d-9c5673bc12b0
[I 2025-11-03 19:43:05,619] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.04817379927457345, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9048358386648192, 'colsample_bytree': 0.6568310444835364, 'gamma': 1.639175998641937, 'reg_alpha': 0.17661765199615376, 'reg_lambda': 2.111697865620152}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:43:05,959] Trial 1 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 124, 'learning_rate': 0.2173445491730934, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.792512255588812, 'colsample_bytree': 0.7947891479030513, 'gamma': 2.7994726569900537, 'reg_alpha': 0.7403943996600041, 'reg_lambda': 2.9520168663794806}. Best is trial 1 with value: 0.6101190476190477.
[I 2025-11-03 19:43:06,024] Trial 2 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 27, 'learning_rate': 0.013845435618165284, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7872842620202158, 'colsample_bytree': 0.8920370632811864, 'gamma': 0.27991706781005987, 'reg_alpha': 0.4858025135084023, 'reg_lambda': 2.445907743144146}. Best is trial 2 with value: 0.7172619047619048.
[I 2025-11-03 19:43:06,204] Trial 3 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 87, 'learning_rate': 0.05030207932897641, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7996642692974708, 'colsample_bytree': 0.7260780950591497, 'gamma': 1.0340502263414457, 'reg_alpha': 0.6626468121275391, 'reg_lambda': 1.8322767616228903}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:06,365] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.12449207786794583, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7176689901126238, 'colsample_bytree': 0.6292285331383114, 'gamma': 2.3156821360403725, 'reg_alpha': 0.0988223404465377, 'reg_lambda': 0.953495090382753}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:06,658] Trial 5 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 182, 'learning_rate': 0.09492239780217493, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8291299098942324, 'colsample_bytree': 0.9481275160212401, 'gamma': 3.9742294570607513, 'reg_alpha': 0.9030987374881774, 'reg_lambda': 1.5349721954759317}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:06,833] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 116, 'learning_rate': 0.02297407017751961, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.7125268400048257, 'colsample_bytree': 0.6766142722921897, 'gamma': 2.4946315458280983, 'reg_alpha': 0.9794175483892813, 'reg_lambda': 1.7747386879159959}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:07,016] Trial 7 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 126, 'learning_rate': 0.29487815409533014, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.914133215382608, 'colsample_bytree': 0.925519740329089, 'gamma': 3.387459640867198, 'reg_alpha': 0.34707210705652636, 'reg_lambda': 1.5939829261759124}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:07,187] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 102, 'learning_rate': 0.06024866918128409, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7800511665927812, 'colsample_bytree': 0.9485418285949114, 'gamma': 3.9556335422765225, 'reg_alpha': 0.16936882517607177, 'reg_lambda': 2.2219562835046442}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:07,390] Trial 9 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 107, 'learning_rate': 0.011303281236037008, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9358416372551247, 'colsample_bytree': 0.9720372747137194, 'gamma': 0.06865542077988118, 'reg_alpha': 0.6416662172436332, 'reg_lambda': 1.6169365767278414}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:07,605] Trial 10 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 242, 'learning_rate': 0.026430572278774288, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.619807666960244, 'colsample_bytree': 0.7531631089694937, 'gamma': 4.993469460159278, 'reg_alpha': 0.6674963369475704, 'reg_lambda': 0.5935640699806717}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:07,671] Trial 11 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 26, 'learning_rate': 0.010637995733205383, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8335255208613742, 'colsample_bytree': 0.8473885562379438, 'gamma': 0.24329672214015097, 'reg_alpha': 0.4527459800998546, 'reg_lambda': 2.644052205143134}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:07,844] Trial 12 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 29, 'learning_rate': 0.03254815030139852, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8628226402058228, 'colsample_bytree': 0.8609618365219203, 'gamma': 1.1254227629233606, 'reg_alpha': 0.41486126970553616, 'reg_lambda': 2.9870860808647413}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:07,980] Trial 13 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 54, 'learning_rate': 0.020407845372891538, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9825235682756082, 'colsample_bytree': 0.7353118751508252, 'gamma': 1.1085879814125066, 'reg_alpha': 0.5853519909244912, 'reg_lambda': 2.564213850891169}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:08,132] Trial 14 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 72, 'learning_rate': 0.05102449175227477, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7168300356141516, 'colsample_bytree': 0.8335817865071273, 'gamma': 0.6976097926024424, 'reg_alpha': 0.8177098975359665, 'reg_lambda': 1.1635897785870712}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:08,254] Trial 15 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 69, 'learning_rate': 0.01570951334839278, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8621286952163685, 'colsample_bytree': 0.7244780136129546, 'gamma': 1.7123644865929308, 'reg_alpha': 0.3303881044632706, 'reg_lambda': 1.9970051902673793}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:08,594] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 81, 'learning_rate': 0.1052917618084769, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6348975968996071, 'colsample_bytree': 0.803775549469909, 'gamma': 0.7331686134538234, 'reg_alpha': 0.5300128859418647, 'reg_lambda': 2.6215722150490213}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:08,755] Trial 17 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 46, 'learning_rate': 0.11563023811039704, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.6120113386051795, 'colsample_bytree': 0.7936397250476275, 'gamma': 0.3518014419845254, 'reg_alpha': 0.5331548027067032, 'reg_lambda': 2.6381785733558667}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:08,833] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.15969087953607145, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.6565265574846287, 'colsample_bytree': 0.8718128909932791, 'gamma': 1.8740318001249068, 'reg_alpha': 0.27978947017932854, 'reg_lambda': 2.763664621193338}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:09,144] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.07192880098154292, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.6679882777865696, 'colsample_bytree': 0.789902042043566, 'gamma': 0.056313908749579866, 'reg_alpha': 0.4543574711658034, 'reg_lambda': 2.262765410318937}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:09,285] Trial 20 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 47, 'learning_rate': 0.03729083017130213, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.60194081272616, 'colsample_bytree': 0.8321613254301319, 'gamma': 0.4772924902890662, 'reg_alpha': 0.019030320899640907, 'reg_lambda': 2.389885649053424}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:09,408] Trial 21 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 24, 'learning_rate': 0.1168424561975466, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.65435744282404, 'colsample_bytree': 0.7710830389569258, 'gamma': 0.7345685330966915, 'reg_alpha': 0.5428561221714072, 'reg_lambda': 2.6649836656784895}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:09,555] Trial 22 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.08344189749741644, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.744923426018011, 'colsample_bytree': 0.8239047242349044, 'gamma': 1.3589008990476104, 'reg_alpha': 0.5435315071089604, 'reg_lambda': 2.7359399584335486}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:09,679] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.16873749419531722, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6309420457710567, 'colsample_bytree': 0.8906468472758198, 'gamma': 0.6599746529387212, 'reg_alpha': 0.40280291933307677, 'reg_lambda': 2.5157392373338703}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:09,759] Trial 24 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 49, 'learning_rate': 0.17401618369545632, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6871839579205682, 'colsample_bytree': 0.9169338142966073, 'gamma': 0.44230077852863137, 'reg_alpha': 0.38551951011429764, 'reg_lambda': 2.4047879866434245}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:09,930] Trial 25 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 59, 'learning_rate': 0.24028203796850725, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7457617481307156, 'colsample_bytree': 0.8672354324932704, 'gamma': 0.014937400266269663, 'reg_alpha': 0.29561507162107264, 'reg_lambda': 1.994369772025233}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:10,065] Trial 26 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 35, 'learning_rate': 0.16091462141123014, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8550357928874482, 'colsample_bytree': 0.896336268975157, 'gamma': 2.136670776083894, 'reg_alpha': 0.22390914578391047, 'reg_lambda': 2.8517253339031727}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:10,203] Trial 27 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.14942805479069235, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.600539405389613, 'colsample_bytree': 0.695676568176631, 'gamma': 1.281438362369293, 'reg_alpha': 0.46098492956403664, 'reg_lambda': 2.5469585805331563}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:10,394] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 245, 'learning_rate': 0.07276329323959765, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8276456017184775, 'colsample_bytree': 0.8565822928600888, 'gamma': 0.8177028068239862, 'reg_alpha': 0.7353606231831527, 'reg_lambda': 2.259395721757043}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:10,686] Trial 29 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 40, 'learning_rate': 0.21471417253777775, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7521553240370833, 'colsample_bytree': 0.9849101104180399, 'gamma': 1.5407249992642413, 'reg_alpha': 0.4025595806712576, 'reg_lambda': 2.0664359701982207}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:10,748] Trial 30 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.03897814721607013, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6818838212566876, 'colsample_bytree': 0.8153351242312957, 'gamma': 0.380182801475464, 'reg_alpha': 0.23971353707249388, 'reg_lambda': 1.2603145246279495}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:10,979] Trial 31 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 85, 'learning_rate': 0.09437935351395232, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6289676936098001, 'colsample_bytree': 0.7775573342320253, 'gamma': 0.7439127538053079, 'reg_alpha': 0.5676683913718554, 'reg_lambda': 2.5916693253551477}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:11,199] Trial 32 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 63, 'learning_rate': 0.11307450154624588, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6387265803467711, 'colsample_bytree': 0.8060428352941822, 'gamma': 0.5142207112921413, 'reg_alpha': 0.49206534710157224, 'reg_lambda': 2.7319926419482763}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:11,379] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 89, 'learning_rate': 0.12793177508152379, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6323477242910777, 'colsample_bytree': 0.900243283480546, 'gamma': 0.9181665123173252, 'reg_alpha': 0.601457002089385, 'reg_lambda': 2.8215708629156855}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:11,524] Trial 34 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 85, 'learning_rate': 0.1960387025133436, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.6967414405944362, 'colsample_bytree': 0.8479827483328687, 'gamma': 2.9294495151535167, 'reg_alpha': 0.7297984302011202, 'reg_lambda': 2.4564631371841807}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:11,641] Trial 35 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 37, 'learning_rate': 0.28030850850906597, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6530338326706906, 'colsample_bytree': 0.798221215277314, 'gamma': 0.28665119559845775, 'reg_alpha': 0.5256913861830865, 'reg_lambda': 2.1911078084625197}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:11,897] Trial 36 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 58, 'learning_rate': 0.010137485554660083, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8920837004529555, 'colsample_bytree': 0.7584283070418812, 'gamma': 1.4271215594198479, 'reg_alpha': 0.4464967272783713, 'reg_lambda': 2.9019785147318427}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:12,095] Trial 37 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 208, 'learning_rate': 0.06335977520013791, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8287063908522807, 'colsample_bytree': 0.8761994249441671, 'gamma': 1.9969102424561638, 'reg_alpha': 0.3578220687719533, 'reg_lambda': 2.3898767264580623}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:12,257] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.09751230183968981, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7654740213608237, 'colsample_bytree': 0.7096082484234785, 'gamma': 1.0662552262767757, 'reg_alpha': 0.6748692726160042, 'reg_lambda': 1.9052510524107347}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:12,320] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.13094610419577413, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8115516507206917, 'colsample_bytree': 0.654675853385428, 'gamma': 0.2345817390799549, 'reg_alpha': 0.8287264566167702, 'reg_lambda': 2.633992653516541}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:12,569] Trial 40 finished with value: 0.726190476190476 and parameters: {'n_estimators': 76, 'learning_rate': 0.1034218663508266, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6181715996779776, 'colsample_bytree': 0.9431866954911942, 'gamma': 2.88070251618972, 'reg_alpha': 0.6235494059714969, 'reg_lambda': 2.4900312636100326}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:12,720] Trial 41 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 78, 'learning_rate': 0.10159582578823971, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6100953580960529, 'colsample_bytree': 0.9418865147222202, 'gamma': 2.79782095925758, 'reg_alpha': 0.61948928542541, 'reg_lambda': 2.9993160976763216}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:12,883] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.07978283411490934, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6310409969665121, 'colsample_bytree': 0.9141197473448827, 'gamma': 3.389239022543053, 'reg_alpha': 0.48298982122660233, 'reg_lambda': 2.492650508743021}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:13,097] Trial 43 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 121, 'learning_rate': 0.08469315544772746, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6426764843033965, 'colsample_bytree': 0.9138907332117047, 'gamma': 3.9639435260162705, 'reg_alpha': 0.498155287744907, 'reg_lambda': 2.700060707337497}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:13,282] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.13749877596987445, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.6715929551299092, 'colsample_bytree': 0.8891898159118489, 'gamma': 3.4788101911481166, 'reg_alpha': 0.4203631550519935, 'reg_lambda': 2.1468948765407654}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:13,472] Trial 45 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 111, 'learning_rate': 0.04545816626631491, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7020542188500343, 'colsample_bytree': 0.964369883467567, 'gamma': 4.334629225461143, 'reg_alpha': 0.520460783454643, 'reg_lambda': 2.3704570116599393}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:13,723] Trial 46 finished with value: 0.675595238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.013779344128378923, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.616615085878211, 'colsample_bytree': 0.8440112628009806, 'gamma': 4.318891600075166, 'reg_alpha': 0.37977080531550866, 'reg_lambda': 2.3130770744072753}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:13,801] Trial 47 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 39, 'learning_rate': 0.18586822059536814, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7307078534002207, 'colsample_bytree': 0.8834552154545654, 'gamma': 3.296558391766343, 'reg_alpha': 0.30725218926395814, 'reg_lambda': 2.530568133313788}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:13,923] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.06192102764691867, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.7954612194885287, 'colsample_bytree': 0.7883171549060662, 'gamma': 0.6183878613983568, 'reg_alpha': 0.4690815113905118, 'reg_lambda': 2.8688202378661845}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:14,185] Trial 49 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 175, 'learning_rate': 0.07807510872115551, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8933820159568445, 'colsample_bytree': 0.8115085225107223, 'gamma': 2.4723917632367898, 'reg_alpha': 0.6976508724065325, 'reg_lambda': 0.557814957933161}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:14,367] Trial 50 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 196, 'learning_rate': 0.07549618536725093, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9474050156924282, 'colsample_bytree': 0.7458171987965447, 'gamma': 2.4941741502748305, 'reg_alpha': 0.9994447315589678, 'reg_lambda': 1.4535421927886847}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:14,643] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 172, 'learning_rate': 0.08776745311866428, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8503896992863762, 'colsample_bytree': 0.8165406251620427, 'gamma': 3.6880525298227123, 'reg_alpha': 0.6896499419427785, 'reg_lambda': 0.6490327806538123}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:14,900] Trial 52 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 216, 'learning_rate': 0.0549963069969849, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8906064627295776, 'colsample_bytree': 0.8196213138614441, 'gamma': 3.585602697146649, 'reg_alpha': 0.836923167031965, 'reg_lambda': 0.5150102930304139}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:15,079] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.0837066035460513, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8818899207220471, 'colsample_bytree': 0.8407810373174925, 'gamma': 3.714461038384366, 'reg_alpha': 0.7708040559782765, 'reg_lambda': 0.6939891958086538}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:15,271] Trial 54 finished with value: 0.738095238095238 and parameters: {'n_estimators': 165, 'learning_rate': 0.02571873204860442, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9259735420777655, 'colsample_bytree': 0.7671731109311912, 'gamma': 3.092409976181666, 'reg_alpha': 0.6719091788691074, 'reg_lambda': 0.7812515575955251}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:15,488] Trial 55 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 173, 'learning_rate': 0.019129429779286555, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.931154586107636, 'colsample_bytree': 0.7769046230226555, 'gamma': 3.221513715581944, 'reg_alpha': 0.6931929981210816, 'reg_lambda': 0.7965813105372279}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:15,749] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 161, 'learning_rate': 0.028117584155569145, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9132113255959868, 'colsample_bytree': 0.8572678387484602, 'gamma': 3.0345732121603253, 'reg_alpha': 0.7852298551427743, 'reg_lambda': 0.8338930677063174}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:15,942] Trial 57 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.014313399596355428, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8486539106810019, 'colsample_bytree': 0.9299880950825066, 'gamma': 4.268133858590694, 'reg_alpha': 0.8962393593043791, 'reg_lambda': 1.0741010046597266}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:16,123] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 162, 'learning_rate': 0.04199184300869379, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9902305733921993, 'colsample_bytree': 0.9106185208701325, 'gamma': 4.63878487254516, 'reg_alpha': 0.6940936076694827, 'reg_lambda': 0.6448818217253638}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:16,337] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.030432651584474328, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.9637777152905304, 'colsample_bytree': 0.82624058085968, 'gamma': 3.7505689174164276, 'reg_alpha': 0.5845698822039025, 'reg_lambda': 0.8795577962201295}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:16,515] Trial 60 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 151, 'learning_rate': 0.024141704992441438, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8694328315320655, 'colsample_bytree': 0.9996497783260798, 'gamma': 3.1186840706521743, 'reg_alpha': 0.8746149533001242, 'reg_lambda': 0.9827341835804527}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:16,735] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 173, 'learning_rate': 0.017908640608957794, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8441998242204434, 'colsample_bytree': 0.6055853654831536, 'gamma': 2.6792718026024565, 'reg_alpha': 0.6384518206263948, 'reg_lambda': 0.7469019431753716}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:17,021] Trial 62 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 201, 'learning_rate': 0.071316774825839, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.926968588915563, 'colsample_bytree': 0.766237344776394, 'gamma': 2.2786817722811525, 'reg_alpha': 0.5698106434985504, 'reg_lambda': 0.5255980927300029}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:17,140] Trial 63 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 31, 'learning_rate': 0.054081774739579425, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9075684332187247, 'colsample_bytree': 0.8081890486000336, 'gamma': 3.4255987822003506, 'reg_alpha': 0.438884972543849, 'reg_lambda': 0.5988016071129301}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:17,317] Trial 64 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 182, 'learning_rate': 0.11504374471356037, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.812425258381784, 'colsample_bytree': 0.7876061890340105, 'gamma': 2.644399089614197, 'reg_alpha': 0.7778506153636737, 'reg_lambda': 1.6317107047484423}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:17,531] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.09058664569926217, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8698470778897744, 'colsample_bytree': 0.8644758410773741, 'gamma': 0.2169941743240054, 'reg_alpha': 0.6611670520895181, 'reg_lambda': 1.336107811468556}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:17,863] Trial 66 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 230, 'learning_rate': 0.06654518297927371, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8724326383997296, 'colsample_bytree': 0.8759999857464024, 'gamma': 4.1395759766732745, 'reg_alpha': 0.7099293135492114, 'reg_lambda': 1.1896456649538554}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:18,082] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.08858873520848345, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.842461681412715, 'colsample_bytree': 0.8637888384294177, 'gamma': 0.21371115470991287, 'reg_alpha': 0.6385536373762036, 'reg_lambda': 0.9567510846447023}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:18,307] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.08929712236207363, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8904532061912215, 'colsample_bytree': 0.857690249938808, 'gamma': 0.18035044637506595, 'reg_alpha': 0.6704652371503573, 'reg_lambda': 1.344822689448486}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:18,621] Trial 69 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 224, 'learning_rate': 0.09039738276880863, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8979479219747415, 'colsample_bytree': 0.8997258067880721, 'gamma': 0.10212017986919092, 'reg_alpha': 0.6410561838224987, 'reg_lambda': 1.37547426968046}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:18,855] Trial 70 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 239, 'learning_rate': 0.07863210663369474, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8409205863189434, 'colsample_bytree': 0.8651244540963497, 'gamma': 0.19903332260332687, 'reg_alpha': 0.7550993761279114, 'reg_lambda': 0.9269751690167604}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:19,075] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 236, 'learning_rate': 0.07680304340525823, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8789735690423532, 'colsample_bytree': 0.8580829411015825, 'gamma': 0.5543094993780988, 'reg_alpha': 0.746836413994923, 'reg_lambda': 0.9574228018892155}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:19,440] Trial 72 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.08039002172602142, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8394857865949497, 'colsample_bytree': 0.8676898178672198, 'gamma': 0.16872040439453873, 'reg_alpha': 0.7167080757579221, 'reg_lambda': 1.1215047020369664}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:19,665] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 248, 'learning_rate': 0.08022393316484702, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8149062323866477, 'colsample_bytree': 0.8842835936649055, 'gamma': 0.36930120136273725, 'reg_alpha': 0.7983857145533526, 'reg_lambda': 0.8898250141735861}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:19,893] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.07960486759002192, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8184718176121666, 'colsample_bytree': 0.9257886347423777, 'gamma': 0.40681591362343505, 'reg_alpha': 0.7556004148144913, 'reg_lambda': 1.063519021056886}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:20,117] Trial 75 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.05750106627453996, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7835381374287537, 'colsample_bytree': 0.9280690400916849, 'gamma': 0.8885070914448882, 'reg_alpha': 0.9522764120919031, 'reg_lambda': 1.0288978591976217}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:20,401] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.06623250820861479, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8162990563148143, 'colsample_bytree': 0.8810636765443549, 'gamma': 0.43858496498081606, 'reg_alpha': 0.7969369511272598, 'reg_lambda': 1.1624959621787903}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:20,646] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.04807880656379277, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8415547706278671, 'colsample_bytree': 0.8332939246517332, 'gamma': 0.34147377855348426, 'reg_alpha': 0.7532311864172648, 'reg_lambda': 0.9112731120851769}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:20,879] Trial 78 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.06954387249666183, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8580784557422452, 'colsample_bytree': 0.890731984114113, 'gamma': 0.04622377763956953, 'reg_alpha': 0.8488195257159918, 'reg_lambda': 1.085161557376394}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:21,202] Trial 79 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 240, 'learning_rate': 0.06932343325485985, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8554930645104802, 'colsample_bytree': 0.9036734520744939, 'gamma': 0.09274133942523943, 'reg_alpha': 0.8176183758465143, 'reg_lambda': 1.1318703073795953}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:21,421] Trial 80 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 239, 'learning_rate': 0.07075611975746654, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8577530994049235, 'colsample_bytree': 0.9052418976309535, 'gamma': 0.074522574695233, 'reg_alpha': 0.86402179072113, 'reg_lambda': 1.0794867955405485}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:21,761] Trial 81 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 225, 'learning_rate': 0.10690600732604096, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8346288512687093, 'colsample_bytree': 0.8905409178962388, 'gamma': 0.05460053071400592, 'reg_alpha': 0.8125948725387523, 'reg_lambda': 0.7072972402536888}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:21,991] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 214, 'learning_rate': 0.10278301968680564, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8297329628844835, 'colsample_bytree': 0.9589189480022131, 'gamma': 0.009489046786890915, 'reg_alpha': 0.9404748900755812, 'reg_lambda': 0.7047976320696978}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:22,308] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.10674206386385501, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8293641890823547, 'colsample_bytree': 0.9598205668891718, 'gamma': 0.0245501971382785, 'reg_alpha': 0.942236944484063, 'reg_lambda': 0.7370586446637057}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:22,530] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 240, 'learning_rate': 0.1411333738266805, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8548926342706908, 'colsample_bytree': 0.9237353413433032, 'gamma': 0.14108130159160207, 'reg_alpha': 0.9155792580676785, 'reg_lambda': 0.6602895866584764}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:22,724] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.12137646863850245, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.800093320329854, 'colsample_bytree': 0.8902716312709417, 'gamma': 0.5389952661351309, 'reg_alpha': 0.8539591444722987, 'reg_lambda': 0.5960912154633187}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:23,029] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.10027818682472511, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8031768049992191, 'colsample_bytree': 0.9508554543028527, 'gamma': 0.2660160574660556, 'reg_alpha': 0.8142232581484243, 'reg_lambda': 1.2342097016976037}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:23,250] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.059233102154724784, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8226468420609985, 'colsample_bytree': 0.9363119820408449, 'gamma': 0.009651130250995163, 'reg_alpha': 0.7214418100766076, 'reg_lambda': 1.116889100799201}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:23,448] Trial 88 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 243, 'learning_rate': 0.06761797591055228, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8312585494093461, 'colsample_bytree': 0.901811100870466, 'gamma': 1.733795808396604, 'reg_alpha': 0.9164924604129085, 'reg_lambda': 1.0103162409547932}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:23,668] Trial 89 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 210, 'learning_rate': 0.10943033745020748, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8631750485192956, 'colsample_bytree': 0.9814318642974467, 'gamma': 0.4440709409515744, 'reg_alpha': 0.8823143660914189, 'reg_lambda': 0.832278731662173}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:23,888] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.10569487435197031, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7701877476625619, 'colsample_bytree': 0.9778387445156986, 'gamma': 0.6362322365733297, 'reg_alpha': 0.8888460393820806, 'reg_lambda': 0.8272431310206053}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:24,114] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 237, 'learning_rate': 0.0767291405432451, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.863066202704919, 'colsample_bytree': 0.9535467225477565, 'gamma': 0.4590649007380991, 'reg_alpha': 0.8420891349082309, 'reg_lambda': 0.7250513921601861}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:24,334] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.07705252737659767, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8664276053441075, 'colsample_bytree': 0.9908045372953368, 'gamma': 0.4113293825652259, 'reg_alpha': 0.8460359698074338, 'reg_lambda': 0.7250807459463815}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:24,750] Trial 93 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.06238706283963044, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8640096632354445, 'colsample_bytree': 0.985903324344893, 'gamma': 0.4301745307595045, 'reg_alpha': 0.8443212900307286, 'reg_lambda': 0.7004307722639861}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:24,973] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 227, 'learning_rate': 0.0953049693436168, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.862384070047458, 'colsample_bytree': 0.9686520121529287, 'gamma': 0.7982843148687726, 'reg_alpha': 0.9435103778816045, 'reg_lambda': 0.8741877114033773}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:25,193] Trial 95 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 241, 'learning_rate': 0.06248402570288504, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8374186786907883, 'colsample_bytree': 0.9621352831683918, 'gamma': 0.985970265992767, 'reg_alpha': 0.8088110856934603, 'reg_lambda': 1.0767312922772834}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:25,659] Trial 96 finished with value: 0.755952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.05366277702391681, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8786661782704824, 'colsample_bytree': 0.9520304606991126, 'gamma': 0.49369356645808865, 'reg_alpha': 0.8837627365446301, 'reg_lambda': 0.7988002011738737}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:25,889] Trial 97 finished with value: 0.744047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.04649710340238939, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8809173073877957, 'colsample_bytree': 0.9779847858758708, 'gamma': 0.31409030708323604, 'reg_alpha': 0.9770213776863925, 'reg_lambda': 0.925959922703301}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:26,120] Trial 98 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.05473005829180778, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8219182894390922, 'colsample_bytree': 0.9402852675132336, 'gamma': 0.11724217881636337, 'reg_alpha': 0.7657863956988089, 'reg_lambda': 0.808182889530596}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:26,326] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 200, 'learning_rate': 0.05249850199634039, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8221941271285914, 'colsample_bytree': 0.9394100025816499, 'gamma': 0.15384602324030758, 'reg_alpha': 0.7548142233664621, 'reg_lambda': 0.8364845586318833}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:26,629] Trial 100 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.04162492982443614, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8508658144258702, 'colsample_bytree': 0.9236315960358241, 'gamma': 1.1751367223543576, 'reg_alpha': 0.8779918421316477, 'reg_lambda': 1.288576562534554}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:26,837] Trial 101 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 214, 'learning_rate': 0.050095179159932425, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8394072575306257, 'colsample_bytree': 0.974942453814899, 'gamma': 0.6551817129475251, 'reg_alpha': 0.9025728741327758, 'reg_lambda': 0.7741035846516997}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:27,063] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 226, 'learning_rate': 0.05547151208325666, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8035641076207504, 'colsample_bytree': 0.9878378630613441, 'gamma': 0.12933491268844108, 'reg_alpha': 0.8275129960897504, 'reg_lambda': 1.0250857680896854}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:27,469] Trial 103 finished with value: 0.738095238095238 and parameters: {'n_estimators': 232, 'learning_rate': 0.03484418220194786, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7914350382099785, 'colsample_bytree': 0.9505438632001298, 'gamma': 0.00713771272237438, 'reg_alpha': 0.7764974108159834, 'reg_lambda': 0.6809290521723542}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:27,686] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.05967937919377351, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.874536642761037, 'colsample_bytree': 0.9961844816443959, 'gamma': 0.2897000218579948, 'reg_alpha': 0.9175367230692022, 'reg_lambda': 1.1462666140424318}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:27,923] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 221, 'learning_rate': 0.06977176714328771, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8226232896275436, 'colsample_bytree': 0.9358709637772404, 'gamma': 0.5263577784896915, 'reg_alpha': 0.864286017348723, 'reg_lambda': 0.8410369133315948}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:28,135] Trial 106 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 201, 'learning_rate': 0.06322571302989612, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.850047919278907, 'colsample_bytree': 0.9180368398126769, 'gamma': 0.3431025768305507, 'reg_alpha': 0.8275709721418838, 'reg_lambda': 0.6293342856764108}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:28,454] Trial 107 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.04399783775239203, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8561583476183535, 'colsample_bytree': 0.9187474671326421, 'gamma': 0.7187772312902442, 'reg_alpha': 0.8225605780792947, 'reg_lambda': 0.6314102772127101}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:28,651] Trial 108 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 193, 'learning_rate': 0.043262050015544916, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8448805016912966, 'colsample_bytree': 0.9163627792309523, 'gamma': 0.7237181850329404, 'reg_alpha': 0.8220845520799167, 'reg_lambda': 0.5666621815679711}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:28,878] Trial 109 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 246, 'learning_rate': 0.03776458888576606, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8345524176293622, 'colsample_bytree': 0.9085198699127078, 'gamma': 0.5742418532763671, 'reg_alpha': 0.7635779151613854, 'reg_lambda': 0.6108006991081241}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:29,164] Trial 110 finished with value: 0.738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.04981548459426727, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8839008533973158, 'colsample_bytree': 0.9207130835536456, 'gamma': 0.8729140802240605, 'reg_alpha': 0.7185614164240498, 'reg_lambda': 0.782107366455148}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:29,394] Trial 111 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 234, 'learning_rate': 0.06283507316093975, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8573942647251294, 'colsample_bytree': 0.8980186836679793, 'gamma': 0.4196875458788135, 'reg_alpha': 0.7917173487304756, 'reg_lambda': 1.2069553964764752}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:29,609] Trial 112 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 204, 'learning_rate': 0.05696069901914143, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8495688225872227, 'colsample_bytree': 0.9284557513321854, 'gamma': 0.24504791766103545, 'reg_alpha': 0.7329078013499681, 'reg_lambda': 0.9265787747306741}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:29,937] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.057227985957221686, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8076182792592923, 'colsample_bytree': 0.930410524453906, 'gamma': 0.2513287505602284, 'reg_alpha': 0.7399923940726204, 'reg_lambda': 0.9713707112249945}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:30,145] Trial 114 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 186, 'learning_rate': 0.05234122197475434, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8513293248636526, 'colsample_bytree': 0.9442905141008581, 'gamma': 0.32898782040579283, 'reg_alpha': 0.8172770214979357, 'reg_lambda': 0.6230689208745632}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:30,385] Trial 115 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 202, 'learning_rate': 0.053102613759930806, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8497917744276506, 'colsample_bytree': 0.9418921367141042, 'gamma': 0.3260379855839882, 'reg_alpha': 0.8058844836300072, 'reg_lambda': 0.5008156541181707}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:30,594] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 203, 'learning_rate': 0.04359243213658148, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9015353044280058, 'colsample_bytree': 0.9816663264653015, 'gamma': 0.17199993341105002, 'reg_alpha': 0.8767282486285344, 'reg_lambda': 0.5347771028085346}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:30,833] Trial 117 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 197, 'learning_rate': 0.039367031111778826, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8729512281390425, 'colsample_bytree': 0.9691284908369199, 'gamma': 0.485593715228299, 'reg_alpha': 0.7950520374436745, 'reg_lambda': 0.7950835364460496}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:31,142] Trial 118 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.0655288109251393, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8373225375583396, 'colsample_bytree': 0.9550466278017548, 'gamma': 0.7674758162004125, 'reg_alpha': 0.8378817640451508, 'reg_lambda': 0.6689555444655391}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:31,350] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 192, 'learning_rate': 0.046487441037592205, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8866884316501921, 'colsample_bytree': 0.9454704568005361, 'gamma': 0.6090725489368769, 'reg_alpha': 0.7759043868502745, 'reg_lambda': 0.5691546240357891}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:31,566] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.05489188791580903, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8473169118302425, 'colsample_bytree': 0.9140860824943081, 'gamma': 0.22779438086759243, 'reg_alpha': 0.01800882357044109, 'reg_lambda': 0.9116620845163734}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:31,853] Trial 121 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 185, 'learning_rate': 0.05109605010300279, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8521681636799052, 'colsample_bytree': 0.9343771741915785, 'gamma': 0.3427088695223556, 'reg_alpha': 0.8138757396307166, 'reg_lambda': 0.5064237758253693}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:32,075] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.0590792341761604, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8641196246800761, 'colsample_bytree': 0.9433811286359443, 'gamma': 0.3096372309910054, 'reg_alpha': 0.7342648978101787, 'reg_lambda': 0.6566975067000248}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:32,324] Trial 123 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 227, 'learning_rate': 0.05160106853714442, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8502198558872417, 'colsample_bytree': 0.8715379213723398, 'gamma': 0.12192852773775176, 'reg_alpha': 0.8227798475240499, 'reg_lambda': 0.603329159228685}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:32,630] Trial 124 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.06296721285765616, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8742035647194929, 'colsample_bytree': 0.9077212900299384, 'gamma': 0.4880999722483434, 'reg_alpha': 0.8053619848276669, 'reg_lambda': 0.7499733897583136}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:32,890] Trial 125 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.047818289477595186, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.836696873905911, 'colsample_bytree': 0.9458908226076743, 'gamma': 0.35770847596350785, 'reg_alpha': 0.8873905946201726, 'reg_lambda': 0.8531090772761978}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:33,100] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.03465218297205147, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8617081875508726, 'colsample_bytree': 0.9700857100066158, 'gamma': 0.20482264278495538, 'reg_alpha': 0.11716340317153756, 'reg_lambda': 0.7053802245084726}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:33,400] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.07201026834058824, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8443545750447741, 'colsample_bytree': 0.8948476424254554, 'gamma': 0.1185105406231932, 'reg_alpha': 0.8596219741858374, 'reg_lambda': 0.5078059244987134}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:33,647] Trial 128 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.05752652471309608, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8261665040942777, 'colsample_bytree': 0.9186627573510154, 'gamma': 0.6206735292757598, 'reg_alpha': 0.7798971586168968, 'reg_lambda': 0.6509688220014986}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:33,835] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 210, 'learning_rate': 0.08292402866386359, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8289855834573081, 'colsample_bytree': 0.9206452520014959, 'gamma': 0.9781663667833645, 'reg_alpha': 0.7732066648241571, 'reg_lambda': 0.8133516813033992}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:34,183] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.05611282483251233, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8200746661181838, 'colsample_bytree': 0.877870486297914, 'gamma': 0.6963904507358469, 'reg_alpha': 0.721207817975202, 'reg_lambda': 1.736639555094606}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:34,409] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.060789038774100045, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8551757925764925, 'colsample_bytree': 0.9301863606990463, 'gamma': 0.5641706017582568, 'reg_alpha': 0.7876810530276624, 'reg_lambda': 0.6272304217403917}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:34,617] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 201, 'learning_rate': 0.05210575314662429, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8462528997071744, 'colsample_bytree': 0.9043666883907652, 'gamma': 0.39080847848784134, 'reg_alpha': 0.8301968456647779, 'reg_lambda': 0.6438525808792139}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:35,023] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.06601210226342294, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8685403417148557, 'colsample_bytree': 0.9039270797038899, 'gamma': 0.43334811748204616, 'reg_alpha': 0.8416992287824894, 'reg_lambda': 0.6856448212966664}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:35,250] Trial 134 finished with value: 0.761904761904762 and parameters: {'n_estimators': 217, 'learning_rate': 0.04078968363708171, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8342243548889576, 'colsample_bytree': 0.915420129339205, 'gamma': 0.2251719003145849, 'reg_alpha': 0.868236193585603, 'reg_lambda': 0.7471374899318336}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:35,496] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.039822719518483186, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8090025450342767, 'colsample_bytree': 0.9146562166083976, 'gamma': 0.25063381897977616, 'reg_alpha': 0.8641328859118322, 'reg_lambda': 0.7376241994225349}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:35,925] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.04446388444115544, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8287700658047317, 'colsample_bytree': 0.8864287669584346, 'gamma': 0.09670314186697326, 'reg_alpha': 0.9045423820769659, 'reg_lambda': 0.8924280910792247}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:36,138] Trial 137 finished with value: 0.75 and parameters: {'n_estimators': 216, 'learning_rate': 0.11142256847280427, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8390704560213142, 'colsample_bytree': 0.9231511064831243, 'gamma': 0.18611042663842267, 'reg_alpha': 0.757999828797013, 'reg_lambda': 0.7993393106415279}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:36,340] Trial 138 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 206, 'learning_rate': 0.07444983484802697, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8780930212731387, 'colsample_bytree': 0.9628437831502352, 'gamma': 0.5146380846384353, 'reg_alpha': 0.7080660015018985, 'reg_lambda': 0.5607041671846632}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:36,555] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.036279512670681004, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.825449738054374, 'colsample_bytree': 0.8498399218433867, 'gamma': 0.6651932032730209, 'reg_alpha': 0.8030471371337835, 'reg_lambda': 0.949656001295535}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:36,839] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 241, 'learning_rate': 0.04728401750428766, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8603137502222618, 'colsample_bytree': 0.9349652212871128, 'gamma': 0.27080525543104, 'reg_alpha': 0.7386897115144764, 'reg_lambda': 0.7335601734769494}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:37,049] Trial 141 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 219, 'learning_rate': 0.05346755953742773, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8441112024010419, 'colsample_bytree': 0.8942930885088913, 'gamma': 0.3977425561564807, 'reg_alpha': 0.8348683592386286, 'reg_lambda': 0.7660901671211464}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:37,280] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.058102893680993806, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8348972165380231, 'colsample_bytree': 0.8945348690676918, 'gamma': 0.003702488741317761, 'reg_alpha': 0.856404176826308, 'reg_lambda': 0.8699376096085347}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:37,606] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 226, 'learning_rate': 0.12490344041971382, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8177495752224965, 'colsample_bytree': 0.8697402517579333, 'gamma': 0.43211215329759556, 'reg_alpha': 0.9272173726555331, 'reg_lambda': 0.7790801036455512}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:37,865] Trial 144 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 234, 'learning_rate': 0.03182877615119089, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8677065903692108, 'colsample_bytree': 0.9108730657710726, 'gamma': 0.18864417995142857, 'reg_alpha': 0.8772753904831792, 'reg_lambda': 0.7035716905551692}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:38,223] Trial 145 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.06499170717414661, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8555645482370885, 'colsample_bytree': 0.9201585221697185, 'gamma': 0.3267984467453585, 'reg_alpha': 0.9617243421995363, 'reg_lambda': 0.9938171191378536}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:38,483] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.06621161101921903, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8554793827038966, 'colsample_bytree': 0.9901300273577253, 'gamma': 0.29157953699507194, 'reg_alpha': 0.9716345944384508, 'reg_lambda': 1.006528698683421}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:38,727] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 238, 'learning_rate': 0.04206579659939413, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8420292997298834, 'colsample_bytree': 0.8846851043663486, 'gamma': 0.11413439022087304, 'reg_alpha': 0.970953291416901, 'reg_lambda': 0.9354328858736753}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:39,079] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 217, 'learning_rate': 0.06306834555062578, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8935461296206558, 'colsample_bytree': 0.9294963586136288, 'gamma': 0.3740059677559855, 'reg_alpha': 0.8930158759782808, 'reg_lambda': 0.8379936437371285}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:39,292] Trial 149 finished with value: 0.738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.08420858779313616, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8809159538469032, 'colsample_bytree': 0.9529042525208447, 'gamma': 0.5044146460777656, 'reg_alpha': 0.8314468198062904, 'reg_lambda': 1.1188880386026099}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:39,532] Trial 150 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 246, 'learning_rate': 0.07189893590929144, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8642119540027928, 'colsample_bytree': 0.899779341154634, 'gamma': 0.0888637440865917, 'reg_alpha': 0.9988855870187121, 'reg_lambda': 0.9830822494701491}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:39,741] Trial 151 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 205, 'learning_rate': 0.054925903039808766, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8330644597684933, 'colsample_bytree': 0.915642851862637, 'gamma': 0.6177374936694318, 'reg_alpha': 0.7926558853384731, 'reg_lambda': 0.7636290869933237}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:39,970] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 206, 'learning_rate': 0.04846868996325894, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8484937905600264, 'colsample_bytree': 0.9381237835622755, 'gamma': 0.8411548058199055, 'reg_alpha': 0.8031079669829647, 'reg_lambda': 0.773796397623784}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:40,186] Trial 153 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.05239754703800339, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8350138343485418, 'colsample_bytree': 0.9111607023933206, 'gamma': 0.26801422696996313, 'reg_alpha': 0.845941964911278, 'reg_lambda': 0.9044788998300443}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:40,420] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.05558834748218928, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8583230649278176, 'colsample_bytree': 0.9200360155020139, 'gamma': 0.4119549200956768, 'reg_alpha': 0.7552896973417084, 'reg_lambda': 0.8562609620827688}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:40,843] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.06114294352162726, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8499043672239271, 'colsample_bytree': 0.9269095265627014, 'gamma': 0.5962893694747123, 'reg_alpha': 0.9004408465983467, 'reg_lambda': 0.5833928805300426}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:41,102] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.045078952275171, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8424266458212084, 'colsample_bytree': 0.9076916455298715, 'gamma': 0.1891069391300113, 'reg_alpha': 0.7894037184730966, 'reg_lambda': 0.7118574221704732}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:41,328] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.054357341877067554, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8133336255891397, 'colsample_bytree': 0.895913417394398, 'gamma': 0.3267480664482436, 'reg_alpha': 0.8726885689508836, 'reg_lambda': 0.8094959374835277}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:41,526] Trial 158 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 194, 'learning_rate': 0.096486736066689, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8737584565727675, 'colsample_bytree': 0.9401422144134798, 'gamma': 0.4960431911790674, 'reg_alpha': 0.8222435739378188, 'reg_lambda': 1.043119560418707}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:41,994] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.06781105442104521, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8380563851948035, 'colsample_bytree': 0.8797194618383958, 'gamma': 0.7750169987602005, 'reg_alpha': 0.9552464554001608, 'reg_lambda': 0.7599401761001822}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:42,194] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 202, 'learning_rate': 0.14919340051070423, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8543405863076954, 'colsample_bytree': 0.8902685875297954, 'gamma': 0.09031567512509697, 'reg_alpha': 0.8513006696007795, 'reg_lambda': 0.933135495134966}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:42,402] Trial 161 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 212, 'learning_rate': 0.05966443427592356, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8320723723502748, 'colsample_bytree': 0.9175730889155675, 'gamma': 0.6619755210550828, 'reg_alpha': 0.7708484030243693, 'reg_lambda': 0.6620292879884173}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:42,708] Trial 162 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 216, 'learning_rate': 0.06037844248185329, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8339433629994651, 'colsample_bytree': 0.9165127132537296, 'gamma': 0.36104226419722046, 'reg_alpha': 0.7816995151712737, 'reg_lambda': 0.6638074201979829}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:42,989] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 214, 'learning_rate': 0.060285439109092225, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8321894932697949, 'colsample_bytree': 0.9017925697580257, 'gamma': 0.5379421625228531, 'reg_alpha': 0.7663346400236114, 'reg_lambda': 0.6836161764808268}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:43,184] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.06135314598022571, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8232074636496507, 'colsample_bytree': 0.9025708011019558, 'gamma': 0.5657097815266576, 'reg_alpha': 0.7678497685009047, 'reg_lambda': 0.6946372305567438}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:43,498] Trial 165 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 219, 'learning_rate': 0.07467703069301049, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8326996916784445, 'colsample_bytree': 0.9105646367127289, 'gamma': 0.21475763465097625, 'reg_alpha': 0.73815011272642, 'reg_lambda': 0.7579116267603739}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:43,716] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 216, 'learning_rate': 0.07114021019371404, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7969266318161576, 'colsample_bytree': 0.9141018017088741, 'gamma': 0.20535890026765224, 'reg_alpha': 0.7361753256004913, 'reg_lambda': 0.7434690494987849}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:43,938] Trial 167 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 208, 'learning_rate': 0.08012478039719466, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8282786319133842, 'colsample_bytree': 0.8931755618668553, 'gamma': 0.3469971220092588, 'reg_alpha': 0.7127905423033992, 'reg_lambda': 0.8430238258117949}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:44,278] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 210, 'learning_rate': 0.07859793656050437, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.831952956730558, 'colsample_bytree': 0.8936339195444, 'gamma': 0.015373837322801509, 'reg_alpha': 0.6931442240810621, 'reg_lambda': 1.5480727825916505}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:44,491] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 207, 'learning_rate': 0.08098608705604522, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.812007744017573, 'colsample_bytree': 0.8718441956702103, 'gamma': 0.14202316211783145, 'reg_alpha': 0.717612685551207, 'reg_lambda': 0.674135557029752}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:44,691] Trial 170 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.09035578033232092, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8197452764556601, 'colsample_bytree': 0.8879858643038928, 'gamma': 0.41292905656544476, 'reg_alpha': 0.6764081406444656, 'reg_lambda': 0.8622502480486239}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:45,066] Trial 171 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 225, 'learning_rate': 0.06806846462163943, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8337299024691923, 'colsample_bytree': 0.9031655179824677, 'gamma': 0.2538766280305762, 'reg_alpha': 0.7580556416258697, 'reg_lambda': 0.8340769484204372}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:45,357] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 226, 'learning_rate': 0.07498828440466132, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8317707146809187, 'colsample_bytree': 0.904354600160879, 'gamma': 0.24459058082384605, 'reg_alpha': 0.7421404424312771, 'reg_lambda': 0.8173674865019337}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:45,600] Trial 173 finished with value: 0.744047619047619 and parameters: {'n_estimators': 225, 'learning_rate': 0.07029991191941164, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8258614320508196, 'colsample_bytree': 0.9029540569924995, 'gamma': 0.23515262627868938, 'reg_alpha': 0.7733041490951411, 'reg_lambda': 0.7600449887835681}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:45,823] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 234, 'learning_rate': 0.08339991498021887, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8320018348552425, 'colsample_bytree': 0.9080121056418158, 'gamma': 0.38588593029220836, 'reg_alpha': 0.7509658495720106, 'reg_lambda': 0.812699408445255}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:46,062] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 228, 'learning_rate': 0.07513659616709396, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8083738354195984, 'colsample_bytree': 0.8837252414078876, 'gamma': 0.09105636675997356, 'reg_alpha': 0.7902809173821055, 'reg_lambda': 0.711621075344193}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:46,313] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.07461591799192643, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8424624795616157, 'colsample_bytree': 0.8935766480015044, 'gamma': 0.17606869670432984, 'reg_alpha': 0.7106112900719485, 'reg_lambda': 0.6298763820180794}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:46,535] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 213, 'learning_rate': 0.0672981329932595, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8346481548464049, 'colsample_bytree': 0.8995282257338155, 'gamma': 0.3058668911291792, 'reg_alpha': 0.7567824330279533, 'reg_lambda': 0.8183216657873796}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:46,779] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 223, 'learning_rate': 0.08697038191471305, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8170788033046601, 'colsample_bytree': 0.8765591675057888, 'gamma': 0.47138670870980276, 'reg_alpha': 0.7376693708548651, 'reg_lambda': 0.7439666905196378}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:46,993] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.09246578562811243, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8282945069699256, 'colsample_bytree': 0.9107571566704519, 'gamma': 0.6238997194196548, 'reg_alpha': 0.7776525658322297, 'reg_lambda': 0.8714279771512676}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:47,264] Trial 180 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 235, 'learning_rate': 0.06524885059204699, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8415837703677411, 'colsample_bytree': 0.8643954849272242, 'gamma': 0.009229034281752702, 'reg_alpha': 0.8046018062748124, 'reg_lambda': 0.6677032487672233}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:47,472] Trial 181 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 205, 'learning_rate': 0.059608240636526526, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.833229800393464, 'colsample_bytree': 0.9272929716669625, 'gamma': 0.24549887090287678, 'reg_alpha': 0.7275011271986325, 'reg_lambda': 0.7856227931216629}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:47,657] Trial 182 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.061155717151629194, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.8331407574096151, 'colsample_bytree': 0.9151433644370841, 'gamma': 0.2523825159710334, 'reg_alpha': 0.7014179385836731, 'reg_lambda': 0.7866893970019387}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:47,858] Trial 183 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.07502182748623455, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8224986980421323, 'colsample_bytree': 0.9029345144395019, 'gamma': 0.3628329648461841, 'reg_alpha': 0.7573601394764616, 'reg_lambda': 0.7096678858029186}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:48,132] Trial 184 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 220, 'learning_rate': 0.07625599960735452, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.842409796085706, 'colsample_bytree': 0.8999857980095513, 'gamma': 0.36206672108932986, 'reg_alpha': 0.7258946889573862, 'reg_lambda': 0.6972283976730713}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:48,338] Trial 185 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.07796549731979745, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8395672433603504, 'colsample_bytree': 0.8997442017104066, 'gamma': 0.35990770908595987, 'reg_alpha': 0.6613244698094202, 'reg_lambda': 0.5850856277180743}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:48,540] Trial 186 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 215, 'learning_rate': 0.07372971765888116, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8259023135663225, 'colsample_bytree': 0.8890322772209079, 'gamma': 0.543440863672393, 'reg_alpha': 0.6816289905840675, 'reg_lambda': 0.6796105136545739}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:48,829] Trial 187 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 215, 'learning_rate': 0.072065407710906, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8247813562195782, 'colsample_bytree': 0.9059978971610362, 'gamma': 0.5720098263037128, 'reg_alpha': 0.6880277112453738, 'reg_lambda': 0.6288730448060849}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:49,056] Trial 188 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.071349082134596, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8052620813103567, 'colsample_bytree': 0.9058194635696245, 'gamma': 0.561083492815356, 'reg_alpha': 0.7378640671295515, 'reg_lambda': 0.6179243169385018}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:49,248] Trial 189 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 206, 'learning_rate': 0.0741636693918327, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8165810482571263, 'colsample_bytree': 0.897018581375836, 'gamma': 0.7303148346110766, 'reg_alpha': 0.6945070371410291, 'reg_lambda': 0.6593951426550353}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:49,445] Trial 190 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 199, 'learning_rate': 0.06917329083981007, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8249317269290041, 'colsample_bytree': 0.8869695707101245, 'gamma': 0.6696215094047135, 'reg_alpha': 0.6814076999508817, 'reg_lambda': 0.5633998991126195}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:49,764] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 200, 'learning_rate': 0.06756613482287031, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8246703529857327, 'colsample_bytree': 0.8852053515840919, 'gamma': 0.49693930124632024, 'reg_alpha': 0.6796332273843454, 'reg_lambda': 0.5673483345245408}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:49,968] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 195, 'learning_rate': 0.06853008826176941, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.824334993201876, 'colsample_bytree': 0.8830504022239005, 'gamma': 0.5314162518037411, 'reg_alpha': 0.6569236480969142, 'reg_lambda': 0.5454246974807595}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:50,168] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 199, 'learning_rate': 0.07506677084095525, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7878176650512541, 'colsample_bytree': 0.890664003647884, 'gamma': 0.7015597944480758, 'reg_alpha': 0.6192778145665903, 'reg_lambda': 0.5668402506779613}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:50,517] Trial 194 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.08129925127180497, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.811785560907229, 'colsample_bytree': 0.9039179480227285, 'gamma': 0.9189449154396885, 'reg_alpha': 0.6804492227928065, 'reg_lambda': 0.6096197047971883}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:50,716] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 210, 'learning_rate': 0.06826093569318885, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8257630256103363, 'colsample_bytree': 0.8843591875016423, 'gamma': 0.6326247366198339, 'reg_alpha': 0.703575775672048, 'reg_lambda': 0.668198762759132}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:50,926] Trial 196 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 204, 'learning_rate': 0.05863632028451597, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8186748383961004, 'colsample_bytree': 0.8977998435325769, 'gamma': 0.46796124448002835, 'reg_alpha': 0.7257530027454688, 'reg_lambda': 0.5572104676862006}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:51,138] Trial 197 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 205, 'learning_rate': 0.05950661020699981, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.802595853482984, 'colsample_bytree': 0.9093876382042978, 'gamma': 0.43515356053566046, 'reg_alpha': 0.7472198971187052, 'reg_lambda': 0.707189548131778}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:51,432] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 212, 'learning_rate': 0.0625765737565434, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8181121233823727, 'colsample_bytree': 0.8974444953374764, 'gamma': 0.6403350926142101, 'reg_alpha': 0.7227838987095898, 'reg_lambda': 0.6198674285174609}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:51,710] Trial 199 finished with value: 0.738095238095238 and parameters: {'n_estimators': 209, 'learning_rate': 0.07341330892047931, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8437982316327148, 'colsample_bytree': 0.9229545547300252, 'gamma': 0.37312669576686924, 'reg_alpha': 0.7222522603465928, 'reg_lambda': 0.7587498578933648}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:51,713] A new study created in memory with name: no-name-7c3eb613-ae8c-4489-965e-68a16bcca244
[I 2025-11-03 19:43:52,030] Trial 0 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 199, 'learning_rate': 0.05884779417086811, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9601220359762563, 'colsample_bytree': 0.6824823047790156, 'gamma': 4.4291764116249075, 'reg_alpha': 0.4911284122284586, 'reg_lambda': 2.250180684118024}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:52,336] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.14329251688584346, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.6115996853000286, 'colsample_bytree': 0.8858939121167553, 'gamma': 2.5193691697085683, 'reg_alpha': 0.8619804360873865, 'reg_lambda': 0.9307738692140334}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:52,440] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.17161623002429408, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.6709203621868044, 'colsample_bytree': 0.7132672460658329, 'gamma': 2.5296424577509895, 'reg_alpha': 0.2118838902054393, 'reg_lambda': 1.7682887824789122}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:52,652] Trial 3 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 46, 'learning_rate': 0.0944631234635011, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9573021400393227, 'colsample_bytree': 0.9238379583309505, 'gamma': 2.883177198140311, 'reg_alpha': 0.6198909319766928, 'reg_lambda': 2.8587298291363354}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:52,813] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.010774114558575857, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8385614665306762, 'colsample_bytree': 0.897853591291999, 'gamma': 1.644592117291901, 'reg_alpha': 0.25224540225793823, 'reg_lambda': 2.966934879205259}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:52,957] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.21201769079008548, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.872491337049531, 'colsample_bytree': 0.9709498239182759, 'gamma': 2.3766719380418206, 'reg_alpha': 0.5323965291034988, 'reg_lambda': 2.5172761472040546}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:53,006] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 36, 'learning_rate': 0.01715299463640669, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.6247034988216217, 'colsample_bytree': 0.9131691247063106, 'gamma': 3.46069466962534, 'reg_alpha': 0.9286084068424946, 'reg_lambda': 1.418028729385343}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:53,308] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.035755586655270524, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.6862076854328049, 'colsample_bytree': 0.807701800270103, 'gamma': 0.8991884105267645, 'reg_alpha': 0.6306097147572652, 'reg_lambda': 2.984940417273003}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:53,561] Trial 8 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.15086914794422304, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8822700150129705, 'colsample_bytree': 0.8193378534815032, 'gamma': 0.7806735753183625, 'reg_alpha': 0.7852617966221325, 'reg_lambda': 1.4231768092308532}. Best is trial 8 with value: 0.7261904761904762.
[I 2025-11-03 19:43:53,675] Trial 9 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.1273345113238403, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.669147776593119, 'colsample_bytree': 0.9071397850879427, 'gamma': 1.7434327429434149, 'reg_alpha': 0.34878823903294187, 'reg_lambda': 0.900849619290054}. Best is trial 8 with value: 0.7261904761904762.
[I 2025-11-03 19:43:53,937] Trial 10 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 173, 'learning_rate': 0.29929077409665233, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7831317130846245, 'colsample_bytree': 0.6058621948644223, 'gamma': 0.02225627032302624, 'reg_alpha': 0.04593778987357622, 'reg_lambda': 0.505035169911131}. Best is trial 8 with value: 0.7261904761904762.
[I 2025-11-03 19:43:54,099] Trial 11 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.09819311350111758, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7604863142734771, 'colsample_bytree': 0.8388146186324179, 'gamma': 1.0633357799836134, 'reg_alpha': 0.7456780864262406, 'reg_lambda': 1.2258535446764378}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:43:54,254] Trial 12 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.057381316190834475, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7734817602946964, 'colsample_bytree': 0.8067777455547763, 'gamma': 0.5079082311818395, 'reg_alpha': 0.785152669992603, 'reg_lambda': 1.58471303929244}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:43:54,448] Trial 13 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 94, 'learning_rate': 0.05129889015306818, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7545453980575907, 'colsample_bytree': 0.7462774015876963, 'gamma': 0.09064995379051499, 'reg_alpha': 0.7508495433243747, 'reg_lambda': 1.8001159500107766}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:54,617] Trial 14 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 92, 'learning_rate': 0.033458090675842676, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7233932119044637, 'colsample_bytree': 0.7333899897586047, 'gamma': 1.4018094879828542, 'reg_alpha': 0.7132437355748688, 'reg_lambda': 2.006911452214868}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:54,805] Trial 15 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 140, 'learning_rate': 0.08371419067319076, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.726320700040133, 'colsample_bytree': 0.7604431253108411, 'gamma': 0.19124409218692162, 'reg_alpha': 0.9835713243201085, 'reg_lambda': 1.0262812943565192}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:55,145] Trial 16 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 147, 'learning_rate': 0.03422103112235145, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7237442250654023, 'colsample_bytree': 0.7558997526308121, 'gamma': 0.1146165054683056, 'reg_alpha': 0.9698941324194801, 'reg_lambda': 1.8849061748969729}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:55,317] Trial 17 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 127, 'learning_rate': 0.08367323160924817, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8280374329708844, 'colsample_bytree': 0.6316842280366626, 'gamma': 4.503333273049849, 'reg_alpha': 0.9970503906334621, 'reg_lambda': 0.9947854934013268}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:55,489] Trial 18 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 161, 'learning_rate': 0.019677191161665896, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7328212637808285, 'colsample_bytree': 0.7697565717017816, 'gamma': 0.4555880601961063, 'reg_alpha': 0.8754107336572555, 'reg_lambda': 0.5981019001849084}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:55,769] Trial 19 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 190, 'learning_rate': 0.04908705895720204, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8149624910549786, 'colsample_bytree': 0.6663568750336475, 'gamma': 3.708244956733754, 'reg_alpha': 0.8550844415593128, 'reg_lambda': 2.245538560125395}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:55,930] Trial 20 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 115, 'learning_rate': 0.07248362929956746, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8890678694396135, 'colsample_bytree': 0.856445888256351, 'gamma': 1.9975760555547428, 'reg_alpha': 0.6563502991381912, 'reg_lambda': 1.3281609101442777}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:56,080] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 72, 'learning_rate': 0.09771039280505842, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7530006016703914, 'colsample_bytree': 0.8427534251802025, 'gamma': 1.2682694287057075, 'reg_alpha': 0.7427387183826824, 'reg_lambda': 1.158833431351773}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:56,287] Trial 22 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 69, 'learning_rate': 0.0436940092064402, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7023905789634026, 'colsample_bytree': 0.7652887797818655, 'gamma': 1.0315102843352622, 'reg_alpha': 0.5016173436121294, 'reg_lambda': 1.1574043128107614}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:56,372] Trial 23 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 20, 'learning_rate': 0.044751381826299085, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6914856154979527, 'colsample_bytree': 0.773253588690565, 'gamma': 0.44254168627612067, 'reg_alpha': 0.48035239726968254, 'reg_lambda': 0.7118431932779716}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:56,506] Trial 24 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 68, 'learning_rate': 0.02369313024517496, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6549646468352084, 'colsample_bytree': 0.7079939666564985, 'gamma': 0.13849998960324128, 'reg_alpha': 0.4047582630951846, 'reg_lambda': 1.10625495550163}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:56,812] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 114, 'learning_rate': 0.06956963409238857, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7111159383418773, 'colsample_bytree': 0.7422553656964253, 'gamma': 0.7375084013927184, 'reg_alpha': 0.5675223698516267, 'reg_lambda': 1.5904600510455997}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:56,961] Trial 26 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 70, 'learning_rate': 0.02629046669812416, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6398869984451004, 'colsample_bytree': 0.7824814172368464, 'gamma': 0.4653125338791325, 'reg_alpha': 0.4274023389703863, 'reg_lambda': 0.791166080487355}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:57,124] Trial 27 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 147, 'learning_rate': 0.03956399973769645, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8039897795396593, 'colsample_bytree': 0.6796830621318749, 'gamma': 1.1793030239264104, 'reg_alpha': 0.30057590425449965, 'reg_lambda': 1.5819827043698758}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:57,354] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 107, 'learning_rate': 0.056466744923570344, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7451283875462316, 'colsample_bytree': 0.7195871271869089, 'gamma': 0.14108466136635606, 'reg_alpha': 0.09179350783350976, 'reg_lambda': 1.9778493718717476}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:57,536] Trial 29 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 171, 'learning_rate': 0.06934012878160002, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9994151798949106, 'colsample_bytree': 0.6618122782047013, 'gamma': 4.865965010240468, 'reg_alpha': 0.9326022344159519, 'reg_lambda': 2.230540524317428}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:57,741] Trial 30 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 193, 'learning_rate': 0.027917527569898154, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7004653522937028, 'colsample_bytree': 0.6974259440301405, 'gamma': 1.527970350211498, 'reg_alpha': 0.8374980061941794, 'reg_lambda': 2.4262524304272612}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:57,897] Trial 31 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 100, 'learning_rate': 0.09170056789261805, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.760623339783078, 'colsample_bytree': 0.8507832451237334, 'gamma': 1.0439603118231615, 'reg_alpha': 0.7597549784598703, 'reg_lambda': 1.2500897268331035}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:58,147] Trial 32 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.11769139896672386, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6006997859787024, 'colsample_bytree': 0.7799403726185087, 'gamma': 0.7480650144833976, 'reg_alpha': 0.6591204554532285, 'reg_lambda': 1.1213501078737966}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:58,283] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.13254044207016497, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6003357678146235, 'colsample_bytree': 0.783445369680029, 'gamma': 0.6957394630436238, 'reg_alpha': 0.6860938960509996, 'reg_lambda': 1.0219866072763186}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:58,490] Trial 34 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 78, 'learning_rate': 0.19120524302418157, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6365131334334415, 'colsample_bytree': 0.7490038687192878, 'gamma': 2.0124480114735226, 'reg_alpha': 0.5776545594142724, 'reg_lambda': 1.7160087993919753}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:58,645] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.049093396893985355, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.681395774578984, 'colsample_bytree': 0.729183386708424, 'gamma': 0.3272148578069113, 'reg_alpha': 0.43456184057948005, 'reg_lambda': 0.8954915224281611}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:58,718] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.11086823292059066, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.7798907449358454, 'colsample_bytree': 0.8731908057766329, 'gamma': 0.7219626904663526, 'reg_alpha': 0.5087824347231391, 'reg_lambda': 0.7311868158026162}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,044] Trial 37 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 125, 'learning_rate': 0.07376906502863595, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.65923209738241, 'colsample_bytree': 0.7922913710071341, 'gamma': 3.1239052413368773, 'reg_alpha': 0.6004915237300891, 'reg_lambda': 1.428294818139218}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,232] Trial 38 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 146, 'learning_rate': 0.23470537220272897, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8464748872755634, 'colsample_bytree': 0.8225750866370162, 'gamma': 1.7953147670453156, 'reg_alpha': 0.673410359749227, 'reg_lambda': 1.0824099580269757}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,319] Trial 39 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 26, 'learning_rate': 0.01062116738206719, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6114077822303148, 'colsample_bytree': 0.9509220213162973, 'gamma': 0.9719603370255536, 'reg_alpha': 0.8097399147875629, 'reg_lambda': 1.746314409175062}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,468] Trial 40 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 95, 'learning_rate': 0.01474735618825348, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9275002524033055, 'colsample_bytree': 0.7552166304268788, 'gamma': 2.5610391023039005, 'reg_alpha': 0.8855401455985952, 'reg_lambda': 1.3586213588049036}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,681] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 84, 'learning_rate': 0.10805796469542005, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7945764339668117, 'colsample_bytree': 0.8236547292299449, 'gamma': 0.291506070977439, 'reg_alpha': 0.7363356370628934, 'reg_lambda': 1.2150243435432369}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,816] Trial 42 finished with value: 0.738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.1621290105802364, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.761742254903952, 'colsample_bytree': 0.8340489863496738, 'gamma': 1.1936228145572632, 'reg_alpha': 0.6239226732629909, 'reg_lambda': 0.868509832038264}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,934] Trial 43 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 47, 'learning_rate': 0.11948192313588478, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7403288458123989, 'colsample_bytree': 0.8030076647601316, 'gamma': 0.9784648959381664, 'reg_alpha': 0.5423538684485516, 'reg_lambda': 1.4652870019516797}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:44:00,177] Trial 44 finished with value: 0.738095238095238 and parameters: {'n_estimators': 81, 'learning_rate': 0.08508513290799818, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6935005924561126, 'colsample_bytree': 0.9970019850533125, 'gamma': 0.6945551016433043, 'reg_alpha': 0.9149471354393345, 'reg_lambda': 1.2152038079067737}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:44:00,369] Trial 45 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.0645709398400677, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7157330503658803, 'colsample_bytree': 0.8673873944541912, 'gamma': 1.4147025848767274, 'reg_alpha': 0.19562105421627674, 'reg_lambda': 0.9804099458666905}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:44:00,532] Trial 46 finished with value: 0.75 and parameters: {'n_estimators': 112, 'learning_rate': 0.1424318075063925, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7777564584636631, 'colsample_bytree': 0.7721975076442253, 'gamma': 0.6253281573112361, 'reg_alpha': 0.4773517358697743, 'reg_lambda': 1.5267254430716852}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:44:00,929] Trial 47 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 136, 'learning_rate': 0.26366506732597406, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7937580723176345, 'colsample_bytree': 0.7619586294727316, 'gamma': 0.2517107668399611, 'reg_alpha': 0.48562225651440427, 'reg_lambda': 1.50082792313665}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:01,098] Trial 48 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.27308778880508605, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.864073351189766, 'colsample_bytree': 0.6978059613634179, 'gamma': 0.29204883487094024, 'reg_alpha': 0.3453045677189985, 'reg_lambda': 2.093842559685025}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:01,259] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.1875261205131098, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.8147072036493167, 'colsample_bytree': 0.7560583724805829, 'gamma': 0.0978945013639787, 'reg_alpha': 0.5358284897492589, 'reg_lambda': 1.8739123182788404}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:01,341] Trial 50 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 35, 'learning_rate': 0.039705758443662614, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6686248691070011, 'colsample_bytree': 0.725742118852319, 'gamma': 0.026241867153905724, 'reg_alpha': 0.39587653037437515, 'reg_lambda': 1.288600488465268}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:01,505] Trial 51 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 118, 'learning_rate': 0.1414776723729448, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7908537932681864, 'colsample_bytree': 0.7693136248907368, 'gamma': 0.5942820704733013, 'reg_alpha': 0.48073494409607015, 'reg_lambda': 1.5551171732475748}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:01,793] Trial 52 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.22528706113165992, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7917400818376455, 'colsample_bytree': 0.793434195622231, 'gamma': 0.862694922211813, 'reg_alpha': 0.3561446457592179, 'reg_lambda': 1.6577515716911808}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:01,966] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 120, 'learning_rate': 0.16147423645447573, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8393104324286704, 'colsample_bytree': 0.7692614707541356, 'gamma': 0.3219491856807377, 'reg_alpha': 0.45300809760850064, 'reg_lambda': 1.831908566966588}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:02,196] Trial 54 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.08115710351335312, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7387890451623181, 'colsample_bytree': 0.7379045329451805, 'gamma': 0.5720167294499037, 'reg_alpha': 0.6430988543208412, 'reg_lambda': 1.372570386521452}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:02,455] Trial 55 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 103, 'learning_rate': 0.06026207730938148, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.765250697208881, 'colsample_bytree': 0.8098434878934889, 'gamma': 0.2635436253450617, 'reg_alpha': 0.5159405975063602, 'reg_lambda': 1.1086479800676314}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:02,626] Trial 56 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 156, 'learning_rate': 0.050344169200056604, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.812888528120778, 'colsample_bytree': 0.7618199427828324, 'gamma': 0.006951842520443452, 'reg_alpha': 0.2907432925224863, 'reg_lambda': 1.489290665724321}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:02,767] Trial 57 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 93, 'learning_rate': 0.2783698804945, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7230360176531088, 'colsample_bytree': 0.7103491010000625, 'gamma': 0.5097614453715855, 'reg_alpha': 0.5723066711473895, 'reg_lambda': 2.8190589461896645}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:03,049] Trial 58 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 132, 'learning_rate': 0.19309646557933494, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7052831780459674, 'colsample_bytree': 0.742604219516683, 'gamma': 0.8315443635666033, 'reg_alpha': 0.47127270169237273, 'reg_lambda': 1.6979914981639688}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:03,202] Trial 59 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 66, 'learning_rate': 0.04170840010279043, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8552389062137735, 'colsample_bytree': 0.7814393016045391, 'gamma': 0.4812093150379152, 'reg_alpha': 0.7011424185023187, 'reg_lambda': 2.0095789732343965}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:03,378] Trial 60 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 170, 'learning_rate': 0.14221320375637375, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8887367872448212, 'colsample_bytree': 0.7907824120361893, 'gamma': 4.008643600036907, 'reg_alpha': 0.9795330902712575, 'reg_lambda': 0.6253049931751369}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:03,585] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 107, 'learning_rate': 0.14777795986144543, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7763424559961142, 'colsample_bytree': 0.7726204189664262, 'gamma': 0.5746841441712163, 'reg_alpha': 0.490551848032414, 'reg_lambda': 1.5250548574502885}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:03,862] Trial 62 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 114, 'learning_rate': 0.09670038393567634, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7887552279187199, 'colsample_bytree': 0.7635760355432589, 'gamma': 0.2241961760256903, 'reg_alpha': 0.375867806285354, 'reg_lambda': 1.6191416343682257}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:04,056] Trial 63 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 120, 'learning_rate': 0.10543862455618556, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8242840472856441, 'colsample_bytree': 0.8102233939826325, 'gamma': 0.2272870922897155, 'reg_alpha': 0.3824612378871315, 'reg_lambda': 1.6361754353748368}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:04,254] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 122, 'learning_rate': 0.10408885191490605, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8234484498505223, 'colsample_bytree': 0.8081239373980287, 'gamma': 0.22876350101966292, 'reg_alpha': 0.37591738646259504, 'reg_lambda': 1.8067077000200071}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:04,571] Trial 65 finished with value: 0.75 and parameters: {'n_estimators': 133, 'learning_rate': 0.12383509362940176, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7988294856531284, 'colsample_bytree': 0.8162277221086934, 'gamma': 0.358551490567676, 'reg_alpha': 0.2252983628179866, 'reg_lambda': 1.637823318658326}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:04,759] Trial 66 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 119, 'learning_rate': 0.09066930210607502, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.911660966510583, 'colsample_bytree': 0.7385502418053488, 'gamma': 0.002082611010789215, 'reg_alpha': 0.2837146374657489, 'reg_lambda': 2.101158050784437}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:04,948] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.07859846035316576, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7501109019140956, 'colsample_bytree': 0.7182336199146161, 'gamma': 0.17590274821357904, 'reg_alpha': 0.32281449167831855, 'reg_lambda': 1.9162133705559257}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:05,132] Trial 68 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 112, 'learning_rate': 0.11861230848417803, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8283111434726923, 'colsample_bytree': 0.748350531461566, 'gamma': 0.37482146668316885, 'reg_alpha': 0.42954270836190794, 'reg_lambda': 1.6146081822561689}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:05,417] Trial 69 finished with value: 0.761904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.11518106283848478, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8039607443949573, 'colsample_bytree': 0.6967648265586815, 'gamma': 0.4175989234513835, 'reg_alpha': 0.43009797145422746, 'reg_lambda': 1.5670810525427714}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:05,569] Trial 70 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 112, 'learning_rate': 0.13145432290559933, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8053093521955436, 'colsample_bytree': 0.6348700953818565, 'gamma': 0.4355993728721611, 'reg_alpha': 0.4244998761530398, 'reg_lambda': 1.7692524885773377}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:05,734] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 98, 'learning_rate': 0.11671841114587762, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8306320102690061, 'colsample_bytree': 0.6887776138789814, 'gamma': 0.8190951707647909, 'reg_alpha': 0.43271386498036535, 'reg_lambda': 1.5664168630647417}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:06,069] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.09859300000547164, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7879198556673261, 'colsample_bytree': 0.747278051354858, 'gamma': 0.6325767693668598, 'reg_alpha': 0.6011430360598256, 'reg_lambda': 1.3795786786052238}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:06,253] Trial 73 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 88, 'learning_rate': 0.17202666933913513, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8053195843164708, 'colsample_bytree': 0.6733806250800568, 'gamma': 0.41994832762349693, 'reg_alpha': 0.4141028707928406, 'reg_lambda': 1.698710365581692}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:06,445] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 108, 'learning_rate': 0.09670359500130221, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7714436666896656, 'colsample_bytree': 0.6478215216135427, 'gamma': 0.15841954282342047, 'reg_alpha': 0.4632940675296251, 'reg_lambda': 1.3091440358752542}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:06,690] Trial 75 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.1323901001080837, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.8421901216898946, 'colsample_bytree': 0.7296981128663389, 'gamma': 1.153693585907864, 'reg_alpha': 0.7961943488023109, 'reg_lambda': 1.4282651760401073}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:06,867] Trial 76 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 76, 'learning_rate': 0.07366988496421784, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8704922812609223, 'colsample_bytree': 0.7604081549328272, 'gamma': 0.572858786821526, 'reg_alpha': 0.3617181395796902, 'reg_lambda': 1.556389287295165}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:07,045] Trial 77 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 101, 'learning_rate': 0.0626700429375342, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.7849256567142932, 'colsample_bytree': 0.7080606820341542, 'gamma': 0.4097368361205986, 'reg_alpha': 0.5430014086413018, 'reg_lambda': 1.9299672075509688}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:07,404] Trial 78 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 116, 'learning_rate': 0.0876537251294187, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7344251976540779, 'colsample_bytree': 0.6020631034039672, 'gamma': 2.34969545125655, 'reg_alpha': 0.32515392656230685, 'reg_lambda': 0.8209404017677078}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:07,596] Trial 79 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.24507571760878613, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8302964896748646, 'colsample_bytree': 0.7792194279161875, 'gamma': 0.7700836814076326, 'reg_alpha': 0.5157098561073514, 'reg_lambda': 1.7993461159757889}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:07,796] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 136, 'learning_rate': 0.2442511338921708, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.753638085081245, 'colsample_bytree': 0.6986589354308634, 'gamma': 0.14856193491227576, 'reg_alpha': 0.453441065165959, 'reg_lambda': 1.77908527924434}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:08,073] Trial 81 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 127, 'learning_rate': 0.21086331073254594, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8288040708371541, 'colsample_bytree': 0.7815844691702638, 'gamma': 0.9127581361517896, 'reg_alpha': 0.5032729804900529, 'reg_lambda': 1.6567289890222048}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:08,225] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.2919391186777405, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8520864741365479, 'colsample_bytree': 0.7911883420335049, 'gamma': 0.7542774629333597, 'reg_alpha': 0.5578983342955899, 'reg_lambda': 1.8545881983636927}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:08,458] Trial 83 finished with value: 0.761904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.1736386883213433, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.815346020508778, 'colsample_bytree': 0.7508754867409665, 'gamma': 0.33937867439090014, 'reg_alpha': 0.8438610892914461, 'reg_lambda': 1.6008546203627894}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:08,656] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.2645340636608593, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8066537211647462, 'colsample_bytree': 0.7510876627155922, 'gamma': 0.3393415108515785, 'reg_alpha': 0.9432564087110857, 'reg_lambda': 1.4799777293405179}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:08,959] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.17703734356635886, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7916945480030338, 'colsample_bytree': 0.7638898435135741, 'gamma': 0.12681706412100371, 'reg_alpha': 0.7652732068517836, 'reg_lambda': 1.5991943689577344}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:09,127] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 164, 'learning_rate': 0.2269633778954065, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.8212962029007727, 'colsample_bytree': 0.7281444377746819, 'gamma': 0.515276904733604, 'reg_alpha': 0.9000793401573185, 'reg_lambda': 1.7359448814213714}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:09,417] Trial 87 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 206, 'learning_rate': 0.15797740463867868, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7717502401261485, 'colsample_bytree': 0.747468250428515, 'gamma': 0.25164942431677423, 'reg_alpha': 0.39699143074644366, 'reg_lambda': 1.9796660331020615}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:09,673] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 179, 'learning_rate': 0.21193206920819205, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7966533514058117, 'colsample_bytree': 0.7182928809094706, 'gamma': 0.661859854871783, 'reg_alpha': 0.9490307628534166, 'reg_lambda': 1.4456335632422372}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:09,857] Trial 89 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.24886922174719686, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8600583174514702, 'colsample_bytree': 0.7963580968289727, 'gamma': 0.00543201747780514, 'reg_alpha': 0.8464027537675617, 'reg_lambda': 2.0931475360161262}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:10,034] Trial 90 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.2058224679328672, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8354448059598946, 'colsample_bytree': 0.7385502127820472, 'gamma': 1.3268430598301462, 'reg_alpha': 0.1727000290583609, 'reg_lambda': 1.8066329443694655}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:10,273] Trial 91 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 124, 'learning_rate': 0.11061998967590811, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8145296544941613, 'colsample_bytree': 0.7842251714255496, 'gamma': 0.37229887653605553, 'reg_alpha': 0.6667611589635837, 'reg_lambda': 0.9889754658900313}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:10,453] Trial 92 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 123, 'learning_rate': 0.11642513750554638, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8171130218842562, 'colsample_bytree': 0.7737250899264342, 'gamma': 0.3942536501436683, 'reg_alpha': 0.8286562971321002, 'reg_lambda': 0.9803270960502585}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:10,615] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.05327238423134761, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8093787118218366, 'colsample_bytree': 0.7540998301912278, 'gamma': 0.10951266959619968, 'reg_alpha': 0.9961581291255055, 'reg_lambda': 1.5097198641472864}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:10,767] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 96, 'learning_rate': 0.1535342820533485, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7833793955557492, 'colsample_bytree': 0.7657730413413439, 'gamma': 0.2669100255494942, 'reg_alpha': 0.714374895471014, 'reg_lambda': 1.7007785201785222}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:10,985] Trial 95 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 115, 'learning_rate': 0.11070746538067598, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.766420218763875, 'colsample_bytree': 0.758487517305895, 'gamma': 0.5200783785931349, 'reg_alpha': 0.5906700690030215, 'reg_lambda': 1.584186089999896}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:11,187] Trial 96 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 248, 'learning_rate': 0.13669719335656513, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8455173607353715, 'colsample_bytree': 0.8295143851078985, 'gamma': 2.994434481278901, 'reg_alpha': 0.44500108540475447, 'reg_lambda': 1.0616306714180712}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:11,326] Trial 97 finished with value: 0.738095238095238 and parameters: {'n_estimators': 103, 'learning_rate': 0.13934579194975277, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8447572038348892, 'colsample_bytree': 0.8342562932546251, 'gamma': 2.998169688967922, 'reg_alpha': 0.5249303727901466, 'reg_lambda': 1.179834729325777}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:11,628] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.17151513234759672, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8340534155829517, 'colsample_bytree': 0.7999289526187042, 'gamma': 3.53532096967208, 'reg_alpha': 0.4393931312900815, 'reg_lambda': 1.2790860738276992}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:11,838] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.1270111211842118, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.87705566985425, 'colsample_bytree': 0.785209102184959, 'gamma': 2.198400202599209, 'reg_alpha': 0.4978808279493765, 'reg_lambda': 1.386797685260504}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:12,025] Trial 100 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 126, 'learning_rate': 0.17915059381366713, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8512259670272181, 'colsample_bytree': 0.8227242027701148, 'gamma': 3.1966380490693718, 'reg_alpha': 0.3822581686163852, 'reg_lambda': 1.6093918398674294}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:12,304] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 126, 'learning_rate': 0.1870693389700559, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.814496228998375, 'colsample_bytree': 0.8482888273341611, 'gamma': 3.497437388439044, 'reg_alpha': 0.4049510202274643, 'reg_lambda': 1.6275286655392454}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:12,461] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.1378150733992945, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8512530681196944, 'colsample_bytree': 0.8181494725566276, 'gamma': 2.6806880012472547, 'reg_alpha': 0.3276973890087666, 'reg_lambda': 1.5375617876945746}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:12,605] Trial 103 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 117, 'learning_rate': 0.19748588641039774, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7994037378089213, 'colsample_bytree': 0.8295354137808881, 'gamma': 3.2812282501749115, 'reg_alpha': 0.37331389969601286, 'reg_lambda': 1.0490860237587483}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:12,774] Trial 104 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 134, 'learning_rate': 0.2549930267329857, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8374237055582532, 'colsample_bytree': 0.8861997179788415, 'gamma': 2.8152337042241427, 'reg_alpha': 0.4716730840506093, 'reg_lambda': 1.6631532150750115}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:13,002] Trial 105 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 146, 'learning_rate': 0.15028606715498455, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8664138504708973, 'colsample_bytree': 0.8568516385197694, 'gamma': 3.1951425089696097, 'reg_alpha': 0.4531811886870724, 'reg_lambda': 1.7388695670335013}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:13,138] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 84, 'learning_rate': 0.1664836401433488, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8240363738937836, 'colsample_bytree': 0.7734690910575348, 'gamma': 3.65798939154669, 'reg_alpha': 0.42415905554710864, 'reg_lambda': 1.9074709114079778}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:13,354] Trial 107 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 241, 'learning_rate': 0.2251798138834114, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8846541447500367, 'colsample_bytree': 0.8014273562178758, 'gamma': 3.2320876716197233, 'reg_alpha': 0.27030967070324097, 'reg_lambda': 1.803335641745511}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:13,733] Trial 108 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 215, 'learning_rate': 0.12284383852887794, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8175679147125109, 'colsample_bytree': 0.7791759253637482, 'gamma': 3.971152069455087, 'reg_alpha': 0.3901667452030899, 'reg_lambda': 0.9374670289786484}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:13,901] Trial 109 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.17675416438177935, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8587380557003904, 'colsample_bytree': 0.745562974777947, 'gamma': 3.374461351898568, 'reg_alpha': 0.3495983994986814, 'reg_lambda': 1.480159673554864}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:14,065] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.1006338176192048, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9084867504754053, 'colsample_bytree': 0.8412318738539765, 'gamma': 0.36048231809286346, 'reg_alpha': 0.4831076088253135, 'reg_lambda': 1.6034436944567554}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:14,224] Trial 111 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 124, 'learning_rate': 0.09340884892582485, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7522138814168711, 'colsample_bytree': 0.7357333581484929, 'gamma': 2.770057423813307, 'reg_alpha': 0.8131551950006694, 'reg_lambda': 1.046062801369638}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:14,396] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.11157811284727791, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7263380388875963, 'colsample_bytree': 0.7866605756279278, 'gamma': 3.1059789612042707, 'reg_alpha': 0.8840868935250026, 'reg_lambda': 0.7974863393957625}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:14,608] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 113, 'learning_rate': 0.04529456602937523, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7905916944112598, 'colsample_bytree': 0.7539977366474261, 'gamma': 0.19646916615016416, 'reg_alpha': 0.76887458310441, 'reg_lambda': 1.3473991235468006}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:14,774] Trial 114 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 119, 'learning_rate': 0.06679363270304683, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8458627164782279, 'colsample_bytree': 0.7668459861495641, 'gamma': 0.6647804460134271, 'reg_alpha': 0.8631005034433811, 'reg_lambda': 0.9158826409815634}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:14,934] Trial 115 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 100, 'learning_rate': 0.06751445289551375, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8458573806365275, 'colsample_bytree': 0.8249578099614255, 'gamma': 0.6387488017737616, 'reg_alpha': 0.4174230523875049, 'reg_lambda': 1.6585607859350269}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:15,191] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 99, 'learning_rate': 0.05767591960791327, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8482434117797973, 'colsample_bytree': 0.8086841943454495, 'gamma': 0.8876886937562852, 'reg_alpha': 0.40847983503633833, 'reg_lambda': 0.5345660886669668}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:15,359] Trial 117 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 117, 'learning_rate': 0.06772665110768644, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8321053320913777, 'colsample_bytree': 0.825910452729827, 'gamma': 0.7374365125736038, 'reg_alpha': 0.4347421551343763, 'reg_lambda': 0.936314198399565}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:15,526] Trial 118 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 120, 'learning_rate': 0.07697118051147667, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8443027137852547, 'colsample_bytree': 0.8627404896300738, 'gamma': 1.062096669911066, 'reg_alpha': 0.37742712437041676, 'reg_lambda': 0.7565554925557}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:15,684] Trial 119 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 105, 'learning_rate': 0.295491466427234, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8003575992286843, 'colsample_bytree': 0.7695638465837847, 'gamma': 0.5641032636343636, 'reg_alpha': 0.8688551856381863, 'reg_lambda': 0.681481166698507}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:15,992] Trial 120 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.13183695751632618, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8772336970488186, 'colsample_bytree': 0.7932750782273015, 'gamma': 0.667070152322635, 'reg_alpha': 0.00021101996372291376, 'reg_lambda': 1.5308932351100033}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:16,163] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.1033237265044923, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8302417085557718, 'colsample_bytree': 0.8317975784770469, 'gamma': 0.794781621194173, 'reg_alpha': 0.4460894568837656, 'reg_lambda': 0.8482937896629953}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:16,333] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 124, 'learning_rate': 0.06798311874833086, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8381106189409724, 'colsample_bytree': 0.8168423734932483, 'gamma': 0.4442833737777321, 'reg_alpha': 0.4229610407601984, 'reg_lambda': 0.9123821207455072}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:16,521] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.08307574857484608, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8111300434691378, 'colsample_bytree': 0.8256174071283123, 'gamma': 0.632698552128413, 'reg_alpha': 0.5125621518367589, 'reg_lambda': 0.9498899646691641}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:16,760] Trial 124 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.06585495235642479, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8255173096363637, 'colsample_bytree': 0.8444674419942966, 'gamma': 2.9287149987838053, 'reg_alpha': 0.4691996879033027, 'reg_lambda': 1.6874311991789364}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:16,952] Trial 125 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.012320935954210983, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8576906724530996, 'colsample_bytree': 0.7794301862235619, 'gamma': 0.9459163789861824, 'reg_alpha': 0.30911144311340166, 'reg_lambda': 0.8574766219734299}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:17,156] Trial 126 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 134, 'learning_rate': 0.07150909924360299, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8317408478663976, 'colsample_bytree': 0.8147903691927159, 'gamma': 0.7888458426902571, 'reg_alpha': 0.5528992347557657, 'reg_lambda': 1.1606926881595265}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:17,371] Trial 127 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 138, 'learning_rate': 0.1501269037153504, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8035170260088118, 'colsample_bytree': 0.8039181238162005, 'gamma': 0.5114737339662396, 'reg_alpha': 0.5485457613276643, 'reg_lambda': 1.0964287818687795}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:17,560] Trial 128 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.11814445278872121, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8037761993875319, 'colsample_bytree': 0.8005621611193343, 'gamma': 0.4732410781701071, 'reg_alpha': 0.544590448106504, 'reg_lambda': 1.121589134739624}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:17,846] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 153, 'learning_rate': 0.15028248476338824, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7792110888693633, 'colsample_bytree': 0.813288186179028, 'gamma': 0.33605478689842333, 'reg_alpha': 0.6291839654212076, 'reg_lambda': 1.2161320998578296}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:18,032] Trial 130 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 137, 'learning_rate': 0.06121911911650137, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8162242544227436, 'colsample_bytree': 0.9326727698617473, 'gamma': 0.5905090071395664, 'reg_alpha': 0.5214694206047675, 'reg_lambda': 1.0801797873731185}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:18,276] Trial 131 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.08875880283296322, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.792900150480157, 'colsample_bytree': 0.803966684297428, 'gamma': 0.7596145566818283, 'reg_alpha': 0.5586428190352941, 'reg_lambda': 1.1576735678782026}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:18,573] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.14262051845847765, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8228352382481375, 'colsample_bytree': 0.7628282122461049, 'gamma': 0.27833910705092935, 'reg_alpha': 0.49108837220601936, 'reg_lambda': 0.9856689905070567}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:19,346] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 136, 'learning_rate': 0.07320690563581894, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.843950074055024, 'colsample_bytree': 0.7879906484075847, 'gamma': 1.1297963293883466, 'reg_alpha': 0.6096325722002227, 'reg_lambda': 1.4278101097060336}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:19,530] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.1295997319548337, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.808747079557549, 'colsample_bytree': 0.8218146250476235, 'gamma': 0.513376230062699, 'reg_alpha': 0.579336548908419, 'reg_lambda': 1.6270510261669033}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:19,886] Trial 135 finished with value: 0.738095238095238 and parameters: {'n_estimators': 197, 'learning_rate': 0.158532197014148, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8507653504756675, 'colsample_bytree': 0.8376926347678613, 'gamma': 0.41066355459470505, 'reg_alpha': 0.46040842831659856, 'reg_lambda': 1.5701895347849513}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:20,069] Trial 136 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.10963263947308664, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8701858940291322, 'colsample_bytree': 0.7767150017938336, 'gamma': 0.6539173685675478, 'reg_alpha': 0.6604794972649273, 'reg_lambda': 1.7240484488563017}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:20,228] Trial 137 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 124, 'learning_rate': 0.18298778137965863, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7863792771759858, 'colsample_bytree': 0.7943087158953038, 'gamma': 1.7381982368567903, 'reg_alpha': 0.49060567438658653, 'reg_lambda': 1.4783568601784645}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:20,552] Trial 138 finished with value: 0.761904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.19716565249399656, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8305057077790783, 'colsample_bytree': 0.7639215206651008, 'gamma': 0.9744015420640912, 'reg_alpha': 0.3625431579188526, 'reg_lambda': 1.023114213829243}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:20,735] Trial 139 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 147, 'learning_rate': 0.26595639206420735, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8285850620578508, 'colsample_bytree': 0.7602704760206975, 'gamma': 0.8535852923543807, 'reg_alpha': 0.4052255573598825, 'reg_lambda': 1.015960552896028}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:20,927] Trial 140 finished with value: 0.755952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.23523299188073415, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8021479498388236, 'colsample_bytree': 0.7716515901879681, 'gamma': 1.0546537385594656, 'reg_alpha': 0.5110659553719592, 'reg_lambda': 1.0817208562136174}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:21,136] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.16771625767764767, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8365664500764781, 'colsample_bytree': 0.751011351218923, 'gamma': 0.57646968470695, 'reg_alpha': 0.3817999118806625, 'reg_lambda': 1.2601552830633218}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:21,380] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.1386004339623476, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8211192149326688, 'colsample_bytree': 0.786506676261491, 'gamma': 0.7065345259131671, 'reg_alpha': 0.351029045968125, 'reg_lambda': 1.1309227822322698}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:21,545] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.2017989762416682, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.814594730823551, 'colsample_bytree': 0.764498609712988, 'gamma': 0.35183805383702277, 'reg_alpha': 0.4462690083987827, 'reg_lambda': 1.6673161267462513}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:21,698] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.21994643209853423, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8626345639451871, 'colsample_bytree': 0.8044767401537156, 'gamma': 3.0670376121050418, 'reg_alpha': 0.36586995908026826, 'reg_lambda': 0.8912311405041969}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:21,960] Trial 145 finished with value: 0.761904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.19240305712065014, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8416207052100951, 'colsample_bytree': 0.7415796408540352, 'gamma': 0.9451285685313571, 'reg_alpha': 0.3352779034169734, 'reg_lambda': 1.0360917833710266}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:22,254] Trial 146 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 107, 'learning_rate': 0.12534806107640628, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8374268300047888, 'colsample_bytree': 0.7431544853372163, 'gamma': 0.8530725729237796, 'reg_alpha': 0.5312342138619285, 'reg_lambda': 1.0237286864225963}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:22,405] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.07785134005746679, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8083544945087902, 'colsample_bytree': 0.7223726061108066, 'gamma': 1.2580939355402587, 'reg_alpha': 0.5375323107176345, 'reg_lambda': 0.9967500176259276}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:22,555] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 109, 'learning_rate': 0.12215354331390971, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7950745078969043, 'colsample_bytree': 0.7425308886766171, 'gamma': 0.8934853306169563, 'reg_alpha': 0.33470099220455024, 'reg_lambda': 1.1935653898182994}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:22,750] Trial 149 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 113, 'learning_rate': 0.19571397257642786, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8378906869933334, 'colsample_bytree': 0.7352889741589617, 'gamma': 0.9736590831010611, 'reg_alpha': 0.5543228286085259, 'reg_lambda': 1.0143411345388482}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:22,912] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 105, 'learning_rate': 0.054308037647749094, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8299338305207394, 'colsample_bytree': 0.7483669271067757, 'gamma': 1.5284082487981592, 'reg_alpha': 0.527526650105376, 'reg_lambda': 0.9624138274992677}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:23,123] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.15476568480855007, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8438533471106995, 'colsample_bytree': 0.7303908009276101, 'gamma': 0.7526481724190851, 'reg_alpha': 0.47854516604100067, 'reg_lambda': 1.0562765533832208}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:23,279] Trial 152 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 120, 'learning_rate': 0.09650535650480656, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9808021917539284, 'colsample_bytree': 0.7577921842698975, 'gamma': 0.8197353398023902, 'reg_alpha': 0.3095225440382365, 'reg_lambda': 1.1380498965502484}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:23,502] Trial 153 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 135, 'learning_rate': 0.11282362693571464, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8232987032380943, 'colsample_bytree': 0.766358345660458, 'gamma': 0.49643492867603606, 'reg_alpha': 0.41385927246961113, 'reg_lambda': 1.0923418054243845}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:23,766] Trial 154 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 137, 'learning_rate': 0.12681651436265892, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8215627792083322, 'colsample_bytree': 0.7710005399397435, 'gamma': 0.48134636423485055, 'reg_alpha': 0.4140751678458956, 'reg_lambda': 1.7585040452924487}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:23,934] Trial 155 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.118523016976728, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8220199481799666, 'colsample_bytree': 0.7657550525189466, 'gamma': 0.4991414381020182, 'reg_alpha': 0.39924423546208865, 'reg_lambda': 1.8538132057214405}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:24,087] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 136, 'learning_rate': 0.12632156943663417, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8199285823133986, 'colsample_bytree': 0.770913496067533, 'gamma': 0.4903256267068095, 'reg_alpha': 0.3450615693017809, 'reg_lambda': 1.7602728950027706}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:24,255] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.24257886790915456, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8020904181985562, 'colsample_bytree': 0.7686494717150766, 'gamma': 0.6216199676384478, 'reg_alpha': 0.3933567940677244, 'reg_lambda': 1.877993090671102}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:24,408] Trial 158 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 133, 'learning_rate': 0.11188864348692897, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7819735461253309, 'colsample_bytree': 0.7564045325121151, 'gamma': 0.5286265833343465, 'reg_alpha': 0.42091377147898634, 'reg_lambda': 1.8315215688510875}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:24,605] Trial 159 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 140, 'learning_rate': 0.21318760402319936, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8224428210540153, 'colsample_bytree': 0.7791451968146772, 'gamma': 0.6634148214195158, 'reg_alpha': 0.2673732424448002, 'reg_lambda': 2.03646660106663}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:24,815] Trial 160 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.14766384653549355, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.8377515712745695, 'colsample_bytree': 0.6561785165025391, 'gamma': 0.958330013978639, 'reg_alpha': 0.410007331278456, 'reg_lambda': 1.7752278519933513}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:25,062] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 154, 'learning_rate': 0.10402174666755118, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8291905849689666, 'colsample_bytree': 0.7458287402418966, 'gamma': 0.2257942834127814, 'reg_alpha': 0.3673835890914702, 'reg_lambda': 1.699618870852237}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:25,209] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 109, 'learning_rate': 0.11612721720456728, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8087468760335484, 'colsample_bytree': 0.7633893229216177, 'gamma': 0.4552324846411316, 'reg_alpha': 0.4324492559544666, 'reg_lambda': 1.5485589731443705}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:25,539] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 143, 'learning_rate': 0.1254460521626382, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8288671960083355, 'colsample_bytree': 0.7537084051670208, 'gamma': 0.7746489830880394, 'reg_alpha': 0.4601211375782934, 'reg_lambda': 1.9315429140563523}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:25,724] Trial 164 finished with value: 0.755952380952381 and parameters: {'n_estimators': 115, 'learning_rate': 0.13504689901295452, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8553040111503319, 'colsample_bytree': 0.7147356199487964, 'gamma': 0.27274836116899065, 'reg_alpha': 0.3943933545545043, 'reg_lambda': 1.6305925560691836}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:25,870] Trial 165 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 92, 'learning_rate': 0.16612595894094023, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8172810699844164, 'colsample_bytree': 0.7398338715299886, 'gamma': 0.4067025061334286, 'reg_alpha': 0.49879960282886415, 'reg_lambda': 1.7384725508905001}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:26,164] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.09323515942571174, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7937410379431024, 'colsample_bytree': 0.7755450279629148, 'gamma': 0.12938573688178123, 'reg_alpha': 0.4259413111673631, 'reg_lambda': 2.7100689464231014}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:26,380] Trial 167 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 103, 'learning_rate': 0.12210748012469547, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7742091186032258, 'colsample_bytree': 0.7610483962692816, 'gamma': 0.598562135517287, 'reg_alpha': 0.4748817668404208, 'reg_lambda': 1.8152013886785145}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:26,552] Trial 168 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 130, 'learning_rate': 0.10441269110316694, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8349580749118319, 'colsample_bytree': 0.6161863158174272, 'gamma': 0.8516474068573869, 'reg_alpha': 0.12599662360612934, 'reg_lambda': 1.506582305613289}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:26,719] Trial 169 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 130, 'learning_rate': 0.10282791974384564, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8393343594357194, 'colsample_bytree': 0.617809720715754, 'gamma': 1.152528232020338, 'reg_alpha': 0.2197228683164773, 'reg_lambda': 1.089618193697982}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:27,002] Trial 170 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 131, 'learning_rate': 0.08474756698705577, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.835584240160803, 'colsample_bytree': 0.6235080666353962, 'gamma': 1.1053348274162231, 'reg_alpha': 0.11322246358781907, 'reg_lambda': 1.1705521789007514}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:27,172] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.10278498196391885, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8429192331377661, 'colsample_bytree': 0.6283117336093849, 'gamma': 0.8549942157430107, 'reg_alpha': 0.23793631659774095, 'reg_lambda': 1.0831166226732558}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:27,329] Trial 172 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 123, 'learning_rate': 0.10562094910220295, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.849940571187927, 'colsample_bytree': 0.6064815401866952, 'gamma': 1.0019525911569132, 'reg_alpha': 0.9199432100796329, 'reg_lambda': 1.3088935005145503}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:27,662] Trial 173 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 128, 'learning_rate': 0.0984423574805063, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8576762921305866, 'colsample_bytree': 0.6180246949776546, 'gamma': 1.0141894713739585, 'reg_alpha': 0.14126152512264897, 'reg_lambda': 1.244061027936446}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:27,824] Trial 174 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 149, 'learning_rate': 0.1069093119235984, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8494066932327392, 'colsample_bytree': 0.6100986610145035, 'gamma': 1.2238477572827495, 'reg_alpha': 0.05123370658179485, 'reg_lambda': 1.3988677918149477}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:27,987] Trial 175 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.08637297757399871, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8367957014036783, 'colsample_bytree': 0.6378025899165629, 'gamma': 0.8967709126375913, 'reg_alpha': 0.18747031703139344, 'reg_lambda': 1.3063702257588463}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:28,309] Trial 176 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 132, 'learning_rate': 0.1155154134678563, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8654026517317528, 'colsample_bytree': 0.6071431639432311, 'gamma': 1.3876240489537355, 'reg_alpha': 0.9069928378570794, 'reg_lambda': 1.1159365759659494}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:28,490] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.07053130254721268, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8213522516863055, 'colsample_bytree': 0.605604003581439, 'gamma': 0.9874125754015151, 'reg_alpha': 0.9668799223415425, 'reg_lambda': 1.0481386012386458}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:28,647] Trial 178 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 135, 'learning_rate': 0.2767981000494035, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8471479153725106, 'colsample_bytree': 0.6179417363146027, 'gamma': 4.98182500333721, 'reg_alpha': 0.1564099816214002, 'reg_lambda': 1.207198511667586}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:28,912] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.09260991343842705, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8307286997461937, 'colsample_bytree': 0.6390218481418807, 'gamma': 1.1224451379629186, 'reg_alpha': 0.1137982753111059, 'reg_lambda': 0.9201093906641054}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:29,096] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.0970678730644371, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.810655897094703, 'colsample_bytree': 0.6495206356228974, 'gamma': 0.6924697483067903, 'reg_alpha': 0.19981707830920978, 'reg_lambda': 1.3375355779551379}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:29,253] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 117, 'learning_rate': 0.10500526310713863, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8002672660010416, 'colsample_bytree': 0.6006466366632247, 'gamma': 0.8131820023544685, 'reg_alpha': 0.9193207412969477, 'reg_lambda': 1.5209397983998532}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:29,474] Trial 182 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 124, 'learning_rate': 0.1055621977626895, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7991090520379651, 'colsample_bytree': 0.6003778108273256, 'gamma': 0.7989155746925014, 'reg_alpha': 0.9329417981082756, 'reg_lambda': 1.4451635461090646}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:29,668] Trial 183 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 126, 'learning_rate': 0.10457894428533969, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8001392214954989, 'colsample_bytree': 0.617769850698114, 'gamma': 0.8006255193226948, 'reg_alpha': 0.9322246916907968, 'reg_lambda': 1.5055926981139804}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:29,830] Trial 184 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 128, 'learning_rate': 0.10394810646122932, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8028315517871893, 'colsample_bytree': 0.6125544586509696, 'gamma': 0.7870105135134935, 'reg_alpha': 0.9132407720520932, 'reg_lambda': 1.4615155251494718}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:30,082] Trial 185 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 127, 'learning_rate': 0.10695435949641695, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8006884899014316, 'colsample_bytree': 0.6125818207840483, 'gamma': 0.8040825935369096, 'reg_alpha': 0.9326433128288621, 'reg_lambda': 1.4680346104290132}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:30,244] Trial 186 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 127, 'learning_rate': 0.10364074168558692, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7987954737702815, 'colsample_bytree': 0.6184172725092073, 'gamma': 0.7703713071061018, 'reg_alpha': 0.9263702397407068, 'reg_lambda': 1.4594966008599592}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:30,418] Trial 187 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 126, 'learning_rate': 0.10368926081067772, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7858649216337876, 'colsample_bytree': 0.6185588047108909, 'gamma': 0.8071321602566705, 'reg_alpha': 0.9400763160530898, 'reg_lambda': 1.4649279855190032}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:30,592] Trial 188 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 127, 'learning_rate': 0.10439083489917017, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7860177877824436, 'colsample_bytree': 0.6003485721362534, 'gamma': 0.7903526956964375, 'reg_alpha': 0.9317260243382488, 'reg_lambda': 1.4556216662930788}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:30,879] Trial 189 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 127, 'learning_rate': 0.10368741676146044, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7837530761720952, 'colsample_bytree': 0.6137152936886611, 'gamma': 0.8279991162431378, 'reg_alpha': 0.9264414720170489, 'reg_lambda': 1.434664114171222}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:31,037] Trial 190 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 122, 'learning_rate': 0.09922625345037399, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7975142983318221, 'colsample_bytree': 0.6139376214123732, 'gamma': 0.8396423262080166, 'reg_alpha': 0.9189252493884155, 'reg_lambda': 1.4227134182414518}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:31,336] Trial 191 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 122, 'learning_rate': 0.09201079716116092, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7702319335734492, 'colsample_bytree': 0.618731122243602, 'gamma': 0.836727551386169, 'reg_alpha': 0.9565867992246619, 'reg_lambda': 1.41692338476028}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:31,509] Trial 192 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 122, 'learning_rate': 0.08946177036800707, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7684999360069772, 'colsample_bytree': 0.6128395048740444, 'gamma': 0.8347703176927911, 'reg_alpha': 0.9564951324810991, 'reg_lambda': 1.3843155747683837}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:31,676] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 122, 'learning_rate': 0.08908329482041255, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7683289128534602, 'colsample_bytree': 0.6265741454127778, 'gamma': 0.8126716331616423, 'reg_alpha': 0.9513823311246312, 'reg_lambda': 1.3780124172623778}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:31,931] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 117, 'learning_rate': 0.09599080759012499, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7614929230555622, 'colsample_bytree': 0.6103533883651804, 'gamma': 0.7664002334554293, 'reg_alpha': 0.897055439892545, 'reg_lambda': 1.4317154051639864}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:32,092] Trial 195 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 122, 'learning_rate': 0.09213716824387713, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7574734597075119, 'colsample_bytree': 0.6116182317427817, 'gamma': 0.7258616688328949, 'reg_alpha': 0.9206339704280092, 'reg_lambda': 1.4237312325095968}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:32,302] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.08014357198306772, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7604424061393736, 'colsample_bytree': 0.6139217066442733, 'gamma': 0.732891571593833, 'reg_alpha': 0.9208380367872432, 'reg_lambda': 1.4273460881013582}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:32,560] Trial 197 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 121, 'learning_rate': 0.09351085635379916, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7444475577207313, 'colsample_bytree': 0.6007025593980457, 'gamma': 0.7295247161389807, 'reg_alpha': 0.8996933193001094, 'reg_lambda': 1.4129589759959265}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:32,722] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 125, 'learning_rate': 0.08999514315579979, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7618664063882344, 'colsample_bytree': 0.6104081040369663, 'gamma': 0.9082010604466759, 'reg_alpha': 0.9657706720109981, 'reg_lambda': 1.4697437698935796}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:32,875] Trial 199 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 116, 'learning_rate': 0.08338125819056182, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7752722221977277, 'colsample_bytree': 0.6215342355017972, 'gamma': 1.0486193522572247, 'reg_alpha': 0.9312786166970553, 'reg_lambda': 1.3417387670105323}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:32,879] A new study created in memory with name: no-name-51b5d3ed-b858-4c3c-944c-22ee475b0949
[I 2025-11-03 19:44:33,099] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 213, 'learning_rate': 0.03594810756567027, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8619033172133757, 'colsample_bytree': 0.9594068233141303, 'gamma': 0.11856331548038335, 'reg_alpha': 0.3562757545398768, 'reg_lambda': 2.065125615909638}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:44:33,368] Trial 1 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 207, 'learning_rate': 0.10800233459080137, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9852601178585055, 'colsample_bytree': 0.810421862395149, 'gamma': 1.9900301276906063, 'reg_alpha': 0.9064923254806899, 'reg_lambda': 2.6512448415523537}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:44:33,562] Trial 2 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 158, 'learning_rate': 0.016435493479247304, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6954909559189048, 'colsample_bytree': 0.8415107583350716, 'gamma': 2.0932908748798025, 'reg_alpha': 0.8542773387237194, 'reg_lambda': 2.420724857184841}. Best is trial 2 with value: 0.7083333333333334.
[I 2025-11-03 19:44:33,835] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.02495965037039694, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.7627937612652048, 'colsample_bytree': 0.7836400130841142, 'gamma': 0.48542639830505496, 'reg_alpha': 0.789446209310684, 'reg_lambda': 2.209088786134803}. Best is trial 2 with value: 0.7083333333333334.
[I 2025-11-03 19:44:33,981] Trial 4 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 101, 'learning_rate': 0.19881066080609355, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8781111555078145, 'colsample_bytree': 0.7801417638222637, 'gamma': 0.320028251918279, 'reg_alpha': 0.033668671794501615, 'reg_lambda': 0.9154846816594218}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:34,292] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.02085845162980349, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8533733457937167, 'colsample_bytree': 0.8982725879821398, 'gamma': 0.7936975452998601, 'reg_alpha': 0.6288853432622201, 'reg_lambda': 0.546413743771645}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:34,375] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.01877726463265849, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.7744220699657215, 'colsample_bytree': 0.7574240138203234, 'gamma': 3.4443763629935624, 'reg_alpha': 0.6179108311569314, 'reg_lambda': 0.9478128019182959}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:34,664] Trial 7 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 177, 'learning_rate': 0.13716361618343106, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6450340098176442, 'colsample_bytree': 0.6614516422552047, 'gamma': 4.662882302482779, 'reg_alpha': 0.40533459593364085, 'reg_lambda': 2.882701547773756}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:34,840] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 152, 'learning_rate': 0.12475559369935824, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.784094087752825, 'colsample_bytree': 0.7040621489807054, 'gamma': 3.935091414250027, 'reg_alpha': 0.9724113100576013, 'reg_lambda': 1.40859456727751}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:34,916] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.05991319251241808, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8699127251271168, 'colsample_bytree': 0.6801983187022129, 'gamma': 3.784912121337029, 'reg_alpha': 0.2632770578845981, 'reg_lambda': 1.4553722713668669}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:35,065] Trial 10 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 100, 'learning_rate': 0.28658045299537144, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9883418797287715, 'colsample_bytree': 0.6178126755131419, 'gamma': 1.4522933532651805, 'reg_alpha': 0.010688485079098399, 'reg_lambda': 0.5429758770717057}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:35,264] Trial 11 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 99, 'learning_rate': 0.24164867792902384, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9883359286440966, 'colsample_bytree': 0.6086530671284744, 'gamma': 1.2328024638537778, 'reg_alpha': 0.0028379106404470104, 'reg_lambda': 0.5290018741552053}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:35,341] Trial 12 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 21, 'learning_rate': 0.2721125333020794, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9298491742878693, 'colsample_bytree': 0.6043591368249069, 'gamma': 1.188164768631047, 'reg_alpha': 0.010285490047437708, 'reg_lambda': 0.9561232027530283}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:35,618] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 103, 'learning_rate': 0.18069175673448432, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9189148966166105, 'colsample_bytree': 0.7285875521368967, 'gamma': 1.2860330386626715, 'reg_alpha': 0.16554945149489683, 'reg_lambda': 0.9379199666408499}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:35,760] Trial 14 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 71, 'learning_rate': 0.06491933786916734, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9299163928481675, 'colsample_bytree': 0.8747749401249195, 'gamma': 0.11285611908328264, 'reg_alpha': 0.14621807000457918, 'reg_lambda': 1.3544802833533804}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:36,218] Trial 15 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 117, 'learning_rate': 0.19615594843321893, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9976615540032957, 'colsample_bytree': 0.9851600606083585, 'gamma': 2.7841121219138993, 'reg_alpha': 0.1413493193859768, 'reg_lambda': 0.7739476317719958}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:36,392] Trial 16 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.07900720541725263, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9899496727595409, 'colsample_bytree': 0.9957241676884332, 'gamma': 2.81446666001347, 'reg_alpha': 0.17510327541684317, 'reg_lambda': 1.7011744975925254}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:36,474] Trial 17 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 49, 'learning_rate': 0.03780107519712193, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9521090577256572, 'colsample_bytree': 0.920915211632681, 'gamma': 2.8573717256993842, 'reg_alpha': 0.3008419657237361, 'reg_lambda': 0.5126669069185988}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:36,730] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 124, 'learning_rate': 0.010439953954184528, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8218935112985483, 'colsample_bytree': 0.8291065608214176, 'gamma': 2.0854794559966634, 'reg_alpha': 0.4944204541653421, 'reg_lambda': 1.1965320344822898}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:36,944] Trial 19 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 242, 'learning_rate': 0.18993234506672926, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.71981285224981, 'colsample_bytree': 0.9337687251524543, 'gamma': 3.1092751537147625, 'reg_alpha': 0.10136635729029965, 'reg_lambda': 1.7285566724426835}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:37,099] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 85, 'learning_rate': 0.0911167976243693, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.902843551565221, 'colsample_bytree': 0.6531097707963187, 'gamma': 4.935431173096649, 'reg_alpha': 0.2407672401688275, 'reg_lambda': 0.8022562762744141}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:37,342] Trial 21 finished with value: 0.761904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.1888698753752254, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9654726967889843, 'colsample_bytree': 0.7541383432232326, 'gamma': 0.8128511669427305, 'reg_alpha': 0.005410247824554848, 'reg_lambda': 0.7492307002194807}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:37,509] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.15292346362957449, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9544912598018399, 'colsample_bytree': 0.741886302476059, 'gamma': 1.6900741772552017, 'reg_alpha': 0.07653781989272, 'reg_lambda': 0.7348618273803266}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:37,788] Trial 23 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 146, 'learning_rate': 0.24399713067376258, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9675197701635248, 'colsample_bytree': 0.8787647553267807, 'gamma': 0.8600426183932052, 'reg_alpha': 0.20222544298688952, 'reg_lambda': 1.160902831399473}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:37,956] Trial 24 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 62, 'learning_rate': 0.21717254267698216, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9939107661705587, 'colsample_bytree': 0.6390782393345803, 'gamma': 2.472710906395007, 'reg_alpha': 0.12190663325370565, 'reg_lambda': 1.2167130717663208}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:38,209] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 94, 'learning_rate': 0.1564291255855091, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.95394016411276, 'colsample_bytree': 0.7004668496022387, 'gamma': 0.7602955714287853, 'reg_alpha': 0.006285048338557133, 'reg_lambda': 0.7069321943230484}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:38,373] Trial 26 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.10107385591420001, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9021070487444229, 'colsample_bytree': 0.9945478515377147, 'gamma': 1.6681300824970604, 'reg_alpha': 0.08854764904372087, 'reg_lambda': 0.7004622074176592}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:38,434] Trial 27 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 23, 'learning_rate': 0.2949149077255862, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6233966227581426, 'colsample_bytree': 0.8514268561342977, 'gamma': 2.4649355445649612, 'reg_alpha': 0.36513771690708297, 'reg_lambda': 1.0751226686080737}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:38,699] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 139, 'learning_rate': 0.041809491611544534, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9975909048588012, 'colsample_bytree': 0.8003827892348627, 'gamma': 1.2173203357696156, 'reg_alpha': 0.29693188190060854, 'reg_lambda': 1.57941152163863}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:38,876] Trial 29 finished with value: 0.75 and parameters: {'n_estimators': 84, 'learning_rate': 0.12759387216586499, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8373824325872646, 'colsample_bytree': 0.9722896845618029, 'gamma': 0.5842182865733055, 'reg_alpha': 0.07775691020915833, 'reg_lambda': 1.9271364171545473}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:39,083] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.12228398109101415, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8387602892250983, 'colsample_bytree': 0.9496028749289663, 'gamma': 0.011827249896611991, 'reg_alpha': 0.45255968366967153, 'reg_lambda': 1.9625130610210657}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:39,229] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.22474049418298261, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8885469965416823, 'colsample_bytree': 0.9763484389514847, 'gamma': 0.48060651477591765, 'reg_alpha': 0.07589029369777472, 'reg_lambda': 1.9135123381024317}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:39,475] Trial 32 finished with value: 0.75 and parameters: {'n_estimators': 85, 'learning_rate': 0.23191364514603127, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8196422551314854, 'colsample_bytree': 0.9745034009616107, 'gamma': 0.49614977193210025, 'reg_alpha': 0.0633875180730461, 'reg_lambda': 2.0626215405259036}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:39,592] Trial 33 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 66, 'learning_rate': 0.16098732186423353, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7516661643149276, 'colsample_bytree': 0.9570099128095825, 'gamma': 1.000225452488076, 'reg_alpha': 0.21715734208184334, 'reg_lambda': 2.2874203256658876}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:39,727] Trial 34 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 86, 'learning_rate': 0.0830387132357041, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.799051612285967, 'colsample_bytree': 0.9081937565757358, 'gamma': 0.47958309556082734, 'reg_alpha': 0.6109595289457375, 'reg_lambda': 2.4796500173566454}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:39,873] Trial 35 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.1115597563877877, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8237243888429838, 'colsample_bytree': 0.8193575885782257, 'gamma': 0.2879540680214886, 'reg_alpha': 0.057948843362041744, 'reg_lambda': 2.0555530807856286}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:40,081] Trial 36 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 59, 'learning_rate': 0.11268600086234387, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8235072436305996, 'colsample_bytree': 0.7718950654028265, 'gamma': 0.3364482331118013, 'reg_alpha': 0.7184774112982507, 'reg_lambda': 2.1560042717713035}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:40,281] Trial 37 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 77, 'learning_rate': 0.0498754413655848, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.732787501248919, 'colsample_bytree': 0.7704875394744802, 'gamma': 0.6405149441126619, 'reg_alpha': 0.5425562823694984, 'reg_lambda': 2.2330578486484516}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:40,403] Trial 38 finished with value: 0.744047619047619 and parameters: {'n_estimators': 36, 'learning_rate': 0.06928917065561518, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6759865373326328, 'colsample_bytree': 0.7934751971445905, 'gamma': 0.28872380653087376, 'reg_alpha': 0.7854364152016713, 'reg_lambda': 2.5551620420276917}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:40,625] Trial 39 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.13561835114217527, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8529767568650752, 'colsample_bytree': 0.7326220612574783, 'gamma': 0.9411477670722759, 'reg_alpha': 0.7204168242523149, 'reg_lambda': 1.8201725527261063}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:40,802] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 178, 'learning_rate': 0.0965086047992165, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.8167964889744638, 'colsample_bytree': 0.8481889923545491, 'gamma': 1.6455844357818465, 'reg_alpha': 0.6993236982013948, 'reg_lambda': 2.3651162112640147}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:40,936] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 59, 'learning_rate': 0.11537966122505434, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.824410806632503, 'colsample_bytree': 0.8203508635957707, 'gamma': 0.2225010688581731, 'reg_alpha': 0.05694845992841058, 'reg_lambda': 2.115398243860743}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:41,074] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.1470740183834513, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.800170920895067, 'colsample_bytree': 0.7610990622328998, 'gamma': 0.5418184145683023, 'reg_alpha': 0.8813952905148179, 'reg_lambda': 2.072963286235024}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:41,352] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 71, 'learning_rate': 0.10765112066111324, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8478828934399435, 'colsample_bytree': 0.6985079360839151, 'gamma': 0.4256532275148524, 'reg_alpha': 0.9861235709478096, 'reg_lambda': 1.984827548124705}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:41,495] Trial 44 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 81, 'learning_rate': 0.1732063635659495, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7707258452531727, 'colsample_bytree': 0.9661053839457641, 'gamma': 0.08023994352247618, 'reg_alpha': 0.046593696124771516, 'reg_lambda': 2.1735871322571265}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:41,970] Trial 45 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.030639376453572578, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7941196475751787, 'colsample_bytree': 0.7475858741186991, 'gamma': 0.7068855790115784, 'reg_alpha': 0.11128906045429007, 'reg_lambda': 1.8499137496015825}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:42,167] Trial 46 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 93, 'learning_rate': 0.05169808041566842, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8301961946783822, 'colsample_bytree': 0.7205090744172313, 'gamma': 0.9316650746658782, 'reg_alpha': 0.5652309144460269, 'reg_lambda': 2.7889291907617717}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:42,285] Trial 47 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 54, 'learning_rate': 0.12952024780547838, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8710815199620239, 'colsample_bytree': 0.8783803335440212, 'gamma': 0.3257481478595285, 'reg_alpha': 0.826422606482153, 'reg_lambda': 1.5754078200375992}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:42,437] Trial 48 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 47, 'learning_rate': 0.13336941903129895, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7472133412209923, 'colsample_bytree': 0.8927438892809654, 'gamma': 1.1353098217208113, 'reg_alpha': 0.8199542329483176, 'reg_lambda': 1.514657996592267}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:42,581] Trial 49 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 73, 'learning_rate': 0.24653282544049032, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8739887243158553, 'colsample_bytree': 0.9398152186538594, 'gamma': 0.6380363123025821, 'reg_alpha': 0.7593909449817006, 'reg_lambda': 1.6176017447347917}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:42,929] Trial 50 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 191, 'learning_rate': 0.20552405631249418, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8629929184987898, 'colsample_bytree': 0.775749305263533, 'gamma': 1.3845844255336468, 'reg_alpha': 0.8470675262332972, 'reg_lambda': 2.621141063392015}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:43,023] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.07580011576576008, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8082087926781314, 'colsample_bytree': 0.8051206685980686, 'gamma': 0.2925245470652912, 'reg_alpha': 0.7085712341779921, 'reg_lambda': 2.0238780456665797}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:43,254] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.11599693281175849, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7853298436889301, 'colsample_bytree': 0.785788456231624, 'gamma': 0.008253028128974771, 'reg_alpha': 0.9509887188295577, 'reg_lambda': 2.2822018950547918}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:43,430] Trial 53 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 66, 'learning_rate': 0.1735746974283577, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8364247216093851, 'colsample_bytree': 0.9166499675321017, 'gamma': 0.3137706198414995, 'reg_alpha': 0.927658847218066, 'reg_lambda': 2.126823017917899}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:43,582] Trial 54 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.13308047509072593, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8908501408633102, 'colsample_bytree': 0.8582315683448681, 'gamma': 0.2338985466987044, 'reg_alpha': 0.6619310865058992, 'reg_lambda': 2.3728710796608836}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:43,673] Trial 55 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 42, 'learning_rate': 0.08286626448297617, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9210583029592064, 'colsample_bytree': 0.8271453477194539, 'gamma': 1.0492709065292076, 'reg_alpha': 0.03342519109540813, 'reg_lambda': 1.8319272710786423}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:43,878] Trial 56 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 26, 'learning_rate': 0.1962693417715575, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8587918455758478, 'colsample_bytree': 0.8666586340523141, 'gamma': 0.7277833135095749, 'reg_alpha': 0.18900779240067223, 'reg_lambda': 1.6927509393595384}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:44,028] Trial 57 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 110, 'learning_rate': 0.0923175809551024, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.812578380820743, 'colsample_bytree': 0.9717850178191403, 'gamma': 4.023839709999065, 'reg_alpha': 0.16822528302688716, 'reg_lambda': 1.935851186399261}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:44,202] Trial 58 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 99, 'learning_rate': 0.24763778125062363, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7764530297660377, 'colsample_bytree': 0.8937026804735846, 'gamma': 0.4832355464321701, 'reg_alpha': 0.1406037585127451, 'reg_lambda': 1.4229126126117286}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:44,395] Trial 59 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 53, 'learning_rate': 0.10566133047857006, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8461305627128873, 'colsample_bytree': 0.7633727837125495, 'gamma': 0.8022419673175442, 'reg_alpha': 0.04227809406907881, 'reg_lambda': 2.9838944823560594}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:44,542] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 79, 'learning_rate': 0.16865130006741852, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.8810206905608347, 'colsample_bytree': 0.8133481924321849, 'gamma': 0.14838546780413564, 'reg_alpha': 0.2636464046163754, 'reg_lambda': 1.3360081040538827}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:44,783] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.14521936276013223, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7991415356497418, 'colsample_bytree': 0.7557138049494684, 'gamma': 0.5887027280526894, 'reg_alpha': 0.8769685548047906, 'reg_lambda': 2.111961100410382}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:44,947] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 72, 'learning_rate': 0.12129485058071283, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7865163417046599, 'colsample_bytree': 0.7235336029342332, 'gamma': 0.4167906591676855, 'reg_alpha': 0.8884309451139454, 'reg_lambda': 2.0539463143424097}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:45,075] Trial 63 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 65, 'learning_rate': 0.14727617142553567, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7614252958723626, 'colsample_bytree': 0.785945685026602, 'gamma': 1.5168864255580958, 'reg_alpha': 0.830025563343149, 'reg_lambda': 2.203785772346218}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:45,291] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.18026412417049095, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.831546287110917, 'colsample_bytree': 0.9410951358266761, 'gamma': 0.561919698924489, 'reg_alpha': 0.7878052097738132, 'reg_lambda': 1.783277074604273}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:45,493] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.01346992202325957, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8084532253280371, 'colsample_bytree': 0.836273312111066, 'gamma': 0.8107549168992676, 'reg_alpha': 0.9287445548041511, 'reg_lambda': 1.9166711988920144}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:45,833] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 243, 'learning_rate': 0.26864477741133247, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.866374231578394, 'colsample_bytree': 0.7128973994528982, 'gamma': 1.9249079929925106, 'reg_alpha': 0.7389037536894907, 'reg_lambda': 2.2958235072957245}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:45,998] Trial 67 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 129, 'learning_rate': 0.20853831823991842, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9701192840454153, 'colsample_bytree': 0.6806789439145874, 'gamma': 0.3614798690698435, 'reg_alpha': 0.10163588964548928, 'reg_lambda': 2.049188124110446}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:46,214] Trial 68 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 160, 'learning_rate': 0.2060030299043946, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9486113121433086, 'colsample_bytree': 0.6869772006414276, 'gamma': 0.1630911462165282, 'reg_alpha': 0.0006098634293153944, 'reg_lambda': 1.0634483328681643}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:46,464] Trial 69 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 139, 'learning_rate': 0.22473937139383518, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9386282855597664, 'colsample_bytree': 0.6683951463388433, 'gamma': 0.3636708151288442, 'reg_alpha': 0.07880527001525882, 'reg_lambda': 1.6727209834325192}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:46,621] Trial 70 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 125, 'learning_rate': 0.2737736241607491, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9648236482831059, 'colsample_bytree': 0.6261935929337827, 'gamma': 1.123376640858861, 'reg_alpha': 0.12770108593460486, 'reg_lambda': 1.8821137062962325}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:46,787] Trial 71 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 116, 'learning_rate': 0.15577364535368296, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9125168907398433, 'colsample_bytree': 0.7367953026918256, 'gamma': 0.5702885417516851, 'reg_alpha': 0.09494732118786, 'reg_lambda': 2.0349440376119814}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:47,015] Trial 72 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.1585830754299768, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9056339878338459, 'colsample_bytree': 0.7360244417149348, 'gamma': 0.9025867790708944, 'reg_alpha': 0.09152883281904711, 'reg_lambda': 2.0203756113800737}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:47,226] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 134, 'learning_rate': 0.1899447958247318, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9739991949279709, 'colsample_bytree': 0.7502810756090054, 'gamma': 0.3601711194347489, 'reg_alpha': 0.028436927792125644, 'reg_lambda': 2.2025950114575727}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:47,404] Trial 74 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 133, 'learning_rate': 0.18386456750388225, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.968690081192551, 'colsample_bytree': 0.7519725721718451, 'gamma': 0.6594386705629843, 'reg_alpha': 0.03258966515275695, 'reg_lambda': 2.4174628915772165}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:47,644] Trial 75 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 132, 'learning_rate': 0.187518723822048, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9771986781977063, 'colsample_bytree': 0.7411534898136446, 'gamma': 0.6581599754216777, 'reg_alpha': 0.02732961390996584, 'reg_lambda': 2.3671053921715077}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:47,863] Trial 76 finished with value: 0.761904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.18523615497188292, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.971584747738916, 'colsample_bytree': 0.7426035580938032, 'gamma': 2.2893921708515403, 'reg_alpha': 0.033325035784386545, 'reg_lambda': 2.471921209900186}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:48,025] Trial 77 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 158, 'learning_rate': 0.21426878738167224, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9774195424338226, 'colsample_bytree': 0.7074952745654911, 'gamma': 2.3334925724899587, 'reg_alpha': 0.44085438443003633, 'reg_lambda': 2.474220335919035}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:48,220] Trial 78 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 148, 'learning_rate': 0.29641804963280455, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9389987173296401, 'colsample_bytree': 0.6884056478041337, 'gamma': 3.7386725289711285, 'reg_alpha': 0.020895118375862123, 'reg_lambda': 2.7136587396523155}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:48,401] Trial 79 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 170, 'learning_rate': 0.16177191127436774, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9658460427210698, 'colsample_bytree': 0.7651297041567381, 'gamma': 1.2881173707391884, 'reg_alpha': 0.1091642503010408, 'reg_lambda': 2.5451129420377296}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:48,700] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.15395328896724553, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.9160236111770093, 'colsample_bytree': 0.76976021601539, 'gamma': 1.296393277337166, 'reg_alpha': 0.1094140427750363, 'reg_lambda': 0.6067023720816673}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:48,869] Trial 81 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 137, 'learning_rate': 0.1872387066482274, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.961747328426517, 'colsample_bytree': 0.7555003010442987, 'gamma': 0.1363175925544142, 'reg_alpha': 0.21859698831549956, 'reg_lambda': 2.5467636985376165}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:49,154] Trial 82 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 190, 'learning_rate': 0.1654849139329819, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9826859997094829, 'colsample_bytree': 0.7510034116600824, 'gamma': 2.962205374334456, 'reg_alpha': 0.054684888793488415, 'reg_lambda': 2.4354869859526356}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:49,325] Trial 83 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 169, 'learning_rate': 0.1390172678369236, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9704337617297423, 'colsample_bytree': 0.7948226803691605, 'gamma': 1.892500196194123, 'reg_alpha': 0.13950960115202815, 'reg_lambda': 2.2445569252317994}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:49,487] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.19882843856827045, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9443744085403879, 'colsample_bytree': 0.7283244812653161, 'gamma': 2.6797124398147583, 'reg_alpha': 0.005203279638462687, 'reg_lambda': 2.6201570492930255}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:49,635] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 129, 'learning_rate': 0.254059672363589, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.927762872541295, 'colsample_bytree': 0.7440195682693472, 'gamma': 1.0096617826667067, 'reg_alpha': 0.09011509828055016, 'reg_lambda': 2.7351210768921375}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:49,845] Trial 86 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 122, 'learning_rate': 0.22497285453530427, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9885200484469323, 'colsample_bytree': 0.7806881310779754, 'gamma': 2.3188554135291666, 'reg_alpha': 0.15363876819148695, 'reg_lambda': 2.5536949956212505}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:50,037] Trial 87 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.18400171767429427, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9993842883553402, 'colsample_bytree': 0.7138557939610121, 'gamma': 3.182303613276191, 'reg_alpha': 0.3580470867507368, 'reg_lambda': 2.3228987219600175}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:50,222] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.16219992875884007, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9544993908630661, 'colsample_bytree': 0.6500370148533838, 'gamma': 0.39476409018451636, 'reg_alpha': 0.12124183691182772, 'reg_lambda': 0.8596177019177669}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:50,412] Trial 89 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 214, 'learning_rate': 0.12259998397095709, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9601973339798753, 'colsample_bytree': 0.7685131655849207, 'gamma': 0.9011948856171486, 'reg_alpha': 0.03221605946593615, 'reg_lambda': 2.159050178695421}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:50,648] Trial 90 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 113, 'learning_rate': 0.1397091147362159, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9720888932775952, 'colsample_bytree': 0.6744447097326954, 'gamma': 0.7391169414355402, 'reg_alpha': 0.06436302227188401, 'reg_lambda': 2.4145979168340816}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:50,804] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 133, 'learning_rate': 0.18729390538781124, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9797679679595546, 'colsample_bytree': 0.732997514812411, 'gamma': 0.6644838474371373, 'reg_alpha': 0.026547170600407843, 'reg_lambda': 2.3442443236782733}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:51,083] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.20921181321947846, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9364470498441329, 'colsample_bytree': 0.7401896623884688, 'gamma': 0.35777004962999454, 'reg_alpha': 0.10507720341517651, 'reg_lambda': 2.4700127041394233}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:51,244] Trial 93 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 131, 'learning_rate': 0.16725416211395155, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9734573362369134, 'colsample_bytree': 0.7487690829728192, 'gamma': 0.5748097683770623, 'reg_alpha': 0.037548530822605765, 'reg_lambda': 2.3917491404531885}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:51,564] Trial 94 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 153, 'learning_rate': 0.17743634768155694, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9916133237602468, 'colsample_bytree': 0.7643065272401908, 'gamma': 0.002634726268203047, 'reg_alpha': 0.018803100507538584, 'reg_lambda': 2.230189265712913}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:51,810] Trial 95 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 165, 'learning_rate': 0.15427452607271938, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9882416538850851, 'colsample_bytree': 0.7772326869242174, 'gamma': 0.09258747774935985, 'reg_alpha': 0.07042365045136807, 'reg_lambda': 2.2543876888237255}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:52,001] Trial 96 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 152, 'learning_rate': 0.12917242612806787, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.982867249185085, 'colsample_bytree': 0.7908386512864181, 'gamma': 0.018568182475310654, 'reg_alpha': 0.06926896021511214, 'reg_lambda': 2.2373838921552527}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:52,305] Trial 97 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 171, 'learning_rate': 0.13145277707573924, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9898279649650745, 'colsample_bytree': 0.8051202595974029, 'gamma': 0.08630902588366232, 'reg_alpha': 0.07328385126458968, 'reg_lambda': 1.987644274507791}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:52,493] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.09693720147889986, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9992484350491676, 'colsample_bytree': 0.7886656955238138, 'gamma': 0.216076243981442, 'reg_alpha': 0.1657321523185899, 'reg_lambda': 2.2571060976390767}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:52,683] Trial 99 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.15118412602036077, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9588164088108623, 'colsample_bytree': 0.7763446544690079, 'gamma': 0.02012825669612304, 'reg_alpha': 0.1951735848583016, 'reg_lambda': 2.1492363248360156}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:52,854] Trial 100 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 153, 'learning_rate': 0.11133834651866856, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9859811702317006, 'colsample_bytree': 0.7625634422850582, 'gamma': 0.19560762439627993, 'reg_alpha': 0.6519527382781641, 'reg_lambda': 2.095357720061124}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:53,037] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.14968587488316043, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9100527318690617, 'colsample_bytree': 0.7975028230702664, 'gamma': 0.009849112779968444, 'reg_alpha': 0.05258945913912142, 'reg_lambda': 2.205638177200045}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:53,401] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.1709884680494531, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9848396871499608, 'colsample_bytree': 0.7641542656146536, 'gamma': 0.30413162386721315, 'reg_alpha': 0.09853150381045302, 'reg_lambda': 2.5166839714343587}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:53,577] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.12794741460739661, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9455623505968763, 'colsample_bytree': 0.7760444694886023, 'gamma': 0.47202653443788467, 'reg_alpha': 0.0020637170112505626, 'reg_lambda': 2.1931016180742176}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:53,758] Trial 104 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 163, 'learning_rate': 0.02248409157305106, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8964814305133285, 'colsample_bytree': 0.7218395381997464, 'gamma': 0.2535566025067458, 'reg_alpha': 0.07171113017303805, 'reg_lambda': 2.2858136825353594}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:53,939] Trial 105 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.23256156702837624, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9533799792733492, 'colsample_bytree': 0.8113902705826791, 'gamma': 0.411557820219561, 'reg_alpha': 0.1316956500900469, 'reg_lambda': 2.3235605029897606}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:54,236] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.142780714927832, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9278214843397751, 'colsample_bytree': 0.7889489605484765, 'gamma': 0.11280077076346695, 'reg_alpha': 0.5975888219310425, 'reg_lambda': 2.1546511664427923}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:54,426] Trial 107 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 172, 'learning_rate': 0.20434236775739043, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9916837670368613, 'colsample_bytree': 0.7589379584772374, 'gamma': 0.19412929378072125, 'reg_alpha': 0.09095689297035059, 'reg_lambda': 2.2390711274526622}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:54,715] Trial 108 finished with value: 0.755952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.12002782353750432, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9611901897696697, 'colsample_bytree': 0.7746539630094508, 'gamma': 0.5088202806048868, 'reg_alpha': 0.0539516127819343, 'reg_lambda': 2.019802481316758}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:54,916] Trial 109 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 202, 'learning_rate': 0.11886284876803775, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9615219510092423, 'colsample_bytree': 0.781676118433246, 'gamma': 4.3726331559864695, 'reg_alpha': 0.31634335762432997, 'reg_lambda': 2.0289141825653823}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:55,257] Trial 110 finished with value: 0.738095238095238 and parameters: {'n_estimators': 164, 'learning_rate': 0.1034883801584709, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9470041769333803, 'colsample_bytree': 0.8238812763356691, 'gamma': 0.5180130573996835, 'reg_alpha': 0.5287374456243557, 'reg_lambda': 1.7623163660734469}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:55,450] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.1718870936167115, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9679776771936925, 'colsample_bytree': 0.7673340262168866, 'gamma': 0.3725860579588617, 'reg_alpha': 0.050547740481393946, 'reg_lambda': 1.9696890719699136}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:55,707] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 116, 'learning_rate': 0.1275125628926363, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9796334069121334, 'colsample_bytree': 0.7739247735551025, 'gamma': 0.10167523853454373, 'reg_alpha': 0.012316684697934684, 'reg_lambda': 1.3028515066415296}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:55,889] Trial 113 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.15190586032793446, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8807519198982147, 'colsample_bytree': 0.8014138485930498, 'gamma': 0.0031784401886723046, 'reg_alpha': 0.11537343988150103, 'reg_lambda': 2.630229154714222}. Best is trial 113 with value: 0.7738095238095238.
[I 2025-11-03 19:44:56,086] Trial 114 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.13750518997426106, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8814821320137683, 'colsample_bytree': 0.8332749098715474, 'gamma': 0.0018373643603759593, 'reg_alpha': 0.14530690234855598, 'reg_lambda': 2.870487633245375}. Best is trial 113 with value: 0.7738095238095238.
[I 2025-11-03 19:44:56,441] Trial 115 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 199, 'learning_rate': 0.15513598153552602, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8775730106576876, 'colsample_bytree': 0.8372386744017233, 'gamma': 0.030882360776348206, 'reg_alpha': 0.07019873536074751, 'reg_lambda': 2.9646025915777177}. Best is trial 113 with value: 0.7738095238095238.
[I 2025-11-03 19:44:56,657] Trial 116 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 217, 'learning_rate': 0.13811399175129122, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8905627288322263, 'colsample_bytree': 0.7903470781528195, 'gamma': 0.24676939147262053, 'reg_alpha': 0.15636731368404622, 'reg_lambda': 2.821438477739336}. Best is trial 113 with value: 0.7738095238095238.
[I 2025-11-03 19:44:56,949] Trial 117 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 197, 'learning_rate': 0.1375705855339121, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8961911593505253, 'colsample_bytree': 0.8817947437165266, 'gamma': 0.22652460867890506, 'reg_alpha': 0.23021584969061282, 'reg_lambda': 2.8119079993798732}. Best is trial 117 with value: 0.7797619047619048.
[I 2025-11-03 19:44:57,171] Trial 118 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.137620281810115, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.88540531085126, 'colsample_bytree': 0.8049555365293071, 'gamma': 0.15386545998773468, 'reg_alpha': 0.2522732389530321, 'reg_lambda': 2.8518305484154682}. Best is trial 117 with value: 0.7797619047619048.
[I 2025-11-03 19:44:57,382] Trial 119 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 235, 'learning_rate': 0.1607423479354139, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8963224854097221, 'colsample_bytree': 0.8766365871827925, 'gamma': 0.2416913949503791, 'reg_alpha': 0.2138490699468405, 'reg_lambda': 2.879607197568358}. Best is trial 117 with value: 0.7797619047619048.
[I 2025-11-03 19:44:57,662] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.15865592421491034, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8929363962209649, 'colsample_bytree': 0.8842890067314826, 'gamma': 0.2522104597113983, 'reg_alpha': 0.21355773579222517, 'reg_lambda': 2.6954010296648483}. Best is trial 117 with value: 0.7797619047619048.
[I 2025-11-03 19:44:57,899] Trial 121 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 228, 'learning_rate': 0.14325555760586248, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9147319481368074, 'colsample_bytree': 0.9132676735530348, 'gamma': 0.10341053433816709, 'reg_alpha': 0.1881050261285202, 'reg_lambda': 2.8913863240146216}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:58,218] Trial 122 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 212, 'learning_rate': 0.14621917771642473, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8999174911923589, 'colsample_bytree': 0.9239046651625344, 'gamma': 0.1164623306607703, 'reg_alpha': 0.17397396732838727, 'reg_lambda': 2.9055785694783607}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:58,465] Trial 123 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 226, 'learning_rate': 0.17574306380844767, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9123669296382254, 'colsample_bytree': 0.9074508250188942, 'gamma': 0.2548665123001605, 'reg_alpha': 0.2402339735756038, 'reg_lambda': 2.8004407370586017}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:58,743] Trial 124 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 226, 'learning_rate': 0.14600082988162114, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9011943834421361, 'colsample_bytree': 0.9069277925184815, 'gamma': 0.21794529919472394, 'reg_alpha': 0.2372142130259175, 'reg_lambda': 2.823260433885868}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:59,031] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.1476926523226114, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9144118466336465, 'colsample_bytree': 0.9307039698808428, 'gamma': 0.26421403245102837, 'reg_alpha': 0.2788517532463536, 'reg_lambda': 2.7996333130391795}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:59,340] Trial 126 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 234, 'learning_rate': 0.1416817002124437, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.898531686421632, 'colsample_bytree': 0.9135708895436007, 'gamma': 0.15006035201697818, 'reg_alpha': 0.2274345962004089, 'reg_lambda': 2.9385821607291973}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:59,572] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.030942134256301206, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8984966394870055, 'colsample_bytree': 0.9052305508215424, 'gamma': 0.11854030595622865, 'reg_alpha': 0.23459907720398182, 'reg_lambda': 2.9219224607157246}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:59,801] Trial 128 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 209, 'learning_rate': 0.1425366571594734, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8725130870040777, 'colsample_bytree': 0.9157189695902526, 'gamma': 0.19442855558590744, 'reg_alpha': 0.18188621724290546, 'reg_lambda': 2.787578321653845}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:00,121] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 224, 'learning_rate': 0.11041481154553427, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9023743094744315, 'colsample_bytree': 0.869129999322937, 'gamma': 0.2794173708358889, 'reg_alpha': 0.33463088877798564, 'reg_lambda': 2.9344241218851312}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:00,333] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 248, 'learning_rate': 0.17935257337831992, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8888300784995035, 'colsample_bytree': 0.9023455169222795, 'gamma': 0.46219662367627873, 'reg_alpha': 0.2287860926228611, 'reg_lambda': 2.8275708658740317}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:00,728] Trial 131 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 233, 'learning_rate': 0.1640178176444611, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9235027017479075, 'colsample_bytree': 0.9297996046597841, 'gamma': 0.1716581038511944, 'reg_alpha': 0.2723118185613379, 'reg_lambda': 2.7506359992196496}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:00,953] Trial 132 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 234, 'learning_rate': 0.16239163625428413, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9191883416560973, 'colsample_bytree': 0.9264420353386775, 'gamma': 0.14329313932725846, 'reg_alpha': 0.27727361438347853, 'reg_lambda': 2.6509282514267114}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:01,286] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 231, 'learning_rate': 0.16544871634466815, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.923871267355129, 'colsample_bytree': 0.9301057684750914, 'gamma': 0.14168701573184433, 'reg_alpha': 0.2833915980678751, 'reg_lambda': 2.6708728084868874}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:01,514] Trial 134 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 241, 'learning_rate': 0.1936709037013988, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9079948486748805, 'colsample_bytree': 0.9193282558068281, 'gamma': 0.12572300368363226, 'reg_alpha': 0.25386470748237766, 'reg_lambda': 2.7375947226236095}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:01,846] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 238, 'learning_rate': 0.1981303608056195, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9059871218272012, 'colsample_bytree': 0.9228733011781742, 'gamma': 0.1968532133653477, 'reg_alpha': 0.256660754856227, 'reg_lambda': 2.752235123547106}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:02,067] Trial 136 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 239, 'learning_rate': 0.19852955220871396, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9076074681586668, 'colsample_bytree': 0.9248172272152093, 'gamma': 0.18543783349982706, 'reg_alpha': 0.28452649104075617, 'reg_lambda': 2.772864620664503}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:02,351] Trial 137 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.14856337936121458, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9183811366508181, 'colsample_bytree': 0.9496487985984453, 'gamma': 0.12729893902865236, 'reg_alpha': 0.38058283899387346, 'reg_lambda': 2.899273063438853}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:02,582] Trial 138 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.17091498034398597, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9094558780172181, 'colsample_bytree': 0.8885228547307032, 'gamma': 0.30777907543670063, 'reg_alpha': 0.3070294447888422, 'reg_lambda': 2.6193538847781337}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:02,786] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 221, 'learning_rate': 0.1599269335328863, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.898554091742699, 'colsample_bytree': 0.9093739198430594, 'gamma': 0.4152266780575775, 'reg_alpha': 0.20169271605264244, 'reg_lambda': 2.99102162585471}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:03,142] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 240, 'learning_rate': 0.217793412517664, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9335386940337081, 'colsample_bytree': 0.8969305745658978, 'gamma': 0.10250934282851448, 'reg_alpha': 0.274899304829692, 'reg_lambda': 2.773987412987999}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:03,402] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.13617050167838549, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9052514231622286, 'colsample_bytree': 0.9178089126691974, 'gamma': 0.22223608036667392, 'reg_alpha': 0.2372070831614676, 'reg_lambda': 2.752540780655096}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:03,745] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.19449379068378136, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9221929220969811, 'colsample_bytree': 0.9237685761826065, 'gamma': 0.19927451542537516, 'reg_alpha': 0.257090959529912, 'reg_lambda': 2.833971860850678}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:03,983] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.06149978845232729, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8903593365192944, 'colsample_bytree': 0.9394602491897781, 'gamma': 0.2956268106486319, 'reg_alpha': 0.24926295234454166, 'reg_lambda': 2.8865160015328017}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:04,307] Trial 144 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.1765130355660248, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9065358543898284, 'colsample_bytree': 0.9518562719044862, 'gamma': 0.09281912803776811, 'reg_alpha': 0.32883621127406487, 'reg_lambda': 2.6485448476895224}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:04,513] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 231, 'learning_rate': 0.17579894376862978, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8569650130224781, 'colsample_bytree': 0.9582363419131124, 'gamma': 0.09008293512138078, 'reg_alpha': 0.33488059014291705, 'reg_lambda': 2.6382961965874823}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:04,858] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.14982557218947717, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9141919830657703, 'colsample_bytree': 0.9519448976262863, 'gamma': 0.4167374763630924, 'reg_alpha': 0.21097110265477437, 'reg_lambda': 2.7052029615487654}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:05,078] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.15836614566952273, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8842969050050298, 'colsample_bytree': 0.9094250672420976, 'gamma': 0.07622432261230351, 'reg_alpha': 0.17427364533490775, 'reg_lambda': 2.830280626490135}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:05,444] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 218, 'learning_rate': 0.1245028739242074, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8661331017258195, 'colsample_bytree': 0.9383337614337692, 'gamma': 0.3381995418844884, 'reg_alpha': 0.32832367660118855, 'reg_lambda': 2.935975353718475}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:05,678] Trial 149 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 234, 'learning_rate': 0.13941196162683395, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8967905379531036, 'colsample_bytree': 0.9270395488607348, 'gamma': 0.20863743641353344, 'reg_alpha': 0.2913996889871353, 'reg_lambda': 2.682039043417572}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:05,933] Trial 150 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.13549530925468237, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8771753868010941, 'colsample_bytree': 0.9274201076518723, 'gamma': 0.009121171690800983, 'reg_alpha': 0.2983716369603761, 'reg_lambda': 2.6573478009352725}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:06,249] Trial 151 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 244, 'learning_rate': 0.14203792489552416, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9007775446703551, 'colsample_bytree': 0.9129109499182675, 'gamma': 0.21948375386724717, 'reg_alpha': 0.2779079183986633, 'reg_lambda': 2.7273018824921063}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:06,473] Trial 152 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 229, 'learning_rate': 0.16747872010805054, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8970804954775213, 'colsample_bytree': 0.9442152117034798, 'gamma': 0.1108577656737477, 'reg_alpha': 0.19213782643247743, 'reg_lambda': 2.5892363344973526}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:06,731] Trial 153 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 222, 'learning_rate': 0.16683796409396115, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8953714347863658, 'colsample_bytree': 0.9456495746694407, 'gamma': 0.30048695296637606, 'reg_alpha': 0.18608332849661838, 'reg_lambda': 2.597348674292341}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:06,976] Trial 154 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 229, 'learning_rate': 0.04593926492255481, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9206752998476782, 'colsample_bytree': 0.9626151389916181, 'gamma': 0.44838476822245804, 'reg_alpha': 0.1576398258373524, 'reg_lambda': 2.8801758146294887}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:07,324] Trial 155 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 211, 'learning_rate': 0.1504066651168185, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9310758635314587, 'colsample_bytree': 0.9002290478832331, 'gamma': 0.1882451032048912, 'reg_alpha': 0.21950659065135902, 'reg_lambda': 2.8173603333721866}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:07,550] Trial 156 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.15047771370117255, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8912798714819881, 'colsample_bytree': 0.8997308668008708, 'gamma': 0.34827531625957425, 'reg_alpha': 0.2252351822571373, 'reg_lambda': 2.807017470216464}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:07,892] Trial 157 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 205, 'learning_rate': 0.14653257593428648, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9345819080499425, 'colsample_bytree': 0.8991743049237886, 'gamma': 0.3671293293640995, 'reg_alpha': 0.22839524790415983, 'reg_lambda': 2.6824230138549443}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:08,103] Trial 158 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 213, 'learning_rate': 0.17594512470622142, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8980851858204003, 'colsample_bytree': 0.8891287423684561, 'gamma': 0.00475165384447529, 'reg_alpha': 0.19616561544529934, 'reg_lambda': 2.9363156114541997}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:08,389] Trial 159 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 224, 'learning_rate': 0.1753240018990212, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8839065506876902, 'colsample_bytree': 0.8827081430057236, 'gamma': 0.06574861238194538, 'reg_alpha': 0.20215299374948675, 'reg_lambda': 2.9615575369736513}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:08,596] Trial 160 finished with value: 0.75 and parameters: {'n_estimators': 194, 'learning_rate': 0.11580600636849155, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8824327268273058, 'colsample_bytree': 0.8813541571631417, 'gamma': 0.021979871224253156, 'reg_alpha': 0.19746131619483515, 'reg_lambda': 2.9981945817703486}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:08,804] Trial 161 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 224, 'learning_rate': 0.1786956749751799, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.896425249738491, 'colsample_bytree': 0.8594579763246784, 'gamma': 0.08108539960822142, 'reg_alpha': 0.19968743820176565, 'reg_lambda': 2.93344727558454}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:09,036] Trial 162 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 213, 'learning_rate': 0.1759083350158436, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.895454397201425, 'colsample_bytree': 0.8721182662014194, 'gamma': 0.016909695487536944, 'reg_alpha': 0.18461091459963339, 'reg_lambda': 2.9123766755956226}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:09,352] Trial 163 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.1818167039308029, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8916941891856435, 'colsample_bytree': 0.8738835400655767, 'gamma': 0.28209873159261045, 'reg_alpha': 0.1770950407869444, 'reg_lambda': 2.9376641441068014}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:09,586] Trial 164 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 222, 'learning_rate': 0.1704208263864799, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8731019765169985, 'colsample_bytree': 0.8474686280280079, 'gamma': 0.006252465907972082, 'reg_alpha': 0.199951826607815, 'reg_lambda': 2.9009491775503236}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:09,860] Trial 165 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 222, 'learning_rate': 0.2055500200576495, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8689988946035975, 'colsample_bytree': 0.8534913136791832, 'gamma': 0.030588793114241744, 'reg_alpha': 0.21107293549846318, 'reg_lambda': 2.9034261251307107}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:10,074] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 218, 'learning_rate': 0.17620081667140955, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8994224216694996, 'colsample_bytree': 0.8628053331200105, 'gamma': 0.013279190781723516, 'reg_alpha': 0.1906646500679051, 'reg_lambda': 2.8618844375094787}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:10,286] Trial 167 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 203, 'learning_rate': 0.21684834058800803, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8821910773306002, 'colsample_bytree': 0.8883117497778144, 'gamma': 0.22237337575658006, 'reg_alpha': 0.23606660088949655, 'reg_lambda': 2.9568867782915182}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:10,604] Trial 168 finished with value: 0.761904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.2434220976386382, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8774889936640832, 'colsample_bytree': 0.8751775641982227, 'gamma': 0.1213409018303926, 'reg_alpha': 0.20075146582068681, 'reg_lambda': 2.948668242932588}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:10,800] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.22808073649323696, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8485873927385461, 'colsample_bytree': 0.8830353044346082, 'gamma': 0.3537217930461445, 'reg_alpha': 0.16608616101115486, 'reg_lambda': 2.9929524954499067}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:11,079] Trial 170 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 199, 'learning_rate': 0.2632762613374381, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.861768399095714, 'colsample_bytree': 0.8430109159744396, 'gamma': 0.19014240413607153, 'reg_alpha': 0.2326823088683559, 'reg_lambda': 2.8896594147037016}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:11,291] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 224, 'learning_rate': 0.19503668097601043, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8853330072613983, 'colsample_bytree': 0.8908341340628917, 'gamma': 0.20003321168155813, 'reg_alpha': 0.24044490221098125, 'reg_lambda': 2.948027790539742}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:11,588] Trial 172 finished with value: 0.738095238095238 and parameters: {'n_estimators': 208, 'learning_rate': 0.21884344982535958, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8976512810892228, 'colsample_bytree': 0.8650292338191753, 'gamma': 0.2840464058640494, 'reg_alpha': 0.2141173182898042, 'reg_lambda': 2.860582558867289}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:11,823] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 216, 'learning_rate': 0.017043266279149566, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8906143524592179, 'colsample_bytree': 0.8910163143773723, 'gamma': 0.007605344239736744, 'reg_alpha': 0.18223325831639195, 'reg_lambda': 2.7904691326270004}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:12,018] Trial 174 finished with value: 0.755952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.17203058137212432, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8741994321741283, 'colsample_bytree': 0.8699167005996024, 'gamma': 0.5408525748840886, 'reg_alpha': 0.2321902778977934, 'reg_lambda': 2.904047726297608}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:12,316] Trial 175 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 221, 'learning_rate': 0.1559367285321782, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9137393152266438, 'colsample_bytree': 0.8562254013848042, 'gamma': 0.0005293371685005932, 'reg_alpha': 0.14963516252602463, 'reg_lambda': 2.8492966353257634}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:12,531] Trial 176 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 237, 'learning_rate': 0.157182311396593, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9033986097710109, 'colsample_bytree': 0.8580830960385993, 'gamma': 0.10635031529448268, 'reg_alpha': 0.14039115461421076, 'reg_lambda': 2.9492486145319763}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:12,815] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.12819235244326685, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8816851985789197, 'colsample_bytree': 0.857976122758344, 'gamma': 0.07932152675871422, 'reg_alpha': 0.13634967948339816, 'reg_lambda': 2.9606764754131936}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:13,044] Trial 178 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 229, 'learning_rate': 0.15841423387222492, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9081384519027603, 'colsample_bytree': 0.8504294284296945, 'gamma': 0.007271801901067888, 'reg_alpha': 0.14425883550339325, 'reg_lambda': 2.854033526162913}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:13,248] Trial 179 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 221, 'learning_rate': 0.1870342067135819, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8941710708384665, 'colsample_bytree': 0.8591397699676591, 'gamma': 8.399658574947955e-05, 'reg_alpha': 0.20031130337430605, 'reg_lambda': 2.9383016567802502}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:13,629] Trial 180 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 222, 'learning_rate': 0.1909582471363242, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8919168615416974, 'colsample_bytree': 0.8441363276024068, 'gamma': 0.10119342544307806, 'reg_alpha': 0.1982437024389894, 'reg_lambda': 2.8434238909290923}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:13,830] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.2107333869698457, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9015416454391367, 'colsample_bytree': 0.8770975482001437, 'gamma': 0.1719756776748826, 'reg_alpha': 0.16039158098293171, 'reg_lambda': 2.999776618878236}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:14,037] Trial 182 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.18244436598936006, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.884842606799628, 'colsample_bytree': 0.8593042986339958, 'gamma': 0.012809771916737073, 'reg_alpha': 0.2138766515641361, 'reg_lambda': 2.924778506270701}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:14,311] Trial 183 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.16382501684888853, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6914670941656951, 'colsample_bytree': 0.8859669646499099, 'gamma': 0.28086347088318664, 'reg_alpha': 0.12065426588120907, 'reg_lambda': 2.783585030205486}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:14,543] Trial 184 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 232, 'learning_rate': 0.15049928099015691, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9151617015060362, 'colsample_bytree': 0.8692386137913514, 'gamma': 0.12836435602312374, 'reg_alpha': 0.18955247536850123, 'reg_lambda': 2.942573500715264}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:14,971] Trial 185 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.18818419575287013, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8920318599400519, 'colsample_bytree': 0.8978865071218309, 'gamma': 0.001150131374665353, 'reg_alpha': 0.16209369573919075, 'reg_lambda': 2.8930913928357542}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:15,191] Trial 186 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 237, 'learning_rate': 0.16534878008810402, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8729393542898976, 'colsample_bytree': 0.852450486899846, 'gamma': 0.384412514696514, 'reg_alpha': 0.22068280691797101, 'reg_lambda': 2.851544087671558}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:15,392] Trial 187 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 236, 'learning_rate': 0.15812622536848592, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8704716302767824, 'colsample_bytree': 0.8560581729382527, 'gamma': 0.40843089939623095, 'reg_alpha': 0.20542529534818676, 'reg_lambda': 2.8163222253998654}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:15,715] Trial 188 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.15547906305933837, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9055857672639204, 'colsample_bytree': 0.8555778113778093, 'gamma': 0.3924194293477171, 'reg_alpha': 0.21987106996789313, 'reg_lambda': 2.7987384148125236}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:15,915] Trial 189 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 237, 'learning_rate': 0.13396676971933766, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8942112937421287, 'colsample_bytree': 0.8604415194413336, 'gamma': 4.972999377277693, 'reg_alpha': 0.26242486145030486, 'reg_lambda': 2.8414984502908025}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:16,217] Trial 190 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 229, 'learning_rate': 0.15965829216462687, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9116113092195055, 'colsample_bytree': 0.8772745676070653, 'gamma': 0.44058631397186526, 'reg_alpha': 0.1784064804584029, 'reg_lambda': 2.7887263440891803}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:16,474] Trial 191 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.1676291977480978, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.8714558375926957, 'colsample_bytree': 0.8490997466352824, 'gamma': 0.14497969922058507, 'reg_alpha': 0.20081724838029838, 'reg_lambda': 2.8687336992255985}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:16,726] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 241, 'learning_rate': 0.14163297102577607, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.865023388589665, 'colsample_bytree': 0.8420035355076948, 'gamma': 0.3090505305737952, 'reg_alpha': 0.141680002569129, 'reg_lambda': 2.744637244768356}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:16,935] Trial 193 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 226, 'learning_rate': 0.16706478823260826, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8764793963957931, 'colsample_bytree': 0.8650079531107429, 'gamma': 0.20992510981561058, 'reg_alpha': 0.20351772274094687, 'reg_lambda': 2.8842599571453125}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:17,273] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 221, 'learning_rate': 0.17883673777760256, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9008838705953671, 'colsample_bytree': 0.8297654985073547, 'gamma': 0.08599072568963241, 'reg_alpha': 0.17435935326928295, 'reg_lambda': 2.998139134651076}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:17,481] Trial 195 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.18093886760416827, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8989515205114451, 'colsample_bytree': 0.8313440271412167, 'gamma': 0.11146307277519096, 'reg_alpha': 0.15852229233084908, 'reg_lambda': 2.9929684034048716}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:17,768] Trial 196 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 229, 'learning_rate': 0.1499257167342877, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9039823176867847, 'colsample_bytree': 0.8716598843946021, 'gamma': 0.35520374940943994, 'reg_alpha': 0.18071033324974997, 'reg_lambda': 2.8285778130415142}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:17,975] Trial 197 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 230, 'learning_rate': 0.14104184987015714, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9056138715449125, 'colsample_bytree': 0.8712168044424008, 'gamma': 0.49849303906550924, 'reg_alpha': 0.12628228034204014, 'reg_lambda': 2.7104967286866706}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:18,200] Trial 198 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 246, 'learning_rate': 0.1995493633895943, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9094131475081783, 'colsample_bytree': 0.8159502692998036, 'gamma': 0.2094336854248171, 'reg_alpha': 0.17763169985787042, 'reg_lambda': 2.943479918712256}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:18,539] Trial 199 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 226, 'learning_rate': 0.15328005320830396, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9148723171355729, 'colsample_bytree': 0.8797929366718295, 'gamma': 0.1158170727076481, 'reg_alpha': 0.14912815834416024, 'reg_lambda': 2.840268752128715}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:18,543] A new study created in memory with name: no-name-b8b7baec-783b-4ff9-892e-6c7d58abb210
[I 2025-11-03 19:45:18,852] Trial 0 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 240, 'learning_rate': 0.043968047408895546, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6081940024553788, 'colsample_bytree': 0.8261924709504437, 'gamma': 1.6824022591600407, 'reg_alpha': 0.22676502829551604, 'reg_lambda': 1.0741812861377702}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:45:18,998] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.029368894828252032, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.7946981503249443, 'colsample_bytree': 0.8947084149732155, 'gamma': 2.0544297463236267, 'reg_alpha': 0.33272242005870656, 'reg_lambda': 1.586730031886047}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:45:19,143] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 132, 'learning_rate': 0.13199668088551425, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.6634657241756713, 'colsample_bytree': 0.8853983382000701, 'gamma': 2.25163092313705, 'reg_alpha': 0.04350035179181466, 'reg_lambda': 2.8061827636551557}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:45:19,384] Trial 3 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 159, 'learning_rate': 0.03549875120467403, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9699685842038934, 'colsample_bytree': 0.8035758675572516, 'gamma': 2.3942310087109355, 'reg_alpha': 0.8650415951704298, 'reg_lambda': 2.9139096690322446}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:45:19,602] Trial 4 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 133, 'learning_rate': 0.07040958872670104, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8191351889083545, 'colsample_bytree': 0.8152673632089439, 'gamma': 2.8479879191584163, 'reg_alpha': 0.019055804527856046, 'reg_lambda': 1.153569738950623}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:19,871] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 221, 'learning_rate': 0.022597005072759822, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.7938898151128173, 'colsample_bytree': 0.7952890254570575, 'gamma': 2.731360291527552, 'reg_alpha': 0.808343310982398, 'reg_lambda': 2.556099851361972}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:19,937] Trial 6 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 44, 'learning_rate': 0.13428896526115153, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6722145838997503, 'colsample_bytree': 0.6468765304355087, 'gamma': 1.6403339372749037, 'reg_alpha': 0.48507848142850374, 'reg_lambda': 0.8326773995895987}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:20,072] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.2556632823098661, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.6953968674064417, 'colsample_bytree': 0.8034242753543912, 'gamma': 2.1337136371352505, 'reg_alpha': 0.5530509040596004, 'reg_lambda': 0.7886736686684155}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:20,287] Trial 8 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 161, 'learning_rate': 0.07496284233309061, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8675115073375622, 'colsample_bytree': 0.623162929191382, 'gamma': 2.8901373458298236, 'reg_alpha': 0.02425124318979921, 'reg_lambda': 1.69294886592186}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:20,475] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 132, 'learning_rate': 0.1403174031357044, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.6657937587305276, 'colsample_bytree': 0.7401638692117725, 'gamma': 4.587006391331726, 'reg_alpha': 0.29887098084826913, 'reg_lambda': 2.793539222268727}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:20,746] Trial 10 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.011544511542986795, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9019971380279016, 'colsample_bytree': 0.9836031526910793, 'gamma': 0.47039782208939585, 'reg_alpha': 0.6232031414997417, 'reg_lambda': 2.1426647075533998}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:20,940] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 185, 'learning_rate': 0.07810231852408268, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.871373372298151, 'colsample_bytree': 0.614124184873126, 'gamma': 3.602191832349483, 'reg_alpha': 0.008129114001310648, 'reg_lambda': 1.5578281065158288}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:21,084] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 94, 'learning_rate': 0.0735666039427541, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8600156855658031, 'colsample_bytree': 0.7200698739260623, 'gamma': 3.2858181702872606, 'reg_alpha': 0.15407216005052587, 'reg_lambda': 1.2854068525146347}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:21,380] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 173, 'learning_rate': 0.06989297815997171, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7489799010066176, 'colsample_bytree': 0.7162544916607069, 'gamma': 4.093677544371887, 'reg_alpha': 0.12021603061259949, 'reg_lambda': 2.219290574320844}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:21,603] Trial 14 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 198, 'learning_rate': 0.017192458908817362, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9369436957290532, 'colsample_bytree': 0.6661507770428027, 'gamma': 0.9955186877946478, 'reg_alpha': 0.37436210263819514, 'reg_lambda': 0.5032371422050799}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:21,903] Trial 15 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 203, 'learning_rate': 0.014301221325744141, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9825518437937356, 'colsample_bytree': 0.6730115137100562, 'gamma': 0.023752735398373304, 'reg_alpha': 0.3994850880182155, 'reg_lambda': 0.5010961651109758}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:22,209] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 96, 'learning_rate': 0.015498815465072683, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9232065176173363, 'colsample_bytree': 0.8749751909813979, 'gamma': 0.9847217286237473, 'reg_alpha': 0.6818612792124494, 'reg_lambda': 0.5131922545388514}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:22,397] Trial 17 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 95, 'learning_rate': 0.0244065705474335, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8261585595125874, 'colsample_bytree': 0.903315320280191, 'gamma': 0.893603136678869, 'reg_alpha': 0.676483289216472, 'reg_lambda': 1.2266693809658715}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:22,685] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 67, 'learning_rate': 0.04848704520935324, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9326743916213499, 'colsample_bytree': 0.9361162715238572, 'gamma': 1.3046209726620943, 'reg_alpha': 0.9812804792656848, 'reg_lambda': 0.9107473102066741}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:22,918] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.2999644440634088, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.8309269533309818, 'colsample_bytree': 0.8564783647605605, 'gamma': 3.882021343289841, 'reg_alpha': 0.7301026805553847, 'reg_lambda': 1.36003725810082}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:23,120] Trial 20 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.010504940074937043, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.735015278522548, 'colsample_bytree': 0.956923396403163, 'gamma': 3.1029747937066867, 'reg_alpha': 0.5280455660691858, 'reg_lambda': 0.7242245585993162}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:23,397] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 151, 'learning_rate': 0.010160184084781225, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7587986469719203, 'colsample_bytree': 0.9840683894475203, 'gamma': 3.1981616978664147, 'reg_alpha': 0.5081778432443463, 'reg_lambda': 0.7188883410533569}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:23,578] Trial 22 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 112, 'learning_rate': 0.016439132632954698, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7440180244473718, 'colsample_bytree': 0.945203609385218, 'gamma': 3.1336331966027178, 'reg_alpha': 0.5766922024748466, 'reg_lambda': 1.0239468001301266}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:23,870] Trial 23 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 147, 'learning_rate': 0.013723891178819966, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.725901136284893, 'colsample_bytree': 0.8584152442639283, 'gamma': 2.772000820596981, 'reg_alpha': 0.7572946396113265, 'reg_lambda': 0.6492061744417986}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:24,012] Trial 24 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 76, 'learning_rate': 0.023021648375391463, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7796245576599737, 'colsample_bytree': 0.9463931970020736, 'gamma': 4.409277347206006, 'reg_alpha': 0.4379552343076657, 'reg_lambda': 1.0817192918488974}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:24,247] Trial 25 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 101, 'learning_rate': 0.010080615789195611, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8362505259718762, 'colsample_bytree': 0.7642567804323925, 'gamma': 3.5035566757157923, 'reg_alpha': 0.6479614161708807, 'reg_lambda': 1.9405647019636834}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:24,374] Trial 26 finished with value: 0.693452380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.01824776724740484, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7172065323510123, 'colsample_bytree': 0.8450692702189541, 'gamma': 4.864603237343271, 'reg_alpha': 0.9545858690344284, 'reg_lambda': 0.6184727183766042}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:24,621] Trial 27 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 119, 'learning_rate': 0.031172809797701484, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8984832090685897, 'colsample_bytree': 0.9087492858548882, 'gamma': 1.8455514365533765, 'reg_alpha': 0.2620599962686126, 'reg_lambda': 0.8385330149972081}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:24,793] Trial 28 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 138, 'learning_rate': 0.058156175662249114, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9996154647803471, 'colsample_bytree': 0.9305367964860539, 'gamma': 2.6694988537915982, 'reg_alpha': 0.8733886716227337, 'reg_lambda': 1.39058081930482}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:25,070] Trial 29 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 238, 'learning_rate': 0.09663224826135366, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6037589088930395, 'colsample_bytree': 0.9628265227690225, 'gamma': 2.668452581461005, 'reg_alpha': 0.1931997348707888, 'reg_lambda': 1.3778278458831186}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:25,345] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.04101293061019355, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9590383060594121, 'colsample_bytree': 0.9205216270970452, 'gamma': 3.8520798492974517, 'reg_alpha': 0.8611266017478625, 'reg_lambda': 1.1094809442265339}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:25,513] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.05801570269729281, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9322286146292302, 'colsample_bytree': 0.8820145970483848, 'gamma': 1.4702707615782007, 'reg_alpha': 0.7453138415628136, 'reg_lambda': 1.0170023622142887}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:25,691] Trial 32 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 142, 'learning_rate': 0.05868666730778698, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9879854946961588, 'colsample_bytree': 0.997836818619878, 'gamma': 1.566466177809217, 'reg_alpha': 0.8677235175975738, 'reg_lambda': 1.4696197555800146}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:25,955] Trial 33 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 126, 'learning_rate': 0.10172075538886237, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9535929810161985, 'colsample_bytree': 0.8283511154834771, 'gamma': 2.4291274019469844, 'reg_alpha': 0.9116833533656715, 'reg_lambda': 1.17357496696208}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:26,144] Trial 34 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.05694377001154467, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9003852726377684, 'colsample_bytree': 0.8790654723427292, 'gamma': 1.9495742243159304, 'reg_alpha': 0.7651618477585489, 'reg_lambda': 0.9441288441646527}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:26,308] Trial 35 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.04227833672936186, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.6373169271517743, 'colsample_bytree': 0.9293244239106373, 'gamma': 3.0060070622947244, 'reg_alpha': 0.8154237840466332, 'reg_lambda': 1.835152982113193}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:26,543] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 151, 'learning_rate': 0.10305809177612514, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8061566528516859, 'colsample_bytree': 0.8926872453538237, 'gamma': 2.3604335650486514, 'reg_alpha': 0.7191061357580799, 'reg_lambda': 0.9765014421909546}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:26,715] Trial 37 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.1684962293996568, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9898139030786315, 'colsample_bytree': 0.8225086688849783, 'gamma': 2.58559619896708, 'reg_alpha': 0.09092646177896918, 'reg_lambda': 1.537297220891737}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:26,899] Trial 38 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 130, 'learning_rate': 0.035662498294506406, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9674718155373573, 'colsample_bytree': 0.9624219401955494, 'gamma': 2.130647135101298, 'reg_alpha': 0.5934269055956529, 'reg_lambda': 1.6707771538494636}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:27,185] Trial 39 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 117, 'learning_rate': 0.060724782087238784, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9987771466858051, 'colsample_bytree': 0.7807271829485647, 'gamma': 3.446920906119205, 'reg_alpha': 0.48923740169063257, 'reg_lambda': 1.277712696254313}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:27,340] Trial 40 finished with value: 0.75 and parameters: {'n_estimators': 120, 'learning_rate': 0.18284715305149551, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7030072214302563, 'colsample_bytree': 0.7759113142674879, 'gamma': 3.469680648700124, 'reg_alpha': 0.5103192645068588, 'reg_lambda': 1.409811784857486}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:27,598] Trial 41 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 118, 'learning_rate': 0.23497653747778527, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6303758916444601, 'colsample_bytree': 0.7732837966821003, 'gamma': 3.4557488334149817, 'reg_alpha': 0.3295394101204996, 'reg_lambda': 1.3916423644167049}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:27,752] Trial 42 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 109, 'learning_rate': 0.08553671607668531, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6945894918828207, 'colsample_bytree': 0.7833647504265978, 'gamma': 3.7162958397855936, 'reg_alpha': 0.45940959624269767, 'reg_lambda': 1.8267964553786107}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:28,006] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 128, 'learning_rate': 0.17682432850014485, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6930826548290319, 'colsample_bytree': 0.7360667570405122, 'gamma': 2.9156275231289683, 'reg_alpha': 0.5273933289813061, 'reg_lambda': 1.2851867542376691}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:28,180] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 161, 'learning_rate': 0.04894612088318659, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9997196867568201, 'colsample_bytree': 0.8169068070928996, 'gamma': 3.318759159469171, 'reg_alpha': 0.23426599979509155, 'reg_lambda': 1.6323045819773407}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:28,511] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 84, 'learning_rate': 0.11711166647837304, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7727810914882405, 'colsample_bytree': 0.7491746719353531, 'gamma': 3.9768999957213627, 'reg_alpha': 0.4001695998909103, 'reg_lambda': 1.1636846782914303}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:28,691] Trial 46 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 155, 'learning_rate': 0.06469239017181194, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.718888390319405, 'colsample_bytree': 0.6955967098492496, 'gamma': 4.299028209321077, 'reg_alpha': 0.5577294488663985, 'reg_lambda': 1.477601284456997}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:28,863] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 135, 'learning_rate': 0.02862685910806415, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6497537313809497, 'colsample_bytree': 0.7936327424768288, 'gamma': 3.0340909669150657, 'reg_alpha': 0.31168867275222445, 'reg_lambda': 1.9994616287211024}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:29,141] Trial 48 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.0873334739611541, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.679567642618678, 'colsample_bytree': 0.8023369030460424, 'gamma': 3.393185020135258, 'reg_alpha': 0.3606573203277261, 'reg_lambda': 1.2803903468468183}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:29,261] Trial 49 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 29, 'learning_rate': 0.15129967239292777, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7343198817191681, 'colsample_bytree': 0.7592972286432376, 'gamma': 3.6558358379361584, 'reg_alpha': 0.46237497272021966, 'reg_lambda': 2.4363436800779823}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:29,418] Trial 50 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 121, 'learning_rate': 0.12208014064152739, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8057630464133367, 'colsample_bytree': 0.7268171846841903, 'gamma': 2.833226702661726, 'reg_alpha': 0.06632812891020502, 'reg_lambda': 0.8583778771248274}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:29,649] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.06562799715716067, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9475371445648676, 'colsample_bytree': 0.8465105675627534, 'gamma': 2.530742266558651, 'reg_alpha': 0.7983921071106975, 'reg_lambda': 0.7764615762285237}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:29,840] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.06340485685484198, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9760509434373984, 'colsample_bytree': 0.8455523083866925, 'gamma': 2.53325621509072, 'reg_alpha': 0.8044474721183825, 'reg_lambda': 0.7126166830233226}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:30,086] Trial 53 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 169, 'learning_rate': 0.0466826361672463, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.947639183529708, 'colsample_bytree': 0.7764066541380819, 'gamma': 2.182544604341042, 'reg_alpha': 0.6189127688698054, 'reg_lambda': 0.782895241421578}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:30,242] Trial 54 finished with value: 0.699404761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.03752497536057694, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8761546623371016, 'colsample_bytree': 0.8178846564206974, 'gamma': 3.1608953387425327, 'reg_alpha': 0.9122663889304793, 'reg_lambda': 1.1960102655752858}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:30,416] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 180, 'learning_rate': 0.07606315110130019, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9142377240093535, 'colsample_bytree': 0.7880724954287994, 'gamma': 2.708116754384018, 'reg_alpha': 0.4204605469939433, 'reg_lambda': 1.4307581653666699}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:30,660] Trial 56 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 89, 'learning_rate': 0.21328230196951148, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9714874840794278, 'colsample_bytree': 0.8662579160995924, 'gamma': 2.3112456176074927, 'reg_alpha': 0.6694098709356364, 'reg_lambda': 1.5757485167383574}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:30,849] Trial 57 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.23901089526071312, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9683324643253169, 'colsample_bytree': 0.8644255520880203, 'gamma': 2.3256757071678935, 'reg_alpha': 0.6822399781611703, 'reg_lambda': 1.5824924912005256}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:30,987] Trial 58 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 58, 'learning_rate': 0.19853753350125578, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9986085877498887, 'colsample_bytree': 0.8282444001618928, 'gamma': 1.8518733384525232, 'reg_alpha': 0.8151038274293176, 'reg_lambda': 1.797283810105395}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:31,164] Trial 59 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.2857323451089825, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9800598487532572, 'colsample_bytree': 0.8341968282127361, 'gamma': 4.167796811871693, 'reg_alpha': 0.8829252063590924, 'reg_lambda': 1.306380179451081}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:31,464] Trial 60 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 88, 'learning_rate': 0.2786148609094805, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9484439680739045, 'colsample_bytree': 0.8456400668474418, 'gamma': 4.9500362273236815, 'reg_alpha': 0.9909114482028483, 'reg_lambda': 1.715304377800554}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:31,611] Trial 61 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 100, 'learning_rate': 0.21679082357486118, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9768391413502076, 'colsample_bytree': 0.8099933492290259, 'gamma': 4.313134728301406, 'reg_alpha': 0.8899397344573552, 'reg_lambda': 1.3220979984173293}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:31,788] Trial 62 finished with value: 0.699404761904762 and parameters: {'n_estimators': 116, 'learning_rate': 0.265849605866249, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9644083354516317, 'colsample_bytree': 0.8380756581755145, 'gamma': 4.07549613159313, 'reg_alpha': 0.9536478318227865, 'reg_lambda': 1.076467708099206}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:32,039] Trial 63 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.05122719478433819, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9817497635291434, 'colsample_bytree': 0.8052437197253917, 'gamma': 2.5413942482904908, 'reg_alpha': 0.8488659675103065, 'reg_lambda': 1.5064098327142093}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:32,205] Trial 64 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 112, 'learning_rate': 0.17967021455241886, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9446693787379399, 'colsample_bytree': 0.8719335497706933, 'gamma': 3.759661156973158, 'reg_alpha': 0.6977013671837126, 'reg_lambda': 1.2546866006291235}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:32,357] Trial 65 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 94, 'learning_rate': 0.2087237642804972, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9180973758926586, 'colsample_bytree': 0.8975477980570026, 'gamma': 3.575126923794265, 'reg_alpha': 0.7892485045918891, 'reg_lambda': 1.351110917398114}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:32,532] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 147, 'learning_rate': 0.15208544781142988, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.846521003499569, 'colsample_bytree': 0.7623549004444247, 'gamma': 4.679944438920462, 'reg_alpha': 0.9452115668599649, 'reg_lambda': 1.140647893568443}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:32,668] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 78, 'learning_rate': 0.29985704629969184, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8894115668032697, 'colsample_bytree': 0.8548427742886816, 'gamma': 2.9112769221492254, 'reg_alpha': 0.13956547261403607, 'reg_lambda': 1.577574241615106}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:32,877] Trial 68 finished with value: 0.755952380952381 and parameters: {'n_estimators': 107, 'learning_rate': 0.08301487903188742, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9913662880013275, 'colsample_bytree': 0.8359465849457738, 'gamma': 2.020096388030153, 'reg_alpha': 0.6522559004880878, 'reg_lambda': 1.4335275345528817}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:33,020] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 103, 'learning_rate': 0.08744720494462249, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9296379851146633, 'colsample_bytree': 0.833728356312078, 'gamma': 2.0242188867619815, 'reg_alpha': 0.646221272744895, 'reg_lambda': 1.4408130768537952}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:33,190] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 133, 'learning_rate': 0.07291085324177467, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9821797184807622, 'colsample_bytree': 0.8661149469379555, 'gamma': 1.713159544545038, 'reg_alpha': 0.8374245537142151, 'reg_lambda': 1.642618671249252}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:33,462] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.06573495639854687, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9923053125327705, 'colsample_bytree': 0.9099577972736339, 'gamma': 2.3852308564367966, 'reg_alpha': 0.7734012649348139, 'reg_lambda': 1.2416136116595604}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:33,638] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.051985936000837105, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9570205781676713, 'colsample_bytree': 0.9194635578777357, 'gamma': 2.2517724092146367, 'reg_alpha': 0.7746745213628422, 'reg_lambda': 1.4046721359357588}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:33,903] Trial 73 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 124, 'learning_rate': 0.06524459485776067, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9709949146109623, 'colsample_bytree': 0.9105248766158305, 'gamma': 2.422344362849581, 'reg_alpha': 0.7192695601957223, 'reg_lambda': 2.9592428551439145}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:34,153] Trial 74 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 108, 'learning_rate': 0.0687237008061993, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9905805462985694, 'colsample_bytree': 0.8878762461865441, 'gamma': 2.691469218778093, 'reg_alpha': 0.6194997709991332, 'reg_lambda': 1.2191450305915312}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:34,381] Trial 75 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 107, 'learning_rate': 0.08399500941381656, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9413184466469684, 'colsample_bytree': 0.8838980202080458, 'gamma': 2.654456662073932, 'reg_alpha': 0.5898508122535999, 'reg_lambda': 1.0176861211640051}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:34,593] Trial 76 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 68, 'learning_rate': 0.11452372417580732, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9631298519029345, 'colsample_bytree': 0.858744877456018, 'gamma': 2.768703026052121, 'reg_alpha': 0.6432618903647866, 'reg_lambda': 1.5248588104683127}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:34,764] Trial 77 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.09717168472582269, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9868008599131207, 'colsample_bytree': 0.8913064759731717, 'gamma': 1.3317359632737595, 'reg_alpha': 0.5599795928864079, 'reg_lambda': 1.3506893191546632}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:34,926] Trial 78 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 91, 'learning_rate': 0.24781863311034924, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9549644461279652, 'colsample_bytree': 0.840153810097873, 'gamma': 2.0639279161638404, 'reg_alpha': 0.6180561543343488, 'reg_lambda': 0.8815824145825282}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:35,208] Trial 79 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.19333981033992412, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9758018950364332, 'colsample_bytree': 0.8111776946164899, 'gamma': 3.2203858962955154, 'reg_alpha': 0.5289322766437536, 'reg_lambda': 0.5824600385701136}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:35,398] Trial 80 finished with value: 0.75 and parameters: {'n_estimators': 131, 'learning_rate': 0.056673446133016205, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9906779709168367, 'colsample_bytree': 0.8516528804907936, 'gamma': 1.8622194629259103, 'reg_alpha': 0.8944052766827477, 'reg_lambda': 1.765324762303686}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:35,696] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.056054611079669886, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9905320875441374, 'colsample_bytree': 0.8513661184479849, 'gamma': 1.7559371710032514, 'reg_alpha': 0.8899368428032386, 'reg_lambda': 1.7290318439085743}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:35,876] Trial 82 finished with value: 0.761904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.043984712929984994, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9924620603688532, 'colsample_bytree': 0.8465309549699749, 'gamma': 1.6942424203898472, 'reg_alpha': 0.9184319026843641, 'reg_lambda': 2.010670498644946}. Best is trial 82 with value: 0.761904761904762.
[I 2025-11-03 19:45:36,146] Trial 83 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 146, 'learning_rate': 0.04390668856449374, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9927336249281176, 'colsample_bytree': 0.8532472719685447, 'gamma': 1.8099705840303848, 'reg_alpha': 0.9266088683513218, 'reg_lambda': 1.960425715847507}. Best is trial 82 with value: 0.761904761904762.
[I 2025-11-03 19:45:36,316] Trial 84 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 129, 'learning_rate': 0.05399742769239148, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9992190066028434, 'colsample_bytree': 0.8722539777500358, 'gamma': 1.506810965246637, 'reg_alpha': 0.832345455247398, 'reg_lambda': 2.0852960311713207}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:36,609] Trial 85 finished with value: 0.6875 and parameters: {'n_estimators': 154, 'learning_rate': 0.04082217116799053, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9986264954901061, 'colsample_bytree': 0.8691819154516847, 'gamma': 1.1238568528710684, 'reg_alpha': 0.8518723594210746, 'reg_lambda': 2.2683370870625112}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:36,781] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.05354042087147353, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9693637458981786, 'colsample_bytree': 0.8809744368616784, 'gamma': 1.6338357909353007, 'reg_alpha': 0.8347190805775369, 'reg_lambda': 2.0735028355828478}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:37,089] Trial 87 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 130, 'learning_rate': 0.04588727465787973, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9565440262147196, 'colsample_bytree': 0.8750623499794573, 'gamma': 1.4679449245163338, 'reg_alpha': 0.7444433259274533, 'reg_lambda': 1.8786598412809896}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:37,253] Trial 88 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 122, 'learning_rate': 0.0682859701687819, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9865325147348014, 'colsample_bytree': 0.9290261716821089, 'gamma': 1.2267865880375832, 'reg_alpha': 0.6992899417059683, 'reg_lambda': 2.199360002611896}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:37,440] Trial 89 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.033564283536263395, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.936286141392738, 'colsample_bytree': 0.8988517307194335, 'gamma': 1.5253838417989345, 'reg_alpha': 0.9265048135305554, 'reg_lambda': 2.3279050624629622}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:37,875] Trial 90 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.02709797817877485, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6195009940710251, 'colsample_bytree': 0.8244808901334654, 'gamma': 0.7798655711493768, 'reg_alpha': 0.6652073565881425, 'reg_lambda': 2.0473201176343374}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:38,034] Trial 91 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 128, 'learning_rate': 0.057001874908963364, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.989323945266007, 'colsample_bytree': 0.853298695015479, 'gamma': 1.9477453368674442, 'reg_alpha': 0.8802388029288717, 'reg_lambda': 1.7833981130139587}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:38,345] Trial 92 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.03970687033298925, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9992386664879722, 'colsample_bytree': 0.8457198607081217, 'gamma': 1.7727265680094286, 'reg_alpha': 0.9761493553723841, 'reg_lambda': 1.7440465826741278}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:38,495] Trial 93 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 110, 'learning_rate': 0.07985516860375368, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9785369095793808, 'colsample_bytree': 0.8646456576892937, 'gamma': 2.2505995898479814, 'reg_alpha': 0.8248201996426655, 'reg_lambda': 1.9056197957365812}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:38,731] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.04954490792762347, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9657248787542644, 'colsample_bytree': 0.8906588561969084, 'gamma': 1.9407301148430436, 'reg_alpha': 0.791341505907412, 'reg_lambda': 2.132259091322331}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:38,910] Trial 95 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 122, 'learning_rate': 0.06127002604761179, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.990128924737203, 'colsample_bytree': 0.8771889385894648, 'gamma': 1.3858686218007157, 'reg_alpha': 0.9004046139382141, 'reg_lambda': 1.6653162816507707}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:39,164] Trial 96 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 143, 'learning_rate': 0.05388854591374663, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9722626515890116, 'colsample_bytree': 0.8595869588645657, 'gamma': 1.6643327485938892, 'reg_alpha': 0.8725027313447463, 'reg_lambda': 2.6333076226802636}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:39,351] Trial 97 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 166, 'learning_rate': 0.07105631111370675, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9817094904219428, 'colsample_bytree': 0.7965437267382768, 'gamma': 2.1506805208098325, 'reg_alpha': 0.9363893203112289, 'reg_lambda': 1.696081238379094}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:39,525] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.05657485955904101, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9618839834233325, 'colsample_bytree': 0.8486129901748566, 'gamma': 2.034240375886468, 'reg_alpha': 0.9080266267803, 'reg_lambda': 1.6070762596933146}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:39,704] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 97, 'learning_rate': 0.04573740080338572, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9497194803538297, 'colsample_bytree': 0.9421058279219342, 'gamma': 2.483606581299652, 'reg_alpha': 0.7348890968090527, 'reg_lambda': 2.0055214658703893}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:39,854] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.07946880168541616, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9998459947994572, 'colsample_bytree': 0.8366366879515954, 'gamma': 2.2993847035926884, 'reg_alpha': 0.9987053014430716, 'reg_lambda': 1.8672459939014274}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:40,157] Trial 101 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 128, 'learning_rate': 0.05686578558689686, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9895491896013537, 'colsample_bytree': 0.8215132064769667, 'gamma': 1.8656265856990908, 'reg_alpha': 0.8720278048546078, 'reg_lambda': 1.7644812800438476}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:40,328] Trial 102 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 136, 'learning_rate': 0.05936982552975587, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9869965576588565, 'colsample_bytree': 0.8258280539109006, 'gamma': 1.8602967022068002, 'reg_alpha': 0.9636863295766293, 'reg_lambda': 1.7619484499201048}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:40,500] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.03800572624804396, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9745265655014699, 'colsample_bytree': 0.8175414197102983, 'gamma': 1.6860583334109531, 'reg_alpha': 0.7960059551840054, 'reg_lambda': 1.5041593282378718}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:40,765] Trial 104 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 105, 'learning_rate': 0.06736234846507201, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9937844084560549, 'colsample_bytree': 0.8312374183237775, 'gamma': 1.5850497858841002, 'reg_alpha': 0.8713153478462764, 'reg_lambda': 1.4523567340921537}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:41,054] Trial 105 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 150, 'learning_rate': 0.0485397185546759, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9825406409816158, 'colsample_bytree': 0.9525540677705492, 'gamma': 2.1140768745975973, 'reg_alpha': 0.8555145171108736, 'reg_lambda': 1.561216657856704}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:41,318] Trial 106 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.05426011429595804, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9708985062650151, 'colsample_bytree': 0.8707619448889087, 'gamma': 1.4382892319444402, 'reg_alpha': 0.8151307038416409, 'reg_lambda': 2.1132006976781836}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:41,505] Trial 107 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 111, 'learning_rate': 0.06222449203629536, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9918114204933897, 'colsample_bytree': 0.8870703035975209, 'gamma': 1.9533072815683918, 'reg_alpha': 0.5978653145035605, 'reg_lambda': 1.9208308854964176}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:41,801] Trial 108 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 119, 'learning_rate': 0.07383984273730809, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7731288480227397, 'colsample_bytree': 0.8443650578460676, 'gamma': 1.1784619285108904, 'reg_alpha': 0.9067264121523929, 'reg_lambda': 1.8120307002653568}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:42,095] Trial 109 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 140, 'learning_rate': 0.04350763861577598, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9246290760138517, 'colsample_bytree': 0.8076782585804463, 'gamma': 2.979733227216395, 'reg_alpha': 0.7608381602051584, 'reg_lambda': 1.7416371500231227}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:42,413] Trial 110 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 225, 'learning_rate': 0.09424331511121936, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9608948484244859, 'colsample_bytree': 0.788549389086978, 'gamma': 2.168523573784428, 'reg_alpha': 0.8880449629381616, 'reg_lambda': 1.635332369698118}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:42,587] Trial 111 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 128, 'learning_rate': 0.05759981265726146, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9874019012831748, 'colsample_bytree': 0.862830098932249, 'gamma': 1.891092131552228, 'reg_alpha': 0.8817562791283053, 'reg_lambda': 1.9782392899910288}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:42,852] Trial 112 finished with value: 0.726190476190476 and parameters: {'n_estimators': 127, 'learning_rate': 0.05107601277201106, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.793120193914744, 'colsample_bytree': 0.8546312929138778, 'gamma': 1.746033069634031, 'reg_alpha': 0.922181979914134, 'reg_lambda': 1.831908369994908}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:43,019] Trial 113 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 136, 'learning_rate': 0.05672158140258991, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9755972507565073, 'colsample_bytree': 0.8535655140598241, 'gamma': 2.0075503410437805, 'reg_alpha': 0.8424793897717141, 'reg_lambda': 1.7606916740298557}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:43,236] Trial 114 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 123, 'learning_rate': 0.061418051955983544, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9910919970417905, 'colsample_bytree': 0.9819821499220196, 'gamma': 1.5638356257447883, 'reg_alpha': 0.9631890981412128, 'reg_lambda': 1.7009916285788163}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:43,451] Trial 115 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.020373804609342506, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9816089004878078, 'colsample_bytree': 0.8206226737729067, 'gamma': 2.6030562400138817, 'reg_alpha': 0.5046187169509386, 'reg_lambda': 2.200534151842326}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:43,689] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.06856687485690745, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9996309809662174, 'colsample_bytree': 0.8379035472927433, 'gamma': 1.7781519908254741, 'reg_alpha': 0.6655559606708099, 'reg_lambda': 1.3928376483786395}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:43,856] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 114, 'learning_rate': 0.03380227092206935, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9522363986429714, 'colsample_bytree': 0.7715229491127447, 'gamma': 2.4507502645734047, 'reg_alpha': 0.8676202418941332, 'reg_lambda': 1.5498958874253335}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:44,101] Trial 118 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 157, 'learning_rate': 0.22614309578374897, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9662065226251355, 'colsample_bytree': 0.9043361071217402, 'gamma': 2.2758034343029343, 'reg_alpha': 0.8360285538443952, 'reg_lambda': 1.5999728590285918}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:44,374] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.04726387104671122, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9439273255805453, 'colsample_bytree': 0.8499648358438191, 'gamma': 2.826938564001334, 'reg_alpha': 0.7089780928996146, 'reg_lambda': 1.2070125177912183}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:44,635] Trial 120 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 98, 'learning_rate': 0.16362523490353756, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7517445844795652, 'colsample_bytree': 0.8741659718499047, 'gamma': 1.8789841762574646, 'reg_alpha': 0.6302092925466828, 'reg_lambda': 1.476108918032827}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:44,800] Trial 121 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 133, 'learning_rate': 0.07372105262359736, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6727513117497577, 'colsample_bytree': 0.8007139594381629, 'gamma': 2.6704642341613463, 'reg_alpha': 0.9407202742140539, 'reg_lambda': 2.0441353855311215}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:44,957] Trial 122 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 119, 'learning_rate': 0.1369667620645025, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6557427582579374, 'colsample_bytree': 0.8128623046259058, 'gamma': 3.044309868822982, 'reg_alpha': 0.8944383239513511, 'reg_lambda': 1.1378986185415165}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:45,127] Trial 123 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.06456752462714288, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7077340275575165, 'colsample_bytree': 0.8267154541161287, 'gamma': 2.7622215904311584, 'reg_alpha': 0.46850667459319156, 'reg_lambda': 0.7838110785204172}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:45,334] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.08137029457298998, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8290581215408902, 'colsample_bytree': 0.84212908672376, 'gamma': 2.565978185004662, 'reg_alpha': 0.5463419073315746, 'reg_lambda': 1.3320377842209448}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:45,496] Trial 125 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 107, 'learning_rate': 0.05401601398284771, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8450050907441382, 'colsample_bytree': 0.7484160456087019, 'gamma': 2.3480400904520518, 'reg_alpha': 0.8604125719554817, 'reg_lambda': 1.7830886823185206}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:45,730] Trial 126 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 133, 'learning_rate': 0.050305575690045894, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9911150131728518, 'colsample_bytree': 0.9191501977371771, 'gamma': 2.193742204160096, 'reg_alpha': 0.4313842047591883, 'reg_lambda': 0.9567614041300605}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:45,881] Trial 127 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 71, 'learning_rate': 0.05879240283420633, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9825461921610742, 'colsample_bytree': 0.8616291765590006, 'gamma': 1.9904639720238166, 'reg_alpha': 0.8187552990064584, 'reg_lambda': 1.860228041052737}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:46,045] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.07152910776795658, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9747501506378884, 'colsample_bytree': 0.8342426291652522, 'gamma': 1.6594405912182726, 'reg_alpha': 0.19951812451521383, 'reg_lambda': 1.4021802892478537}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:46,224] Trial 129 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.08832051213571789, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.875992964140448, 'colsample_bytree': 0.8852578422201219, 'gamma': 2.070598220052295, 'reg_alpha': 0.5722930767656044, 'reg_lambda': 1.0705398822599708}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:46,413] Trial 130 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 89, 'learning_rate': 0.043159078250697536, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8181219423832569, 'colsample_bytree': 0.6299138433599512, 'gamma': 2.8816435018157014, 'reg_alpha': 0.6886901646700185, 'reg_lambda': 1.6930147771235005}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:46,569] Trial 131 finished with value: 0.699404761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.2525816406419819, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9815776482174298, 'colsample_bytree': 0.8307531880944156, 'gamma': 4.4060004018605285, 'reg_alpha': 0.900460726198428, 'reg_lambda': 1.2899188787147755}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:46,722] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.292740538149782, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9940799270059578, 'colsample_bytree': 0.8407551556511355, 'gamma': 4.670395294699651, 'reg_alpha': 0.02519613597059401, 'reg_lambda': 1.2953129715597713}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:47,056] Trial 133 finished with value: 0.755952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.12494949079970234, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9946494310816621, 'colsample_bytree': 0.8520866693841115, 'gamma': 1.3087169714823603, 'reg_alpha': 0.05119809425386894, 'reg_lambda': 1.228938938772504}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:47,277] Trial 134 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.1597492088459028, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9914684605872841, 'colsample_bytree': 0.8519495808126547, 'gamma': 1.2567283250545782, 'reg_alpha': 0.04902129615261003, 'reg_lambda': 1.503462347104355}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:47,567] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 102, 'learning_rate': 0.185458345258386, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9956323310301946, 'colsample_bytree': 0.8656481699446517, 'gamma': 1.5101468280405719, 'reg_alpha': 0.024542990664575864, 'reg_lambda': 1.3494458248367027}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:47,725] Trial 136 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 103, 'learning_rate': 0.1907668065879312, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9990151792826161, 'colsample_bytree': 0.8718152000262557, 'gamma': 0.9790147963868431, 'reg_alpha': 0.036596744210619515, 'reg_lambda': 1.2533782788323538}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:47,937] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.20297310379999428, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9994047977546712, 'colsample_bytree': 0.8794466206844697, 'gamma': 0.8385487123172534, 'reg_alpha': 0.09838087820785082, 'reg_lambda': 1.2019351759512973}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:48,115] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 92, 'learning_rate': 0.14424410443548488, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.999842205770697, 'colsample_bytree': 0.8776873345506488, 'gamma': 0.6471112585432437, 'reg_alpha': 0.1223952561265248, 'reg_lambda': 1.2299045365821781}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:48,335] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.20899875823213923, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9709593584217353, 'colsample_bytree': 0.8914754514986729, 'gamma': 1.087404511179202, 'reg_alpha': 0.07554120575185717, 'reg_lambda': 1.175332092887963}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:48,514] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.21787369441292057, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9696779149156288, 'colsample_bytree': 0.8928673953420182, 'gamma': 1.0691765586113786, 'reg_alpha': 0.08680279397964763, 'reg_lambda': 1.1902931238641148}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:48,671] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 109, 'learning_rate': 0.19565805500067537, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9836887723012531, 'colsample_bytree': 0.8709075190046551, 'gamma': 0.9061612823350236, 'reg_alpha': 0.07523589542579658, 'reg_lambda': 1.2702579791902653}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:48,887] Trial 142 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 112, 'learning_rate': 0.19273994218132698, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9838294812279162, 'colsample_bytree': 0.8699486520539411, 'gamma': 0.9036671888307368, 'reg_alpha': 0.0034418546902533695, 'reg_lambda': 1.110084273526684}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:49,035] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 96, 'learning_rate': 0.20894374958735817, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9786880407266082, 'colsample_bytree': 0.9036593461260262, 'gamma': 0.3812147362599062, 'reg_alpha': 0.08141935347590634, 'reg_lambda': 1.2611945352070135}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:49,193] Trial 144 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.12678010196749845, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9763775599129768, 'colsample_bytree': 0.9093133719740358, 'gamma': 0.0897054789682385, 'reg_alpha': 0.06808327370161499, 'reg_lambda': 1.2516488195666522}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:49,409] Trial 145 finished with value: 0.761904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.21062171776912034, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9993362668608108, 'colsample_bytree': 0.9023223359620887, 'gamma': 0.5869608884788264, 'reg_alpha': 0.03480959705793771, 'reg_lambda': 1.299596736833352}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:49,575] Trial 146 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 85, 'learning_rate': 0.17170876093411294, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9596518134736988, 'colsample_bytree': 0.8955907367377121, 'gamma': 0.5527037000526192, 'reg_alpha': 0.09317070224139157, 'reg_lambda': 1.301195107580434}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:49,898] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.20653564644229433, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9995275398125949, 'colsample_bytree': 0.9320232284556498, 'gamma': 0.7016666253068923, 'reg_alpha': 0.03992829127869923, 'reg_lambda': 1.1566748162800158}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:50,044] Trial 148 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 99, 'learning_rate': 0.22990556639924528, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9827160401778245, 'colsample_bytree': 0.9220292827454346, 'gamma': 0.980141661246302, 'reg_alpha': 0.03426690492379948, 'reg_lambda': 1.0359668685281112}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:50,304] Trial 149 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 102, 'learning_rate': 0.2646181987611435, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9679590451490497, 'colsample_bytree': 0.9013306126184855, 'gamma': 0.3399727653121819, 'reg_alpha': 0.07002697993939035, 'reg_lambda': 1.222323808198133}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:50,482] Trial 150 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.20596497144178685, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9999987849938219, 'colsample_bytree': 0.9157221057522119, 'gamma': 0.4825389727240231, 'reg_alpha': 0.10918982161808294, 'reg_lambda': 1.270962459832111}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:50,729] Trial 151 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 110, 'learning_rate': 0.24029359497729816, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9871801816068809, 'colsample_bytree': 0.8815739129807906, 'gamma': 0.7669021069079488, 'reg_alpha': 0.1441178382107368, 'reg_lambda': 1.169327542823161}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:50,879] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 73, 'learning_rate': 0.18284071074715416, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9761661255019322, 'colsample_bytree': 0.8882106221484419, 'gamma': 0.32150052800484874, 'reg_alpha': 0.05223704505413729, 'reg_lambda': 1.337976152652362}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:51,120] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 74, 'learning_rate': 0.18443725105407321, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9757152166680256, 'colsample_bytree': 0.8899111392651597, 'gamma': 0.31867963731300974, 'reg_alpha': 0.05186775108176604, 'reg_lambda': 1.3455947038444176}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:51,280] Trial 154 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.21819340936039663, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9866539470585157, 'colsample_bytree': 0.8822312946919404, 'gamma': 0.22867301861580902, 'reg_alpha': 0.0126223681160316, 'reg_lambda': 1.4160631705006816}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:51,440] Trial 155 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 67, 'learning_rate': 0.19802609135271146, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9766652918651589, 'colsample_bytree': 0.9062004116006226, 'gamma': 0.8633812794370789, 'reg_alpha': 0.09268714487327673, 'reg_lambda': 1.094844225864077}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:51,592] Trial 156 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 96, 'learning_rate': 0.10880798746413493, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9928691264796395, 'colsample_bytree': 0.8993956367505078, 'gamma': 1.058404416408162, 'reg_alpha': 0.1663776266260435, 'reg_lambda': 1.2195808464682183}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:51,811] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 57, 'learning_rate': 0.15598424493082333, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9678550498683458, 'colsample_bytree': 0.8746102456043686, 'gamma': 0.5235284643788684, 'reg_alpha': 0.07355590928595179, 'reg_lambda': 1.289557845799399}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:51,953] Trial 158 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 105, 'learning_rate': 0.1764887589120762, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9616721823729851, 'colsample_bytree': 0.8885683561219513, 'gamma': 0.9027967965350074, 'reg_alpha': 0.026200218806916302, 'reg_lambda': 1.3339317912329562}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:52,166] Trial 159 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 92, 'learning_rate': 0.2806064895010804, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9814563106274915, 'colsample_bytree': 0.8613243185538062, 'gamma': 0.3746027380853195, 'reg_alpha': 0.11672888793743205, 'reg_lambda': 1.3908202157186274}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:52,327] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 109, 'learning_rate': 0.19286053985270585, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9936430914057488, 'colsample_bytree': 0.8683339794136868, 'gamma': 0.6115932872808294, 'reg_alpha': 0.04752062881773312, 'reg_lambda': 1.4449602275403128}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:52,627] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 104, 'learning_rate': 0.17138300062263978, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9718360403602031, 'colsample_bytree': 0.885805545921877, 'gamma': 0.8873374357496536, 'reg_alpha': 0.020001832471467623, 'reg_lambda': 1.3241172159810914}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:52,769] Trial 162 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 100, 'learning_rate': 0.21009444384921416, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9997824605037753, 'colsample_bytree': 0.8923980770468051, 'gamma': 1.3224152238720253, 'reg_alpha': 0.05872139429525094, 'reg_lambda': 1.1865065872725664}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:53,060] Trial 163 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.2303360726478634, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9997527906545558, 'colsample_bytree': 0.8978810092966164, 'gamma': 1.261588680788343, 'reg_alpha': 0.060091672943673034, 'reg_lambda': 1.1361554807929994}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:53,194] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.21058491160213844, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9858787688578615, 'colsample_bytree': 0.8761617710932046, 'gamma': 1.146353810643069, 'reg_alpha': 0.08195310056436828, 'reg_lambda': 1.1938509337055139}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:53,403] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 117, 'learning_rate': 0.2527271600935945, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9926354229294294, 'colsample_bytree': 0.9149529766698773, 'gamma': 1.3686124844107832, 'reg_alpha': 0.10890218767882208, 'reg_lambda': 1.2504471372010324}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:53,550] Trial 166 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 101, 'learning_rate': 0.2017432380421862, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9779783378819864, 'colsample_bytree': 0.9377744759078719, 'gamma': 0.7575894650418573, 'reg_alpha': 0.041578297331086235, 'reg_lambda': 1.0455180084124345}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:53,804] Trial 167 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 93, 'learning_rate': 0.22229184410954209, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9868420764214536, 'colsample_bytree': 0.859568712544005, 'gamma': 1.0357482723936597, 'reg_alpha': 0.010425165072903971, 'reg_lambda': 1.2587228504435113}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:53,954] Trial 168 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.1903417041250118, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9923817694366144, 'colsample_bytree': 0.9030997275062875, 'gamma': 1.3144146018513718, 'reg_alpha': 0.06205054278002468, 'reg_lambda': 1.1836841200538233}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:54,135] Trial 169 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 113, 'learning_rate': 0.24027010215217046, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9996273161299428, 'colsample_bytree': 0.9277096381985935, 'gamma': 0.16684483944087058, 'reg_alpha': 0.001747592985709378, 'reg_lambda': 1.0996222377288223}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:54,380] Trial 170 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.26381581206940824, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9949232513918643, 'colsample_bytree': 0.9269149434617426, 'gamma': 1.4427899322781688, 'reg_alpha': 0.03392986579443657, 'reg_lambda': 1.1166380291956957}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:54,568] Trial 171 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 120, 'learning_rate': 0.21287683530747645, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9829231253622805, 'colsample_bytree': 0.9483352401727572, 'gamma': 0.17201167692360303, 'reg_alpha': 0.0038002957205069826, 'reg_lambda': 1.2953770535168327}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:54,731] Trial 172 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 122, 'learning_rate': 0.23643779672198004, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9843977224507914, 'colsample_bytree': 0.9490567045865901, 'gamma': 0.9794667262498505, 'reg_alpha': 0.02026716998029101, 'reg_lambda': 1.1566655361670093}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:54,908] Trial 173 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 117, 'learning_rate': 0.29514053533614215, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9996749047627443, 'colsample_bytree': 0.9263233922410772, 'gamma': 0.015327987629532636, 'reg_alpha': 0.0037905534574599687, 'reg_lambda': 1.225174434399658}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:55,077] Trial 174 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 115, 'learning_rate': 0.27410112836094935, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9970548044792006, 'colsample_bytree': 0.9590727507751262, 'gamma': 0.050175367602047105, 'reg_alpha': 0.010111072491450372, 'reg_lambda': 1.226263372875613}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:55,385] Trial 175 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 120, 'learning_rate': 0.28828438605603507, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9991492422162387, 'colsample_bytree': 0.9359060504706809, 'gamma': 0.13005761705893853, 'reg_alpha': 0.03434107926516294, 'reg_lambda': 1.002224523809371}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:55,562] Trial 176 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.24752537015692955, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.992514579350602, 'colsample_bytree': 0.9322729772444247, 'gamma': 0.05260703672012462, 'reg_alpha': 0.0007214023043010283, 'reg_lambda': 0.9900488465554157}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:55,815] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 125, 'learning_rate': 0.2931396802985895, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9876464534699808, 'colsample_bytree': 0.9716592576618942, 'gamma': 0.19562470118200484, 'reg_alpha': 0.030134256770474828, 'reg_lambda': 1.0775225792869234}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:55,992] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 123, 'learning_rate': 0.2688630832010384, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9863864730875246, 'colsample_bytree': 0.9809722746040277, 'gamma': 0.18693964400347296, 'reg_alpha': 0.0001800312050272354, 'reg_lambda': 1.0611912926733538}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:56,266] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 118, 'learning_rate': 0.2995710421563546, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9993712761947658, 'colsample_bytree': 0.9675244183391569, 'gamma': 0.1978706659635726, 'reg_alpha': 0.26982252033974563, 'reg_lambda': 0.9360101433096414}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:56,432] Trial 180 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 126, 'learning_rate': 0.2894387310025353, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9875971462000491, 'colsample_bytree': 0.9721018083434727, 'gamma': 0.10032192429373082, 'reg_alpha': 0.03633883922329489, 'reg_lambda': 0.8867135048229836}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:56,669] Trial 181 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 126, 'learning_rate': 0.2983055464346114, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9878367182465326, 'colsample_bytree': 0.9727465597729534, 'gamma': 0.18086790658859134, 'reg_alpha': 0.039191932094425695, 'reg_lambda': 0.8625887207301657}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:56,832] Trial 182 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 128, 'learning_rate': 0.29983539953309635, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9869756059023752, 'colsample_bytree': 0.9670878803209803, 'gamma': 0.1369548399591246, 'reg_alpha': 0.019861856582026084, 'reg_lambda': 0.9055992709591362}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:57,050] Trial 183 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 133, 'learning_rate': 0.2871687357339689, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9864244775464589, 'colsample_bytree': 0.9701722949038517, 'gamma': 0.00954418539739793, 'reg_alpha': 0.033722337491419625, 'reg_lambda': 0.8849720162848848}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:57,324] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 135, 'learning_rate': 0.2857741875997924, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9860348475581162, 'colsample_bytree': 0.9684303598762123, 'gamma': 0.1441786043098467, 'reg_alpha': 0.037823915659673454, 'reg_lambda': 0.8934495258086227}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:57,552] Trial 185 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 126, 'learning_rate': 0.2961383826265619, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.981055665181666, 'colsample_bytree': 0.97395663398925, 'gamma': 0.2731399151638403, 'reg_alpha': 0.0550859107609393, 'reg_lambda': 0.8283088017395418}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:57,756] Trial 186 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.29971127452918395, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9830867794612009, 'colsample_bytree': 0.9948735005016082, 'gamma': 0.02626915773177345, 'reg_alpha': 0.045562131545194236, 'reg_lambda': 0.8496181038946997}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:58,020] Trial 187 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 125, 'learning_rate': 0.28057946271856543, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9791591581715028, 'colsample_bytree': 0.9780447070351418, 'gamma': 0.24357144041158144, 'reg_alpha': 0.05671579636301558, 'reg_lambda': 0.6763785513948892}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:58,259] Trial 188 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 139, 'learning_rate': 0.2760596552583853, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9793570123557302, 'colsample_bytree': 0.9772390319375744, 'gamma': 0.2760214818767053, 'reg_alpha': 0.05988088651265294, 'reg_lambda': 0.7149289700046583}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:58,536] Trial 189 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 125, 'learning_rate': 0.26892518864427195, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9664903692147103, 'colsample_bytree': 0.9712492086034952, 'gamma': 0.1939222180904666, 'reg_alpha': 0.023999862998737617, 'reg_lambda': 0.6458591497728318}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:58,697] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 121, 'learning_rate': 0.24966536068363246, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9859649336062568, 'colsample_bytree': 0.9568486598260975, 'gamma': 0.0016257333293588916, 'reg_alpha': 0.0018929879730006233, 'reg_lambda': 0.8107668218604022}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:58,965] Trial 191 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 128, 'learning_rate': 0.28399310635332703, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9766591175792759, 'colsample_bytree': 0.9880987456663909, 'gamma': 0.15042959383526275, 'reg_alpha': 0.06070590955189049, 'reg_lambda': 0.9144179789000646}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:59,131] Trial 192 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 128, 'learning_rate': 0.2813096080576966, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9768556077874859, 'colsample_bytree': 0.9955850290285899, 'gamma': 0.1659026250615629, 'reg_alpha': 0.06436515788104617, 'reg_lambda': 0.881131503188315}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:59,422] Trial 193 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 129, 'learning_rate': 0.2986809102438943, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9770927802279143, 'colsample_bytree': 0.9963665487228105, 'gamma': 0.13191551358602974, 'reg_alpha': 0.026751619679871448, 'reg_lambda': 0.9122663437776672}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:59,598] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 133, 'learning_rate': 0.2842196388537685, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9558112167578552, 'colsample_bytree': 0.9963538636742636, 'gamma': 0.13522016381338436, 'reg_alpha': 0.02335403862131739, 'reg_lambda': 0.9542415784535518}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:59,848] Trial 195 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 134, 'learning_rate': 0.26027766841859773, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9585100402692247, 'colsample_bytree': 0.9922119819395274, 'gamma': 0.11713804113319298, 'reg_alpha': 0.06369910304304899, 'reg_lambda': 0.8995378705088001}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:46:00,032] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 130, 'learning_rate': 0.28144774165270925, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9724171420256353, 'colsample_bytree': 0.9930043188835475, 'gamma': 0.4496902875573441, 'reg_alpha': 0.02506177871073541, 'reg_lambda': 0.9416765477193745}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:46:00,343] Trial 197 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 143, 'learning_rate': 0.2992973700843651, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9779134357646146, 'colsample_bytree': 0.9997317447726356, 'gamma': 0.2809390286309873, 'reg_alpha': 0.06953938306419798, 'reg_lambda': 0.8223832564673577}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:46:00,593] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.298889573051389, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9613173447734376, 'colsample_bytree': 0.9857468854435048, 'gamma': 0.11242154251236106, 'reg_alpha': 0.07698280582933825, 'reg_lambda': 0.7654868962284012}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:46:00,822] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 141, 'learning_rate': 0.25783020659241357, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9763264257781549, 'colsample_bytree': 0.9876836933582872, 'gamma': 0.27920796927244274, 'reg_alpha': 0.0012306370713807012, 'reg_lambda': 0.8408987974002512}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:46:00,826] A new study created in memory with name: no-name-bf3cd8cf-84bb-42b0-90c7-737ec7272bdf
[I 2025-11-03 19:46:01,118] Trial 0 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.024622985325422442, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8439756522202768, 'colsample_bytree': 0.6412454107760877, 'gamma': 0.14141190232860035, 'reg_alpha': 0.4637815398480828, 'reg_lambda': 1.6426334631843684}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:01,334] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.04353787356880187, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.7117601480319635, 'colsample_bytree': 0.8863217547247304, 'gamma': 2.6121312447862257, 'reg_alpha': 0.14643275324155047, 'reg_lambda': 2.529630081843169}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:01,550] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.19306223129499503, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.603282079517529, 'colsample_bytree': 0.6499930883652726, 'gamma': 3.611326016445267, 'reg_alpha': 0.35472070709907777, 'reg_lambda': 2.8762498893836206}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:01,754] Trial 3 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 157, 'learning_rate': 0.21875811140121154, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6995525609141716, 'colsample_bytree': 0.7202807697453111, 'gamma': 0.03617744658837907, 'reg_alpha': 0.13089437775124646, 'reg_lambda': 2.2397975895631728}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:01,844] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.029729904527727117, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.6937538557743715, 'colsample_bytree': 0.9657985111117856, 'gamma': 1.5879020795190386, 'reg_alpha': 0.38891631153804507, 'reg_lambda': 2.1446637290265773}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:02,127] Trial 5 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 121, 'learning_rate': 0.018617274340862463, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6452536422661594, 'colsample_bytree': 0.8992717033598281, 'gamma': 4.788070599354933, 'reg_alpha': 0.22464821121089706, 'reg_lambda': 0.6616784956352633}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:02,190] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.021014248356501158, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8776783555077228, 'colsample_bytree': 0.9124149467651957, 'gamma': 1.443678829535549, 'reg_alpha': 0.2239833385123513, 'reg_lambda': 1.486160289101644}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:02,464] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.01703516447314957, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.6372705142308246, 'colsample_bytree': 0.9931309458217696, 'gamma': 1.462725849198439, 'reg_alpha': 0.2145633508408996, 'reg_lambda': 2.866972352859406}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:02,545] Trial 8 finished with value: 0.738095238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.07420390867991557, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9005069314113975, 'colsample_bytree': 0.7719761765089052, 'gamma': 3.940764745391747, 'reg_alpha': 0.09412355242882964, 'reg_lambda': 1.0654671089714443}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:02,736] Trial 9 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 134, 'learning_rate': 0.10250706425281997, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.725404906247856, 'colsample_bytree': 0.7595502169970998, 'gamma': 3.936729032518423, 'reg_alpha': 0.6490280867096191, 'reg_lambda': 0.6027192618220394}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:02,927] Trial 10 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.08344787508777846, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9773434476800562, 'colsample_bytree': 0.8235165555253685, 'gamma': 4.977754649793789, 'reg_alpha': 0.000985820304103227, 'reg_lambda': 1.096187753666837}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:03,320] Trial 11 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 215, 'learning_rate': 0.010339944297780922, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8590692735779556, 'colsample_bytree': 0.621327121023865, 'gamma': 0.20179968973597845, 'reg_alpha': 0.9762092900785038, 'reg_lambda': 1.4830513010615634}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:03,633] Trial 12 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.062193877415444514, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9219107076101801, 'colsample_bytree': 0.6976219863169449, 'gamma': 2.8164436998072375, 'reg_alpha': 0.9485006614023063, 'reg_lambda': 1.2081069295228357}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:03,829] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 185, 'learning_rate': 0.010882315046935674, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.800193155030792, 'colsample_bytree': 0.6138149107199852, 'gamma': 3.6472449209635585, 'reg_alpha': 0.6921717485908152, 'reg_lambda': 1.0533541462219744}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:04,042] Trial 14 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 79, 'learning_rate': 0.13794899576421205, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9209008981529195, 'colsample_bytree': 0.8039433564829533, 'gamma': 0.8403643643177763, 'reg_alpha': 0.9990254025294549, 'reg_lambda': 1.3942230082224327}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:04,243] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.04179462112735436, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.7976425262519002, 'colsample_bytree': 0.7031878214192003, 'gamma': 2.1107022042605115, 'reg_alpha': 0.8115233148814087, 'reg_lambda': 1.8192975125285145}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:04,501] Trial 16 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 181, 'learning_rate': 0.011881557081517505, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9966050894377647, 'colsample_bytree': 0.7595009892508529, 'gamma': 4.187853853048313, 'reg_alpha': 0.6658469307560927, 'reg_lambda': 0.9366981336603968}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:04,679] Trial 17 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 82, 'learning_rate': 0.05621036222975262, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8165617973855847, 'colsample_bytree': 0.8431960908116659, 'gamma': 3.399652244422681, 'reg_alpha': 0.5733645357377317, 'reg_lambda': 1.877623024672977}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:04,821] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.06687796882304359, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7757201590824427, 'colsample_bytree': 0.8404099136897807, 'gamma': 3.145871395747295, 'reg_alpha': 0.5744224346014196, 'reg_lambda': 1.9567412978372778}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:05,022] Trial 19 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.11812072738364966, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9139374532179005, 'colsample_bytree': 0.8598161486733586, 'gamma': 4.366811525537051, 'reg_alpha': 0.49688933649369227, 'reg_lambda': 0.8147372521038836}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:05,160] Trial 20 finished with value: 0.693452380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.0369281349568451, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8256494302665704, 'colsample_bytree': 0.7686833868109354, 'gamma': 3.347421478535013, 'reg_alpha': 0.006191129222903949, 'reg_lambda': 2.517579293285666}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:05,307] Trial 21 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.054067763216372154, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8713483298442216, 'colsample_bytree': 0.9343486049574631, 'gamma': 2.2411133869551882, 'reg_alpha': 0.9012035910469978, 'reg_lambda': 1.3541582949840547}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:05,504] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.05367561089060863, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8900723468360046, 'colsample_bytree': 0.9318398756574527, 'gamma': 2.1373086114072146, 'reg_alpha': 0.8371445994258927, 'reg_lambda': 1.7228521503223249}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:05,643] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 63, 'learning_rate': 0.049431144327431835, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7570222936488238, 'colsample_bytree': 0.9224725327067512, 'gamma': 2.163924954925744, 'reg_alpha': 0.8211386146408979, 'reg_lambda': 1.7356589270603906}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:05,802] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.05580730655633509, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9507288665201611, 'colsample_bytree': 0.9791567998129707, 'gamma': 2.006499206095326, 'reg_alpha': 0.8209918347906253, 'reg_lambda': 1.9450738436128066}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:06,002] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.03154013785995122, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.869823091721386, 'colsample_bytree': 0.9388951848314641, 'gamma': 2.9812553056059707, 'reg_alpha': 0.8992596605281564, 'reg_lambda': 1.3256145366150174}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:06,095] Trial 26 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 24, 'learning_rate': 0.1003413319578933, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8282979430304312, 'colsample_bytree': 0.8780048777221634, 'gamma': 2.458784915032803, 'reg_alpha': 0.7657380111219392, 'reg_lambda': 1.5948653445803478}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:06,339] Trial 27 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 94, 'learning_rate': 0.156108839917805, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8910715829608351, 'colsample_bytree': 0.9419882983566167, 'gamma': 1.8467006256106175, 'reg_alpha': 0.7432651020571239, 'reg_lambda': 2.2262222277479395}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:06,490] Trial 28 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.2999248957025801, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.959279683250378, 'colsample_bytree': 0.9582332445918463, 'gamma': 1.0389939848465133, 'reg_alpha': 0.8821006857214722, 'reg_lambda': 1.9941034732536522}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:06,738] Trial 29 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.026871625844262167, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8406951654436002, 'colsample_bytree': 0.8557715116581145, 'gamma': 2.743311184773348, 'reg_alpha': 0.5992127589718332, 'reg_lambda': 1.647108868236706}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:06,929] Trial 30 finished with value: 0.755952380952381 and parameters: {'n_estimators': 38, 'learning_rate': 0.026626488210182948, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8430632672420514, 'colsample_bytree': 0.8545930680204902, 'gamma': 2.596359135258374, 'reg_alpha': 0.5488896572235873, 'reg_lambda': 2.42790967614524}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:07,187] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 53, 'learning_rate': 0.025661263914260973, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8326889578321967, 'colsample_bytree': 0.8548365758184209, 'gamma': 2.714932147515295, 'reg_alpha': 0.576026912200837, 'reg_lambda': 2.4475687869921607}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:07,275] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 36, 'learning_rate': 0.015085313423575684, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8473630041090926, 'colsample_bytree': 0.8167086042232949, 'gamma': 2.4774954819734063, 'reg_alpha': 0.5717627748540349, 'reg_lambda': 1.6716842124898135}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:07,466] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 63, 'learning_rate': 0.036800241173269736, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8000467351826162, 'colsample_bytree': 0.8803993918876716, 'gamma': 3.3087585535759936, 'reg_alpha': 0.40761505821463506, 'reg_lambda': 1.8058286960682137}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:07,617] Trial 34 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 90, 'learning_rate': 0.023883066546942295, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7659509275827183, 'colsample_bytree': 0.8505615368060417, 'gamma': 3.015026628227379, 'reg_alpha': 0.4500134575157695, 'reg_lambda': 2.9881137640646176}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:07,692] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.043884944642585744, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8156982517738026, 'colsample_bytree': 0.9025581293797029, 'gamma': 3.456474359932107, 'reg_alpha': 0.3297199806399264, 'reg_lambda': 2.6988383307300614}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:07,927] Trial 36 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 117, 'learning_rate': 0.030216543870122122, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8551968876005436, 'colsample_bytree': 0.7876193017399258, 'gamma': 2.5889912781983515, 'reg_alpha': 0.5295083908200965, 'reg_lambda': 2.4107100876732424}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:08,083] Trial 37 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 54, 'learning_rate': 0.014166683023833527, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7373507237513259, 'colsample_bytree': 0.8284323312176849, 'gamma': 2.8395432478683036, 'reg_alpha': 0.6473346827307241, 'reg_lambda': 2.10039543782682}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:08,403] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 75, 'learning_rate': 0.022523884879309907, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9402753511387001, 'colsample_bytree': 0.8707082031211878, 'gamma': 1.7567888271585892, 'reg_alpha': 0.3057897412744689, 'reg_lambda': 2.319553368365676}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:08,551] Trial 39 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 44, 'learning_rate': 0.027169681901112998, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8907224445556455, 'colsample_bytree': 0.7980665050639073, 'gamma': 1.1159094678252863, 'reg_alpha': 0.45819172202630987, 'reg_lambda': 2.656803327258662}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:08,627] Trial 40 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 28, 'learning_rate': 0.019306716285601846, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7891990679190719, 'colsample_bytree': 0.8938321791983895, 'gamma': 3.724569074626509, 'reg_alpha': 0.7162632125428795, 'reg_lambda': 1.5847087581309325}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:08,857] Trial 41 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 66, 'learning_rate': 0.052507375848613, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8729456964375971, 'colsample_bytree': 0.9331167860331487, 'gamma': 2.344442507033131, 'reg_alpha': 0.8807408706025835, 'reg_lambda': 1.2856442913085835}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:09,043] Trial 42 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 81, 'learning_rate': 0.04518887037212325, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8834434677473815, 'colsample_bytree': 0.9127073047411615, 'gamma': 2.3558930443863786, 'reg_alpha': 0.6123544994131269, 'reg_lambda': 1.2205150964243745}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:09,354] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 125, 'learning_rate': 0.0816900273587164, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9016234000996297, 'colsample_bytree': 0.9601696552606633, 'gamma': 2.3933471885372075, 'reg_alpha': 0.7735697137173103, 'reg_lambda': 1.1764427000312538}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:09,504] Trial 44 finished with value: 0.738095238095238 and parameters: {'n_estimators': 81, 'learning_rate': 0.03792598920745434, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8834543508090098, 'colsample_bytree': 0.9234555987934076, 'gamma': 1.5686148729928688, 'reg_alpha': 0.6217756646324395, 'reg_lambda': 1.210974384009075}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:09,670] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.049128246921314685, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8631088672979774, 'colsample_bytree': 0.9915729263946648, 'gamma': 1.922863918090551, 'reg_alpha': 0.521347541021463, 'reg_lambda': 0.7631677035982302}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:09,783] Trial 46 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 46, 'learning_rate': 0.06385460359976557, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9334707445194396, 'colsample_bytree': 0.8991315019792793, 'gamma': 2.322472830894889, 'reg_alpha': 0.8585228283894193, 'reg_lambda': 0.9788129594251964}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:10,070] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 73, 'learning_rate': 0.07526495227489305, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.8132207630707556, 'colsample_bytree': 0.9203504608430877, 'gamma': 1.742698241431043, 'reg_alpha': 0.6943070862819739, 'reg_lambda': 1.4627926306367487}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:10,268] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 149, 'learning_rate': 0.09055611551178286, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6924143021238071, 'colsample_bytree': 0.9491750101654024, 'gamma': 3.0905789431187585, 'reg_alpha': 0.9365172333448806, 'reg_lambda': 2.0513976668621696}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:10,573] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 114, 'learning_rate': 0.03316704053697303, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9087400231284524, 'colsample_bytree': 0.908867400702583, 'gamma': 1.2922244473271314, 'reg_alpha': 0.4299815806868037, 'reg_lambda': 1.8540883486704054}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:10,772] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.04644399989011892, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8484258767094713, 'colsample_bytree': 0.9712836858073502, 'gamma': 0.6498542965734773, 'reg_alpha': 0.360557700461355, 'reg_lambda': 0.5133045449418454}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:10,907] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.056446702249834405, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8771907846808495, 'colsample_bytree': 0.8630832798245471, 'gamma': 2.825660972189283, 'reg_alpha': 0.5984951183752512, 'reg_lambda': 1.5338400676186688}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:11,190] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 82, 'learning_rate': 0.06664980228182661, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8443086429703416, 'colsample_bytree': 0.8391667950983278, 'gamma': 2.6693944212467753, 'reg_alpha': 0.5327730510037199, 'reg_lambda': 1.4098121980756348}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:11,286] Trial 53 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 39, 'learning_rate': 0.03890231464571763, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8303649521075178, 'colsample_bytree': 0.8832206696813372, 'gamma': 2.1503207713216024, 'reg_alpha': 0.48448255841889315, 'reg_lambda': 1.2533964707988299}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:11,438] Trial 54 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 58, 'learning_rate': 0.032690744580016876, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8141695483637725, 'colsample_bytree': 0.8150032394647224, 'gamma': 2.5170309508841346, 'reg_alpha': 0.6430830113069066, 'reg_lambda': 1.6987264642808682}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:11,684] Trial 55 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 70, 'learning_rate': 0.027697740679216182, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7835547227935339, 'colsample_bytree': 0.8441157318790781, 'gamma': 3.2502121099418013, 'reg_alpha': 0.6845047440012069, 'reg_lambda': 1.856861515424554}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:11,813] Trial 56 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 46, 'learning_rate': 0.021087269940334306, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8605202818935084, 'colsample_bytree': 0.8918905263192256, 'gamma': 3.4820532715642813, 'reg_alpha': 0.6049058722269105, 'reg_lambda': 2.212998372382142}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:11,966] Trial 57 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 92, 'learning_rate': 0.05259581768402053, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8934190708725326, 'colsample_bytree': 0.9297261702406437, 'gamma': 3.9147574258129456, 'reg_alpha': 0.5558750897417477, 'reg_lambda': 1.3082623047626483}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:12,101] Trial 58 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 32, 'learning_rate': 0.040594489945400644, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9249007466268965, 'colsample_bytree': 0.9117150517357865, 'gamma': 2.0414721816194934, 'reg_alpha': 0.7806668669528444, 'reg_lambda': 1.097923924422846}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:12,262] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 102, 'learning_rate': 0.07239874567611754, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8359194982762134, 'colsample_bytree': 0.8685013378725138, 'gamma': 2.310794770625138, 'reg_alpha': 0.7130263713577404, 'reg_lambda': 1.5917849339276138}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:12,423] Trial 60 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 130, 'learning_rate': 0.05896472947971808, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8771893335142052, 'colsample_bytree': 0.83124782167939, 'gamma': 2.9142545705229503, 'reg_alpha': 0.9369884544066125, 'reg_lambda': 1.4969778904073}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:12,655] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.04642464081161957, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8715294298292846, 'colsample_bytree': 0.9424648584720322, 'gamma': 2.310388894963113, 'reg_alpha': 0.8474440546522868, 'reg_lambda': 1.3827505724603804}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:12,807] Trial 62 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 68, 'learning_rate': 0.0536713880034098, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8507366141645498, 'colsample_bytree': 0.7364476685569006, 'gamma': 2.1430376576947396, 'reg_alpha': 0.8994937548770279, 'reg_lambda': 1.1445897635168445}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:12,960] Trial 63 finished with value: 0.75 and parameters: {'n_estimators': 77, 'learning_rate': 0.0352935926253001, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8425758767151208, 'colsample_bytree': 0.7473363777591071, 'gamma': 2.6670064794495194, 'reg_alpha': 0.9795767657460931, 'reg_lambda': 0.9206609596554414}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:13,172] Trial 64 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.04286745288032494, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8180992460949456, 'colsample_bytree': 0.7242151325967641, 'gamma': 1.6154972339002662, 'reg_alpha': 0.9194147752216122, 'reg_lambda': 1.0931043580502504}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:13,357] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 85, 'learning_rate': 0.05028598625871997, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.903630559167625, 'colsample_bytree': 0.6473109318243268, 'gamma': 2.0327668852619567, 'reg_alpha': 0.7992091068997652, 'reg_lambda': 0.8497521552890848}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:13,650] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 90, 'learning_rate': 0.0519404193281525, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9104441494146704, 'colsample_bytree': 0.6665419993666474, 'gamma': 1.9535088845082802, 'reg_alpha': 0.8659519745805018, 'reg_lambda': 0.8255149907560888}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:13,783] Trial 67 finished with value: 0.693452380952381 and parameters: {'n_estimators': 70, 'learning_rate': 0.0629513323805391, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9685403204846531, 'colsample_bytree': 0.6384395192352579, 'gamma': 4.300793441760227, 'reg_alpha': 0.808027098705194, 'reg_lambda': 0.679103820992651}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:13,927] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.0927887577234261, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9032179317208244, 'colsample_bytree': 0.6773732506860503, 'gamma': 2.145582302204461, 'reg_alpha': 0.8330570669133237, 'reg_lambda': 1.0192763505807954}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:14,111] Trial 69 finished with value: 0.738095238095238 and parameters: {'n_estimators': 22, 'learning_rate': 0.07430214913526598, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8891718438866009, 'colsample_bytree': 0.7047468972103142, 'gamma': 1.3205887379817867, 'reg_alpha': 0.9986603952524356, 'reg_lambda': 1.118582208494875}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:14,318] Trial 70 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 109, 'learning_rate': 0.057169402691933845, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8577296556147069, 'colsample_bytree': 0.7391159533397352, 'gamma': 1.7397417712536702, 'reg_alpha': 0.7469010733909801, 'reg_lambda': 0.8519048004073151}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:14,569] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 97, 'learning_rate': 0.05793610980734469, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.860990233576839, 'colsample_bytree': 0.7284514877793908, 'gamma': 1.8837121185451637, 'reg_alpha': 0.7400439743625109, 'reg_lambda': 0.8851555896467788}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:14,732] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.04585672514538115, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9219722532444663, 'colsample_bytree': 0.7458825363764394, 'gamma': 1.714568674332533, 'reg_alpha': 0.8931814836686321, 'reg_lambda': 0.7403684777459326}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:15,023] Trial 73 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 87, 'learning_rate': 0.048804051051205784, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8556991641711088, 'colsample_bytree': 0.7789271248255374, 'gamma': 1.4723622084164443, 'reg_alpha': 0.7339642757100457, 'reg_lambda': 0.5964624227063966}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:15,168] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.07164800716678862, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.804837525893287, 'colsample_bytree': 0.7915261611449277, 'gamma': 1.5064113036874447, 'reg_alpha': 0.7997676096605529, 'reg_lambda': 0.6597411291144295}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:15,417] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 110, 'learning_rate': 0.04245707021446565, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8547561577782719, 'colsample_bytree': 0.7772969936709637, 'gamma': 4.541410418546699, 'reg_alpha': 0.7498051907111938, 'reg_lambda': 0.5288249680297824}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:15,592] Trial 76 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 124, 'learning_rate': 0.050076981880816406, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8677789791082384, 'colsample_bytree': 0.6008456971177588, 'gamma': 1.3667344251976534, 'reg_alpha': 0.631339766505485, 'reg_lambda': 0.8785976122143715}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:15,881] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.0853505624003925, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8242441435074125, 'colsample_bytree': 0.7584067456767568, 'gamma': 1.0921783569406065, 'reg_alpha': 0.6676919677908351, 'reg_lambda': 0.9817902493026146}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:16,027] Trial 78 finished with value: 0.75 and parameters: {'n_estimators': 97, 'learning_rate': 0.10973205835435577, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8531161065336698, 'colsample_bytree': 0.8097792979908764, 'gamma': 2.027716913216259, 'reg_alpha': 0.7954074938820934, 'reg_lambda': 0.5657319749648333}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:16,297] Trial 79 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 67, 'learning_rate': 0.06165318421128362, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8789297817906342, 'colsample_bytree': 0.6839332421633759, 'gamma': 1.6514201335979215, 'reg_alpha': 0.7252132094830124, 'reg_lambda': 0.6403888723046731}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:16,541] Trial 80 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.03553954734719857, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8339924755669424, 'colsample_bytree': 0.7787709520581089, 'gamma': 2.530846529448728, 'reg_alpha': 0.7662872558640295, 'reg_lambda': 0.7551930971525342}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:16,781] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 74, 'learning_rate': 0.053601277199442895, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8928290220611182, 'colsample_bytree': 0.7432756214375457, 'gamma': 2.2247584433295224, 'reg_alpha': 0.8795786704339028, 'reg_lambda': 1.2922549729973174}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:16,919] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 55, 'learning_rate': 0.04810979771658429, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.865697296323557, 'colsample_bytree': 0.7139466681127364, 'gamma': 1.8082794827188156, 'reg_alpha': 0.821482800669527, 'reg_lambda': 2.666438561305869}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:17,158] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 84, 'learning_rate': 0.06770641752793012, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8475162686096662, 'colsample_bytree': 0.7325163324694196, 'gamma': 1.8127227528653367, 'reg_alpha': 0.8357376311374782, 'reg_lambda': 2.7692373620954593}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:17,247] Trial 84 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.04865007263597042, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8682780361261532, 'colsample_bytree': 0.6461851349909129, 'gamma': 0.7199876645115983, 'reg_alpha': 0.910389299425786, 'reg_lambda': 2.6745247047881695}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:17,386] Trial 85 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.05857373297437091, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.8832787129902624, 'colsample_bytree': 0.7057060180447733, 'gamma': 1.4719879445860575, 'reg_alpha': 0.9523157934124702, 'reg_lambda': 2.574605437750972}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:17,599] Trial 86 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.0394418798999178, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8042829519563551, 'colsample_bytree': 0.715611556898712, 'gamma': 2.418253571513947, 'reg_alpha': 0.6710981786044808, 'reg_lambda': 1.1965671987613546}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:17,758] Trial 87 finished with value: 0.75 and parameters: {'n_estimators': 68, 'learning_rate': 0.04472844074598199, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6426860133174731, 'colsample_bytree': 0.7644952891468371, 'gamma': 1.2537577607561792, 'reg_alpha': 0.48169774772693436, 'reg_lambda': 2.3345279278553943}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:18,040] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 209, 'learning_rate': 0.0822140687885875, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9011409565044823, 'colsample_bytree': 0.6950551191104957, 'gamma': 1.8560330851666698, 'reg_alpha': 0.7020261867032908, 'reg_lambda': 2.883011741895788}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:18,202] Trial 89 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 103, 'learning_rate': 0.029039189568495268, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8232037672975289, 'colsample_bytree': 0.6260259315518134, 'gamma': 0.9594783509033762, 'reg_alpha': 0.5535025581912408, 'reg_lambda': 2.557441357530439}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:18,359] Trial 90 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 77, 'learning_rate': 0.01713743632567073, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6274057370735846, 'colsample_bytree': 0.7133669850121522, 'gamma': 2.04768104841883, 'reg_alpha': 0.866014994570964, 'reg_lambda': 0.8148507366359983}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:18,572] Trial 91 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 62, 'learning_rate': 0.05419519638214844, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9345962205023353, 'colsample_bytree': 0.6595600130013719, 'gamma': 2.1822156876259555, 'reg_alpha': 0.7871056572181435, 'reg_lambda': 1.0323707369152755}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:18,707] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.049009542631091425, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.916088212092391, 'colsample_bytree': 0.9521673049607733, 'gamma': 2.4063906727889806, 'reg_alpha': 0.8282664337861526, 'reg_lambda': 1.167660056904795}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:18,968] Trial 93 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 56, 'learning_rate': 0.06741257905165468, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8609899880987136, 'colsample_bytree': 0.7564621957318566, 'gamma': 1.9796883493707953, 'reg_alpha': 0.7626701932705576, 'reg_lambda': 2.3932595857857235}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:19,183] Trial 94 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 87, 'learning_rate': 0.06707262549169878, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8589555402490954, 'colsample_bytree': 0.7367129738650169, 'gamma': 1.9338051490778405, 'reg_alpha': 0.7487141874993977, 'reg_lambda': 2.470918311857697}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:19,644] Trial 95 finished with value: 0.738095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.06000701958169978, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8390125078521784, 'colsample_bytree': 0.7529299390909474, 'gamma': 1.7123668119886075, 'reg_alpha': 0.519049008783254, 'reg_lambda': 2.3330603528977205}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:20,087] Trial 96 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 94, 'learning_rate': 0.040991722380787514, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8705902709128616, 'colsample_bytree': 0.7847009247686423, 'gamma': 2.268458881576383, 'reg_alpha': 0.6119661976630232, 'reg_lambda': 2.7536241521361884}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:20,229] Trial 97 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 45, 'learning_rate': 0.06960118410238976, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.790057765082603, 'colsample_bytree': 0.8039524955759243, 'gamma': 1.5288827245213628, 'reg_alpha': 0.7305012910157609, 'reg_lambda': 0.9512739995338302}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:20,417] Trial 98 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 32, 'learning_rate': 0.07907707358788763, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8842816197251239, 'colsample_bytree': 0.7671395545667322, 'gamma': 2.599525494409099, 'reg_alpha': 0.5899255039136954, 'reg_lambda': 2.1124161373421675}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:20,609] Trial 99 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 116, 'learning_rate': 0.06276995276357308, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.844574806479904, 'colsample_bytree': 0.7382481277665619, 'gamma': 2.0538364550179966, 'reg_alpha': 0.767017511116574, 'reg_lambda': 2.41315309247288}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:20,759] Trial 100 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 73, 'learning_rate': 0.05618959460062885, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8550505811080047, 'colsample_bytree': 0.7582587381285056, 'gamma': 3.8050874750325816, 'reg_alpha': 0.06884082646247142, 'reg_lambda': 1.249303547174942}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:20,989] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 77, 'learning_rate': 0.05659288067719295, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8527584266184056, 'colsample_bytree': 0.7748429841248414, 'gamma': 3.7808471379004067, 'reg_alpha': 0.16171665871201923, 'reg_lambda': 1.128824311681674}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:21,115] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 71, 'learning_rate': 0.04758436271960337, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8637095069196801, 'colsample_bytree': 0.7539477992908223, 'gamma': 3.9163701880300326, 'reg_alpha': 0.8097448767971951, 'reg_lambda': 1.2504830020043212}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:21,308] Trial 103 finished with value: 0.744047619047619 and parameters: {'n_estimators': 65, 'learning_rate': 0.05096065352880436, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8308317433692237, 'colsample_bytree': 0.7947032164667998, 'gamma': 4.06464236098601, 'reg_alpha': 0.09597126748644033, 'reg_lambda': 2.2742172478163822}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:21,454] Trial 104 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 63, 'learning_rate': 0.05529904638796289, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8762834664861284, 'colsample_bytree': 0.7667417654662714, 'gamma': 3.1635231731426314, 'reg_alpha': 0.25565222624199807, 'reg_lambda': 2.175569769617847}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:21,712] Trial 105 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 80, 'learning_rate': 0.04358645364886321, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8760451661414105, 'colsample_bytree': 0.8248679434347721, 'gamma': 3.2672057543078905, 'reg_alpha': 0.10437551379064908, 'reg_lambda': 2.1758427764377424}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:21,858] Trial 106 finished with value: 0.738095238095238 and parameters: {'n_estimators': 62, 'learning_rate': 0.054669655486829706, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8968404966115759, 'colsample_bytree': 0.7693999257201164, 'gamma': 3.459442438578144, 'reg_alpha': 0.01186793210545714, 'reg_lambda': 2.040006854343008}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:22,009] Trial 107 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 72, 'learning_rate': 0.03821453300085862, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8834038685235556, 'colsample_bytree': 0.7214434514662257, 'gamma': 3.1631342028054377, 'reg_alpha': 0.19000764586475358, 'reg_lambda': 2.606728191319336}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:22,292] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 87, 'learning_rate': 0.03378783392276594, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8096572928451015, 'colsample_bytree': 0.7800547296099679, 'gamma': 3.7223340973975834, 'reg_alpha': 0.2177422416293241, 'reg_lambda': 1.3695293513568956}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:22,534] Trial 109 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 94, 'learning_rate': 0.046538930747570165, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9071608091963317, 'colsample_bytree': 0.686986625711916, 'gamma': 3.57601084012303, 'reg_alpha': 0.3087975576054086, 'reg_lambda': 1.4285139614013878}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:22,799] Trial 110 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 83, 'learning_rate': 0.012074605122272973, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8511006158597215, 'colsample_bytree': 0.8040569678156921, 'gamma': 2.9445165921471523, 'reg_alpha': 0.04038197853180958, 'reg_lambda': 1.9602044044828721}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:22,950] Trial 111 finished with value: 0.738095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.057362643435034125, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8392743683666501, 'colsample_bytree': 0.7648463440637855, 'gamma': 3.3734065935016555, 'reg_alpha': 0.5502186657038931, 'reg_lambda': 2.2812520082350365}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:23,160] Trial 112 finished with value: 0.761904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.06345715284924061, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.866570511940642, 'colsample_bytree': 0.7493469435575585, 'gamma': 1.7994741424121325, 'reg_alpha': 0.8559119168148487, 'reg_lambda': 2.4718721004664412}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:23,311] Trial 113 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 74, 'learning_rate': 0.051596738368688694, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8685413387135522, 'colsample_bytree': 0.7303816571318843, 'gamma': 2.7873251598292006, 'reg_alpha': 0.8444376075473495, 'reg_lambda': 2.5065532815899427}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:23,431] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.06232648873217261, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.874258148657013, 'colsample_bytree': 0.750034404472251, 'gamma': 1.8108206030665277, 'reg_alpha': 0.27811863425042865, 'reg_lambda': 1.8904915068026893}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:23,586] Trial 115 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 42, 'learning_rate': 0.07667873134686198, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.824350476332636, 'colsample_bytree': 0.7426321009723631, 'gamma': 2.1214531260168537, 'reg_alpha': 0.8857095565475444, 'reg_lambda': 1.2652958618971941}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:23,694] Trial 116 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 26, 'learning_rate': 0.041694853784591604, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8543603488136402, 'colsample_bytree': 0.7883273606109601, 'gamma': 3.5855640173477563, 'reg_alpha': 0.2407818831486154, 'reg_lambda': 1.753885301221887}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:23,818] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.17494096742166057, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8914371605583076, 'colsample_bytree': 0.846936558859884, 'gamma': 1.6645957179164632, 'reg_alpha': 0.9201482193751199, 'reg_lambda': 0.695595573233508}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:24,026] Trial 118 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.06445447926235487, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8459321769788039, 'colsample_bytree': 0.8340227709388355, 'gamma': 1.3838512331571724, 'reg_alpha': 0.43337617088395664, 'reg_lambda': 0.5828774645354269}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:24,196] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 66, 'learning_rate': 0.051947311987031015, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8844633891542478, 'colsample_bytree': 0.8141867266672853, 'gamma': 2.3706583313164664, 'reg_alpha': 0.39398649011228315, 'reg_lambda': 1.3293372262037577}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:24,346] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.044400843660649995, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.832528696345654, 'colsample_bytree': 0.7607324765840772, 'gamma': 3.0422560417185736, 'reg_alpha': 0.8585410020737502, 'reg_lambda': 1.0695405842524222}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:24,634] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 52, 'learning_rate': 0.07107571782479323, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8641852552709486, 'colsample_bytree': 0.757390341486809, 'gamma': 1.9593636925157498, 'reg_alpha': 0.8107513115671267, 'reg_lambda': 2.390333425901293}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:24,901] Trial 122 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.05959264789762136, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8626300778363394, 'colsample_bytree': 0.7725426755414437, 'gamma': 1.5973227832226566, 'reg_alpha': 0.06098191613493972, 'reg_lambda': 2.6179085464729526}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:25,040] Trial 123 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 47, 'learning_rate': 0.07128644169252332, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.877193129916737, 'colsample_bytree': 0.7712284002113446, 'gamma': 1.6323072731767134, 'reg_alpha': 0.07063416964571528, 'reg_lambda': 2.4785436803787766}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:25,168] Trial 124 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 39, 'learning_rate': 0.08807210057641698, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.859954384175816, 'colsample_bytree': 0.9711748483033287, 'gamma': 2.4927525913922772, 'reg_alpha': 0.13105835719202752, 'reg_lambda': 0.8882338944254518}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:25,395] Trial 125 finished with value: 0.755952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.05757392494467043, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8989800090238641, 'colsample_bytree': 0.7849977720035738, 'gamma': 1.9075603871475337, 'reg_alpha': 0.17009830160387868, 'reg_lambda': 2.3853816645882127}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:25,536] Trial 126 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 50, 'learning_rate': 0.09604688144653878, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.817240352915938, 'colsample_bytree': 0.7492221806210712, 'gamma': 1.2139592140346587, 'reg_alpha': 0.052156618864530914, 'reg_lambda': 2.413163912073678}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:25,655] Trial 127 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 50, 'learning_rate': 0.1401139579947354, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.838651561566811, 'colsample_bytree': 0.784271588084003, 'gamma': 1.4607768142777608, 'reg_alpha': 0.05523079672740007, 'reg_lambda': 2.4146474165835126}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:25,870] Trial 128 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 31, 'learning_rate': 0.10707845813014848, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8166358769521179, 'colsample_bytree': 0.739373110059983, 'gamma': 1.2804594029411942, 'reg_alpha': 0.07334420147495656, 'reg_lambda': 2.374312493140731}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:26,018] Trial 129 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 62, 'learning_rate': 0.0965511363745294, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7908193029608436, 'colsample_bytree': 0.7959084826426027, 'gamma': 1.5846421008025333, 'reg_alpha': 0.026215447447913404, 'reg_lambda': 2.5206502244297493}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:26,191] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.11356892685446543, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7753760439810794, 'colsample_bytree': 0.7938756083071932, 'gamma': 1.190647243034602, 'reg_alpha': 0.021744739514452126, 'reg_lambda': 2.6112762822545523}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:26,330] Trial 131 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 67, 'learning_rate': 0.09070046181699831, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7550583168975887, 'colsample_bytree': 0.7587773154823666, 'gamma': 1.5695744002948406, 'reg_alpha': 0.11822695070293124, 'reg_lambda': 2.5208289824138777}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:26,461] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.1267792679078595, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7867486052375247, 'colsample_bytree': 0.7706772459818823, 'gamma': 1.7480303596090134, 'reg_alpha': 0.06563562114455734, 'reg_lambda': 2.4388639599411683}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:26,667] Trial 133 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 42, 'learning_rate': 0.05851914411187982, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.79714162719559, 'colsample_bytree': 0.7492689721231018, 'gamma': 1.3779735451226416, 'reg_alpha': 0.008107248095926264, 'reg_lambda': 2.1856243634554433}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:26,892] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 249, 'learning_rate': 0.09577549360026576, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8243165841385939, 'colsample_bytree': 0.7801248085172404, 'gamma': 1.9063257144254158, 'reg_alpha': 0.04156165254997323, 'reg_lambda': 2.286567199685605}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:27,185] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.0974112536070041, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8094162935238429, 'colsample_bytree': 0.7791257934276806, 'gamma': 1.9093269214839663, 'reg_alpha': 0.033848126911489196, 'reg_lambda': 2.36785404052351}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:27,386] Trial 136 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 59, 'learning_rate': 0.10468793918550882, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8238647213055118, 'colsample_bytree': 0.8072534409464998, 'gamma': 0.9877041459686471, 'reg_alpha': 0.05838269374032598, 'reg_lambda': 2.2520605361588144}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:27,672] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.09694054079945232, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.798192212527385, 'colsample_bytree': 0.7986273900819421, 'gamma': 1.1858821587178334, 'reg_alpha': 0.1652985169480396, 'reg_lambda': 2.55128093700773}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:27,894] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 232, 'learning_rate': 0.08212694185901304, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7734110527193243, 'colsample_bytree': 0.8195370564563768, 'gamma': 1.5665451411154185, 'reg_alpha': 0.09099403531109945, 'reg_lambda': 2.320482070322505}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:28,240] Trial 139 finished with value: 0.761904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.12683908326976875, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8169515207173458, 'colsample_bytree': 0.7876154383154854, 'gamma': 1.7406429517982158, 'reg_alpha': 0.028777217931005256, 'reg_lambda': 2.5055161383680353}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:28,500] Trial 140 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 244, 'learning_rate': 0.1569807615622192, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8178013210309203, 'colsample_bytree': 0.7616507955578176, 'gamma': 1.4636798524211232, 'reg_alpha': 0.03811287461115896, 'reg_lambda': 2.7443868347151708}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:28,838] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.1294399315434256, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8307113059637856, 'colsample_bytree': 0.7880530072176597, 'gamma': 1.7420906800742477, 'reg_alpha': 0.0820567918129306, 'reg_lambda': 2.466567052772519}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:29,040] Trial 142 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 236, 'learning_rate': 0.07812157988708124, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8451864162143901, 'colsample_bytree': 0.776903387865414, 'gamma': 1.8978300815966245, 'reg_alpha': 0.11673405106126064, 'reg_lambda': 2.366556681614717}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:29,339] Trial 143 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.07404891082710546, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8527130829265932, 'colsample_bytree': 0.7505277112949081, 'gamma': 1.6085777828089545, 'reg_alpha': 0.029519193898703777, 'reg_lambda': 2.6271009138252195}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:29,598] Trial 144 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 243, 'learning_rate': 0.126623409706301, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7935677144764743, 'colsample_bytree': 0.7313658378444722, 'gamma': 1.8400671210912098, 'reg_alpha': 0.04229904097960391, 'reg_lambda': 2.5099793564328534}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:29,870] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.22316098019510186, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8378310637871433, 'colsample_bytree': 0.7691859244852273, 'gamma': 4.105993487798496, 'reg_alpha': 0.13517273457457818, 'reg_lambda': 2.5724663418973144}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:30,056] Trial 146 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 167, 'learning_rate': 0.11838458477174778, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8073215254064072, 'colsample_bytree': 0.7963116473784067, 'gamma': 1.726692763034554, 'reg_alpha': 0.003141714376626515, 'reg_lambda': 2.2942442941722088}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:30,234] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.13923638757690743, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8075524290762489, 'colsample_bytree': 0.7978285175014657, 'gamma': 1.689600845286704, 'reg_alpha': 0.011727787592701284, 'reg_lambda': 2.1376737706980933}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:30,461] Trial 148 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 53, 'learning_rate': 0.09915711358822925, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8192260041038353, 'colsample_bytree': 0.7450002751419185, 'gamma': 0.292567512879943, 'reg_alpha': 0.05522410051269641, 'reg_lambda': 2.2975683452108004}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:30,671] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.1191144496202893, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8049073151263134, 'colsample_bytree': 0.8766362918557685, 'gamma': 1.5162882473809245, 'reg_alpha': 0.023535731481589356, 'reg_lambda': 2.2182311162279147}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:30,914] Trial 150 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 37, 'learning_rate': 0.11778778578852502, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8126791869262044, 'colsample_bytree': 0.7566675612175139, 'gamma': 1.7716357177961903, 'reg_alpha': 0.008701670202451852, 'reg_lambda': 2.057859876985218}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:31,154] Trial 151 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.064361723060987, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7808652857490485, 'colsample_bytree': 0.7831509338926215, 'gamma': 1.9783622113885226, 'reg_alpha': 0.08648591624053874, 'reg_lambda': 2.3413075188044816}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:31,341] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 163, 'learning_rate': 0.05517526745203511, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8275211999556866, 'colsample_bytree': 0.7743355456688061, 'gamma': 1.3830905511776506, 'reg_alpha': 0.24215309190953133, 'reg_lambda': 2.465730793493621}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:31,547] Trial 153 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 207, 'learning_rate': 0.060463715534701055, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8583069959003637, 'colsample_bytree': 0.791839596685626, 'gamma': 1.867364993604253, 'reg_alpha': 0.045341269463541445, 'reg_lambda': 2.4274860298732213}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:31,842] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.08661498715805599, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8470679801429982, 'colsample_bytree': 0.8609140748746644, 'gamma': 2.139815563708521, 'reg_alpha': 0.10806572116554114, 'reg_lambda': 2.3964028560864263}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:32,046] Trial 155 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.10507722885879871, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8668428271080434, 'colsample_bytree': 0.810622406213197, 'gamma': 1.6508400174212052, 'reg_alpha': 0.00023263151332350573, 'reg_lambda': 2.2281453016431025}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:32,378] Trial 156 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 193, 'learning_rate': 0.15777344894974904, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.838361748311955, 'colsample_bytree': 0.763451394927677, 'gamma': 3.8256515671282725, 'reg_alpha': 0.15179504291390816, 'reg_lambda': 2.5168342405885538}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:32,551] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.05684459706008921, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8003075625861074, 'colsample_bytree': 0.7868358081501138, 'gamma': 1.9765653894450026, 'reg_alpha': 0.18849535546573948, 'reg_lambda': 2.6979608728151696}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:32,636] Trial 158 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.0677304650828128, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.830275419261113, 'colsample_bytree': 0.7237051566738342, 'gamma': 1.799112279247716, 'reg_alpha': 0.07159233559186633, 'reg_lambda': 2.2828784040504564}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:32,780] Trial 159 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 64, 'learning_rate': 0.06065547958374637, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8627993080722847, 'colsample_bytree': 0.798588341526219, 'gamma': 2.0559001615385033, 'reg_alpha': 0.05064819761607403, 'reg_lambda': 2.4220707406587643}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:33,023] Trial 160 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 121, 'learning_rate': 0.09259458051727537, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.856497594061466, 'colsample_bytree': 0.8247751937991115, 'gamma': 1.5705407923960686, 'reg_alpha': 0.028145717359161666, 'reg_lambda': 2.4688334267431977}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:33,193] Trial 161 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.061063051674177096, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8664373561268842, 'colsample_bytree': 0.7994309389790493, 'gamma': 2.107929842971762, 'reg_alpha': 0.05750360768124795, 'reg_lambda': 2.5862705647641304}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:33,419] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 68, 'learning_rate': 0.062117683567691005, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8658843682732353, 'colsample_bytree': 0.8039853665652843, 'gamma': 2.2064578375280757, 'reg_alpha': 0.36323635843870267, 'reg_lambda': 2.5997040202830703}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:33,561] Trial 163 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 76, 'learning_rate': 0.060845122315222065, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8691654579616859, 'colsample_bytree': 0.8001961378389654, 'gamma': 2.276468594642961, 'reg_alpha': 0.36657591684176666, 'reg_lambda': 2.637993418183084}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:33,855] Trial 164 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 69, 'learning_rate': 0.06476146192354842, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6829765128497215, 'colsample_bytree': 0.8077459918086017, 'gamma': 2.210060816984376, 'reg_alpha': 0.049321803931877406, 'reg_lambda': 2.598877600477329}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:34,001] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.05453536779474595, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8625198369610888, 'colsample_bytree': 0.7754601067356853, 'gamma': 2.040688761939442, 'reg_alpha': 0.06114806372889328, 'reg_lambda': 2.5610717896700774}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:34,202] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.07106892092133958, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8761675719797104, 'colsample_bytree': 0.8184146106987694, 'gamma': 2.1070666394537394, 'reg_alpha': 0.08574985256163115, 'reg_lambda': 2.810655088995883}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:34,372] Trial 167 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.06123894012859396, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8496201339591574, 'colsample_bytree': 0.7930507941448415, 'gamma': 1.696102088529117, 'reg_alpha': 0.03114877647848302, 'reg_lambda': 2.518078323661301}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:34,614] Trial 168 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 59, 'learning_rate': 0.0509864162871339, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.86273554439683, 'colsample_bytree': 0.7377178334723632, 'gamma': 2.0518532074654297, 'reg_alpha': 0.10413252382254937, 'reg_lambda': 2.6898399821637966}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:34,756] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 73, 'learning_rate': 0.06783668210581652, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8730427580224376, 'colsample_bytree': 0.8013557448897162, 'gamma': 2.2173809331149688, 'reg_alpha': 0.0008168880563777501, 'reg_lambda': 2.4330573626204997}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:34,872] Trial 170 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 50, 'learning_rate': 0.07577884196507892, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8832380219029992, 'colsample_bytree': 0.7656078806278798, 'gamma': 4.583938087256222, 'reg_alpha': 0.332555296018196, 'reg_lambda': 2.5649272086420516}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:35,099] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 69, 'learning_rate': 0.061181196946313986, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8653822148512087, 'colsample_bytree': 0.8018103926084397, 'gamma': 2.267099804645927, 'reg_alpha': 0.34683621320028, 'reg_lambda': 2.625775903450773}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:35,242] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 66, 'learning_rate': 0.05459332349427211, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8570422103615396, 'colsample_bytree': 0.7794181940213641, 'gamma': 1.9673489190421893, 'reg_alpha': 0.26906107022356585, 'reg_lambda': 2.5082005814719905}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:35,424] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 155, 'learning_rate': 0.054176853409915265, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8536604581728233, 'colsample_bytree': 0.7569478044235995, 'gamma': 1.9910426012027287, 'reg_alpha': 0.27814770551161716, 'reg_lambda': 2.492264268526694}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:35,584] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 57, 'learning_rate': 0.04899633693863841, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8731079646445029, 'colsample_bytree': 0.7791040227202712, 'gamma': 1.8265405023441112, 'reg_alpha': 0.05325016867921732, 'reg_lambda': 2.3384608235859456}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:35,814] Trial 175 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.05776042862866678, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8500759841448776, 'colsample_bytree': 0.7506127754648331, 'gamma': 2.097856071638872, 'reg_alpha': 0.025868226836563278, 'reg_lambda': 2.6562517986480896}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:35,960] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.05763229287902693, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8442946972877845, 'colsample_bytree': 0.7482086151158356, 'gamma': 2.0784213893664587, 'reg_alpha': 0.07165544422908626, 'reg_lambda': 2.655406677699799}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:36,215] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 74, 'learning_rate': 0.052795320894230634, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8575954148474866, 'colsample_bytree': 0.7682531645167832, 'gamma': 2.3325560444548197, 'reg_alpha': 0.26425248051346456, 'reg_lambda': 2.5513336382678338}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:36,420] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 77, 'learning_rate': 0.053050154362827985, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8564791291276393, 'colsample_bytree': 0.740162221811347, 'gamma': 2.2605140459479407, 'reg_alpha': 0.2746030462748691, 'reg_lambda': 2.8175199770428687}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:36,616] Trial 179 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 73, 'learning_rate': 0.05950970571392857, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8608417568466211, 'colsample_bytree': 0.7556438414350154, 'gamma': 3.1576242052125307, 'reg_alpha': 0.28289215416014135, 'reg_lambda': 2.749521566213813}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:36,800] Trial 180 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 64, 'learning_rate': 0.04729440515813595, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8500362564455826, 'colsample_bytree': 0.7678088866197874, 'gamma': 2.358990672050708, 'reg_alpha': 0.24739184391278754, 'reg_lambda': 2.556462473647736}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:37,030] Trial 181 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 64, 'learning_rate': 0.04720482471217479, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8500897850321085, 'colsample_bytree': 0.7693221709685082, 'gamma': 2.1842760828938053, 'reg_alpha': 0.3032529852933737, 'reg_lambda': 2.551006672402621}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:37,181] Trial 182 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 65, 'learning_rate': 0.04770559156937957, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.854378143535511, 'colsample_bytree': 0.7622452622030187, 'gamma': 2.4664061034257423, 'reg_alpha': 0.25324329218499436, 'reg_lambda': 2.673620259891024}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:37,408] Trial 183 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 66, 'learning_rate': 0.047639145061326514, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8540081947322363, 'colsample_bytree': 0.7686333864375668, 'gamma': 2.4263414525983786, 'reg_alpha': 0.2574506387948422, 'reg_lambda': 2.6436536799371058}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:37,557] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 70, 'learning_rate': 0.04654493574001563, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8483565098357242, 'colsample_bytree': 0.7610318134898104, 'gamma': 2.63651703947827, 'reg_alpha': 0.30656530505067314, 'reg_lambda': 2.69357895633542}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:37,757] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 77, 'learning_rate': 0.050811349776513894, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8682714929060812, 'colsample_bytree': 0.7714305389008932, 'gamma': 2.3520717818781103, 'reg_alpha': 0.23365358262818145, 'reg_lambda': 2.728586445556255}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:37,934] Trial 186 finished with value: 0.755952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.04484210044770668, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8790765434297664, 'colsample_bytree': 0.7534986960678494, 'gamma': 2.5388965232825753, 'reg_alpha': 0.3349468152369329, 'reg_lambda': 2.6054169772728706}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:38,226] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.05454560237045054, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8383656889712051, 'colsample_bytree': 0.7639227001114047, 'gamma': 2.3213511584419484, 'reg_alpha': 0.2516003825329382, 'reg_lambda': 2.5714856369563375}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:38,380] Trial 188 finished with value: 0.755952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.05030713437773985, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8603935225429753, 'colsample_bytree': 0.7343330135747864, 'gamma': 2.4361700790979373, 'reg_alpha': 0.19335903319890885, 'reg_lambda': 2.542407923954594}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:38,568] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 60, 'learning_rate': 0.05638314488536961, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8493571311428142, 'colsample_bytree': 0.7720866955597981, 'gamma': 2.1497943743636165, 'reg_alpha': 0.2125591090531172, 'reg_lambda': 2.665709524419672}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:38,742] Trial 190 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 83, 'learning_rate': 0.040999570218717744, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8876781048173602, 'colsample_bytree': 0.7431767476356711, 'gamma': 2.2860815501682628, 'reg_alpha': 0.28735879291057687, 'reg_lambda': 1.5466464129614936}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:38,880] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.06452789841264937, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8417291613875132, 'colsample_bytree': 0.7511123419783137, 'gamma': 2.4977235997834337, 'reg_alpha': 0.2635418865283355, 'reg_lambda': 2.4751646412642154}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:39,102] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.06478154329807838, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.841096966656265, 'colsample_bytree': 0.7627889083143791, 'gamma': 2.733791665429888, 'reg_alpha': 0.31784269340625215, 'reg_lambda': 2.6102257140721954}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:39,244] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.05237387380902361, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8660944537225791, 'colsample_bytree': 0.7525604780154598, 'gamma': 2.4821886333259062, 'reg_alpha': 0.25446927708951705, 'reg_lambda': 2.4756542576168843}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:39,496] Trial 194 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.059887219717044464, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.8539555467838356, 'colsample_bytree': 0.7837504958447562, 'gamma': 2.365025937321174, 'reg_alpha': 0.29566373498676785, 'reg_lambda': 2.521061761815708}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:39,633] Trial 195 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 53, 'learning_rate': 0.04707549186887024, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8451119225684794, 'colsample_bytree': 0.7728629753759979, 'gamma': 2.574882216695044, 'reg_alpha': 0.2689025305649386, 'reg_lambda': 2.5625184795113665}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:39,823] Trial 196 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.047763378158864944, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8460524277436556, 'colsample_bytree': 0.7731992324446529, 'gamma': 2.88498236582, 'reg_alpha': 0.2660326057881552, 'reg_lambda': 2.544276914861968}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:39,955] Trial 197 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 51, 'learning_rate': 0.044181864976634545, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8454559855178797, 'colsample_bytree': 0.7773977337944272, 'gamma': 2.6244985576645243, 'reg_alpha': 0.26476662534627526, 'reg_lambda': 2.5608383380084256}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:40,156] Trial 198 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 44, 'learning_rate': 0.25969974981111826, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8497273059521502, 'colsample_bytree': 0.7883340352755813, 'gamma': 2.5111899371610273, 'reg_alpha': 0.23385975836193235, 'reg_lambda': 2.6526144626127257}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:40,295] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 55, 'learning_rate': 0.047023282807402964, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8340831920918271, 'colsample_bytree': 0.7684947412032501, 'gamma': 2.8215061622087525, 'reg_alpha': 0.26223694856181445, 'reg_lambda': 2.607193174060092}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:40,298] A new study created in memory with name: no-name-f0ff8f68-a40e-4feb-bbca-353915a718d8
[I 2025-11-03 19:46:40,408] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.022170943181848236, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.7275092099694767, 'colsample_bytree': 0.6423044521973893, 'gamma': 3.5867001530706903, 'reg_alpha': 0.7744031136819733, 'reg_lambda': 0.83317220355196}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:46:40,639] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 71, 'learning_rate': 0.023319856807820512, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.6930069850141719, 'colsample_bytree': 0.9463338754754935, 'gamma': 3.0075703592541156, 'reg_alpha': 0.1450644676019418, 'reg_lambda': 0.749437482649856}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:46:40,787] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.033225922946571826, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.7745986705911906, 'colsample_bytree': 0.8224194649604333, 'gamma': 1.0007736909900744, 'reg_alpha': 0.05838280112502181, 'reg_lambda': 2.1844261034101202}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:46:40,938] Trial 3 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 51, 'learning_rate': 0.010387445021094713, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9798162149771277, 'colsample_bytree': 0.6972950127983544, 'gamma': 2.9434855774573303, 'reg_alpha': 0.16349218953921862, 'reg_lambda': 2.78485267174516}. Best is trial 3 with value: 0.6369047619047619.
[I 2025-11-03 19:46:41,221] Trial 4 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.09708219142917923, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7326796492910864, 'colsample_bytree': 0.8263025092491463, 'gamma': 1.607969710814909, 'reg_alpha': 0.30836999128803955, 'reg_lambda': 1.7390459325797987}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:41,261] Trial 5 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.012286061674418534, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8690807492056336, 'colsample_bytree': 0.7930772720910876, 'gamma': 2.375576987663623, 'reg_alpha': 0.18484926581768735, 'reg_lambda': 2.748535813765658}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:41,552] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.04977393205816642, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8790144428710023, 'colsample_bytree': 0.8666282658576576, 'gamma': 0.6484982277938728, 'reg_alpha': 0.9874936721219226, 'reg_lambda': 2.0822681801707863}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:41,618] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.07838626434312625, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.8333305998021796, 'colsample_bytree': 0.9536425000497082, 'gamma': 4.683790067762151, 'reg_alpha': 0.25627717554648266, 'reg_lambda': 1.4751461615383563}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:41,857] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.23879830417412376, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.7145494837061708, 'colsample_bytree': 0.8600388974108826, 'gamma': 3.6249896865460363, 'reg_alpha': 0.2842266458608619, 'reg_lambda': 1.9177372291885606}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:42,114] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.011525028235008873, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.6738716579259888, 'colsample_bytree': 0.8503423196023503, 'gamma': 2.7695832298442484, 'reg_alpha': 0.3357773963944669, 'reg_lambda': 1.1350788243710341}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:42,449] Trial 10 finished with value: 0.681547619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.1417875968906712, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9661113276867954, 'colsample_bytree': 0.7260641236933078, 'gamma': 1.5250824943919392, 'reg_alpha': 0.5224457392538955, 'reg_lambda': 1.4819195135225152}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:42,654] Trial 11 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 187, 'learning_rate': 0.137560229215696, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9913097396621994, 'colsample_bytree': 0.73696482847381, 'gamma': 1.6187817126433706, 'reg_alpha': 0.5451039155640801, 'reg_lambda': 1.5838757378769568}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:42,886] Trial 12 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 171, 'learning_rate': 0.1132672215404614, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.620877015134819, 'colsample_bytree': 0.7565905710423236, 'gamma': 1.771859459236953, 'reg_alpha': 0.5507319705562492, 'reg_lambda': 1.5746349054628483}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:43,172] Trial 13 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 167, 'learning_rate': 0.23587164421853013, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9151180071524894, 'colsample_bytree': 0.6235167624055573, 'gamma': 0.1296838274020713, 'reg_alpha': 0.6402418873638498, 'reg_lambda': 2.3342577819666492}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:43,393] Trial 14 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.13268246196122932, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7834234275951406, 'colsample_bytree': 0.6786327584872127, 'gamma': 1.8149850077659364, 'reg_alpha': 0.41825534868523884, 'reg_lambda': 1.1013942593661765}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:43,695] Trial 15 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.07282542921126464, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7699459468754253, 'colsample_bytree': 0.6663547646092558, 'gamma': 2.2849743780075995, 'reg_alpha': 0.364598367857986, 'reg_lambda': 0.5004053146398977}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 19:46:43,909] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 203, 'learning_rate': 0.06158642902451288, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7551237333983598, 'colsample_bytree': 0.9143089474422772, 'gamma': 2.252162391561154, 'reg_alpha': 0.3816623937191218, 'reg_lambda': 0.5371567035419382}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 19:46:44,214] Trial 17 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 249, 'learning_rate': 0.07838366308462258, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6329304107180165, 'colsample_bytree': 0.7931183969193857, 'gamma': 0.7239324542022583, 'reg_alpha': 0.7368471197679619, 'reg_lambda': 2.4933722011744814}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 19:46:44,402] Trial 18 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 148, 'learning_rate': 0.034172251334844625, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8194439117535861, 'colsample_bytree': 0.9004262793295819, 'gamma': 4.989898947078162, 'reg_alpha': 0.029124373011927385, 'reg_lambda': 1.1897843614495955}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 19:46:44,602] Trial 19 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 210, 'learning_rate': 0.09504838344345874, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6546681954989184, 'colsample_bytree': 0.9924393146960695, 'gamma': 3.771073273377593, 'reg_alpha': 0.41456711533020885, 'reg_lambda': 0.5345087878216781}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 19:46:44,888] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 142, 'learning_rate': 0.0474636550003231, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7410029302775756, 'colsample_bytree': 0.6634275499359809, 'gamma': 1.2762509922683236, 'reg_alpha': 0.25390471410673543, 'reg_lambda': 1.926241539606608}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 19:46:45,102] Trial 21 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.18317367472451604, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7947994861011445, 'colsample_bytree': 0.6053695779451722, 'gamma': 2.00398702173564, 'reg_alpha': 0.4352194091870254, 'reg_lambda': 1.013201544125498}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:45,378] Trial 22 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 219, 'learning_rate': 0.18897600136724807, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8056168251893788, 'colsample_bytree': 0.6133825801963327, 'gamma': 2.0321932990997844, 'reg_alpha': 0.4579741047269522, 'reg_lambda': 0.7662846886472099}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:45,592] Trial 23 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 239, 'learning_rate': 0.17883145131500522, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8435117793931772, 'colsample_bytree': 0.6025138404859625, 'gamma': 2.502013869114415, 'reg_alpha': 0.32476597742860086, 'reg_lambda': 0.9816807466165112}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:45,871] Trial 24 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.2754905773695686, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7697014111699648, 'colsample_bytree': 0.7088964254299692, 'gamma': 1.3443191902759035, 'reg_alpha': 0.5929518964937327, 'reg_lambda': 1.2914571570161035}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:46,059] Trial 25 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 195, 'learning_rate': 0.08548571124064386, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7021824182138394, 'colsample_bytree': 0.6609956569671405, 'gamma': 3.2397735900605342, 'reg_alpha': 0.48911408044261057, 'reg_lambda': 0.914084335967593}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:46,252] Trial 26 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 172, 'learning_rate': 0.06285559329541487, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7968665170606642, 'colsample_bytree': 0.7472628247068377, 'gamma': 2.272188529847448, 'reg_alpha': 0.6357890129777761, 'reg_lambda': 1.781328118943897}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:46,542] Trial 27 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 219, 'learning_rate': 0.17787322968418862, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7478719767906902, 'colsample_bytree': 0.7645830838885002, 'gamma': 1.043545444840353, 'reg_alpha': 0.2008950615451058, 'reg_lambda': 0.6601742636009847}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:46,689] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 103, 'learning_rate': 0.10420603481744559, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9049651664261097, 'colsample_bytree': 0.8289164340729147, 'gamma': 0.07307340374125015, 'reg_alpha': 0.36377447792311374, 'reg_lambda': 1.2528650838425401}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:46,942] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 155, 'learning_rate': 0.036537198964162326, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7225520385735462, 'colsample_bytree': 0.6359899989437321, 'gamma': 1.9493308584303095, 'reg_alpha': 0.7331847177755244, 'reg_lambda': 2.9601657867928304}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:47,084] Trial 30 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 86, 'learning_rate': 0.11874340473331073, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6801354491504068, 'colsample_bytree': 0.6485924609933779, 'gamma': 2.661509921762214, 'reg_alpha': 0.42289635337910725, 'reg_lambda': 0.8469552707968395}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:47,411] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.15474273077953193, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7880407614279497, 'colsample_bytree': 0.685833876083306, 'gamma': 1.890669322744212, 'reg_alpha': 0.464766819075487, 'reg_lambda': 1.1155658581042884}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:47,733] Trial 32 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 228, 'learning_rate': 0.07622328797475583, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7328086280170022, 'colsample_bytree': 0.6713752373854739, 'gamma': 3.3064814280205814, 'reg_alpha': 0.09510365576449786, 'reg_lambda': 1.0392792841898846}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:47,960] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.12143529806503758, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7668154703341536, 'colsample_bytree': 0.6328043611809996, 'gamma': 1.5316944755645627, 'reg_alpha': 0.28334445106586387, 'reg_lambda': 1.3703589718602838}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:48,291] Trial 34 finished with value: 0.6249999999999999 and parameters: {'n_estimators': 206, 'learning_rate': 0.2064349233979293, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7887757891427868, 'colsample_bytree': 0.7136935243223217, 'gamma': 2.1426811304512254, 'reg_alpha': 0.3770443875409226, 'reg_lambda': 0.7012553846510823}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:48,471] Trial 35 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 124, 'learning_rate': 0.021108412848232692, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8486654992828639, 'colsample_bytree': 0.7759721501037414, 'gamma': 1.0583277798641162, 'reg_alpha': 0.10960943197279216, 'reg_lambda': 1.752952214598825}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:48,842] Trial 36 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 217, 'learning_rate': 0.06263010641501826, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8148714002920756, 'colsample_bytree': 0.8156978255187082, 'gamma': 0.6524749475020594, 'reg_alpha': 0.9951833442314288, 'reg_lambda': 0.8937592833653283}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:49,048] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.04454685165119547, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.6001584378341367, 'colsample_bytree': 0.6863050455430084, 'gamma': 3.9436634552991316, 'reg_alpha': 0.20598456411559468, 'reg_lambda': 0.5651409453876202}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:49,357] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.023640596482010955, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8719847663573969, 'colsample_bytree': 0.65175184779928, 'gamma': 2.9679247812900544, 'reg_alpha': 0.8807064618741953, 'reg_lambda': 2.20882132257885}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:49,548] Trial 39 finished with value: 0.75 and parameters: {'n_estimators': 195, 'learning_rate': 0.29199911446862525, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7115373247806065, 'colsample_bytree': 0.6014074287555383, 'gamma': 1.817794297386779, 'reg_alpha': 0.44374829259110926, 'reg_lambda': 0.7432127826760554}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:49,785] Trial 40 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.2867529211966934, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6960709355040806, 'colsample_bytree': 0.604178257837819, 'gamma': 2.5221001105412744, 'reg_alpha': 0.291708317474198, 'reg_lambda': 0.7369323475762405}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:49,966] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 197, 'learning_rate': 0.15514518471750544, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7183076252054537, 'colsample_bytree': 0.6257807396020784, 'gamma': 1.6520769648576397, 'reg_alpha': 0.4548049778696533, 'reg_lambda': 1.03221407465331}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:50,259] Trial 42 finished with value: 0.755952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.22500200634389156, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7711378980158766, 'colsample_bytree': 0.6806554910358663, 'gamma': 1.3595117696083254, 'reg_alpha': 0.4108389341007418, 'reg_lambda': 0.6243429604797307}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:50,470] Trial 43 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 215, 'learning_rate': 0.2326327741139489, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7595150177736862, 'colsample_bytree': 0.6015548122371502, 'gamma': 1.2763488952514483, 'reg_alpha': 0.33859737098668774, 'reg_lambda': 0.6347804917205588}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:50,774] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.29022683639644686, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.6604369665991818, 'colsample_bytree': 0.7056212623391842, 'gamma': 2.0759478595657432, 'reg_alpha': 0.5095224879417057, 'reg_lambda': 0.8035829865638066}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:50,973] Trial 45 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 186, 'learning_rate': 0.20993279850388372, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7039122499586978, 'colsample_bytree': 0.6320613223460404, 'gamma': 0.7816405018948068, 'reg_alpha': 0.2466912522967627, 'reg_lambda': 0.6324688254737103}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:51,310] Trial 46 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 225, 'learning_rate': 0.2448931838338998, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7403379903404569, 'colsample_bytree': 0.8957449888900365, 'gamma': 1.447120088812859, 'reg_alpha': 0.5780615486397374, 'reg_lambda': 0.5224579459718608}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:51,506] Trial 47 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 196, 'learning_rate': 0.17141689182590616, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8300756943303295, 'colsample_bytree': 0.8492668243796806, 'gamma': 2.6942120651827692, 'reg_alpha': 0.3937680741661427, 'reg_lambda': 0.9390312260015343}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:51,726] Trial 48 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 242, 'learning_rate': 0.09475756713655965, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7764157827022525, 'colsample_bytree': 0.620006619490825, 'gamma': 1.1426565625761018, 'reg_alpha': 0.16651578352930135, 'reg_lambda': 2.5632428290338547}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:51,978] Trial 49 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 177, 'learning_rate': 0.25461935343512543, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6825236285489111, 'colsample_bytree': 0.7352905348206319, 'gamma': 0.47800129917786616, 'reg_alpha': 0.3111439698621285, 'reg_lambda': 0.7987727308338672}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:52,179] Trial 50 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 205, 'learning_rate': 0.2062933502891795, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7262028778928997, 'colsample_bytree': 0.8114896246603869, 'gamma': 1.7385149039062149, 'reg_alpha': 0.3500954786231005, 'reg_lambda': 1.6108851146228207}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:52,459] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 229, 'learning_rate': 0.13359562483464396, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7825823710758296, 'colsample_bytree': 0.677567861703165, 'gamma': 1.8664431607996042, 'reg_alpha': 0.43069033490300707, 'reg_lambda': 1.0968515272646462}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:52,661] Trial 52 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 230, 'learning_rate': 0.14029774233359218, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.755566802294474, 'colsample_bytree': 0.6465161259358009, 'gamma': 2.357141631513667, 'reg_alpha': 0.43126902883062257, 'reg_lambda': 1.3919888225670474}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:52,987] Trial 53 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.1624955145666945, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8061623640072108, 'colsample_bytree': 0.7210257558793749, 'gamma': 1.878786022311518, 'reg_alpha': 0.5027028226511482, 'reg_lambda': 0.624772286150737}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:53,205] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 210, 'learning_rate': 0.12743123718333418, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8270233315403658, 'colsample_bytree': 0.6946924136378223, 'gamma': 1.6634823744398193, 'reg_alpha': 0.5646822636380614, 'reg_lambda': 1.9857188426965116}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:53,518] Trial 55 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.10255590303571002, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8514891319570024, 'colsample_bytree': 0.7754903153302605, 'gamma': 2.1125335045744986, 'reg_alpha': 0.24418605473996724, 'reg_lambda': 0.7169349424658404}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:53,804] Trial 56 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 192, 'learning_rate': 0.07194079484062885, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.773466545425118, 'colsample_bytree': 0.6611261724266291, 'gamma': 0.8999861659664594, 'reg_alpha': 0.4046718670258375, 'reg_lambda': 0.5082662108861011}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:53,886] Trial 57 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 23, 'learning_rate': 0.21304522248316146, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.74710970499494, 'colsample_bytree': 0.6737478096326257, 'gamma': 0.378636603892786, 'reg_alpha': 0.6196546593231147, 'reg_lambda': 1.1971388789204074}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:54,111] Trial 58 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 162, 'learning_rate': 0.08542589515073767, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.71112971574365, 'colsample_bytree': 0.615171448860319, 'gamma': 1.4580736051419272, 'reg_alpha': 0.4766528964632927, 'reg_lambda': 0.8651361219416842}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:54,324] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.1089929903220619, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7944284587648623, 'colsample_bytree': 0.8376537291657825, 'gamma': 2.4822673866433753, 'reg_alpha': 0.6869497696315573, 'reg_lambda': 1.0131236380760789}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:54,585] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.1932754874928713, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.734058770124922, 'colsample_bytree': 0.8861451057362817, 'gamma': 2.2406635612876595, 'reg_alpha': 0.5472291878626903, 'reg_lambda': 1.475378754391143}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:54,799] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 232, 'learning_rate': 0.14139326920517659, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7787938575621864, 'colsample_bytree': 0.6800941352670319, 'gamma': 1.7795034890895691, 'reg_alpha': 0.43782155367865816, 'reg_lambda': 1.1105970892038544}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:55,139] Trial 62 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 215, 'learning_rate': 0.09466647273284635, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8084476974958088, 'colsample_bytree': 0.6999536489890374, 'gamma': 1.9329881667402, 'reg_alpha': 0.37476180913720947, 'reg_lambda': 1.3010400971871259}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:55,349] Trial 63 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 224, 'learning_rate': 0.055372953717987, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7634515076421975, 'colsample_bytree': 0.6452678522642634, 'gamma': 1.2861153291225185, 'reg_alpha': 0.5229655731058258, 'reg_lambda': 0.9432732019459088}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:55,662] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 243, 'learning_rate': 0.12191655130614365, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7877104911082884, 'colsample_bytree': 0.6607301904445176, 'gamma': 1.746198808016552, 'reg_alpha': 0.3145006375494015, 'reg_lambda': 1.087278039705591}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:55,887] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.2613714393794819, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7444934643026354, 'colsample_bytree': 0.7304070021937757, 'gamma': 1.5232132865359318, 'reg_alpha': 0.40939950753432613, 'reg_lambda': 0.798642971167747}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:56,157] Trial 66 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 200, 'learning_rate': 0.0717742235904464, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7565121062096022, 'colsample_bytree': 0.7991584082383107, 'gamma': 2.0217457049752694, 'reg_alpha': 0.3463143116552442, 'reg_lambda': 0.595625142012039}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:56,364] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.15196092208254997, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.818788522655291, 'colsample_bytree': 0.7481263591803866, 'gamma': 1.1651277653469734, 'reg_alpha': 0.4827537912445596, 'reg_lambda': 1.2257186320592939}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:56,550] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.18567206896735047, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7817770391662447, 'colsample_bytree': 0.6141952865771282, 'gamma': 2.3188848053513635, 'reg_alpha': 0.2784205155051317, 'reg_lambda': 1.831748151761293}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:56,905] Trial 69 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 223, 'learning_rate': 0.13287856662179479, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7983470893171576, 'colsample_bytree': 0.9369785585269489, 'gamma': 2.80862648857088, 'reg_alpha': 0.4356626255632251, 'reg_lambda': 0.7314797132283404}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:57,122] Trial 70 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 250, 'learning_rate': 0.22389091259763005, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.728142237470645, 'colsample_bytree': 0.6365611267506993, 'gamma': 2.1883747446382458, 'reg_alpha': 0.3805643455977935, 'reg_lambda': 0.8634359170977872}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:57,426] Trial 71 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 240, 'learning_rate': 0.158891318956642, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7682955416708365, 'colsample_bytree': 0.6877472213574841, 'gamma': 1.8862026397639018, 'reg_alpha': 0.44983004907677687, 'reg_lambda': 1.1454871616388493}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:57,635] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.11312981332633731, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7899043053989939, 'colsample_bytree': 0.6783340612316843, 'gamma': 1.5746630322943334, 'reg_alpha': 0.4614223870629664, 'reg_lambda': 1.6353561201223483}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:57,974] Trial 73 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 229, 'learning_rate': 0.08455365887889639, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9517455779531491, 'colsample_bytree': 0.717650818196219, 'gamma': 1.8560704233825098, 'reg_alpha': 0.36113739292727326, 'reg_lambda': 1.0313383847031006}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:58,181] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.17324905628979623, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8031890718714639, 'colsample_bytree': 0.6664091344327878, 'gamma': 1.3630684757781186, 'reg_alpha': 0.5193924924549966, 'reg_lambda': 1.3657261328604395}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:58,358] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 150, 'learning_rate': 0.15060751928342794, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8441165323606584, 'colsample_bytree': 0.6537715689094122, 'gamma': 2.5688896761571947, 'reg_alpha': 0.40532709378504833, 'reg_lambda': 1.1469190843827415}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:58,720] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 237, 'learning_rate': 0.29558321338358334, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7842843637067398, 'colsample_bytree': 0.692318445822041, 'gamma': 2.391384048115151, 'reg_alpha': 0.47405839154238205, 'reg_lambda': 0.6824616105636749}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:58,864] Trial 77 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 61, 'learning_rate': 0.19591802708293488, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7524469925691037, 'colsample_bytree': 0.6222289177067994, 'gamma': 2.0468345027534216, 'reg_alpha': 0.31309173183424893, 'reg_lambda': 1.544493010235547}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:59,090] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.10047455983858951, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.6922813733232164, 'colsample_bytree': 0.6064466577321773, 'gamma': 1.6285497380457161, 'reg_alpha': 0.2216460686660443, 'reg_lambda': 0.9789662145804487}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:59,376] Trial 79 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 221, 'learning_rate': 0.013734226804988238, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.713028618559303, 'colsample_bytree': 0.8767648310727523, 'gamma': 1.4131378797306167, 'reg_alpha': 0.6005723025971452, 'reg_lambda': 2.1561117876548157}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:59,554] Trial 80 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 171, 'learning_rate': 0.2593629300184721, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8583484735613587, 'colsample_bytree': 0.7020596531913847, 'gamma': 0.902397182383941, 'reg_alpha': 0.4237421367505271, 'reg_lambda': 0.583865738382866}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:59,842] Trial 81 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 127, 'learning_rate': 0.014882916274436166, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9048559214995201, 'colsample_bytree': 0.7710594845576841, 'gamma': 1.1253715586213144, 'reg_alpha': 0.06877130672643844, 'reg_lambda': 1.7411646418595856}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:00,005] Trial 82 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 109, 'learning_rate': 0.02718414177555196, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8373456953720512, 'colsample_bytree': 0.7904131580972115, 'gamma': 1.924402854395301, 'reg_alpha': 0.0034407322111589256, 'reg_lambda': 1.6966825757417245}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:00,379] Trial 83 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.053293840729881164, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8147987425561013, 'colsample_bytree': 0.8343400538218874, 'gamma': 1.0460860482514198, 'reg_alpha': 0.09863139940851942, 'reg_lambda': 1.892544091883347}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:00,565] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.06534607950205643, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8155969986665735, 'colsample_bytree': 0.8537399761406268, 'gamma': 1.7071741219265315, 'reg_alpha': 0.5324000790220919, 'reg_lambda': 2.0027006796316265}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:00,881] Trial 85 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 246, 'learning_rate': 0.03911767840551268, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7725617005678548, 'colsample_bytree': 0.8153416114695672, 'gamma': 0.9464503749866219, 'reg_alpha': 0.4846738831972688, 'reg_lambda': 1.2816126537467065}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:01,062] Trial 86 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 94, 'learning_rate': 0.05421824836369333, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7400071879469773, 'colsample_bytree': 0.8283777775504675, 'gamma': 1.2531483881039043, 'reg_alpha': 0.10980851943602343, 'reg_lambda': 2.3499817660872124}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:01,228] Trial 87 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 116, 'learning_rate': 0.04537892768930658, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.825446208396865, 'colsample_bytree': 0.8343720199201585, 'gamma': 2.1346213172141995, 'reg_alpha': 0.3906116017233749, 'reg_lambda': 0.9025240944805375}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:01,498] Trial 88 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 213, 'learning_rate': 0.1304372008399111, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7637918024317654, 'colsample_bytree': 0.6359975393112927, 'gamma': 4.358985621200068, 'reg_alpha': 0.8538113449997731, 'reg_lambda': 1.8657273458788617}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:01,697] Trial 89 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.056283887108608724, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.7967643000822944, 'colsample_bytree': 0.6556202780959706, 'gamma': 1.7873175162891581, 'reg_alpha': 0.3310742474904482, 'reg_lambda': 1.0710272191446981}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:01,916] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.22782978253796313, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7809672347191593, 'colsample_bytree': 0.8419722749077926, 'gamma': 1.98612379412476, 'reg_alpha': 0.500472404602114, 'reg_lambda': 0.6796072193902843}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:02,230] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.03152582707031752, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8151434658015914, 'colsample_bytree': 0.6822804383985157, 'gamma': 1.0199615944719707, 'reg_alpha': 0.10480945735918126, 'reg_lambda': 2.032823137732653}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:02,435] Trial 92 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.017935662796046685, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8828531345542979, 'colsample_bytree': 0.8673262241361127, 'gamma': 1.5146694655110295, 'reg_alpha': 0.05422626450604112, 'reg_lambda': 1.8964217347557295}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:02,735] Trial 93 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.09323422092583392, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.864570289374727, 'colsample_bytree': 0.7837539711504766, 'gamma': 0.7486096697232514, 'reg_alpha': 0.13696673559888398, 'reg_lambda': 0.7873114747270775}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:02,909] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 101, 'learning_rate': 0.16598844181803124, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.805480047773941, 'colsample_bytree': 0.8047305205587618, 'gamma': 1.148113519956934, 'reg_alpha': 0.13113504745446575, 'reg_lambda': 1.7044576479566627}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:03,071] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.010399381057921125, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8407953339426614, 'colsample_bytree': 0.669934598420544, 'gamma': 1.5999259357130209, 'reg_alpha': 0.45354401780858067, 'reg_lambda': 1.792415899829092}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:03,361] Trial 96 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 149, 'learning_rate': 0.020777069737017102, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8309554066629982, 'colsample_bytree': 0.744740082789159, 'gamma': 1.245885809693835, 'reg_alpha': 0.1601533587635583, 'reg_lambda': 1.4325672956536715}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:03,594] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 81, 'learning_rate': 0.2719617555325717, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8856765936053446, 'colsample_bytree': 0.6245328396027299, 'gamma': 1.4213796134345225, 'reg_alpha': 0.2913328590672869, 'reg_lambda': 1.947068553911653}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:03,920] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.14416007268662867, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7358603293318018, 'colsample_bytree': 0.9997766886525953, 'gamma': 2.2174262207884614, 'reg_alpha': 0.4176771489048069, 'reg_lambda': 0.5602276428254431}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:04,143] Trial 99 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 237, 'learning_rate': 0.14683210096507968, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7366063819406354, 'colsample_bytree': 0.9199164284237147, 'gamma': 2.2281787853855035, 'reg_alpha': 0.4128905940514162, 'reg_lambda': 0.547259272423416}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:04,433] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.11677454920953749, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7200687903660444, 'colsample_bytree': 0.987536349497279, 'gamma': 2.195435004683701, 'reg_alpha': 0.4188323476707239, 'reg_lambda': 0.5498815820410142}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:04,650] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.12002155186457236, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7202616509095753, 'colsample_bytree': 0.996063341328018, 'gamma': 2.233621418952059, 'reg_alpha': 0.365425718124098, 'reg_lambda': 0.5548660655543716}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:04,862] Trial 102 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 237, 'learning_rate': 0.11732107510073883, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7195622969416934, 'colsample_bytree': 0.9986568366179036, 'gamma': 2.448695444433146, 'reg_alpha': 0.35096767551602637, 'reg_lambda': 0.5353566025197882}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:05,121] Trial 103 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 227, 'learning_rate': 0.14377857941182043, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7068708075595682, 'colsample_bytree': 0.9955701846092995, 'gamma': 2.214245323413955, 'reg_alpha': 0.37058644816062086, 'reg_lambda': 0.5882271065021021}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:05,331] Trial 104 finished with value: 0.75 and parameters: {'n_estimators': 241, 'learning_rate': 0.10578569206763458, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7347762161499185, 'colsample_bytree': 0.9821201457388521, 'gamma': 2.6041961534823916, 'reg_alpha': 0.39225143512164673, 'reg_lambda': 0.638767791143371}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:05,534] Trial 105 finished with value: 0.6666666666666665 and parameters: {'n_estimators': 244, 'learning_rate': 0.10869970359173786, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6963998415932813, 'colsample_bytree': 0.9851603678164013, 'gamma': 2.620480316030178, 'reg_alpha': 0.41808999527257684, 'reg_lambda': 0.5011450433396272}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:05,894] Trial 106 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 239, 'learning_rate': 0.13728986158655454, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7326864457442406, 'colsample_bytree': 0.9803272498108089, 'gamma': 2.86575683055056, 'reg_alpha': 0.40053719180167857, 'reg_lambda': 0.6536927150804672}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:06,125] Trial 107 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 219, 'learning_rate': 0.1243630677634687, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6848736560095955, 'colsample_bytree': 0.9758584066008041, 'gamma': 2.3348112543787587, 'reg_alpha': 0.43337990520568154, 'reg_lambda': 0.5582638193066672}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:06,429] Trial 108 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 226, 'learning_rate': 0.04995767256603615, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6672744907974028, 'colsample_bytree': 0.9545626040194871, 'gamma': 2.7603726848605574, 'reg_alpha': 0.44619671693157686, 'reg_lambda': 0.6186019368397977}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:06,652] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 249, 'learning_rate': 0.18348685588926636, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.749911463928798, 'colsample_bytree': 0.9676254689811336, 'gamma': 2.231223473085823, 'reg_alpha': 0.3896399735536448, 'reg_lambda': 0.7458173625450961}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:06,970] Trial 110 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 234, 'learning_rate': 0.24456215270785586, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7399700476792652, 'colsample_bytree': 0.9165339394245052, 'gamma': 2.3997947090140523, 'reg_alpha': 0.3337238420010935, 'reg_lambda': 0.7003200161483459}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:07,314] Trial 111 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 242, 'learning_rate': 0.0775078574186271, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7259928579794441, 'colsample_bytree': 0.9399322308514535, 'gamma': 2.0853857229068806, 'reg_alpha': 0.2710853116110845, 'reg_lambda': 0.5418308557433856}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:07,529] Trial 112 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 230, 'learning_rate': 0.10087396535005164, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7165693497244366, 'colsample_bytree': 0.9598089045041795, 'gamma': 3.0896704964180537, 'reg_alpha': 0.3656732542188867, 'reg_lambda': 0.6499381787629901}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:07,745] Trial 113 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 229, 'learning_rate': 0.10692782269851875, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7147386452723689, 'colsample_bytree': 0.9618112801335029, 'gamma': 3.4928337369179205, 'reg_alpha': 0.35696225662687237, 'reg_lambda': 0.6547434251808081}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:08,078] Trial 114 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 237, 'learning_rate': 0.09049353682339495, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7320269575152204, 'colsample_bytree': 0.9868441993848033, 'gamma': 3.1960043360049473, 'reg_alpha': 0.4143590068482678, 'reg_lambda': 0.6083736473558324}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:08,290] Trial 115 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 219, 'learning_rate': 0.14838553897934956, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7011449208756504, 'colsample_bytree': 0.9721635726672697, 'gamma': 2.5090002719227744, 'reg_alpha': 0.3746966083350235, 'reg_lambda': 0.7544670637343758}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:08,538] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 211, 'learning_rate': 0.1163405979918634, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7210680154248292, 'colsample_bytree': 0.989545735854253, 'gamma': 2.2742984862689, 'reg_alpha': 0.47640963992841656, 'reg_lambda': 0.8414656826180014}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:08,763] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.08355082065762184, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7085502236579463, 'colsample_bytree': 0.9570704210415019, 'gamma': 3.120543989221849, 'reg_alpha': 0.39258623494344436, 'reg_lambda': 0.5762649896818273}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:09,052] Trial 118 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 233, 'learning_rate': 0.12607905097797897, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.757606713973215, 'colsample_bytree': 0.9284180989651638, 'gamma': 2.6264707280410193, 'reg_alpha': 0.4311630778974696, 'reg_lambda': 0.7095861345908221}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:09,250] Trial 119 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 202, 'learning_rate': 0.10006922619391484, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7405249434044132, 'colsample_bytree': 0.9649922228354655, 'gamma': 3.0326618948179607, 'reg_alpha': 0.49526932783452665, 'reg_lambda': 0.501642082691424}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:09,454] Trial 120 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 244, 'learning_rate': 0.16015941526631255, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.68872410943173, 'colsample_bytree': 0.9792398393311713, 'gamma': 1.999797326624276, 'reg_alpha': 0.3021378147899882, 'reg_lambda': 0.6551419431601971}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:09,757] Trial 121 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 224, 'learning_rate': 0.11511475791573793, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7274580110759726, 'colsample_bytree': 0.988049973694696, 'gamma': 2.2830053261630145, 'reg_alpha': 0.4650759879264867, 'reg_lambda': 0.8237496286844244}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:09,993] Trial 122 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 211, 'learning_rate': 0.13352627692094007, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7163377503207344, 'colsample_bytree': 0.944550075925037, 'gamma': 3.3916543387906914, 'reg_alpha': 0.4681575223107123, 'reg_lambda': 0.8568182711748181}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:10,310] Trial 123 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.06842476192422206, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7010604852061104, 'colsample_bytree': 0.9936611143047679, 'gamma': 2.2004417099469546, 'reg_alpha': 0.4455991203384688, 'reg_lambda': 0.7681927025719657}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:10,532] Trial 124 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 231, 'learning_rate': 0.11532775301235085, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6737839238715847, 'colsample_bytree': 0.9991554388724435, 'gamma': 2.1266708134342216, 'reg_alpha': 0.42133070765633135, 'reg_lambda': 0.5713448005679782}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:10,914] Trial 125 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.10472005551036308, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7228464117904252, 'colsample_bytree': 0.9709502913556558, 'gamma': 3.7409284753519954, 'reg_alpha': 0.36266222234052886, 'reg_lambda': 0.6227915545669336}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:11,106] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.14400197175648638, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7458034165603521, 'colsample_bytree': 0.982463385408171, 'gamma': 2.7152598522998654, 'reg_alpha': 0.5369338823160201, 'reg_lambda': 0.9345329555310266}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:11,433] Trial 127 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 237, 'learning_rate': 0.17551714826614825, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7655724200615582, 'colsample_bytree': 0.9266285806935134, 'gamma': 2.4171396058154335, 'reg_alpha': 0.4067331537833313, 'reg_lambda': 0.7048653585548638}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:11,634] Trial 128 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 207, 'learning_rate': 0.1234983203551175, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7372600245706361, 'colsample_bytree': 0.991163709169299, 'gamma': 2.310118490443169, 'reg_alpha': 0.511709926968288, 'reg_lambda': 0.5046102104712687}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:11,924] Trial 129 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 227, 'learning_rate': 0.202716865587421, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7205226693187773, 'colsample_bytree': 0.952122566279982, 'gamma': 2.899482435655975, 'reg_alpha': 0.32014556591695326, 'reg_lambda': 0.7997758638103905}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:12,155] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.0888803127648221, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7491034831898391, 'colsample_bytree': 0.9781371742369043, 'gamma': 1.8598133818101772, 'reg_alpha': 0.3834909984965337, 'reg_lambda': 0.6669491535115399}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:12,513] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.08084515455215344, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7086424312769274, 'colsample_bytree': 0.9616920624865981, 'gamma': 2.0595005978111325, 'reg_alpha': 0.34508873703415754, 'reg_lambda': 0.5618725997380494}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:12,723] Trial 132 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 242, 'learning_rate': 0.11207308349555459, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7735904297009902, 'colsample_bytree': 0.6080964065687492, 'gamma': 1.707098362967752, 'reg_alpha': 0.48084834501404605, 'reg_lambda': 2.6453656162381733}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:12,917] Trial 133 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 220, 'learning_rate': 0.09896003223364516, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.734079027076835, 'colsample_bytree': 0.9721258628351556, 'gamma': 1.9689192572812486, 'reg_alpha': 0.44296885095329674, 'reg_lambda': 0.6056000460113476}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:13,160] Trial 134 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.21795551212294156, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7915157490199601, 'colsample_bytree': 0.8986002810171386, 'gamma': 2.532377199284864, 'reg_alpha': 0.40033191501061055, 'reg_lambda': 0.7654715046662812}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:13,486] Trial 135 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.136017303907366, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7589753612159188, 'colsample_bytree': 0.9903121027916334, 'gamma': 1.8630984677066038, 'reg_alpha': 0.3676367031441149, 'reg_lambda': 0.837288792053047}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:13,676] Trial 136 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 181, 'learning_rate': 0.09765729389330104, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7240467104771118, 'colsample_bytree': 0.8235799804343715, 'gamma': 2.168861361143044, 'reg_alpha': 0.2269042875500411, 'reg_lambda': 0.7073354338748418}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:13,873] Trial 137 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.05878759843191725, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6394522850495219, 'colsample_bytree': 0.9997913969329073, 'gamma': 1.7988717831998953, 'reg_alpha': 0.3362804753316018, 'reg_lambda': 0.6358439061958011}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:14,189] Trial 138 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 246, 'learning_rate': 0.0725609163938349, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6957605070995725, 'colsample_bytree': 0.9070058003144358, 'gamma': 2.3464214142112323, 'reg_alpha': 0.5618941688884431, 'reg_lambda': 2.974249745031205}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:14,478] Trial 139 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 238, 'learning_rate': 0.11903442132796031, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7539523439033698, 'colsample_bytree': 0.8869723430859447, 'gamma': 1.9968581991471748, 'reg_alpha': 0.4205142135338566, 'reg_lambda': 0.546118739449801}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:14,651] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 158, 'learning_rate': 0.15349162654841755, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.717508625541085, 'colsample_bytree': 0.984410821156649, 'gamma': 2.1362160487541932, 'reg_alpha': 0.46157143920888, 'reg_lambda': 2.112714987765647}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:14,879] Trial 141 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 234, 'learning_rate': 0.13371830951744856, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7775519516008736, 'colsample_bytree': 0.6019655401747646, 'gamma': 1.6395347416163994, 'reg_alpha': 0.3811115140433445, 'reg_lambda': 0.8930764250065603}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:15,145] Trial 142 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 166, 'learning_rate': 0.16482942581757284, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7664530706517462, 'colsample_bytree': 0.6743209089775898, 'gamma': 2.2509053302890973, 'reg_alpha': 0.43337583100875565, 'reg_lambda': 1.010339409656892}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:15,365] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.05075834946810029, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7993001163587179, 'colsample_bytree': 0.7118822349147258, 'gamma': 1.7909327932410553, 'reg_alpha': 0.4064706504661399, 'reg_lambda': 1.1803748639561356}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:15,744] Trial 144 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 227, 'learning_rate': 0.10720714666618311, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7462055628440013, 'colsample_bytree': 0.6298393358307377, 'gamma': 1.5460036927332699, 'reg_alpha': 0.3551677594941899, 'reg_lambda': 0.5985340239054976}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:15,956] Trial 145 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 241, 'learning_rate': 0.12728998298847724, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8095526041967702, 'colsample_bytree': 0.6602017296976381, 'gamma': 1.9283402762752386, 'reg_alpha': 0.44872812387292715, 'reg_lambda': 0.9816922301819739}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:16,157] Trial 146 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 221, 'learning_rate': 0.1442018652962773, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7308154411146837, 'colsample_bytree': 0.6453980645195643, 'gamma': 2.0711056763031004, 'reg_alpha': 0.4947213018220031, 'reg_lambda': 2.8876005912058442}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:16,418] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.04056370407603761, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7854096404769144, 'colsample_bytree': 0.7569937752797162, 'gamma': 2.419512252430434, 'reg_alpha': 0.3897632241064077, 'reg_lambda': 2.2340856975544416}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:16,622] Trial 148 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.09158038008952021, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7083111915482267, 'colsample_bytree': 0.6969253943772349, 'gamma': 1.364498547485841, 'reg_alpha': 0.4226219914081981, 'reg_lambda': 0.6614535239857933}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:16,826] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 215, 'learning_rate': 0.08849316995773372, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7078854327307877, 'colsample_bytree': 0.6938709285485227, 'gamma': 1.413106513016983, 'reg_alpha': 0.4221479950985988, 'reg_lambda': 0.6589046678741433}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:17,138] Trial 150 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.08788831645108575, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7079600299126434, 'colsample_bytree': 0.6952317731858821, 'gamma': 1.2503385169847694, 'reg_alpha': 0.4780655956967824, 'reg_lambda': 0.6528753578326892}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:17,332] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 198, 'learning_rate': 0.09115776064794759, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7142121524841696, 'colsample_bytree': 0.7060744473282321, 'gamma': 1.3185986791762776, 'reg_alpha': 0.4276571150920824, 'reg_lambda': 0.690609073211532}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:17,661] Trial 152 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 213, 'learning_rate': 0.07742694866891779, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7076300646855971, 'colsample_bytree': 0.689780812605675, 'gamma': 1.0347338450910288, 'reg_alpha': 0.4745130029962429, 'reg_lambda': 0.7407588036361471}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:17,976] Trial 153 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.08636000488437667, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6910339043075018, 'colsample_bytree': 0.6977868912335382, 'gamma': 1.1971744596156553, 'reg_alpha': 0.4521962095292456, 'reg_lambda': 0.6500827860042931}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:18,309] Trial 154 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 202, 'learning_rate': 0.10018406716324291, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6779350649899508, 'colsample_bytree': 0.7221533613542612, 'gamma': 1.3588572238501226, 'reg_alpha': 0.4111618979690466, 'reg_lambda': 0.5474422185707095}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:18,516] Trial 155 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 216, 'learning_rate': 0.09529921389567406, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7022877521526132, 'colsample_bytree': 0.6812712114642665, 'gamma': 1.462168896171559, 'reg_alpha': 0.6733169925415181, 'reg_lambda': 0.5024139426299811}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:18,719] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.06376420214957118, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7009789478044538, 'colsample_bytree': 0.6898248417106565, 'gamma': 0.6309566562740974, 'reg_alpha': 0.5098354699915036, 'reg_lambda': 0.6028207627432881}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:18,992] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.11020524363924186, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7121163585271784, 'colsample_bytree': 0.697130027719475, 'gamma': 1.1328714684776378, 'reg_alpha': 0.4848024669982703, 'reg_lambda': 0.6676864771292886}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:19,198] Trial 158 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 209, 'learning_rate': 0.07272705908102653, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.722000825320746, 'colsample_bytree': 0.6747910365790197, 'gamma': 0.8652913052252604, 'reg_alpha': 0.43404094405412674, 'reg_lambda': 0.734424719447097}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:19,476] Trial 159 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 217, 'learning_rate': 0.08078678355648063, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7320728919169857, 'colsample_bytree': 0.6672499137851049, 'gamma': 2.5650726035423803, 'reg_alpha': 0.39107303398622, 'reg_lambda': 0.6184336561391548}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:19,675] Trial 160 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 233, 'learning_rate': 0.08923449768119496, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.687904398601035, 'colsample_bytree': 0.9910833177096665, 'gamma': 2.2789916458914123, 'reg_alpha': 0.9635517119101693, 'reg_lambda': 0.5633287331538264}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:19,928] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 191, 'learning_rate': 0.09403680521414247, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7126839706059853, 'colsample_bytree': 0.7020016598864014, 'gamma': 1.3712777413021342, 'reg_alpha': 0.42514088111214454, 'reg_lambda': 0.66367441875125}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:20,116] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 188, 'learning_rate': 0.10240589788444367, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.717468876871133, 'colsample_bytree': 0.7085341009391688, 'gamma': 1.2091249207475676, 'reg_alpha': 0.46013499173672523, 'reg_lambda': 0.7080825960157326}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:20,411] Trial 163 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 198, 'learning_rate': 0.08984518911874756, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6972735015328142, 'colsample_bytree': 0.726885937604943, 'gamma': 1.27119710842934, 'reg_alpha': 0.4150815814799256, 'reg_lambda': 0.8048119269598237}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:20,623] Trial 164 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 198, 'learning_rate': 0.11975451812207118, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7097410159697592, 'colsample_bytree': 0.6148981624425894, 'gamma': 1.0675253367639137, 'reg_alpha': 0.37438321912608163, 'reg_lambda': 0.680266222129551}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:20,927] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.12078549334059044, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7277605443055934, 'colsample_bytree': 0.6055575406012018, 'gamma': 1.0686900746670862, 'reg_alpha': 0.37037801997023795, 'reg_lambda': 0.5837838710074723}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:21,166] Trial 166 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 244, 'learning_rate': 0.11423052505842858, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7042681678772815, 'colsample_bytree': 0.6207249784331148, 'gamma': 0.9437240240043777, 'reg_alpha': 0.3962213705584586, 'reg_lambda': 0.7728714317729551}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:21,448] Trial 167 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 231, 'learning_rate': 0.2981766247532688, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7398096491007133, 'colsample_bytree': 0.6089438590554673, 'gamma': 2.1808613376709265, 'reg_alpha': 0.37565474115525016, 'reg_lambda': 0.5014295284024453}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:21,771] Trial 168 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 240, 'learning_rate': 0.10613650707927216, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7222315485314237, 'colsample_bytree': 0.6002715293078897, 'gamma': 0.793281649661248, 'reg_alpha': 0.44390537316362666, 'reg_lambda': 0.6349702845385229}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:21,966] Trial 169 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 205, 'learning_rate': 0.12808696465721575, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6933216198075804, 'colsample_bytree': 0.6123246245350542, 'gamma': 1.4786607777477747, 'reg_alpha': 0.47519546705994586, 'reg_lambda': 0.6946270463365044}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:22,256] Trial 170 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 225, 'learning_rate': 0.12051777132209973, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6821336699840334, 'colsample_bytree': 0.9678313911971433, 'gamma': 2.472088768578285, 'reg_alpha': 0.3266724779752895, 'reg_lambda': 0.5545986029574803}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:22,482] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 200, 'learning_rate': 0.08268043382141124, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7109984226295964, 'colsample_bytree': 0.6865451140421747, 'gamma': 1.0350051247908332, 'reg_alpha': 0.41564873033256855, 'reg_lambda': 0.6931245669554925}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:22,791] Trial 172 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 210, 'learning_rate': 0.08347672523283421, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.707372302392338, 'colsample_bytree': 0.6839779038537274, 'gamma': 1.0639360561856805, 'reg_alpha': 0.40746287054998837, 'reg_lambda': 0.6202819097922132}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:22,986] Trial 173 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 202, 'learning_rate': 0.06966425394773927, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7284832510531781, 'colsample_bytree': 0.6178453692284717, 'gamma': 0.8683729455667819, 'reg_alpha': 0.354365763964587, 'reg_lambda': 0.7587419009888268}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:23,246] Trial 174 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 197, 'learning_rate': 0.1926238023387441, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7130925726675027, 'colsample_bytree': 0.978820515989597, 'gamma': 1.1577813558289658, 'reg_alpha': 0.440582311126323, 'reg_lambda': 0.8570748704384791}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:23,447] Trial 175 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 215, 'learning_rate': 0.2705731833309406, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7364894991916785, 'colsample_bytree': 0.6887771424706306, 'gamma': 0.6613641210094198, 'reg_alpha': 0.3893204559689296, 'reg_lambda': 0.6762052010176185}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:23,702] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.11088797023746153, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8230111528405265, 'colsample_bytree': 0.7155121061175818, 'gamma': 2.085882708742233, 'reg_alpha': 0.46234846499638843, 'reg_lambda': 0.5771459345932745}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:23,933] Trial 177 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 237, 'learning_rate': 0.07775458938549637, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7227156486296992, 'colsample_bytree': 0.9875029099726402, 'gamma': 2.3527593614961524, 'reg_alpha': 0.41964931654733717, 'reg_lambda': 0.7388255497823324}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:24,205] Trial 178 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.13976645265880908, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7048901173667849, 'colsample_bytree': 0.6520671543054704, 'gamma': 1.0005275212246794, 'reg_alpha': 0.36735182127925275, 'reg_lambda': 0.5426144952390419}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:24,395] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 192, 'learning_rate': 0.23198684653675453, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.701821780022221, 'colsample_bytree': 0.6360979584972605, 'gamma': 0.9637953780573244, 'reg_alpha': 0.3619067336365741, 'reg_lambda': 0.5435984666882477}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:24,678] Trial 180 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.23591536353236156, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6990871111177802, 'colsample_bytree': 0.6360012614205728, 'gamma': 1.0522351076392173, 'reg_alpha': 0.3430401702208743, 'reg_lambda': 0.5405306162461716}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:25,002] Trial 181 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 184, 'learning_rate': 0.22170832605889718, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7046291833758356, 'colsample_bytree': 0.6573022088682379, 'gamma': 0.9989145648874688, 'reg_alpha': 0.3730694681118621, 'reg_lambda': 0.5852650932092273}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:25,323] Trial 182 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.24880076574160814, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7104582184724227, 'colsample_bytree': 0.640590364352797, 'gamma': 0.8134396732988056, 'reg_alpha': 0.3995983277159635, 'reg_lambda': 0.635349829947187}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:25,510] Trial 183 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 191, 'learning_rate': 0.15469582880131064, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6714097219868966, 'colsample_bytree': 0.6526233797137603, 'gamma': 3.9832285980529756, 'reg_alpha': 0.30640594675058075, 'reg_lambda': 0.5379376174978112}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:25,707] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.1765605808085633, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6920312378136945, 'colsample_bytree': 0.6649423049583266, 'gamma': 0.9066323213602477, 'reg_alpha': 0.3607949140794506, 'reg_lambda': 0.5877491645897299}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:26,002] Trial 185 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.17749998270074344, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6861993820505672, 'colsample_bytree': 0.6625394252945048, 'gamma': 0.9283907575420793, 'reg_alpha': 0.36024270181351603, 'reg_lambda': 0.5029321427337148}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:26,202] Trial 186 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 204, 'learning_rate': 0.2103603511503125, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6956658340060357, 'colsample_bytree': 0.6694949577976603, 'gamma': 0.5407597137619629, 'reg_alpha': 0.3290331799243461, 'reg_lambda': 0.5825448130519462}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:26,503] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.17175089615732628, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6916273246712559, 'colsample_bytree': 0.6488214222623659, 'gamma': 0.9784550780580732, 'reg_alpha': 0.37459934400190564, 'reg_lambda': 0.6258376849888283}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:26,722] Trial 188 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 200, 'learning_rate': 0.13909064672268714, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7024223449283331, 'colsample_bytree': 0.6320928400490882, 'gamma': 0.7160839383209391, 'reg_alpha': 0.3460818462239854, 'reg_lambda': 0.5468758550024487}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:27,030] Trial 189 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.19709685431787052, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.6631290435390685, 'colsample_bytree': 0.6752608792434184, 'gamma': 1.2528115445816521, 'reg_alpha': 0.4241985625009438, 'reg_lambda': 0.6793442773210152}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:27,225] Trial 190 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 194, 'learning_rate': 0.1498787771327471, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6838908213441646, 'colsample_bytree': 0.6642205957796564, 'gamma': 1.190233105217226, 'reg_alpha': 0.40004833486403835, 'reg_lambda': 0.5941233030621131}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:27,503] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.16181349788278862, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7164564703479523, 'colsample_bytree': 0.625266756096375, 'gamma': 1.1051702564457293, 'reg_alpha': 0.38510974876954485, 'reg_lambda': 0.6447888614914881}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:27,703] Trial 192 finished with value: 0.755952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.16123870955816996, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.710034995850367, 'colsample_bytree': 0.6128049642760951, 'gamma': 1.3455509580749934, 'reg_alpha': 0.36642316133193176, 'reg_lambda': 0.6630874620890782}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:27,931] Trial 193 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 247, 'learning_rate': 0.1653308993368907, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7091815685939231, 'colsample_bytree': 0.6165018555037955, 'gamma': 1.3383271028727637, 'reg_alpha': 0.3827929418540124, 'reg_lambda': 0.7118547562301377}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:28,143] Trial 194 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 188, 'learning_rate': 0.18562538902045841, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7156138434031964, 'colsample_bytree': 0.628510345779399, 'gamma': 1.0586327663141981, 'reg_alpha': 0.4124907059578764, 'reg_lambda': 0.6561311766364887}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:28,437] Trial 195 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 246, 'learning_rate': 0.16147474217189167, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.704233426802135, 'colsample_bytree': 0.6240511835337713, 'gamma': 0.9452442845330785, 'reg_alpha': 0.4362918613580488, 'reg_lambda': 0.6299155878458467}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:28,752] Trial 196 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.17918082948002817, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6978728535754984, 'colsample_bytree': 0.6252645188722872, 'gamma': 0.9051943166320587, 'reg_alpha': 0.4392141932432377, 'reg_lambda': 0.7153165654609743}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:28,991] Trial 197 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 246, 'learning_rate': 0.16063751041104932, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9945724379976999, 'colsample_bytree': 0.6400458376563776, 'gamma': 1.134901779157084, 'reg_alpha': 0.351720608359924, 'reg_lambda': 0.6123006451760038}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:29,305] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.16535014763896413, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7066948009495279, 'colsample_bytree': 0.6168819006035623, 'gamma': 0.7900717515741836, 'reg_alpha': 0.3177293860950845, 'reg_lambda': 0.6603812968509528}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:29,522] Trial 199 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 245, 'learning_rate': 0.14621513638730818, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7944896975386114, 'colsample_bytree': 0.6129179550254508, 'gamma': 1.3019111930627834, 'reg_alpha': 0.3827492128495543, 'reg_lambda': 0.7655104911975454}. Best is trial 199 with value: 0.7797619047619048.
[I 2025-11-03 19:47:29,526] A new study created in memory with name: no-name-27a800c4-db0a-4685-94d3-371bfe34ff23
[I 2025-11-03 19:47:29,800] Trial 0 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 207, 'learning_rate': 0.2695203682840471, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8355253818758853, 'colsample_bytree': 0.9826826246905507, 'gamma': 4.15901624157075, 'reg_alpha': 0.6156928913639741, 'reg_lambda': 1.9691350136676542}. Best is trial 0 with value: 0.6369047619047619.
[I 2025-11-03 19:47:29,870] Trial 1 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 44, 'learning_rate': 0.22843524022879008, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7252491353029034, 'colsample_bytree': 0.7653479837341723, 'gamma': 2.831451953971948, 'reg_alpha': 0.7350642063295836, 'reg_lambda': 1.018542014170475}. Best is trial 1 with value: 0.6845238095238095.
[I 2025-11-03 19:47:30,147] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 45, 'learning_rate': 0.03728050541208944, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.7424837148360564, 'colsample_bytree': 0.9324982130108576, 'gamma': 2.0485950776228052, 'reg_alpha': 0.2067461470312696, 'reg_lambda': 1.3656165271466003}. Best is trial 1 with value: 0.6845238095238095.
[I 2025-11-03 19:47:30,417] Trial 3 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.03196340024504859, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6223602791375981, 'colsample_bytree': 0.6597253203970342, 'gamma': 0.6097683217928573, 'reg_alpha': 0.19303040671319238, 'reg_lambda': 1.0560345010818128}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:30,664] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.0221027385415591, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9930852522311961, 'colsample_bytree': 0.6229690037551107, 'gamma': 3.3592472322242104, 'reg_alpha': 0.6685069014476074, 'reg_lambda': 2.1063377589758088}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:30,909] Trial 5 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 238, 'learning_rate': 0.021864162797555178, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9008104644630157, 'colsample_bytree': 0.942871599474804, 'gamma': 1.3730277859955686, 'reg_alpha': 0.9583733446365738, 'reg_lambda': 1.3329598241874694}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:31,180] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.10088066145308455, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.6967681285408568, 'colsample_bytree': 0.8094593995611274, 'gamma': 3.7928771454608117, 'reg_alpha': 0.9612780799207696, 'reg_lambda': 1.7716157704193398}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:31,270] Trial 7 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 71, 'learning_rate': 0.08241784858756222, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.93937334757419, 'colsample_bytree': 0.9677599602150985, 'gamma': 2.106809289079263, 'reg_alpha': 0.9630587815742925, 'reg_lambda': 2.2586691784270854}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:31,633] Trial 8 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 239, 'learning_rate': 0.019265317427866257, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8556715541764419, 'colsample_bytree': 0.821689937006697, 'gamma': 1.502972755748655, 'reg_alpha': 0.7034843502381318, 'reg_lambda': 1.657182625882012}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:31,830] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.011809881359483076, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9228716873371586, 'colsample_bytree': 0.8584046046135404, 'gamma': 4.46261389725019, 'reg_alpha': 0.8750423538695216, 'reg_lambda': 2.933026670011109}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:32,121] Trial 10 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 154, 'learning_rate': 0.049392498537019935, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6480000783314771, 'colsample_bytree': 0.6009298557958913, 'gamma': 0.22116956146526756, 'reg_alpha': 0.011141849399784187, 'reg_lambda': 0.6313693857144511}. Best is trial 10 with value: 0.7559523809523809.
[I 2025-11-03 19:47:32,330] Trial 11 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.04440286372805777, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6038642896870996, 'colsample_bytree': 0.6016423838527096, 'gamma': 0.059136398456762995, 'reg_alpha': 0.008435182059044291, 'reg_lambda': 0.5709005503853173}. Best is trial 10 with value: 0.7559523809523809.
[I 2025-11-03 19:47:32,687] Trial 12 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 161, 'learning_rate': 0.06862241712456527, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6024388027204516, 'colsample_bytree': 0.6987871423464656, 'gamma': 0.21816828281823916, 'reg_alpha': 0.0031755420430899578, 'reg_lambda': 0.7206281133630184}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:32,858] Trial 13 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.07992410874946403, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6575035171706067, 'colsample_bytree': 0.705733176628267, 'gamma': 0.17323633082014855, 'reg_alpha': 0.0034146236588268987, 'reg_lambda': 0.5398967592667823}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:33,255] Trial 14 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 186, 'learning_rate': 0.14185559342637383, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6693188037715665, 'colsample_bytree': 0.7147171137865235, 'gamma': 0.8793737588207658, 'reg_alpha': 0.35089532487246783, 'reg_lambda': 0.7931097271624821}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:33,472] Trial 15 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 145, 'learning_rate': 0.05583337071095339, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7886084857760792, 'colsample_bytree': 0.6821223380568098, 'gamma': 1.223596159965947, 'reg_alpha': 0.15634761675168032, 'reg_lambda': 0.9038352670714535}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:33,666] Trial 16 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.14744756426153768, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6040448066859571, 'colsample_bytree': 0.7327887725327478, 'gamma': 0.740147840228473, 'reg_alpha': 0.40543171552561114, 'reg_lambda': 2.668833648610311}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:33,867] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.05791396983343632, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7630412622678069, 'colsample_bytree': 0.6408111515463815, 'gamma': 0.050333804009726424, 'reg_alpha': 0.11078296691293232, 'reg_lambda': 1.2635158062900849}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:34,056] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.12370479929023447, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.6598462894074214, 'colsample_bytree': 0.7605040927544855, 'gamma': 1.9425474820577886, 'reg_alpha': 0.3194614382884794, 'reg_lambda': 0.7344143710579953}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:34,281] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.06259565648897047, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7022470513293363, 'colsample_bytree': 0.6668882145058566, 'gamma': 2.7940600380918266, 'reg_alpha': 0.5039008368101612, 'reg_lambda': 1.4845291093390784}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:34,532] Trial 20 finished with value: 0.726190476190476 and parameters: {'n_estimators': 108, 'learning_rate': 0.0318569737725466, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6406561316199, 'colsample_bytree': 0.603548203367862, 'gamma': 0.5636874521059867, 'reg_alpha': 0.07763775030680325, 'reg_lambda': 1.1327388026831031}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:34,776] Trial 21 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 83, 'learning_rate': 0.20205801479825952, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6052839505865064, 'colsample_bytree': 0.7429277091304047, 'gamma': 0.8746928566407228, 'reg_alpha': 0.3255030136984062, 'reg_lambda': 2.580385862801745}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:35,107] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.15145460136229427, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6873485518362874, 'colsample_bytree': 0.7167872235639173, 'gamma': 0.4951838922701294, 'reg_alpha': 0.4305552268880806, 'reg_lambda': 2.634491675141834}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:35,364] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 162, 'learning_rate': 0.080889545165497, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6321600616748319, 'colsample_bytree': 0.8484041595298722, 'gamma': 1.0208627845786398, 'reg_alpha': 0.2138662814160626, 'reg_lambda': 2.4985345980388316}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:35,623] Trial 24 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 24, 'learning_rate': 0.18906051833856072, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6015506631100738, 'colsample_bytree': 0.681450056725799, 'gamma': 1.724223027094383, 'reg_alpha': 0.549635236181729, 'reg_lambda': 2.9983347767260784}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:35,787] Trial 25 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 102, 'learning_rate': 0.10995803449979874, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6393193290956519, 'colsample_bytree': 0.7830110182338906, 'gamma': 0.46694527185436785, 'reg_alpha': 0.26946504105150715, 'reg_lambda': 0.7065769977720369}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:35,975] Trial 26 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 140, 'learning_rate': 0.04527811739742313, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.721435116644908, 'colsample_bytree': 0.6402397799722952, 'gamma': 0.3798637589315308, 'reg_alpha': 0.08081210506123074, 'reg_lambda': 1.618757917910181}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:36,271] Trial 27 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 119, 'learning_rate': 0.07288047187932971, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6765613227122912, 'colsample_bytree': 0.7223085499601254, 'gamma': 1.0298915073396144, 'reg_alpha': 0.42026976915824316, 'reg_lambda': 1.8493171873873204}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:36,472] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.1762832852254338, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6346904290165388, 'colsample_bytree': 0.8871274698597328, 'gamma': 2.3641416536098743, 'reg_alpha': 0.8012593607397804, 'reg_lambda': 2.332271745709971}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:36,662] Trial 29 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 149, 'learning_rate': 0.09440428428734081, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8014373594760567, 'colsample_bytree': 0.6910750883321908, 'gamma': 4.8059506508980405, 'reg_alpha': 0.6175388827502912, 'reg_lambda': 2.024123236659981}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:36,924] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.29411886289841255, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8403265898740131, 'colsample_bytree': 0.7407106686074479, 'gamma': 0.00985959374456502, 'reg_alpha': 0.13201235973202902, 'reg_lambda': 0.8667008062007212}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:37,164] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.0660841429542075, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6222410322236784, 'colsample_bytree': 0.8379617677449825, 'gamma': 0.8618883718442928, 'reg_alpha': 0.22321763715364762, 'reg_lambda': 2.6587743314349197}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:37,416] Trial 32 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.04818682270960174, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6434876160988873, 'colsample_bytree': 0.868084745813376, 'gamma': 1.2476630129030437, 'reg_alpha': 0.050793734450503905, 'reg_lambda': 2.8020160023654817}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:37,602] Trial 33 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.09027560924407607, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6208436227892323, 'colsample_bytree': 0.7895975014670213, 'gamma': 0.7261288683416771, 'reg_alpha': 0.23851526550744323, 'reg_lambda': 2.435270156613405}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:37,833] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.12607343670965207, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7141858863968444, 'colsample_bytree': 0.7874761511453208, 'gamma': 0.3455308488993616, 'reg_alpha': 0.4142475330399314, 'reg_lambda': 2.404575219954213}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:38,092] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 181, 'learning_rate': 0.03439037295548639, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7418293126943725, 'colsample_bytree': 0.7607669852480037, 'gamma': 0.7141493548557813, 'reg_alpha': 0.2744035794377024, 'reg_lambda': 2.125630996986733}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:38,435] Trial 36 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 50, 'learning_rate': 0.027188153395473893, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.6172441670798909, 'colsample_bytree': 0.7931775103736192, 'gamma': 1.5777801031712768, 'reg_alpha': 0.15292290509027923, 'reg_lambda': 2.804746639258532}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:38,642] Trial 37 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 206, 'learning_rate': 0.09992141989360316, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6529602357318327, 'colsample_bytree': 0.6432916080528827, 'gamma': 3.2845651835659564, 'reg_alpha': 0.04291960510423215, 'reg_lambda': 1.0136623926837498}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:38,908] Trial 38 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.2231168325681725, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6220816332593592, 'colsample_bytree': 0.9108876111076694, 'gamma': 0.6617886713881832, 'reg_alpha': 0.38114033386553775, 'reg_lambda': 1.192624972130945}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:39,065] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 90, 'learning_rate': 0.15390871629925185, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6725158865938858, 'colsample_bytree': 0.7363478989280835, 'gamma': 0.277016305161077, 'reg_alpha': 0.4813066595072094, 'reg_lambda': 2.1716944863341623}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:39,330] Trial 40 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.04070350945869145, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6927295478803565, 'colsample_bytree': 0.8155633956075063, 'gamma': 1.1613285346043642, 'reg_alpha': 0.2716336006823684, 'reg_lambda': 2.8217648063401635}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:39,520] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 162, 'learning_rate': 0.07953597766307345, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6278719573684113, 'colsample_bytree': 0.828183642074725, 'gamma': 0.9830903526038198, 'reg_alpha': 0.20503566060566145, 'reg_lambda': 2.4754894332331174}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:39,767] Trial 42 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 159, 'learning_rate': 0.09079070948919088, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6055467051194748, 'colsample_bytree': 0.8489178509308075, 'gamma': 0.7248561312640367, 'reg_alpha': 0.19040382095944774, 'reg_lambda': 2.4956503723583294}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:39,918] Trial 43 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.11738720826090068, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.60350419218307, 'colsample_bytree': 0.7739950832688461, 'gamma': 0.6829134774167275, 'reg_alpha': 0.10820501701023871, 'reg_lambda': 1.942183735298534}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:40,171] Trial 44 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 64, 'learning_rate': 0.11030613429420974, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6536037971246806, 'colsample_bytree': 0.8820243107709472, 'gamma': 0.2796957699424724, 'reg_alpha': 0.10835861870506486, 'reg_lambda': 1.8933373965086893}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:40,360] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 155, 'learning_rate': 0.08977731424707688, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.880766911693612, 'colsample_bytree': 0.7703003471560793, 'gamma': 1.3837943118669094, 'reg_alpha': 0.0019521827286854143, 'reg_lambda': 0.6283539128629364}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:40,567] Trial 46 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.06776710601276897, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6021745476974607, 'colsample_bytree': 0.804523415624431, 'gamma': 1.8301552794380107, 'reg_alpha': 0.18149819759672042, 'reg_lambda': 2.238844651912016}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:40,814] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.05030266165419288, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9729361686339454, 'colsample_bytree': 0.9978772585634489, 'gamma': 0.5598290611855634, 'reg_alpha': 0.05246546785442988, 'reg_lambda': 1.4331957706514904}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:40,918] Trial 48 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 24, 'learning_rate': 0.1192516117174748, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6704309910272901, 'colsample_bytree': 0.6200308920170017, 'gamma': 3.8083972589429873, 'reg_alpha': 0.10576810832817463, 'reg_lambda': 1.6657402908873071}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:41,181] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.05439392619199016, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.613859648724082, 'colsample_bytree': 0.9034664921505967, 'gamma': 0.20380410389766862, 'reg_alpha': 0.16851556912032528, 'reg_lambda': 2.0388895549183066}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:41,476] Trial 50 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 116, 'learning_rate': 0.08751581953415782, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6465072338408027, 'colsample_bytree': 0.7011635480671756, 'gamma': 1.543446068494098, 'reg_alpha': 0.028740382195018038, 'reg_lambda': 0.9849141980009288}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:41,657] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.13371482232145893, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6155534101201917, 'colsample_bytree': 0.7657000034965655, 'gamma': 0.7545611935964396, 'reg_alpha': 0.2531117620510963, 'reg_lambda': 0.5028076682878457}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:42,181] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 172, 'learning_rate': 0.013639220820662145, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6032220705263667, 'colsample_bytree': 0.6667354677076258, 'gamma': 0.6960294300662719, 'reg_alpha': 0.09468546887433382, 'reg_lambda': 2.702262530608782}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:42,314] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.07138338648942794, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.6317826299537228, 'colsample_bytree': 0.7530005408280175, 'gamma': 0.1298476035217394, 'reg_alpha': 0.3160652028675627, 'reg_lambda': 2.3027798372575385}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:42,584] Trial 54 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 74, 'learning_rate': 0.10587724974884649, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6005608076248888, 'colsample_bytree': 0.7783059336930158, 'gamma': 0.46923124857588033, 'reg_alpha': 0.13174573863092714, 'reg_lambda': 2.488764647024211}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:42,716] Trial 55 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 33, 'learning_rate': 0.10714468085215523, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6619368545210949, 'colsample_bytree': 0.8338202776783724, 'gamma': 0.4429048337752635, 'reg_alpha': 0.1439109419079518, 'reg_lambda': 2.406652625425591}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:42,879] Trial 56 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.06309522542243663, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.619861453389033, 'colsample_bytree': 0.7753948396213652, 'gamma': 1.2594623834750567, 'reg_alpha': 0.07186243176006768, 'reg_lambda': 2.525402022030119}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:43,164] Trial 57 finished with value: 0.761904761904762 and parameters: {'n_estimators': 128, 'learning_rate': 0.07692006941409332, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6816899557036564, 'colsample_bytree': 0.8023288423648425, 'gamma': 0.02009355790176759, 'reg_alpha': 0.13057056653590543, 'reg_lambda': 2.183401292443183}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:43,420] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.04028813045211394, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6861592158752488, 'colsample_bytree': 0.9532940932779627, 'gamma': 0.06776406373799349, 'reg_alpha': 0.01921868706478353, 'reg_lambda': 1.9058714660044922}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:43,645] Trial 59 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 161, 'learning_rate': 0.07680505350159014, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7715696001446541, 'colsample_bytree': 0.8568782609964593, 'gamma': 0.003162464842481765, 'reg_alpha': 0.21976095331947038, 'reg_lambda': 2.2208348384778023}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:43,877] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 198, 'learning_rate': 0.05637860169641533, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7016264575317921, 'colsample_bytree': 0.843493774113805, 'gamma': 2.2547023915667403, 'reg_alpha': 0.1784429345961468, 'reg_lambda': 1.7507392611703647}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:44,141] Trial 61 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 76, 'learning_rate': 0.09168386924881737, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6397265472227593, 'colsample_bytree': 0.8007466632335355, 'gamma': 0.3751096642819495, 'reg_alpha': 0.12984727882311953, 'reg_lambda': 2.3813041458767295}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:44,330] Trial 62 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.1695122776146089, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6009423381386273, 'colsample_bytree': 0.8193552730235804, 'gamma': 0.5119563556621538, 'reg_alpha': 0.06755012009720121, 'reg_lambda': 1.9960934194406998}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:44,508] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 107, 'learning_rate': 0.11313826740092234, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6273285160826626, 'colsample_bytree': 0.8082490511643814, 'gamma': 0.22849141763627936, 'reg_alpha': 0.1168601695280762, 'reg_lambda': 2.1036733385266206}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:44,902] Trial 64 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 153, 'learning_rate': 0.10110593512051425, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6591462956426754, 'colsample_bytree': 0.7821610266288294, 'gamma': 0.8724704973153846, 'reg_alpha': 0.23218716822017554, 'reg_lambda': 2.5957886842183}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:45,039] Trial 65 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.08307034245372996, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6470895036730956, 'colsample_bytree': 0.7279015698256792, 'gamma': 2.810689482640976, 'reg_alpha': 0.005042717364426686, 'reg_lambda': 0.64273218192943}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:45,337] Trial 66 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 168, 'learning_rate': 0.13378009061511553, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6124840067959644, 'colsample_bytree': 0.7503246551032027, 'gamma': 1.0722384497051414, 'reg_alpha': 0.07884454824568994, 'reg_lambda': 2.4853877639148236}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:45,515] Trial 67 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 126, 'learning_rate': 0.07252690769969841, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8142089283273163, 'colsample_bytree': 0.7880321524352505, 'gamma': 0.526495252309593, 'reg_alpha': 0.03805614971048371, 'reg_lambda': 2.288987847450278}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:45,703] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 136, 'learning_rate': 0.051407979633088165, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6829665133168746, 'colsample_bytree': 0.653860759922033, 'gamma': 0.20164230580727585, 'reg_alpha': 0.1528719723241979, 'reg_lambda': 1.8221691093808223}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:45,964] Trial 69 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 148, 'learning_rate': 0.06065564796243941, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6283394086844187, 'colsample_bytree': 0.7070196861659971, 'gamma': 0.8114212823185228, 'reg_alpha': 0.18121465655230712, 'reg_lambda': 0.7895110754487913}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:46,162] Trial 70 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 178, 'learning_rate': 0.09173956102522801, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6154296562826462, 'colsample_bytree': 0.8261759417625267, 'gamma': 0.6196576594064948, 'reg_alpha': 0.28932268537291983, 'reg_lambda': 2.7381595903260942}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:46,419] Trial 71 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 166, 'learning_rate': 0.1435544826116971, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6169038197081624, 'colsample_bytree': 0.7515413622361233, 'gamma': 0.943124497349298, 'reg_alpha': 0.08568751785002926, 'reg_lambda': 2.4641877479829546}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:46,612] Trial 72 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 190, 'learning_rate': 0.12818690972049293, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6101118720436303, 'colsample_bytree': 0.746745103878618, 'gamma': 1.1008563350179086, 'reg_alpha': 0.05797707249146849, 'reg_lambda': 2.555761814036183}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:46,964] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 172, 'learning_rate': 0.09906660802422051, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6362321012716481, 'colsample_bytree': 0.7976829614662325, 'gamma': 0.40090093912612024, 'reg_alpha': 0.11439684549950975, 'reg_lambda': 2.3956593373101285}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:47,158] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.16417787786019983, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6011530822557565, 'colsample_bytree': 0.7751714565100091, 'gamma': 0.6400636032515558, 'reg_alpha': 0.08567765538217036, 'reg_lambda': 2.159916598327058}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:47,411] Trial 75 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 185, 'learning_rate': 0.1365822875792798, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6453822561643218, 'colsample_bytree': 0.7588224136799716, 'gamma': 0.31288395527417645, 'reg_alpha': 0.03166462904166381, 'reg_lambda': 2.343971157237233}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:47,664] Trial 76 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 56, 'learning_rate': 0.1167165225650469, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6641697435470626, 'colsample_bytree': 0.6877133755541457, 'gamma': 0.13420510893603382, 'reg_alpha': 0.14031455487492633, 'reg_lambda': 2.4600448687451704}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:47,837] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 157, 'learning_rate': 0.20129963407325438, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6261095004495962, 'colsample_bytree': 0.8132571747498694, 'gamma': 1.4191032739161737, 'reg_alpha': 0.2429612076563037, 'reg_lambda': 2.88710782554131}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:48,144] Trial 78 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 167, 'learning_rate': 0.06875436691508666, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6106766557301354, 'colsample_bytree': 0.6211764396733184, 'gamma': 1.0616679831949158, 'reg_alpha': 0.19718399469424017, 'reg_lambda': 2.0735295522776642}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:48,370] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.06451033700606093, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7356208967739704, 'colsample_bytree': 0.6155406237323799, 'gamma': 0.3939582918014991, 'reg_alpha': 0.2960451242534207, 'reg_lambda': 1.9353387172540306}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:48,644] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 138, 'learning_rate': 0.0747030811476412, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.711567820796128, 'colsample_bytree': 0.6306005865437012, 'gamma': 0.7165648519566845, 'reg_alpha': 0.20023164623409254, 'reg_lambda': 2.078703181523382}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:48,855] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 169, 'learning_rate': 0.1029396356684566, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6116041935459954, 'colsample_bytree': 0.6143479831787613, 'gamma': 1.033756242833114, 'reg_alpha': 0.1602934141810212, 'reg_lambda': 1.5786602378869907}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:49,063] Trial 82 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 175, 'learning_rate': 0.04533912723573467, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6360371512425836, 'colsample_bytree': 0.6494564038556985, 'gamma': 1.2410627292499372, 'reg_alpha': 0.06516063231939906, 'reg_lambda': 2.234136885655918}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:49,345] Trial 83 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 145, 'learning_rate': 0.08202768669299708, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6109025776342188, 'colsample_bytree': 0.6339650231377988, 'gamma': 0.5486033348589651, 'reg_alpha': 0.8877156530175506, 'reg_lambda': 2.6196797934508598}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:49,539] Trial 84 finished with value: 0.755952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.08450579307007554, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6498799073391516, 'colsample_bytree': 0.600170412260621, 'gamma': 2.5990458281539803, 'reg_alpha': 0.20117493561882555, 'reg_lambda': 0.8513223411039051}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:49,793] Trial 85 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 160, 'learning_rate': 0.08550364195117478, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6774094920496184, 'colsample_bytree': 0.6291707706848108, 'gamma': 2.6420365420004894, 'reg_alpha': 0.34487386288864375, 'reg_lambda': 0.6956280597643553}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:50,032] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 152, 'learning_rate': 0.06921562593765437, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6497744022168449, 'colsample_bytree': 0.6014344173553268, 'gamma': 2.9540342226598244, 'reg_alpha': 0.21407071127497113, 'reg_lambda': 0.9325788975465238}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:50,289] Trial 87 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 186, 'learning_rate': 0.056484793801017744, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6245031759148734, 'colsample_bytree': 0.611341188564811, 'gamma': 1.9686364067074682, 'reg_alpha': 0.19439287210008172, 'reg_lambda': 0.5882360340799497}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:50,488] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.06107351263408795, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6366622894959024, 'colsample_bytree': 0.6002552608439697, 'gamma': 3.0202061887871947, 'reg_alpha': 0.2495030740621783, 'reg_lambda': 1.0932848842471448}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:50,659] Trial 89 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 165, 'learning_rate': 0.07905006039348127, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6572656477364117, 'colsample_bytree': 0.6744560941211997, 'gamma': 2.579898460482965, 'reg_alpha': 0.5893009060729152, 'reg_lambda': 0.7818129231994401}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:50,989] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 226, 'learning_rate': 0.09523651065368631, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.6210217973095067, 'colsample_bytree': 0.8713456386847307, 'gamma': 2.4246337664090145, 'reg_alpha': 0.12882502415166108, 'reg_lambda': 0.9012319266561069}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:51,189] Trial 91 finished with value: 0.755952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.12491475022201827, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6109628813331626, 'colsample_bytree': 0.6090079075516832, 'gamma': 0.7745095676522232, 'reg_alpha': 0.08652780866732987, 'reg_lambda': 2.5360578786883474}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:51,399] Trial 92 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 176, 'learning_rate': 0.11903049164521111, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6084568515572489, 'colsample_bytree': 0.6199464520638291, 'gamma': 2.165700671921022, 'reg_alpha': 0.10203420038285953, 'reg_lambda': 2.717161464490768}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:51,689] Trial 93 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 149, 'learning_rate': 0.10819246437548666, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6013749816052768, 'colsample_bytree': 0.611373232078829, 'gamma': 0.8295678870855379, 'reg_alpha': 0.02773000924967789, 'reg_lambda': 0.8421019162647259}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:51,883] Trial 94 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 150, 'learning_rate': 0.06741820434009274, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6292547015043018, 'colsample_bytree': 0.6109384580014771, 'gamma': 0.8027732342149281, 'reg_alpha': 0.017289741269728525, 'reg_lambda': 0.8378926651081104}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:52,197] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 146, 'learning_rate': 0.0679272793959028, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6672186634357328, 'colsample_bytree': 0.6095962773254703, 'gamma': 0.9178584076775911, 'reg_alpha': 0.018366675613354255, 'reg_lambda': 0.8644604347392867}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:52,385] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.053222116844827416, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6435048185475004, 'colsample_bytree': 0.6251767662430648, 'gamma': 0.7963572261645342, 'reg_alpha': 0.04183892039277738, 'reg_lambda': 0.7388603164924922}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:52,655] Trial 97 finished with value: 0.738095238095238 and parameters: {'n_estimators': 133, 'learning_rate': 0.047049319761943674, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6301433931554546, 'colsample_bytree': 0.6605959281329992, 'gamma': 0.10980180474739606, 'reg_alpha': 0.011947431346755077, 'reg_lambda': 1.2096119446338696}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:52,874] Trial 98 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 161, 'learning_rate': 0.08680286262978047, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6219248173935741, 'colsample_bytree': 0.6419558672596688, 'gamma': 1.7606099874439813, 'reg_alpha': 0.051287037622769725, 'reg_lambda': 0.8288105327163209}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:53,222] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.07567828420054844, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6342202595771713, 'colsample_bytree': 0.6068247295195078, 'gamma': 1.1718875121587495, 'reg_alpha': 0.033979683665858726, 'reg_lambda': 0.6419834789291043}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:53,461] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.05939527645447639, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.6529937494500039, 'colsample_bytree': 0.6359506584601746, 'gamma': 3.3670729925394394, 'reg_alpha': 0.16673948974910602, 'reg_lambda': 0.6962094471419541}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:53,773] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 183, 'learning_rate': 0.04073905586929398, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6189519708691174, 'colsample_bytree': 0.6191657805901579, 'gamma': 0.7971258985386221, 'reg_alpha': 0.09689678559049632, 'reg_lambda': 0.9515090160849382}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:53,958] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 152, 'learning_rate': 0.10993140548596989, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6073252054194611, 'colsample_bytree': 0.6498081227191561, 'gamma': 0.6426844961441129, 'reg_alpha': 0.737968174364267, 'reg_lambda': 1.0606744477877816}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:54,285] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.0904991580458372, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6411971034830548, 'colsample_bytree': 0.6232201192277804, 'gamma': 0.22770254204488172, 'reg_alpha': 0.0052784519228754045, 'reg_lambda': 0.7818936485002883}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:54,484] Trial 104 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 156, 'learning_rate': 0.06878206482860033, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.607461651649226, 'colsample_bytree': 0.6102437251590627, 'gamma': 0.9232638688125889, 'reg_alpha': 0.06500964706885654, 'reg_lambda': 0.5442162588792762}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:54,647] Trial 105 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.06553390172795678, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6303071186797646, 'colsample_bytree': 0.60792299913548, 'gamma': 1.296513057402374, 'reg_alpha': 0.06253562027746795, 'reg_lambda': 0.5644147849104054}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:54,923] Trial 106 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.07280488919780391, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7564547254900942, 'colsample_bytree': 0.9163045316958829, 'gamma': 0.9634274801876117, 'reg_alpha': 0.028379220436278742, 'reg_lambda': 0.5131105820030176}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:55,100] Trial 107 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 169, 'learning_rate': 0.09590693237775905, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8791539363419593, 'colsample_bytree': 0.6294466940407198, 'gamma': 1.097455985023919, 'reg_alpha': 0.07776246668652612, 'reg_lambda': 0.6017604873950451}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:55,367] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 147, 'learning_rate': 0.08351817459499111, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6131286198696221, 'colsample_bytree': 0.6413566672776098, 'gamma': 0.29292040390791796, 'reg_alpha': 0.4737130264829773, 'reg_lambda': 0.6647442606051588}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:55,555] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 159, 'learning_rate': 0.050098387321878095, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6534006956229967, 'colsample_bytree': 0.6011429725990803, 'gamma': 0.45764090627723986, 'reg_alpha': 0.0017655923524866387, 'reg_lambda': 2.548369546365053}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:55,844] Trial 110 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 155, 'learning_rate': 0.07790231621371714, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6224101757495094, 'colsample_bytree': 0.6127262870818663, 'gamma': 0.006640884254414975, 'reg_alpha': 0.1280771314693621, 'reg_lambda': 0.7395952788699497}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:56,049] Trial 111 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 174, 'learning_rate': 0.12171375856038374, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6012413034538734, 'colsample_bytree': 0.6224017181665832, 'gamma': 0.8651021306422233, 'reg_alpha': 0.10014135309200047, 'reg_lambda': 1.9750716156276273}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:56,345] Trial 112 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 163, 'learning_rate': 0.07007782483009312, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6070476299557273, 'colsample_bytree': 0.6090427044096244, 'gamma': 0.7569899463823175, 'reg_alpha': 0.18396851116605964, 'reg_lambda': 0.5524339261384108}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:56,582] Trial 113 finished with value: 0.744047619047619 and parameters: {'n_estimators': 163, 'learning_rate': 0.06703016003782915, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6088850263301523, 'colsample_bytree': 0.6062263831612235, 'gamma': 0.599840660825647, 'reg_alpha': 0.18961290440548978, 'reg_lambda': 0.5748576347456751}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:56,863] Trial 114 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 149, 'learning_rate': 0.07053938738793662, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.60010523699717, 'colsample_bytree': 0.6582453789945923, 'gamma': 0.7464718399848683, 'reg_alpha': 0.15266875368117702, 'reg_lambda': 0.836458907262202}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:57,076] Trial 115 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.05747499493004789, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9467548150839173, 'colsample_bytree': 0.6151200380555091, 'gamma': 0.9565775673909273, 'reg_alpha': 0.06123750198181756, 'reg_lambda': 0.5274549199884926}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:57,340] Trial 116 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.057613123808284865, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8461507860027966, 'colsample_bytree': 0.6153966453266018, 'gamma': 1.6383477400102802, 'reg_alpha': 0.055891938543885133, 'reg_lambda': 0.6177665062230606}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:57,532] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.06166530068894609, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9793975305956321, 'colsample_bytree': 0.634436769960799, 'gamma': 0.9716562504308542, 'reg_alpha': 0.027534811227803633, 'reg_lambda': 0.5604512502183965}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:57,745] Trial 118 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.029045559427330104, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9345681100328992, 'colsample_bytree': 0.6458791879523125, 'gamma': 1.4274551674279092, 'reg_alpha': 0.08178540364394114, 'reg_lambda': 0.6844172305691485}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:58,065] Trial 119 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 143, 'learning_rate': 0.042644277941863096, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8161101167500051, 'colsample_bytree': 0.626267064431495, 'gamma': 4.421675303078011, 'reg_alpha': 0.04975269177474438, 'reg_lambda': 0.5205721936842208}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:58,251] Trial 120 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 135, 'learning_rate': 0.0355739872416538, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9152084970476742, 'colsample_bytree': 0.6097175791902797, 'gamma': 1.3241579841739546, 'reg_alpha': 0.12537403726643404, 'reg_lambda': 0.7361599881750926}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:58,542] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 197, 'learning_rate': 0.07716871486650938, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6184263526454646, 'colsample_bytree': 0.6005503406569418, 'gamma': 1.1578294978581039, 'reg_alpha': 0.26568725161150397, 'reg_lambda': 0.5071031077203737}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:58,794] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.05290078063908248, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6173874064279734, 'colsample_bytree': 0.6173595250974253, 'gamma': 1.1310165231668434, 'reg_alpha': 0.26974180301312417, 'reg_lambda': 0.5017909179690325}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:58,979] Trial 123 finished with value: 0.738095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.07617784000722698, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6281916943873457, 'colsample_bytree': 0.6020078989321338, 'gamma': 0.8900666618804023, 'reg_alpha': 0.37133847141495036, 'reg_lambda': 0.6044058309549629}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:59,284] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.0677034420073671, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9511368537172016, 'colsample_bytree': 0.6350063294962511, 'gamma': 1.0178478306154095, 'reg_alpha': 0.2384183823928324, 'reg_lambda': 0.5537182696297437}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:59,476] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.058956656067671004, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6413638147000841, 'colsample_bytree': 0.6246990537082242, 'gamma': 1.2095990498532068, 'reg_alpha': 0.06878179775120294, 'reg_lambda': 1.362963410388191}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:59,775] Trial 126 finished with value: 0.744047619047619 and parameters: {'n_estimators': 181, 'learning_rate': 0.06381628996229825, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6128810465826835, 'colsample_bytree': 0.611371043504649, 'gamma': 0.48817865546697314, 'reg_alpha': 0.22311042666953482, 'reg_lambda': 0.665593941350692}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:00,002] Trial 127 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 174, 'learning_rate': 0.07235374102719391, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6333700687556014, 'colsample_bytree': 0.6006017424753443, 'gamma': 0.3468967637313405, 'reg_alpha': 0.2977695832268694, 'reg_lambda': 0.7523861719775462}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:00,366] Trial 128 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 172, 'learning_rate': 0.07138546763409717, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8650924374027105, 'colsample_bytree': 0.6009825371105132, 'gamma': 0.31396336593832475, 'reg_alpha': 0.1655518477480299, 'reg_lambda': 0.8123556176150319}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:00,599] Trial 129 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.08148491150512267, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.6307500758023602, 'colsample_bytree': 0.6172867194357557, 'gamma': 0.13461204921152703, 'reg_alpha': 0.31251505800373913, 'reg_lambda': 0.7615327917146788}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:00,968] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.04947452769524696, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6754749864854362, 'colsample_bytree': 0.6084106357178425, 'gamma': 0.5595092580955657, 'reg_alpha': 0.02457608719592221, 'reg_lambda': 0.639685621836577}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:01,159] Trial 131 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 161, 'learning_rate': 0.08804899231205784, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7834010046120061, 'colsample_bytree': 0.6007344820607706, 'gamma': 0.6954439612939443, 'reg_alpha': 0.26677525885470615, 'reg_lambda': 0.9998566128369198}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:01,361] Trial 132 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.05493773929505453, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6227459257677214, 'colsample_bytree': 0.626085579771173, 'gamma': 0.815913569147733, 'reg_alpha': 0.2032292722663441, 'reg_lambda': 0.7333939923477089}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:01,630] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 192, 'learning_rate': 0.07855511617862447, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6344545950650334, 'colsample_bytree': 0.6193978163959422, 'gamma': 0.44010916787430293, 'reg_alpha': 0.29313167379939875, 'reg_lambda': 0.8776963987832928}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:01,865] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 154, 'learning_rate': 0.06315755107099796, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6102382404879066, 'colsample_bytree': 0.6386860223756622, 'gamma': 0.33878709561190723, 'reg_alpha': 0.2562221232989488, 'reg_lambda': 0.705221671926616}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:02,128] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.06411127588042383, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6087786135042298, 'colsample_bytree': 0.6356538777865243, 'gamma': 0.20325707983020128, 'reg_alpha': 6.506754520004682e-05, 'reg_lambda': 0.5619204539163974}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:02,289] Trial 136 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.07354093911651624, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.6137908363640556, 'colsample_bytree': 0.6128678579253837, 'gamma': 0.3416422946531973, 'reg_alpha': 0.34386269819463366, 'reg_lambda': 0.6880285697868396}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:02,540] Trial 137 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 114, 'learning_rate': 0.05721252411261494, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6438245220098264, 'colsample_bytree': 0.6286378525541164, 'gamma': 2.6686160779791392, 'reg_alpha': 0.04190754077860412, 'reg_lambda': 0.5014162656820289}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:02,733] Trial 138 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 145, 'learning_rate': 0.061108329430154054, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6611082578578368, 'colsample_bytree': 0.6447310294465647, 'gamma': 0.06186527350480479, 'reg_alpha': 0.25623273729564583, 'reg_lambda': 0.6227468492546773}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:03,085] Trial 139 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 170, 'learning_rate': 0.06862875140642133, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6237261619901713, 'colsample_bytree': 0.6124249646582437, 'gamma': 0.2415936314871735, 'reg_alpha': 0.1465554028894204, 'reg_lambda': 0.803089738673262}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:03,298] Trial 140 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.07039424087951086, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9964198015678986, 'colsample_bytree': 0.6650202966337175, 'gamma': 0.6212338052399331, 'reg_alpha': 0.1461961726911747, 'reg_lambda': 0.9529287814901374}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:03,507] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 163, 'learning_rate': 0.06582167807014518, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6229607982654296, 'colsample_bytree': 0.600133393235197, 'gamma': 0.2136262395355372, 'reg_alpha': 0.18366692926657963, 'reg_lambda': 0.8224351107229566}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:03,874] Trial 142 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 168, 'learning_rate': 0.06604356001463556, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6222057141720951, 'colsample_bytree': 0.6093569290173461, 'gamma': 0.16523537216286752, 'reg_alpha': 0.9968201922976567, 'reg_lambda': 0.8373783257343599}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:04,131] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.06819115647897185, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6266539715968424, 'colsample_bytree': 0.6176090874330038, 'gamma': 0.21980360288774453, 'reg_alpha': 0.9326569014107242, 'reg_lambda': 0.8479712981738374}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:04,345] Trial 144 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 162, 'learning_rate': 0.06478385369427012, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.622990339276379, 'colsample_bytree': 0.6061473835709977, 'gamma': 0.35673304339587253, 'reg_alpha': 0.7441342866012215, 'reg_lambda': 0.8939606142027292}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:04,647] Trial 145 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.06262909042319273, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6000629514285071, 'colsample_bytree': 0.6223667880965844, 'gamma': 0.3856887817372554, 'reg_alpha': 0.811851004445558, 'reg_lambda': 0.8938131680834016}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:04,883] Trial 146 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.010204585874087102, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6184163388189206, 'colsample_bytree': 0.6081490045235108, 'gamma': 0.1392747714709131, 'reg_alpha': 0.8594143221869139, 'reg_lambda': 0.8018803000263366}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:05,117] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.05355466741778641, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6203335352015455, 'colsample_bytree': 0.6373241507046976, 'gamma': 0.3029083041253915, 'reg_alpha': 0.5664546299681236, 'reg_lambda': 0.7148876362916068}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:05,388] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 248, 'learning_rate': 0.0657874675645198, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6358167138546228, 'colsample_bytree': 0.6287793939778737, 'gamma': 0.022618853266850536, 'reg_alpha': 0.7622066801155096, 'reg_lambda': 0.9370238941233543}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:05,620] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 160, 'learning_rate': 0.07459804869821063, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6082308800545969, 'colsample_bytree': 0.612023240324529, 'gamma': 0.14404185164363792, 'reg_alpha': 0.7006887294123549, 'reg_lambda': 0.7835081461045443}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:05,919] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.06065567970472595, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6264272297409337, 'colsample_bytree': 0.6193571385867349, 'gamma': 0.4016601665080483, 'reg_alpha': 0.64981632503687, 'reg_lambda': 1.0662608647460718}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:06,122] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 163, 'learning_rate': 0.08241374889024176, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6173655668269932, 'colsample_bytree': 0.6005417579899482, 'gamma': 0.24311174686637982, 'reg_alpha': 0.2205200826833051, 'reg_lambda': 0.8622626551829926}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:06,313] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.07798075808266573, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6164048382640523, 'colsample_bytree': 0.6056357181129026, 'gamma': 0.2344226567257131, 'reg_alpha': 0.9615067278737363, 'reg_lambda': 0.9976491266875768}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:06,544] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 155, 'learning_rate': 0.06990846331312574, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6067233203356678, 'colsample_bytree': 0.6149625819693028, 'gamma': 0.4834980211359803, 'reg_alpha': 0.184847567928088, 'reg_lambda': 0.8855632975611755}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:06,760] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.06540823165500624, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6243451526144078, 'colsample_bytree': 0.6016167761630119, 'gamma': 0.10514875464238793, 'reg_alpha': 0.22082367139633063, 'reg_lambda': 0.750769352055226}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:07,055] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.05739861843024033, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6356548512024032, 'colsample_bytree': 0.6002231911686524, 'gamma': 0.326611293796628, 'reg_alpha': 0.9191776133607044, 'reg_lambda': 0.7946971669189655}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:07,379] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.08142782767517355, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6151138919947173, 'colsample_bytree': 0.6250036089707061, 'gamma': 0.2138162413729884, 'reg_alpha': 0.9808162290117277, 'reg_lambda': 0.6699238536873003}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:07,594] Trial 157 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.06886107909901755, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6096797363116278, 'colsample_bytree': 0.6147398755961739, 'gamma': 0.04828357760206614, 'reg_alpha': 0.16800982693822986, 'reg_lambda': 0.8426066967395617}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:07,891] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 149, 'learning_rate': 0.07423038016285198, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6018401977503633, 'colsample_bytree': 0.632388017569999, 'gamma': 0.525042929175502, 'reg_alpha': 0.2274168153401728, 'reg_lambda': 0.901509940267953}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:08,082] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 130, 'learning_rate': 0.01723061703086888, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6300868439172777, 'colsample_bytree': 0.6090679537289527, 'gamma': 0.001481567884240309, 'reg_alpha': 0.2823684505185546, 'reg_lambda': 2.160743764652203}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:08,380] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.06281238616585756, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6193195147359436, 'colsample_bytree': 0.6964279065430293, 'gamma': 0.3636381472380029, 'reg_alpha': 0.4448191247127562, 'reg_lambda': 0.6091253706473216}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:08,580] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 162, 'learning_rate': 0.0850079292992774, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6481040598687249, 'colsample_bytree': 0.6084448386332242, 'gamma': 0.2692118297278422, 'reg_alpha': 0.20708559222323475, 'reg_lambda': 0.849633414404606}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:08,791] Trial 162 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 163, 'learning_rate': 0.08469061364485354, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.624967059216322, 'colsample_bytree': 0.607776165218323, 'gamma': 0.26801570734377067, 'reg_alpha': 0.24891481419369815, 'reg_lambda': 0.7071464648989887}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:09,141] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.07449831811769206, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.638195539823753, 'colsample_bytree': 0.621375801431018, 'gamma': 0.1686918760941561, 'reg_alpha': 0.24638423802260492, 'reg_lambda': 0.6964788062490845}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:09,358] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.07443852726242917, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6387257411977073, 'colsample_bytree': 0.6218556778593948, 'gamma': 0.13425434389002816, 'reg_alpha': 0.25448089373158617, 'reg_lambda': 0.7214828417209753}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:09,656] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 154, 'learning_rate': 0.06635412071952584, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6283905585491734, 'colsample_bytree': 0.6169903930025091, 'gamma': 0.4562144368578218, 'reg_alpha': 0.31596958168371936, 'reg_lambda': 0.6602576217523074}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:09,969] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 169, 'learning_rate': 0.06023023173377973, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6068450112866738, 'colsample_bytree': 0.6752863539879963, 'gamma': 0.5663587104744778, 'reg_alpha': 0.24688512996099035, 'reg_lambda': 0.58574080185906}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:10,159] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.0713465024383634, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.642092014061695, 'colsample_bytree': 0.6390217958441581, 'gamma': 1.0533862151697193, 'reg_alpha': 0.2970824707078741, 'reg_lambda': 0.7590960887357989}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:10,495] Trial 168 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.09487494512421947, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6227404786790921, 'colsample_bytree': 0.6302022468874308, 'gamma': 0.37507520618060297, 'reg_alpha': 0.5184016184716418, 'reg_lambda': 0.5363396535589293}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:10,665] Trial 169 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 120, 'learning_rate': 0.0758695191262776, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6328352270244566, 'colsample_bytree': 0.6481524488490348, 'gamma': 0.891872367358501, 'reg_alpha': 0.998851696470478, 'reg_lambda': 0.6792048886897268}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:10,991] Trial 170 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.054739312687664715, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6124259689326866, 'colsample_bytree': 0.6089077377356878, 'gamma': 0.6489109109455082, 'reg_alpha': 0.1826443471249979, 'reg_lambda': 0.7149370426122159}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:11,232] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.08198533580206616, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6000735839882256, 'colsample_bytree': 0.6013247784055967, 'gamma': 0.2258157107806643, 'reg_alpha': 0.21645346326093673, 'reg_lambda': 0.8190863824869307}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:11,434] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 173, 'learning_rate': 0.08010830969732932, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6175297312448642, 'colsample_bytree': 0.614381051220265, 'gamma': 0.14604237611441567, 'reg_alpha': 0.23276869956863352, 'reg_lambda': 0.7830307504540848}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:11,774] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.06610342179079863, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6240505815807373, 'colsample_bytree': 0.6196849767266592, 'gamma': 0.22443609983157553, 'reg_alpha': 0.2799414665045135, 'reg_lambda': 0.9305408369056364}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:11,963] Trial 174 finished with value: 0.755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.07052668569135419, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6097225158441067, 'colsample_bytree': 0.6001926267144051, 'gamma': 0.2910854726356917, 'reg_alpha': 0.19969979357080342, 'reg_lambda': 0.6075600822324547}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:12,249] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.09001396416485571, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6161347075977588, 'colsample_bytree': 0.6245984883067697, 'gamma': 0.08718979199519222, 'reg_alpha': 0.2570277770007551, 'reg_lambda': 2.0423648870930453}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:12,454] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 183, 'learning_rate': 0.05939348183579223, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6339984226685786, 'colsample_bytree': 0.6083048916367679, 'gamma': 0.969092772082923, 'reg_alpha': 0.8360767078539142, 'reg_lambda': 1.6980910869113464}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:12,746] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 146, 'learning_rate': 0.0774520152228756, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6236846557791152, 'colsample_bytree': 0.6141458738531332, 'gamma': 0.4315109732209041, 'reg_alpha': 0.1390580645167004, 'reg_lambda': 1.506754011188927}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:12,960] Trial 178 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.10092730464708563, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6064463646390725, 'colsample_bytree': 0.629714911671429, 'gamma': 0.32225921826841203, 'reg_alpha': 0.16603517336000148, 'reg_lambda': 0.5441711592556088}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:13,284] Trial 179 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 158, 'learning_rate': 0.06396927132962302, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6463844632911975, 'colsample_bytree': 0.6000832332982351, 'gamma': 0.7349840932321651, 'reg_alpha': 0.11578599398029117, 'reg_lambda': 0.6568712932655575}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:13,549] Trial 180 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 170, 'learning_rate': 0.06325991179417984, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6516955680135902, 'colsample_bytree': 0.6089618241055105, 'gamma': 0.797374170885042, 'reg_alpha': 0.09446768588525736, 'reg_lambda': 0.6608900952423982}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:13,806] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.06253998082873545, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6532422025812179, 'colsample_bytree': 0.6090791109340988, 'gamma': 0.7466236498777417, 'reg_alpha': 0.11630086079645192, 'reg_lambda': 0.6667978254159433}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:14,036] Trial 182 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.06692035445003777, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6464732294104396, 'colsample_bytree': 0.6225052503336553, 'gamma': 0.8391358655101279, 'reg_alpha': 0.10803168334167368, 'reg_lambda': 0.6300459257873405}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:14,320] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.058663486163957314, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6606296021841674, 'colsample_bytree': 0.6088949782316984, 'gamma': 1.1467222382565556, 'reg_alpha': 0.08956182872458182, 'reg_lambda': 0.7117136360935463}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:14,625] Trial 184 finished with value: 0.738095238095238 and parameters: {'n_estimators': 169, 'learning_rate': 0.0717685887233637, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6397178896617913, 'colsample_bytree': 0.6169697930980613, 'gamma': 0.9122423977821775, 'reg_alpha': 0.1429958100348605, 'reg_lambda': 0.5821366485528238}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:14,961] Trial 185 finished with value: 0.738095238095238 and parameters: {'n_estimators': 176, 'learning_rate': 0.05168941769672394, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8261554235304618, 'colsample_bytree': 0.717825826893625, 'gamma': 0.6190074352779329, 'reg_alpha': 0.04224376230195399, 'reg_lambda': 0.6325560239249222}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:15,166] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 167, 'learning_rate': 0.06369190730250163, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6296884058934421, 'colsample_bytree': 0.6075430696076545, 'gamma': 0.7667540636901647, 'reg_alpha': 0.06619651328397223, 'reg_lambda': 0.7500131296614038}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:15,467] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 151, 'learning_rate': 0.056916030864666366, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6407252222803571, 'colsample_bytree': 0.623522349353978, 'gamma': 0.9659350434588185, 'reg_alpha': 0.11862455759904955, 'reg_lambda': 0.5062219601993506}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:15,745] Trial 188 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 159, 'learning_rate': 0.068657566090448, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6530641227985269, 'colsample_bytree': 0.7978152437321895, 'gamma': 1.0404392867412517, 'reg_alpha': 0.023814742955604016, 'reg_lambda': 0.6949110926908143}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:16,143] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.07044686329774667, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6488112885132159, 'colsample_bytree': 0.8016682590171972, 'gamma': 1.0390891758494, 'reg_alpha': 0.02106871531423128, 'reg_lambda': 0.5587145723785474}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:16,322] Trial 190 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 157, 'learning_rate': 0.07448982646258007, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6568294225583149, 'colsample_bytree': 0.7934383416031198, 'gamma': 1.0800745550749764, 'reg_alpha': 0.05313010422746221, 'reg_lambda': 0.679865868065335}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:16,514] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 162, 'learning_rate': 0.06584228521148917, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6300791503875743, 'colsample_bytree': 0.6142656899316815, 'gamma': 0.8713167285194215, 'reg_alpha': 0.02135293643748797, 'reg_lambda': 0.8046008229899331}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:16,703] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 160, 'learning_rate': 0.06308392465198887, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6664441805958263, 'colsample_bytree': 0.6139389771224748, 'gamma': 0.8514804613213409, 'reg_alpha': 0.019824047268506027, 'reg_lambda': 0.767094414484584}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:17,004] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 170, 'learning_rate': 0.06817954416621144, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6330006536979566, 'colsample_bytree': 0.6332381936233966, 'gamma': 0.6723393563379448, 'reg_alpha': 0.07015044206949737, 'reg_lambda': 0.7109778384230795}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:17,195] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 153, 'learning_rate': 0.07669467521777583, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8981551028798174, 'colsample_bytree': 0.8108078664292352, 'gamma': 1.189912561638907, 'reg_alpha': 0.04023043483508978, 'reg_lambda': 0.6412635173642864}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:17,481] Trial 195 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.05986423332915191, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6454473667819114, 'colsample_bytree': 0.6185267621895365, 'gamma': 0.9461964895381373, 'reg_alpha': 0.0005636102242488478, 'reg_lambda': 0.7943757299689688}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:17,667] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.07127582127917863, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6895191617914899, 'colsample_bytree': 0.6081606458863311, 'gamma': 0.772813387392809, 'reg_alpha': 0.09193520133373742, 'reg_lambda': 0.5885859574143423}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:17,960] Trial 197 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 148, 'learning_rate': 0.06461330969300595, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7288522865962088, 'colsample_bytree': 0.6274911316143054, 'gamma': 0.8563718000151839, 'reg_alpha': 0.02423984193827481, 'reg_lambda': 2.202754364579285}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:18,286] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.06862431140459592, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6145190548662322, 'colsample_bytree': 0.7303315079646298, 'gamma': 1.034157654188234, 'reg_alpha': 0.04956202031170481, 'reg_lambda': 2.2840485535698143}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:18,583] Trial 199 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 174, 'learning_rate': 0.05523635691311556, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6282698275525934, 'colsample_bytree': 0.6398263374453989, 'gamma': 4.876566933233834, 'reg_alpha': 0.7787868119554819, 'reg_lambda': 0.7224255774132543}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:18,587] A new study created in memory with name: no-name-7976c6b8-6bea-4f29-9aae-ecf2dd69d23e
[I 2025-11-03 19:48:18,884] Trial 0 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 210, 'learning_rate': 0.021220251548872686, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9726648817131801, 'colsample_bytree': 0.6780329513296305, 'gamma': 2.6369800591992236, 'reg_alpha': 0.6422850553463724, 'reg_lambda': 2.3811890244074103}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 19:48:19,009] Trial 1 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 58, 'learning_rate': 0.089587965988968, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9429156061596493, 'colsample_bytree': 0.8163947583544112, 'gamma': 0.8125735352444996, 'reg_alpha': 0.8378758033605139, 'reg_lambda': 1.3345956603870772}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:19,210] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 64, 'learning_rate': 0.058657772788373246, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.6750471984868798, 'colsample_bytree': 0.8568447536842386, 'gamma': 0.6945094276259867, 'reg_alpha': 0.33528563619453533, 'reg_lambda': 2.00086548362889}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:19,412] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.07991383787729132, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9820287839185923, 'colsample_bytree': 0.8914527081020118, 'gamma': 0.11628338935374183, 'reg_alpha': 0.47471414952268187, 'reg_lambda': 2.798500701578071}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:19,674] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 169, 'learning_rate': 0.045505683725586596, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7225149757807388, 'colsample_bytree': 0.7585266972057486, 'gamma': 3.9962289815458414, 'reg_alpha': 0.7873723894134761, 'reg_lambda': 1.7738486205860058}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:19,880] Trial 5 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 216, 'learning_rate': 0.13366263714934648, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7457998084168983, 'colsample_bytree': 0.6057899734708633, 'gamma': 0.0929314278964316, 'reg_alpha': 0.5417446645230379, 'reg_lambda': 2.928592595097478}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:20,084] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 104, 'learning_rate': 0.012434988023307003, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.6219601764966668, 'colsample_bytree': 0.9386756184615472, 'gamma': 3.316085678572191, 'reg_alpha': 0.10178616284343767, 'reg_lambda': 2.2852470380604193}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:20,148] Trial 7 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 27, 'learning_rate': 0.022844097256126652, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.974637586001657, 'colsample_bytree': 0.8348353202127217, 'gamma': 1.8226244784755685, 'reg_alpha': 0.5661492843522435, 'reg_lambda': 1.7614211185200084}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:20,913] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.1304734829550982, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.763695067367029, 'colsample_bytree': 0.6318084705685089, 'gamma': 3.636628180596716, 'reg_alpha': 0.6488655693318024, 'reg_lambda': 2.03612052177086}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:21,124] Trial 9 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 195, 'learning_rate': 0.17591268986500405, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6092070297653026, 'colsample_bytree': 0.9521891628080017, 'gamma': 0.838635024373991, 'reg_alpha': 0.1097861920245613, 'reg_lambda': 1.480515926457568}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:21,333] Trial 10 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.283932589605926, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.867543563652343, 'colsample_bytree': 0.7747659907476117, 'gamma': 1.7519574825824056, 'reg_alpha': 0.9995351913893721, 'reg_lambda': 0.6318675234746429}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:21,568] Trial 11 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 104, 'learning_rate': 0.29912720095754547, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8758129630109897, 'colsample_bytree': 0.7557175557756989, 'gamma': 1.6914541232772164, 'reg_alpha': 0.9326784468276549, 'reg_lambda': 0.6575703402324966}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:21,797] Trial 12 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 78, 'learning_rate': 0.253054187731173, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8714678549565761, 'colsample_bytree': 0.7269810299299225, 'gamma': 1.604114237023659, 'reg_alpha': 0.997214992537182, 'reg_lambda': 0.8282064507281247}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:48:21,931] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 63, 'learning_rate': 0.08008694034607554, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8788939589307273, 'colsample_bytree': 0.7209487649288981, 'gamma': 4.967097625652558, 'reg_alpha': 0.802712388627078, 'reg_lambda': 1.1024975680296762}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:48:22,051] Trial 14 finished with value: 0.75 and parameters: {'n_estimators': 68, 'learning_rate': 0.18124338712880586, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9176765000697314, 'colsample_bytree': 0.6914009156466573, 'gamma': 1.0311376215761556, 'reg_alpha': 0.8501857711689054, 'reg_lambda': 1.1400875400401118}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:22,340] Trial 15 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 131, 'learning_rate': 0.18626965058699738, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.824444861841493, 'colsample_bytree': 0.6861622796235528, 'gamma': 2.4802931133329826, 'reg_alpha': 0.887324200729724, 'reg_lambda': 1.0029105505870066}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:22,479] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.20598482784287309, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9258662576290043, 'colsample_bytree': 0.6604193566573594, 'gamma': 1.3150620138651092, 'reg_alpha': 0.7287975722615772, 'reg_lambda': 0.9313757513942287}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:22,692] Trial 17 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.13337939363201068, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8107829871314924, 'colsample_bytree': 0.7148999679557412, 'gamma': 2.4121335045372065, 'reg_alpha': 0.99756870656622, 'reg_lambda': 1.3542848311169782}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:23,067] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 248, 'learning_rate': 0.12326615096630496, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8156394749867832, 'colsample_bytree': 0.7101740202893638, 'gamma': 2.400658729162818, 'reg_alpha': 0.30140116961805996, 'reg_lambda': 1.3514619672756507}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:23,278] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.04871574998699408, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7855448709239276, 'colsample_bytree': 0.6451039788815118, 'gamma': 3.0758747461311775, 'reg_alpha': 0.6937710486135534, 'reg_lambda': 1.1999745903285814}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:23,448] Trial 20 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 141, 'learning_rate': 0.03445690029176246, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9235376298072768, 'colsample_bytree': 0.7879716409911706, 'gamma': 4.41896275479184, 'reg_alpha': 0.9025640316010011, 'reg_lambda': 1.576145712510902}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:23,611] Trial 21 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 46, 'learning_rate': 0.2205236166518822, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8439886272624009, 'colsample_bytree': 0.7326250371372833, 'gamma': 1.2198995074813064, 'reg_alpha': 0.9929535666324333, 'reg_lambda': 0.7664020521227612}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:23,760] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.1425045054385388, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8969432875173697, 'colsample_bytree': 0.704755831015307, 'gamma': 2.058934080769233, 'reg_alpha': 0.9986328062888191, 'reg_lambda': 0.8752830502711968}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:24,105] Trial 23 finished with value: 0.738095238095238 and parameters: {'n_estimators': 125, 'learning_rate': 0.10378040466239229, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9056304021429396, 'colsample_bytree': 0.696533459986056, 'gamma': 2.132000112199576, 'reg_alpha': 0.8734437597042182, 'reg_lambda': 1.172963327356619}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:24,321] Trial 24 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 87, 'learning_rate': 0.1514067165266516, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.832746735763399, 'colsample_bytree': 0.641898900811723, 'gamma': 2.9373012979033333, 'reg_alpha': 0.7807995369926655, 'reg_lambda': 1.5623035665646516}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:24,414] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 44, 'learning_rate': 0.060531037536695614, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7934616150834586, 'colsample_bytree': 0.7396268156454016, 'gamma': 2.208779863696876, 'reg_alpha': 0.9314142351869128, 'reg_lambda': 0.9030657960018179}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:24,582] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 151, 'learning_rate': 0.16577638090023122, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.9065554132329335, 'colsample_bytree': 0.6144981936710637, 'gamma': 1.3322891140370376, 'reg_alpha': 0.42571371757653204, 'reg_lambda': 0.5378478172202973}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:24,749] Trial 27 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.10177851325168016, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9394454725220656, 'colsample_bytree': 0.6806431810173976, 'gamma': 0.47927929065863806, 'reg_alpha': 0.9246287851195889, 'reg_lambda': 1.2588706901881095}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:25,059] Trial 28 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.10727904971678788, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.940679148892231, 'colsample_bytree': 0.6750553667801089, 'gamma': 0.438062377128391, 'reg_alpha': 0.7417655995012097, 'reg_lambda': 1.358581491730131}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:25,297] Trial 29 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 219, 'learning_rate': 0.07532449157221228, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9967372663173203, 'colsample_bytree': 0.6665190533919343, 'gamma': 0.4325263156404745, 'reg_alpha': 0.6267714734847833, 'reg_lambda': 2.0283682547973383}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:25,483] Trial 30 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 123, 'learning_rate': 0.03361637965494154, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9548119626162666, 'colsample_bytree': 0.7975534798814939, 'gamma': 1.0897458703159772, 'reg_alpha': 0.8221868320348154, 'reg_lambda': 1.6589352007330884}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:25,754] Trial 31 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 175, 'learning_rate': 0.1153632833308543, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9596839079721654, 'colsample_bytree': 0.6761755272295698, 'gamma': 0.45793947513523436, 'reg_alpha': 0.7310587368888284, 'reg_lambda': 1.3807670528173588}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:25,999] Trial 32 finished with value: 0.755952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.09713762091327337, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9400218498859042, 'colsample_bytree': 0.6830463771656139, 'gamma': 0.38575147011398486, 'reg_alpha': 0.8680624140793873, 'reg_lambda': 1.2289418064368771}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:26,505] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.0961044358971955, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7121273624440962, 'colsample_bytree': 0.9848810269526184, 'gamma': 0.8404730316292633, 'reg_alpha': 0.8608257268448579, 'reg_lambda': 1.1253983843880269}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:26,884] Trial 34 finished with value: 0.738095238095238 and parameters: {'n_estimators': 199, 'learning_rate': 0.06778769249914508, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9391196804017452, 'colsample_bytree': 0.6515406006539516, 'gamma': 0.054772757415731954, 'reg_alpha': 0.928414772336031, 'reg_lambda': 1.256613672239456}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:27,199] Trial 35 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 196, 'learning_rate': 0.10211746465936246, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8507606030544784, 'colsample_bytree': 0.752790990908351, 'gamma': 0.5527945063862962, 'reg_alpha': 0.8402141212017148, 'reg_lambda': 1.0413887331275145}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:27,552] Trial 36 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 195, 'learning_rate': 0.09059593258195789, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9939598332770065, 'colsample_bytree': 0.7565832329474106, 'gamma': 0.6072471079637409, 'reg_alpha': 0.8311752033782169, 'reg_lambda': 0.9949117125616475}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:27,863] Trial 37 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 185, 'learning_rate': 0.05458319090401359, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8504322210804929, 'colsample_bytree': 0.8358967534094235, 'gamma': 0.9464420925561363, 'reg_alpha': 0.6726489354867516, 'reg_lambda': 1.8951105915338016}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:28,151] Trial 38 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 154, 'learning_rate': 0.08784010599844241, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9190841223559544, 'colsample_bytree': 0.6246436790379034, 'gamma': 0.243604636648694, 'reg_alpha': 0.6058218883281339, 'reg_lambda': 2.624705162466223}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:28,355] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.038347168852891224, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9712637662846909, 'colsample_bytree': 0.77214193691169, 'gamma': 0.6398192472441784, 'reg_alpha': 0.014915141357895234, 'reg_lambda': 1.052000751711246}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:28,585] Trial 40 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 157, 'learning_rate': 0.07141953705009349, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8957053926904196, 'colsample_bytree': 0.6018785636695407, 'gamma': 0.015442158993458188, 'reg_alpha': 0.4703745218459239, 'reg_lambda': 1.4882820725308812}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:29,043] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.1474765265122769, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8486478028962899, 'colsample_bytree': 0.6965053071703404, 'gamma': 0.30406304512625826, 'reg_alpha': 0.9443669558790487, 'reg_lambda': 1.2779603903220824}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:29,426] Trial 42 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 232, 'learning_rate': 0.22806539144598595, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7686208163610079, 'colsample_bytree': 0.7455366648261407, 'gamma': 1.440503206791643, 'reg_alpha': 0.7825341577996815, 'reg_lambda': 1.4407821095127165}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:29,596] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.12853785243215515, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8063394779012358, 'colsample_bytree': 0.6870648138008876, 'gamma': 0.6478511066705084, 'reg_alpha': 0.84737355523465, 'reg_lambda': 1.6696132124120002}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:29,761] Trial 44 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 95, 'learning_rate': 0.18716261070906154, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6494404152737447, 'colsample_bytree': 0.7170135609272499, 'gamma': 1.0566686124580493, 'reg_alpha': 0.890266796810647, 'reg_lambda': 0.7637349267390132}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:30,064] Trial 45 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 143, 'learning_rate': 0.01145969081741512, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7325401528953384, 'colsample_bytree': 0.7689926581203347, 'gamma': 0.782609249226297, 'reg_alpha': 0.9445381445936689, 'reg_lambda': 1.1446442586056618}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:30,255] Trial 46 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.11865722822106518, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8607804717947493, 'colsample_bytree': 0.7260639078123895, 'gamma': 0.29501560810746036, 'reg_alpha': 0.31068739567646864, 'reg_lambda': 2.200738519777182}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:30,654] Trial 47 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 205, 'learning_rate': 0.08728751471866553, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8831797135820483, 'colsample_bytree': 0.8102621058421249, 'gamma': 3.8242495137128256, 'reg_alpha': 0.9570409225340698, 'reg_lambda': 1.830828047202904}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:30,798] Trial 48 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 70, 'learning_rate': 0.1583761117898009, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9592033965295672, 'colsample_bytree': 0.6629443745862655, 'gamma': 1.8609131505003011, 'reg_alpha': 0.7695231930918522, 'reg_lambda': 1.269927243957374}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:31,168] Trial 49 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.2556894673201093, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7762304465142679, 'colsample_bytree': 0.7095963016818716, 'gamma': 2.7471690474271897, 'reg_alpha': 0.8502214176038375, 'reg_lambda': 1.0308718708036477}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:31,405] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.06249767174640966, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.7474814843043532, 'colsample_bytree': 0.7488008420438891, 'gamma': 1.1472072822322297, 'reg_alpha': 0.9003155121990647, 'reg_lambda': 0.6455463082253983}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:31,685] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.10626166851434383, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9428062670171398, 'colsample_bytree': 0.8886544307977391, 'gamma': 0.3483102924216494, 'reg_alpha': 0.7510034468353699, 'reg_lambda': 1.38201345172913}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:31,992] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.01582993724384673, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9785239540617723, 'colsample_bytree': 0.8430986635567864, 'gamma': 0.20450527939709284, 'reg_alpha': 0.8146609571920354, 'reg_lambda': 1.5232549785148493}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:32,304] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 241, 'learning_rate': 0.10142925865049035, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.93493577117316, 'colsample_bytree': 0.8868657380689533, 'gamma': 1.5380478504127981, 'reg_alpha': 0.9599672758258676, 'reg_lambda': 1.4142683921859984}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:32,482] Trial 54 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 168, 'learning_rate': 0.1312667265162094, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9143057855754172, 'colsample_bytree': 0.9037674152987676, 'gamma': 0.4782411894931673, 'reg_alpha': 0.8900005312799185, 'reg_lambda': 1.224737950077072}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:32,771] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 205, 'learning_rate': 0.19280427525070565, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9506496783501096, 'colsample_bytree': 0.6928018645099276, 'gamma': 0.8511329615869168, 'reg_alpha': 0.21240503659725052, 'reg_lambda': 1.6788948194630426}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:32,856] Trial 56 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 51, 'learning_rate': 0.10975422364563552, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8887618871356785, 'colsample_bytree': 0.7855941652252949, 'gamma': 3.5425507299584744, 'reg_alpha': 0.6917192935115002, 'reg_lambda': 0.9680894144998478}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:33,032] Trial 57 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.07779344902539957, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8330905650175917, 'colsample_bytree': 0.872463212438955, 'gamma': 0.9796179738176471, 'reg_alpha': 0.7556206939586386, 'reg_lambda': 0.8006976288513519}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:33,254] Trial 58 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 97, 'learning_rate': 0.050490751722490596, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9314981109113403, 'colsample_bytree': 0.8675611674472181, 'gamma': 0.9343045519311953, 'reg_alpha': 0.5455931723370946, 'reg_lambda': 0.8199458800358114}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:33,524] Trial 59 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.0814710255945159, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.831431274633021, 'colsample_bytree': 0.920891894256253, 'gamma': 0.5847143100090586, 'reg_alpha': 0.7327557295947382, 'reg_lambda': 0.5212998147887526}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:33,746] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.04147771815112687, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8675878706000613, 'colsample_bytree': 0.8700100255166836, 'gamma': 0.16150311892855404, 'reg_alpha': 0.762495831812141, 'reg_lambda': 0.6979968312573805}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:33,981] Trial 61 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 29, 'learning_rate': 0.14076727475776926, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8113947043173877, 'colsample_bytree': 0.937892068168445, 'gamma': 0.36023474217204765, 'reg_alpha': 0.8032660794780663, 'reg_lambda': 1.086957488292329}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:34,170] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.09880797590135693, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7973043491683285, 'colsample_bytree': 0.8171791221004665, 'gamma': 0.7663989557292914, 'reg_alpha': 0.9752796858443512, 'reg_lambda': 1.2972156446985017}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:34,326] Trial 63 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 115, 'learning_rate': 0.17142602359554113, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8256792553054813, 'colsample_bytree': 0.8905302901520891, 'gamma': 4.314340677922466, 'reg_alpha': 0.9063978482901558, 'reg_lambda': 0.8789947392481225}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:34,588] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.07995519778760178, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9670288992029915, 'colsample_bytree': 0.7340938568617071, 'gamma': 1.2638042819004238, 'reg_alpha': 0.7036735200292374, 'reg_lambda': 1.1595256501509323}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:34,786] Trial 65 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 171, 'learning_rate': 0.06895632016407104, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9845585672789018, 'colsample_bytree': 0.7361119943001873, 'gamma': 1.190112308334681, 'reg_alpha': 0.597150920815696, 'reg_lambda': 1.1622912184331344}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:35,037] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 145, 'learning_rate': 0.08029308220724646, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9642547120261216, 'colsample_bytree': 0.6789334442921106, 'gamma': 1.4246927748582439, 'reg_alpha': 0.7035469944841133, 'reg_lambda': 0.9506729236522983}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:35,268] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.06079242796006412, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9466496892733406, 'colsample_bytree': 0.9111137582947367, 'gamma': 1.0013320876643665, 'reg_alpha': 0.6599265413683717, 'reg_lambda': 1.0659058303979447}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:35,625] Trial 68 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.09196066907646834, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9128469329797622, 'colsample_bytree': 0.9872265315888157, 'gamma': 0.5197257863699148, 'reg_alpha': 0.7575955188456814, 'reg_lambda': 0.7968440063549693}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:35,812] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 150, 'learning_rate': 0.07657776204874427, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8993426997255918, 'colsample_bytree': 0.9683931000926644, 'gamma': 1.6724851878511053, 'reg_alpha': 0.8603926700916013, 'reg_lambda': 1.2011019862239827}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:36,005] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 197, 'learning_rate': 0.1156839256000364, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9286804000926696, 'colsample_bytree': 0.6500878385678874, 'gamma': 0.698807403481662, 'reg_alpha': 0.8075203661777048, 'reg_lambda': 1.5951146214239769}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:36,274] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 125, 'learning_rate': 0.11165556886642454, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9816615116575984, 'colsample_bytree': 0.7037010167792629, 'gamma': 1.2564780994966238, 'reg_alpha': 0.9255906679044331, 'reg_lambda': 1.3557388092243066}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:36,445] Trial 72 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 162, 'learning_rate': 0.12636107243412079, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8377287017618503, 'colsample_bytree': 0.7173606413105117, 'gamma': 1.9000816013404003, 'reg_alpha': 0.843939020201233, 'reg_lambda': 1.3245338376390627}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:36,655] Trial 73 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 136, 'learning_rate': 0.09843786008357021, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.856405536070185, 'colsample_bytree': 0.7340075198798923, 'gamma': 3.099450597452161, 'reg_alpha': 0.7064025875300883, 'reg_lambda': 1.1032401940963212}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:36,966] Trial 74 finished with value: 0.738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.08764836894678113, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9696473210180436, 'colsample_bytree': 0.6331035228812224, 'gamma': 0.12289910890427258, 'reg_alpha': 0.9789204070054635, 'reg_lambda': 1.4356423667399374}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:37,210] Trial 75 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 212, 'learning_rate': 0.14146622878772022, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9235436344642404, 'colsample_bytree': 0.7615216814328613, 'gamma': 0.8889260101136061, 'reg_alpha': 0.9130850081690223, 'reg_lambda': 1.2091368373383014}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:37,520] Trial 76 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 223, 'learning_rate': 0.06771335182096785, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8203024195049878, 'colsample_bytree': 0.6720184156644964, 'gamma': 2.2944467429188906, 'reg_alpha': 0.8688490758071972, 'reg_lambda': 1.026709923804732}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:37,736] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.16132885119047166, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9463927592929087, 'colsample_bytree': 0.6852259228978876, 'gamma': 0.31198972557249993, 'reg_alpha': 0.7843496205005251, 'reg_lambda': 0.8953148049799098}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:38,050] Trial 78 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 73, 'learning_rate': 0.05523419896492867, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7830016768485744, 'colsample_bytree': 0.7068698701471974, 'gamma': 0.0004962374565419814, 'reg_alpha': 0.8278839713004722, 'reg_lambda': 0.7215022603685822}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:38,236] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 149, 'learning_rate': 0.10558910052709065, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9925465951333335, 'colsample_bytree': 0.7247402109779993, 'gamma': 0.7119177158637018, 'reg_alpha': 0.6315883956715034, 'reg_lambda': 1.1382312795075653}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:38,503] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.0834435934656047, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8775583136592578, 'colsample_bytree': 0.6573249641190044, 'gamma': 2.65249031635801, 'reg_alpha': 0.7448558503615054, 'reg_lambda': 1.5086628362100318}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:38,727] Trial 81 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 158, 'learning_rate': 0.12154580883583109, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9354922584710862, 'colsample_bytree': 0.6702711491371501, 'gamma': 0.506332852006883, 'reg_alpha': 0.7162293930581303, 'reg_lambda': 1.378071625151989}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:38,950] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.09953593775944886, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9546921295108115, 'colsample_bytree': 0.6988256329172805, 'gamma': 0.3989965497295229, 'reg_alpha': 0.6741937683172055, 'reg_lambda': 1.287420132064895}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:39,269] Trial 83 finished with value: 0.744047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.07386142473118842, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9074582768007047, 'colsample_bytree': 0.686369043307656, 'gamma': 1.0589774009299684, 'reg_alpha': 0.8780903338889114, 'reg_lambda': 1.2432850859451638}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:39,464] Trial 84 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 177, 'learning_rate': 0.11156056911750352, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9662865816897483, 'colsample_bytree': 0.6393849553093714, 'gamma': 0.5890388157878987, 'reg_alpha': 0.4101047194897618, 'reg_lambda': 2.9848985956085152}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:39,644] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 169, 'learning_rate': 0.13706859969697419, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9444813549416744, 'colsample_bytree': 0.7451340206555714, 'gamma': 1.375917034110004, 'reg_alpha': 0.7944020703348459, 'reg_lambda': 1.3276449985866}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:39,926] Trial 86 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 167, 'learning_rate': 0.13790503357544698, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9404823045130506, 'colsample_bytree': 0.7466761299471345, 'gamma': 1.3327052815914824, 'reg_alpha': 0.7885881618397484, 'reg_lambda': 1.4563968303491237}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:40,124] Trial 87 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 168, 'learning_rate': 0.18060731160714502, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9393953564349818, 'colsample_bytree': 0.7461679551008138, 'gamma': 1.3821367694466749, 'reg_alpha': 0.7921576662932763, 'reg_lambda': 1.6135728407325574}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:40,300] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.22865171129035586, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9210410212290108, 'colsample_bytree': 0.7821545897851925, 'gamma': 1.5799552377224066, 'reg_alpha': 0.8293594933134537, 'reg_lambda': 0.9743313152120027}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:40,565] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 182, 'learning_rate': 0.15380175511695562, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8901529419918368, 'colsample_bytree': 0.7616262202370473, 'gamma': 1.2799032145722886, 'reg_alpha': 0.75973120502618, 'reg_lambda': 1.4560319390804697}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:40,733] Trial 90 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 137, 'learning_rate': 0.09275936591443168, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9488769523284677, 'colsample_bytree': 0.8526664429940597, 'gamma': 1.9698432703985753, 'reg_alpha': 0.807770331084088, 'reg_lambda': 0.590225850362563}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:40,886] Trial 91 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.13676683928034009, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9750672354312022, 'colsample_bytree': 0.7986186493809156, 'gamma': 1.7436430193669334, 'reg_alpha': 0.8693849997894584, 'reg_lambda': 1.3291244518670537}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:41,126] Trial 92 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 171, 'learning_rate': 0.20564321591690599, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9596671753332922, 'colsample_bytree': 0.7147513209053787, 'gamma': 1.12521489443042, 'reg_alpha': 0.9614013189007408, 'reg_lambda': 1.5401365338589774}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:41,271] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.12542089296989611, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9303265719594139, 'colsample_bytree': 0.751378605866436, 'gamma': 1.5031645238660274, 'reg_alpha': 0.9201865104858566, 'reg_lambda': 1.4099890480658956}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:41,520] Trial 94 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 56, 'learning_rate': 0.12214577938264176, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9268897771395026, 'colsample_bytree': 0.7716322209422948, 'gamma': 1.446622726179191, 'reg_alpha': 0.8401615946471599, 'reg_lambda': 1.1707650835286256}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:41,656] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 37, 'learning_rate': 0.02785548617670688, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9423550994804849, 'colsample_bytree': 0.7463462225818616, 'gamma': 0.994861824909935, 'reg_alpha': 0.7734620940041377, 'reg_lambda': 1.7447819782203804}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:42,041] Trial 96 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 65, 'learning_rate': 0.15027815045873177, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9143059926291948, 'colsample_bytree': 0.7340200921616753, 'gamma': 1.5361244402278706, 'reg_alpha': 0.9189119955151913, 'reg_lambda': 1.0915224826199705}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:42,241] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.13345691215283942, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9024127615015382, 'colsample_bytree': 0.821480340912729, 'gamma': 0.8111225417790625, 'reg_alpha': 0.881492381017271, 'reg_lambda': 1.4159823937208087}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:42,384] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.08345454187189918, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9882040162498503, 'colsample_bytree': 0.8805831342016504, 'gamma': 1.1659675818234796, 'reg_alpha': 0.7298422260344499, 'reg_lambda': 1.2565080790167718}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:42,673] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.10630872162307708, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.954493199684041, 'colsample_bytree': 0.7908954551160845, 'gamma': 1.3191655735765075, 'reg_alpha': 0.791244947343749, 'reg_lambda': 1.4805041789418343}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:42,857] Trial 100 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 178, 'learning_rate': 0.16661144121356378, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9660518395072833, 'colsample_bytree': 0.8074367677665434, 'gamma': 0.9240550480483609, 'reg_alpha': 0.6835729538924337, 'reg_lambda': 2.477384344561318}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:43,045] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 186, 'learning_rate': 0.12998995953626588, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9004504030360332, 'colsample_bytree': 0.8290945568199088, 'gamma': 0.7880109966783582, 'reg_alpha': 0.8933937276610279, 'reg_lambda': 1.4105542935529598}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:43,245] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.11586401183610946, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9340660153206253, 'colsample_bytree': 0.9011624046176376, 'gamma': 0.7034086266918198, 'reg_alpha': 0.821723960697007, 'reg_lambda': 1.3796188252201809}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:43,626] Trial 103 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 200, 'learning_rate': 0.127799345158713, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9172271728384342, 'colsample_bytree': 0.8336680047981508, 'gamma': 0.2344802556937211, 'reg_alpha': 0.8984091151951618, 'reg_lambda': 1.2279475699468982}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:43,825] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 154, 'learning_rate': 0.09388626902665924, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8913189996102336, 'colsample_bytree': 0.7554315132677165, 'gamma': 0.5423740766460579, 'reg_alpha': 0.9340923799820224, 'reg_lambda': 1.3348050203224533}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:43,971] Trial 105 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 88, 'learning_rate': 0.14572690964268853, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9076214771221895, 'colsample_bytree': 0.8739271678308845, 'gamma': 1.2217055500996403, 'reg_alpha': 0.8424176039011361, 'reg_lambda': 1.1520647797809949}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:44,075] Trial 106 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.10733759355035516, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9432593913272723, 'colsample_bytree': 0.8550250109018945, 'gamma': 0.7967551852284351, 'reg_alpha': 0.944801783887669, 'reg_lambda': 1.2912217992259947}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:44,322] Trial 107 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 186, 'learning_rate': 0.06613781295432888, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9287295767952066, 'colsample_bytree': 0.7534026501330985, 'gamma': 0.40053963337305043, 'reg_alpha': 0.8633210030151548, 'reg_lambda': 1.4113809231712937}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:44,524] Trial 108 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 61, 'learning_rate': 0.12042640321359846, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6877831877684389, 'colsample_bytree': 0.7764488601292071, 'gamma': 1.0358733023422135, 'reg_alpha': 0.8881428515365134, 'reg_lambda': 1.0396957412877743}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:44,833] Trial 109 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 209, 'learning_rate': 0.07691606444020282, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8722758700124489, 'colsample_bytree': 0.8624587319298994, 'gamma': 1.655971185835176, 'reg_alpha': 0.8070586749093921, 'reg_lambda': 0.9262800272405864}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:44,981] Trial 110 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 79, 'learning_rate': 0.08676928757229453, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8408150177176946, 'colsample_bytree': 0.725687470243075, 'gamma': 1.4959820865678521, 'reg_alpha': 0.7518937829067, 'reg_lambda': 1.6437951294773396}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:45,171] Trial 111 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 181, 'learning_rate': 0.13478412514422342, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8979409234507436, 'colsample_bytree': 0.8201086631407202, 'gamma': 0.778296776099295, 'reg_alpha': 0.8533877637211575, 'reg_lambda': 1.397220587164744}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:45,449] Trial 112 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 163, 'learning_rate': 0.1377316426022026, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8571053607091929, 'colsample_bytree': 0.8275356721854248, 'gamma': 0.6472421952103571, 'reg_alpha': 0.8476173628757384, 'reg_lambda': 1.5456831547791805}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:45,737] Trial 113 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 179, 'learning_rate': 0.17417875936525043, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8830121409374069, 'colsample_bytree': 0.8051127354155714, 'gamma': 0.8839096026987959, 'reg_alpha': 0.9089968182813528, 'reg_lambda': 1.7155925511190506}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:45,919] Trial 114 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.10276513808361558, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9100566893206289, 'colsample_bytree': 0.7644358329264103, 'gamma': 1.1283384579029532, 'reg_alpha': 0.7805903145245395, 'reg_lambda': 1.4789416308169248}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:46,271] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.19748791299285934, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9232914895030323, 'colsample_bytree': 0.9355688129655882, 'gamma': 0.7377464198094129, 'reg_alpha': 0.7210165594357072, 'reg_lambda': 1.8309454747645773}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:46,462] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.15854793162400918, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8987605757638426, 'colsample_bytree': 0.7413899475241332, 'gamma': 0.3410174235037682, 'reg_alpha': 0.501985711467232, 'reg_lambda': 1.1921013386800745}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:46,706] Trial 117 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.11495528149417651, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9351240627761563, 'colsample_bytree': 0.8476255722275873, 'gamma': 0.1369985613897594, 'reg_alpha': 0.818876092166565, 'reg_lambda': 1.3092466058157721}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:46,992] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.09805868947824238, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9485735919792109, 'colsample_bytree': 0.7931967635760306, 'gamma': 1.3456317466332512, 'reg_alpha': 0.8658366473339694, 'reg_lambda': 1.4038394532967242}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:47,162] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 147, 'learning_rate': 0.13234923649979355, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9570325910185706, 'colsample_bytree': 0.8367808554159909, 'gamma': 0.5441152928841684, 'reg_alpha': 0.9171358431058203, 'reg_lambda': 1.1110812453461962}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:47,425] Trial 120 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.12482369361911447, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.977530176617615, 'colsample_bytree': 0.6793547506945574, 'gamma': 0.9780119649621393, 'reg_alpha': 0.9733294827126103, 'reg_lambda': 0.8386746010720506}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:47,614] Trial 121 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 179, 'learning_rate': 0.13522747006180563, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9024727145600262, 'colsample_bytree': 0.8261813515825642, 'gamma': 0.8068210455432707, 'reg_alpha': 0.8776770604261819, 'reg_lambda': 1.3582056685743162}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:47,908] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.15003876586888157, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.918966640784179, 'colsample_bytree': 0.7825387614812175, 'gamma': 0.4696416036641804, 'reg_alpha': 0.8959307405778048, 'reg_lambda': 1.5803754810338562}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:48,310] Trial 123 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 203, 'learning_rate': 0.11250320450207471, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8637192347536086, 'colsample_bytree': 0.695459921294722, 'gamma': 0.6340440932995475, 'reg_alpha': 0.8538480380735052, 'reg_lambda': 1.4385584273618088}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:48,500] Trial 124 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 166, 'learning_rate': 0.09384029455118618, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8868624493594796, 'colsample_bytree': 0.8979223003027895, 'gamma': 0.9213393822407017, 'reg_alpha': 0.79527712488658, 'reg_lambda': 1.2624499825711335}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:48,716] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 197, 'learning_rate': 0.14430383181412193, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8969537144568518, 'colsample_bytree': 0.8199528261958673, 'gamma': 0.8332065459300032, 'reg_alpha': 0.826667505265921, 'reg_lambda': 1.2156732782740862}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:48,965] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.10497651121160516, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.929756645741982, 'colsample_bytree': 0.8172397442941438, 'gamma': 1.2241793292048406, 'reg_alpha': 0.9373325618069991, 'reg_lambda': 1.4852593469976403}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:49,204] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.1786431185427789, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9422645844330343, 'colsample_bytree': 0.9217614450318693, 'gamma': 1.0857129621404658, 'reg_alpha': 0.8837284145971832, 'reg_lambda': 1.3955055751452954}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:49,550] Trial 128 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 161, 'learning_rate': 0.12830033766964855, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8772823149144258, 'colsample_bytree': 0.7296544696054194, 'gamma': 0.22091633477065525, 'reg_alpha': 0.7496687745580154, 'reg_lambda': 1.322175461792774}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:49,742] Trial 129 finished with value: 0.761904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.12412347900755202, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8777784036226582, 'colsample_bytree': 0.73833360118139, 'gamma': 0.29760619619909184, 'reg_alpha': 0.654037362925809, 'reg_lambda': 1.308917801460517}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:50,005] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 141, 'learning_rate': 0.2440052538522043, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8604177644415394, 'colsample_bytree': 0.7141524235272133, 'gamma': 0.25228501876296305, 'reg_alpha': 0.6634345648175013, 'reg_lambda': 1.0149741503459215}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:50,184] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.22730748658734365, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8731800765864259, 'colsample_bytree': 0.7150368739185857, 'gamma': 0.28195217867601785, 'reg_alpha': 0.6481096276900364, 'reg_lambda': 0.9992980267776171}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:50,408] Trial 132 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 160, 'learning_rate': 0.014488012109964074, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8478276028683622, 'colsample_bytree': 0.7309903302098522, 'gamma': 0.08730934763711762, 'reg_alpha': 0.7434889923138986, 'reg_lambda': 1.0660687697118922}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:50,669] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 167, 'learning_rate': 0.2540629948512202, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.854123106771683, 'colsample_bytree': 0.7033834410719888, 'gamma': 0.19167164923950447, 'reg_alpha': 0.6978215142123025, 'reg_lambda': 1.1222029482258011}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:50,885] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.11985714864550008, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8669808583324637, 'colsample_bytree': 0.7197804871151744, 'gamma': 0.40134829856932736, 'reg_alpha': 0.5821864265266937, 'reg_lambda': 1.167942133351739}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:51,178] Trial 135 finished with value: 0.744047619047619 and parameters: {'n_estimators': 144, 'learning_rate': 0.2736491461617072, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8768116168686324, 'colsample_bytree': 0.689059966445486, 'gamma': 0.2219971859948538, 'reg_alpha': 0.6257057662635703, 'reg_lambda': 1.3040930559312507}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:51,448] Trial 136 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.16295437174471952, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8362486429817028, 'colsample_bytree': 0.7286945115872157, 'gamma': 0.4843811457232581, 'reg_alpha': 0.6581632744223763, 'reg_lambda': 1.2423686961025187}. Best is trial 136 with value: 0.7738095238095238.
[I 2025-11-03 19:48:51,708] Trial 137 finished with value: 0.761904761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.18955050103787868, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8334733799768892, 'colsample_bytree': 0.7222217320201643, 'gamma': 0.4478087862163826, 'reg_alpha': 0.6074149374654442, 'reg_lambda': 1.2372441523666198}. Best is trial 136 with value: 0.7738095238095238.
[I 2025-11-03 19:48:51,910] Trial 138 finished with value: 0.755952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.21251766345927198, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8314274155610921, 'colsample_bytree': 0.7086420501470103, 'gamma': 0.48302449197820335, 'reg_alpha': 0.5477537586534239, 'reg_lambda': 1.2418614836563606}. Best is trial 136 with value: 0.7738095238095238.
[I 2025-11-03 19:48:52,087] Trial 139 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 151, 'learning_rate': 0.21518522761127656, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8266439046577598, 'colsample_bytree': 0.7076279949434505, 'gamma': 0.4222312902047161, 'reg_alpha': 0.5248819106453294, 'reg_lambda': 1.248294209567124}. Best is trial 136 with value: 0.7738095238095238.
[I 2025-11-03 19:48:52,354] Trial 140 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 151, 'learning_rate': 0.21775486889843634, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8299296684759851, 'colsample_bytree': 0.7064941639991105, 'gamma': 0.46057636700308585, 'reg_alpha': 0.5455101179891721, 'reg_lambda': 1.2224683864534798}. Best is trial 136 with value: 0.7738095238095238.
[I 2025-11-03 19:48:52,550] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 152, 'learning_rate': 0.21596958108222897, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8287075815711225, 'colsample_bytree': 0.7077477809834887, 'gamma': 0.44197503705860763, 'reg_alpha': 0.5166371224081282, 'reg_lambda': 1.2464277363137959}. Best is trial 136 with value: 0.7738095238095238.
[I 2025-11-03 19:48:52,739] Trial 142 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 149, 'learning_rate': 0.21832909487912278, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8302401651695708, 'colsample_bytree': 0.7113697697012913, 'gamma': 0.4586966360813906, 'reg_alpha': 0.5191378039248066, 'reg_lambda': 1.2083103990044304}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:52,976] Trial 143 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 151, 'learning_rate': 0.21191108570727477, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8281997769688083, 'colsample_bytree': 0.7098135400452953, 'gamma': 0.30938077448797774, 'reg_alpha': 0.5192273168372388, 'reg_lambda': 1.2541272081598975}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:53,155] Trial 144 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 137, 'learning_rate': 0.23522486335366433, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8039697186651996, 'colsample_bytree': 0.7264827505767324, 'gamma': 0.3027384833294138, 'reg_alpha': 0.5543953103454641, 'reg_lambda': 1.2106728972135772}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:53,335] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.2827720175730419, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.821945187660589, 'colsample_bytree': 0.7107774142926567, 'gamma': 0.07290376256931863, 'reg_alpha': 0.5348404472905157, 'reg_lambda': 1.2625566179231438}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:53,715] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.2409529378547408, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8369130967057719, 'colsample_bytree': 0.7001989765990371, 'gamma': 0.5349501137136128, 'reg_alpha': 0.46074408135016476, 'reg_lambda': 1.0864177625584621}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:53,882] Trial 147 finished with value: 0.738095238095238 and parameters: {'n_estimators': 139, 'learning_rate': 0.2121761479833826, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8162248066136939, 'colsample_bytree': 0.7196097496314674, 'gamma': 0.36722788362611336, 'reg_alpha': 0.44511335151746345, 'reg_lambda': 1.1723431848761432}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:54,041] Trial 148 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.19544851998725085, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8453584970173097, 'colsample_bytree': 0.737150748898209, 'gamma': 0.21528368370011844, 'reg_alpha': 0.5681598096797701, 'reg_lambda': 1.2110919800804125}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:54,214] Trial 149 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 146, 'learning_rate': 0.2029979386986805, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8089912001030231, 'colsample_bytree': 0.6968391820701686, 'gamma': 0.4778935058932996, 'reg_alpha': 0.5971689198553743, 'reg_lambda': 1.2966683559943952}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:54,490] Trial 150 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 120, 'learning_rate': 0.26598371743186316, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8303287678580197, 'colsample_bytree': 0.6809002741825596, 'gamma': 0.5902990487413667, 'reg_alpha': 0.47775848552361494, 'reg_lambda': 1.0189517583132182}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:54,663] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.2596082886465556, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8286563511304118, 'colsample_bytree': 0.6767921581534528, 'gamma': 0.6025928060627385, 'reg_alpha': 0.48301979959623975, 'reg_lambda': 1.0431558836041792}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:54,851] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 129, 'learning_rate': 0.24191747013703, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7917872227940869, 'colsample_bytree': 0.6857023789291192, 'gamma': 0.3394835311843488, 'reg_alpha': 0.5210555620939198, 'reg_lambda': 0.9538709083810611}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:55,137] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 160, 'learning_rate': 0.18923735228014613, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8433038552865958, 'colsample_bytree': 0.6641698366462478, 'gamma': 0.14690150449858233, 'reg_alpha': 0.620424178784352, 'reg_lambda': 1.0083247822102896}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:55,332] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.188103655367896, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8395031295460583, 'colsample_bytree': 0.6614670470889625, 'gamma': 0.13890951296137677, 'reg_alpha': 0.5741736671007618, 'reg_lambda': 1.129062177467106}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:55,505] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.2985094327553368, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8148500807774205, 'colsample_bytree': 0.6529820728961657, 'gamma': 0.46265423179011483, 'reg_alpha': 0.6131794948974401, 'reg_lambda': 1.2394495292516206}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:55,746] Trial 156 finished with value: 0.5 and parameters: {'n_estimators': 153, 'learning_rate': 0.211003347844581, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.8509354217300311, 'colsample_bytree': 0.7260069150958494, 'gamma': 0.6757643144562645, 'reg_alpha': 0.5006505361388099, 'reg_lambda': 1.3034638582373843}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:55,931] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.17045887393842718, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8249045448159871, 'colsample_bytree': 0.6670470736965175, 'gamma': 0.020666014125697713, 'reg_alpha': 0.4086891900755634, 'reg_lambda': 1.3326743205957265}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:56,085] Trial 158 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 102, 'learning_rate': 0.21548880299382778, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8352892839840703, 'colsample_bytree': 0.7039923754145447, 'gamma': 0.577451223045164, 'reg_alpha': 0.5292130293981596, 'reg_lambda': 1.176028106617296}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:56,331] Trial 159 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 108, 'learning_rate': 0.21883263102474337, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8328656336345731, 'colsample_bytree': 0.7041016105211545, 'gamma': 0.5272391431523126, 'reg_alpha': 0.5331603389276439, 'reg_lambda': 1.1744913935987669}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:56,557] Trial 160 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 98, 'learning_rate': 0.1885339922673825, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8428219727678313, 'colsample_bytree': 0.6915423958025549, 'gamma': 0.5624742633438924, 'reg_alpha': 0.5312335948103633, 'reg_lambda': 1.1201868751966084}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:56,730] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 111, 'learning_rate': 0.1853826948247869, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8437617040362516, 'colsample_bytree': 0.6926010641030325, 'gamma': 0.5657721569927155, 'reg_alpha': 0.48321377080901545, 'reg_lambda': 1.1226613470988682}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:56,907] Trial 162 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 100, 'learning_rate': 0.2259486716002909, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8346062503062087, 'colsample_bytree': 0.6809104755898482, 'gamma': 0.36649925272476463, 'reg_alpha': 0.5260266920690562, 'reg_lambda': 1.1839912607001866}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:57,070] Trial 163 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 107, 'learning_rate': 0.2689237760096574, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8179688154671952, 'colsample_bytree': 0.6926405276849359, 'gamma': 0.6036873551819959, 'reg_alpha': 0.5859249805716181, 'reg_lambda': 1.0758740345422726}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:57,277] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 92, 'learning_rate': 0.27027240809350545, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8197890379765094, 'colsample_bytree': 0.703607115126993, 'gamma': 0.5922042852871083, 'reg_alpha': 0.5922115145176485, 'reg_lambda': 1.0849824844642917}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:57,450] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.1968954577721481, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8010075715278816, 'colsample_bytree': 0.6939275628518974, 'gamma': 0.2993836733019083, 'reg_alpha': 0.5541885853197404, 'reg_lambda': 1.0094698538678213}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:57,610] Trial 166 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 107, 'learning_rate': 0.2534263985925724, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8113162951623991, 'colsample_bytree': 0.7204619068278383, 'gamma': 0.6855822489721396, 'reg_alpha': 0.6216505263204704, 'reg_lambda': 1.1485123128063777}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:57,773] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 103, 'learning_rate': 0.22027668841995712, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8395389935168591, 'colsample_bytree': 0.6712204485599746, 'gamma': 0.4369814870380296, 'reg_alpha': 0.5110128712081876, 'reg_lambda': 0.9094680251594147}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:58,044] Trial 168 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 122, 'learning_rate': 0.1821303143124484, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8221844359978033, 'colsample_bytree': 0.7020651088613719, 'gamma': 0.1574737363592545, 'reg_alpha': 0.539281454240592, 'reg_lambda': 1.0657785136028735}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:58,212] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.29983904366472847, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8465810050487157, 'colsample_bytree': 0.7390069962716103, 'gamma': 0.5444429943252643, 'reg_alpha': 0.45093640824577147, 'reg_lambda': 1.1841637449639209}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:58,377] Trial 170 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 94, 'learning_rate': 0.16149350407071122, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8314093343123413, 'colsample_bytree': 0.7299675450751205, 'gamma': 0.24580530664040398, 'reg_alpha': 0.6428659009968852, 'reg_lambda': 0.9499699045442208}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:58,637] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 95, 'learning_rate': 0.16178989326621954, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8295217246604872, 'colsample_bytree': 0.7278816303938836, 'gamma': 0.22518949408136163, 'reg_alpha': 0.5684601135503857, 'reg_lambda': 0.9564767229713483}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:58,831] Trial 172 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 92, 'learning_rate': 0.16584399761660215, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8307772052655636, 'colsample_bytree': 0.709336792564965, 'gamma': 0.3873738430894755, 'reg_alpha': 0.5704076731980376, 'reg_lambda': 0.8616072929988545}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:59,129] Trial 173 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 93, 'learning_rate': 0.16561262608564262, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8306674826986111, 'colsample_bytree': 0.7102536061724234, 'gamma': 0.42335944466146624, 'reg_alpha': 0.5620135430508686, 'reg_lambda': 0.8484416763668283}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:48:59,347] Trial 174 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 94, 'learning_rate': 0.1656620804133247, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8316129765827898, 'colsample_bytree': 0.7090374927130734, 'gamma': 4.879693791992234, 'reg_alpha': 0.5721968337613375, 'reg_lambda': 0.8945328156694659}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:48:59,507] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.19849551350352868, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8149566009154665, 'colsample_bytree': 0.6929744879332848, 'gamma': 0.40729967170862247, 'reg_alpha': 0.6434769884259737, 'reg_lambda': 0.8082692763353891}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:48:59,757] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.16239939808473736, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8250473246368631, 'colsample_bytree': 0.715061526905174, 'gamma': 0.28796378045051885, 'reg_alpha': 0.596545126028085, 'reg_lambda': 0.8434171368684853}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:48:59,926] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 98, 'learning_rate': 0.17379109676224158, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8361110126986004, 'colsample_bytree': 0.7019477032814037, 'gamma': 0.11575452875120451, 'reg_alpha': 0.5602072582742519, 'reg_lambda': 0.9443680765579937}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:00,110] Trial 178 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.17364013922585575, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8051008774448856, 'colsample_bytree': 0.684372938595383, 'gamma': 0.07932124381501089, 'reg_alpha': 0.5582445504796532, 'reg_lambda': 0.9527513474305146}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:00,268] Trial 179 finished with value: 0.761904761904762 and parameters: {'n_estimators': 83, 'learning_rate': 0.15556306328163547, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8396044203356855, 'colsample_bytree': 0.7039954795130909, 'gamma': 0.15456157527432782, 'reg_alpha': 0.48470844111588507, 'reg_lambda': 0.7692363098676556}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:00,432] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 97, 'learning_rate': 0.20429167080248944, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7953458747979668, 'colsample_bytree': 0.6978004246511671, 'gamma': 0.023672330577900358, 'reg_alpha': 0.5268364662558656, 'reg_lambda': 0.8642554355883173}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:00,635] Trial 181 finished with value: 0.761904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.18277289461646484, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8328004290201849, 'colsample_bytree': 0.7205172980133808, 'gamma': 0.38583120628017176, 'reg_alpha': 0.586221898703709, 'reg_lambda': 0.979210869944725}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:00,789] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 102, 'learning_rate': 0.18749100931764204, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8238890500782444, 'colsample_bytree': 0.7126403660842616, 'gamma': 0.2965603237205787, 'reg_alpha': 0.6061594550872312, 'reg_lambda': 0.9670016458151927}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:01,052] Trial 183 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 95, 'learning_rate': 0.22593716204681455, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8521691976178539, 'colsample_bytree': 0.6902337608633745, 'gamma': 0.5013269886221465, 'reg_alpha': 0.5411446036246774, 'reg_lambda': 0.9240539260597191}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:01,229] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.16800020351501796, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8357350349285046, 'colsample_bytree': 0.7223542794107972, 'gamma': 0.6286676349949235, 'reg_alpha': 0.5664334885899576, 'reg_lambda': 0.7125198736228031}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:01,387] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 99, 'learning_rate': 0.20868356230481933, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.817240830095906, 'colsample_bytree': 0.7083193715428432, 'gamma': 0.2201736579105486, 'reg_alpha': 0.4966618134214982, 'reg_lambda': 1.0358398591637903}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:01,536] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 105, 'learning_rate': 0.19261347093973696, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.843573169789506, 'colsample_bytree': 0.6777717393826779, 'gamma': 0.3814770939550617, 'reg_alpha': 0.6363875735347646, 'reg_lambda': 1.000307594078445}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:01,826] Trial 187 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 75, 'learning_rate': 0.23474841981313832, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8279167544349174, 'colsample_bytree': 0.7293506567654834, 'gamma': 0.47789711945515984, 'reg_alpha': 0.5146423314880273, 'reg_lambda': 0.8540918673911805}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:02,071] Trial 188 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.262275977264702, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8543993588355592, 'colsample_bytree': 0.7002271000658484, 'gamma': 0.2831443959367669, 'reg_alpha': 0.6126721125981284, 'reg_lambda': 2.152425841764808}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:02,301] Trial 189 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 118, 'learning_rate': 0.25901506317940776, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8593433685298278, 'colsample_bytree': 0.7005799713241126, 'gamma': 0.16226311904913254, 'reg_alpha': 0.542000207596397, 'reg_lambda': 2.1929811224878053}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:02,515] Trial 190 finished with value: 0.744047619047619 and parameters: {'n_estimators': 110, 'learning_rate': 0.2775487644523073, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8510882836293227, 'colsample_bytree': 0.6871311290454847, 'gamma': 0.2806997523746538, 'reg_alpha': 0.5772525829110754, 'reg_lambda': 0.9198098118522048}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:02,671] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 123, 'learning_rate': 0.2177817421312321, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8348243731808892, 'colsample_bytree': 0.6978028332497389, 'gamma': 0.4064096174845322, 'reg_alpha': 0.6063596009670282, 'reg_lambda': 2.7455549415227645}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:02,920] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 91, 'learning_rate': 0.17281133200139095, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8427909970007986, 'colsample_bytree': 0.7131184411473118, 'gamma': 0.5750087119230248, 'reg_alpha': 0.6545662346728502, 'reg_lambda': 2.4390477484908684}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:03,070] Trial 193 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 97, 'learning_rate': 0.15466231346856213, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8280612797414935, 'colsample_bytree': 0.6732543740431539, 'gamma': 0.3136312387907334, 'reg_alpha': 0.6175342503459668, 'reg_lambda': 1.9131343692099845}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:03,235] Trial 194 finished with value: 0.755952380952381 and parameters: {'n_estimators': 115, 'learning_rate': 0.24675189830757, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8186406683787638, 'colsample_bytree': 0.717904430033157, 'gamma': 0.11160808455706311, 'reg_alpha': 0.5528261693094383, 'reg_lambda': 1.1133579146032937}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:03,463] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 102, 'learning_rate': 0.19538573469130915, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8353481248167831, 'colsample_bytree': 0.7059810570657032, 'gamma': 0.7141236352144185, 'reg_alpha': 0.5877481785726756, 'reg_lambda': 2.085678534053403}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:03,629] Trial 196 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.18143230952010644, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8089136473990801, 'colsample_bytree': 0.6888246988116856, 'gamma': 0.48423563732896685, 'reg_alpha': 0.5308847070002511, 'reg_lambda': 1.0759117634990951}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:03,836] Trial 197 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 93, 'learning_rate': 0.2647837904583058, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8443383132453849, 'colsample_bytree': 0.6649645095787763, 'gamma': 0.2123698214556598, 'reg_alpha': 0.37432639381696736, 'reg_lambda': 1.1448747452679613}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:03,985] Trial 198 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 85, 'learning_rate': 0.22614351286852916, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8230571358792081, 'colsample_bytree': 0.7294842953385038, 'gamma': 0.6153150618159486, 'reg_alpha': 0.5614935674669066, 'reg_lambda': 1.033350117737683}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:04,182] Trial 199 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.1619316861518339, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8594773630624504, 'colsample_bytree': 0.7013023770214555, 'gamma': 0.3781159987508469, 'reg_alpha': 0.49832561230162864, 'reg_lambda': 1.1955212297370765}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:04,189] A new study created in memory with name: no-name-f5758a06-5c6d-48ae-9a64-afceac0fc5e8
[I 2025-11-03 19:49:04,414] Trial 0 finished with value: 0.755952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.0784225480988377, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9959864944955964, 'colsample_bytree': 0.9316139715409586, 'gamma': 0.03934606147160624, 'reg_alpha': 0.3190985747757409, 'reg_lambda': 2.123421669983817}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:04,674] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 241, 'learning_rate': 0.016549819792625098, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.6047595187820468, 'colsample_bytree': 0.6385453744358116, 'gamma': 0.2650229997859632, 'reg_alpha': 0.4844575855917699, 'reg_lambda': 1.4809266837053117}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:04,733] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 36, 'learning_rate': 0.018081866270520445, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8118133033785713, 'colsample_bytree': 0.9055843057735598, 'gamma': 2.082129526510771, 'reg_alpha': 0.6466780648402537, 'reg_lambda': 1.266777332830657}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:04,997] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.02165729077941465, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.7788443135341822, 'colsample_bytree': 0.8534166582579851, 'gamma': 2.2217178314312984, 'reg_alpha': 0.6509394116744134, 'reg_lambda': 0.8043352845466354}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:05,129] Trial 4 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 25, 'learning_rate': 0.10881846409816913, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9766002108068315, 'colsample_bytree': 0.728211223492114, 'gamma': 0.9588336299903466, 'reg_alpha': 0.9017560680696352, 'reg_lambda': 0.8401791457187322}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:05,194] Trial 5 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 29, 'learning_rate': 0.027884150850424675, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6395219591782362, 'colsample_bytree': 0.776659708914831, 'gamma': 4.128501868643605, 'reg_alpha': 0.009974416442963041, 'reg_lambda': 2.3181357480090528}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:05,441] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.022796397685467578, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.7794673921763435, 'colsample_bytree': 0.8719950266952888, 'gamma': 3.8227972640166956, 'reg_alpha': 0.6831133446560241, 'reg_lambda': 0.9238489831365324}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:05,568] Trial 7 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 66, 'learning_rate': 0.03265393270441751, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8737401219963288, 'colsample_bytree': 0.6662811325112755, 'gamma': 2.310580255097436, 'reg_alpha': 0.9847255976085316, 'reg_lambda': 1.592136788781513}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:05,629] Trial 8 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 30, 'learning_rate': 0.0538438451206178, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6480303912695333, 'colsample_bytree': 0.6715534832118568, 'gamma': 2.300651982085194, 'reg_alpha': 0.14728313761868206, 'reg_lambda': 1.6899452734711027}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:05,761] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 85, 'learning_rate': 0.1056438960646554, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9076800036242318, 'colsample_bytree': 0.7997257235985455, 'gamma': 0.48379434652085385, 'reg_alpha': 0.3445419180167144, 'reg_lambda': 2.251562678424288}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:06,088] Trial 10 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 145, 'learning_rate': 0.19094547897339506, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9909940917229392, 'colsample_bytree': 0.968535074004547, 'gamma': 1.3079824985255493, 'reg_alpha': 0.2746862361101102, 'reg_lambda': 2.537124856355292}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:06,261] Trial 11 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 131, 'learning_rate': 0.10523195087106657, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9827398577843736, 'colsample_bytree': 0.7436898072442633, 'gamma': 1.0321031536088348, 'reg_alpha': 0.9308329661641377, 'reg_lambda': 2.8996417511473247}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:06,434] Trial 12 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 122, 'learning_rate': 0.26414688428682714, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9228219753639484, 'colsample_bytree': 0.9937396113873633, 'gamma': 0.12051551804163853, 'reg_alpha': 0.8026090575439778, 'reg_lambda': 2.0377086478726243}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:06,676] Trial 13 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.2470927840197204, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.909212383000927, 'colsample_bytree': 0.9917852737247012, 'gamma': 0.027894974645816542, 'reg_alpha': 0.47904038694258344, 'reg_lambda': 2.1233393516519343}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:06,976] Trial 14 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 182, 'learning_rate': 0.05722494534611151, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9413231131821895, 'colsample_bytree': 0.9268851663547807, 'gamma': 4.8483159990916125, 'reg_alpha': 0.7871153517281989, 'reg_lambda': 2.040782926508324}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:07,135] Trial 15 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 112, 'learning_rate': 0.15223960595612807, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8439090119771131, 'colsample_bytree': 0.9470262835452687, 'gamma': 1.5527024538744545, 'reg_alpha': 0.2791483226813907, 'reg_lambda': 2.6832602198746582}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:07,407] Trial 16 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 176, 'learning_rate': 0.010301193123840268, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7342020824333131, 'colsample_bytree': 0.9979828302020011, 'gamma': 3.029568200482407, 'reg_alpha': 0.39515854899122954, 'reg_lambda': 1.9856213136602148}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:07,553] Trial 17 finished with value: 0.744047619047619 and parameters: {'n_estimators': 65, 'learning_rate': 0.28584432843036184, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.929880685145173, 'colsample_bytree': 0.8527349292143148, 'gamma': 0.5713948625465759, 'reg_alpha': 0.7995175328660971, 'reg_lambda': 1.2457273834342728}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:07,709] Trial 18 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 108, 'learning_rate': 0.06161398531169057, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8681799298554155, 'colsample_bytree': 0.9017633829920846, 'gamma': 3.0102758302590997, 'reg_alpha': 0.15353526924416622, 'reg_lambda': 1.8959011656256748}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:07,803] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.07848822867746014, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.9562967749939871, 'colsample_bytree': 0.953455413930884, 'gamma': 1.7111705893110927, 'reg_alpha': 0.7674517800988698, 'reg_lambda': 0.5245128662449328}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:07,982] Trial 20 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.1577401522174971, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7142178316862523, 'colsample_bytree': 0.8941512390533781, 'gamma': 0.7522576594108803, 'reg_alpha': 0.5519611746092578, 'reg_lambda': 2.3934487490889587}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:08,202] Trial 21 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 50, 'learning_rate': 0.2961278709481379, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9284606331489156, 'colsample_bytree': 0.8352206436860042, 'gamma': 0.02751695505748389, 'reg_alpha': 0.8316966835439057, 'reg_lambda': 1.4150505049739939}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:08,301] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.21382330907851158, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8903331832233806, 'colsample_bytree': 0.8270378616472651, 'gamma': 0.6515406777345502, 'reg_alpha': 0.5835882260886486, 'reg_lambda': 1.1292806665299902}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:08,552] Trial 23 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 97, 'learning_rate': 0.20726789234036558, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8865631851509809, 'colsample_bytree': 0.819146097449103, 'gamma': 0.49212043775352454, 'reg_alpha': 0.5618803624463855, 'reg_lambda': 1.8376015357653475}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:08,647] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 53, 'learning_rate': 0.14161540009701218, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8357209131972945, 'colsample_bytree': 0.9313075922845142, 'gamma': 1.1105883736832534, 'reg_alpha': 0.39208755338317297, 'reg_lambda': 1.1492525214097884}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:08,913] Trial 25 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.04081848459176229, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9607277250624515, 'colsample_bytree': 0.9731950089730843, 'gamma': 0.016009269062762472, 'reg_alpha': 0.5713566246816623, 'reg_lambda': 1.724156412077368}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:09,140] Trial 26 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 124, 'learning_rate': 0.04190788720510605, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9956999086872438, 'colsample_bytree': 0.973468223602016, 'gamma': 0.01863151143904647, 'reg_alpha': 0.7160410035056999, 'reg_lambda': 1.798967248090762}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:09,511] Trial 27 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 158, 'learning_rate': 0.039158938175853315, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9557316265709751, 'colsample_bytree': 0.9982382790944161, 'gamma': 1.4344311770923008, 'reg_alpha': 0.2635634278147145, 'reg_lambda': 2.1485346577846682}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:09,735] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 193, 'learning_rate': 0.07249660892063982, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9565677130563015, 'colsample_bytree': 0.9344814319983368, 'gamma': 1.7767014856332337, 'reg_alpha': 0.17239759029338778, 'reg_lambda': 2.4950399229934543}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:10,059] Trial 29 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 207, 'learning_rate': 0.011906956201817247, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9654710339416339, 'colsample_bytree': 0.6089148271658228, 'gamma': 0.20427458666993678, 'reg_alpha': 0.459636665774816, 'reg_lambda': 1.4811808740038386}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:10,237] Trial 30 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 114, 'learning_rate': 0.08200705879660748, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9262829681187948, 'colsample_bytree': 0.9669757768950916, 'gamma': 0.3534389414547549, 'reg_alpha': 0.49933622821290025, 'reg_lambda': 1.6594590423451556}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:10,454] Trial 31 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 249, 'learning_rate': 0.2300841655319273, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8946143213734371, 'colsample_bytree': 0.9117313198779747, 'gamma': 0.7771476747164899, 'reg_alpha': 0.59310601051722, 'reg_lambda': 1.1006058899938775}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:10,760] Trial 32 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.04241138889710849, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9078544818526048, 'colsample_bytree': 0.9107519014838016, 'gamma': 0.8528179067609464, 'reg_alpha': 0.6146064695735308, 'reg_lambda': 1.4945790319565444}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:10,960] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 223, 'learning_rate': 0.1328586738248899, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9986195130955935, 'colsample_bytree': 0.8838706395991498, 'gamma': 0.307897171556624, 'reg_alpha': 0.7019060483685876, 'reg_lambda': 2.0065682862305874}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:11,196] Trial 34 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.18889786751348836, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8329763097248291, 'colsample_bytree': 0.9717639922740345, 'gamma': 0.3103789857978871, 'reg_alpha': 0.857130927067317, 'reg_lambda': 2.2267184460412177}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:11,456] Trial 35 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 157, 'learning_rate': 0.015580521315515954, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9701386907672125, 'colsample_bytree': 0.9455818126774075, 'gamma': 1.132569990496803, 'reg_alpha': 0.40859533785609814, 'reg_lambda': 0.7014343013920092}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:11,615] Trial 36 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 88, 'learning_rate': 0.029141651378031493, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8572726966043591, 'colsample_bytree': 0.8644126813334396, 'gamma': 0.7109623742229986, 'reg_alpha': 0.6325217628392766, 'reg_lambda': 1.0332891420912174}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:11,844] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.23905506447829314, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.9427035791834715, 'colsample_bytree': 0.9197702555897349, 'gamma': 2.0033553815523075, 'reg_alpha': 0.5323142432494402, 'reg_lambda': 1.3135903479888187}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:12,001] Trial 38 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 42, 'learning_rate': 0.02221684152020419, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8973368985509362, 'colsample_bytree': 0.9803123970971128, 'gamma': 0.24283999020981947, 'reg_alpha': 0.7432539784786305, 'reg_lambda': 2.718211666996709}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:12,142] Trial 39 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 78, 'learning_rate': 0.12192626022236339, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8068212363923277, 'colsample_bytree': 0.9520908994467426, 'gamma': 2.710108707741584, 'reg_alpha': 0.6627600209598812, 'reg_lambda': 1.741364235567227}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:12,442] Trial 40 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.09459282376140488, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.7532021812717937, 'colsample_bytree': 0.8832800578953908, 'gamma': 0.9284863874194114, 'reg_alpha': 0.01658458249308714, 'reg_lambda': 2.3803108619560196}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:12,527] Trial 41 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 23, 'learning_rate': 0.22505888158330503, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8850323757654176, 'colsample_bytree': 0.7716483504893815, 'gamma': 0.7285598105965139, 'reg_alpha': 0.5946430144186523, 'reg_lambda': 0.9201162971142515}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:12,782] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.17533983814195586, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9208656539337919, 'colsample_bytree': 0.8352882899340489, 'gamma': 0.5538301161618436, 'reg_alpha': 0.5862807021269945, 'reg_lambda': 1.1338098920980904}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:12,865] Trial 43 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 38, 'learning_rate': 0.2597322431426605, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9757280175524955, 'colsample_bytree': 0.7338541717531994, 'gamma': 0.03718148852152359, 'reg_alpha': 0.45117520156756663, 'reg_lambda': 0.6966665768840417}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:13,124] Trial 44 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.16909830033651072, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9408586059155797, 'colsample_bytree': 0.7932722597511772, 'gamma': 1.2355011319431763, 'reg_alpha': 0.32716182083523604, 'reg_lambda': 1.5594931614728853}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:13,256] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.036300296225567436, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.6046698355964546, 'colsample_bytree': 0.7145752873518969, 'gamma': 0.5699017982071549, 'reg_alpha': 0.6646323668744394, 'reg_lambda': 1.9157800103734088}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:13,515] Trial 46 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.05390921352332584, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7889002377928737, 'colsample_bytree': 0.9096575207080242, 'gamma': 0.24172328201509202, 'reg_alpha': 0.8911394665950264, 'reg_lambda': 1.3394778151109517}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:13,683] Trial 47 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 123, 'learning_rate': 0.04708587630382418, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8926989535062474, 'colsample_bytree': 0.9847886228853822, 'gamma': 3.5192342721891996, 'reg_alpha': 0.9878825152792086, 'reg_lambda': 1.0170578152617646}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:13,844] Trial 48 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 101, 'learning_rate': 0.0266759707645181, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8577300702076175, 'colsample_bytree': 0.9565349246533389, 'gamma': 0.9367111419769725, 'reg_alpha': 0.4253958623377193, 'reg_lambda': 2.1276392795616976}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:14,043] Trial 49 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 215, 'learning_rate': 0.06766827049277556, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9778155959832228, 'colsample_bytree': 0.9315992421086893, 'gamma': 4.425006809697573, 'reg_alpha': 0.3588945896298276, 'reg_lambda': 1.669428548039337}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:14,256] Trial 50 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 32, 'learning_rate': 0.20503797498125487, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.644722415375935, 'colsample_bytree': 0.7571151768196646, 'gamma': 0.3740482179711129, 'reg_alpha': 0.5127910971744181, 'reg_lambda': 1.1356830530394326}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:14,408] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.18728486677200545, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9108088799183212, 'colsample_bytree': 0.8441378672189046, 'gamma': 0.5606953907736579, 'reg_alpha': 0.595702467084054, 'reg_lambda': 0.8290316463132591}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:14,548] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.2705151301465321, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9115121030287425, 'colsample_bytree': 0.8171729349847359, 'gamma': 0.686643529646441, 'reg_alpha': 0.5766375054358404, 'reg_lambda': 1.1842416201175656}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:14,866] Trial 53 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 62, 'learning_rate': 0.1677300986534699, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9295748885002331, 'colsample_bytree': 0.8680291168519058, 'gamma': 0.17480906464874815, 'reg_alpha': 0.6420345444774274, 'reg_lambda': 1.0464317055237757}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:14,943] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.22367469628196263, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9424712838958604, 'colsample_bytree': 0.872579343225683, 'gamma': 0.11573870113923336, 'reg_alpha': 0.7396284025813972, 'reg_lambda': 0.9922275048388994}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:15,103] Trial 55 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 81, 'learning_rate': 0.11477135133861807, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8773408772332064, 'colsample_bytree': 0.8927493267414637, 'gamma': 0.38525982925971514, 'reg_alpha': 0.6459854583989232, 'reg_lambda': 0.5525965761759047}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:15,353] Trial 56 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 70, 'learning_rate': 0.09278914229479143, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9835964569625408, 'colsample_bytree': 0.8624405122557839, 'gamma': 0.009528779878927054, 'reg_alpha': 0.5287927448407814, 'reg_lambda': 2.2902555998776504}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:15,513] Trial 57 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 136, 'learning_rate': 0.2958832315029719, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6860686546887321, 'colsample_bytree': 0.8142259862111069, 'gamma': 1.3368743218134291, 'reg_alpha': 0.927581689938802, 'reg_lambda': 1.354599729511022}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:15,785] Trial 58 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.14285960491995184, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9435812610729579, 'colsample_bytree': 0.9168188793184001, 'gamma': 0.4548667107909453, 'reg_alpha': 0.6923190882961122, 'reg_lambda': 0.6753756482114096}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:15,986] Trial 59 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 187, 'learning_rate': 0.24379796455549166, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.954787793038005, 'colsample_bytree': 0.9416094808019683, 'gamma': 0.19554726825495453, 'reg_alpha': 0.5481044097443438, 'reg_lambda': 0.9104981872011516}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:16,072] Trial 60 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 43, 'learning_rate': 0.048866584459589746, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9256802162091964, 'colsample_bytree': 0.9637963374194201, 'gamma': 0.8276814798955608, 'reg_alpha': 0.21196624485494212, 'reg_lambda': 1.2477246135828624}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:16,278] Trial 61 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 60, 'learning_rate': 0.16874108706508922, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9233200417149674, 'colsample_bytree': 0.8444624693169834, 'gamma': 0.5580196610362593, 'reg_alpha': 0.6147073805511666, 'reg_lambda': 1.0565349574327447}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:16,437] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 54, 'learning_rate': 0.1673932659768302, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8995011811299339, 'colsample_bytree': 0.7951684866764802, 'gamma': 0.16118457049394286, 'reg_alpha': 0.4762379927540784, 'reg_lambda': 1.1393293102455997}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:16,602] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 115, 'learning_rate': 0.20761869380148326, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8712461309082702, 'colsample_bytree': 0.8320789192411819, 'gamma': 1.0222103709279962, 'reg_alpha': 0.5748024262534497, 'reg_lambda': 1.939220936325538}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:16,811] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 71, 'learning_rate': 0.1269804968459384, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8245906165514817, 'colsample_bytree': 0.9007340557588353, 'gamma': 0.6362595573147628, 'reg_alpha': 0.7962447386485239, 'reg_lambda': 2.2120178027732766}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:16,969] Trial 65 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 92, 'learning_rate': 0.18805906156129448, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9885589133064373, 'colsample_bytree': 0.8289069543904646, 'gamma': 0.4416753740330832, 'reg_alpha': 0.05651799284564807, 'reg_lambda': 2.06519921936837}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:17,284] Trial 66 finished with value: 0.738095238095238 and parameters: {'n_estimators': 108, 'learning_rate': 0.14707924035754114, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9872079994287998, 'colsample_bytree': 0.878951715720083, 'gamma': 0.4232600357756532, 'reg_alpha': 0.05233665701946196, 'reg_lambda': 2.0586700303720322}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:17,486] Trial 67 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 90, 'learning_rate': 0.2232666838616802, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.965315165611678, 'colsample_bytree': 0.9934152948206745, 'gamma': 0.15735724324040246, 'reg_alpha': 0.23092496897126927, 'reg_lambda': 1.8394672693543876}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:17,651] Trial 68 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 119, 'learning_rate': 0.274299614570305, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9973840008216569, 'colsample_bytree': 0.858816487971697, 'gamma': 1.601217928564212, 'reg_alpha': 0.7328033677589544, 'reg_lambda': 2.074413320019127}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:17,801] Trial 69 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 92, 'learning_rate': 0.1997003476144333, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9660969263460293, 'colsample_bytree': 0.921767470260789, 'gamma': 0.36819092902198, 'reg_alpha': 0.8239711885848192, 'reg_lambda': 2.1793015082268767}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:18,078] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.0344897293803617, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.959734559662991, 'colsample_bytree': 0.9258280563116355, 'gamma': 0.31212862840524086, 'reg_alpha': 0.7716039834321514, 'reg_lambda': 2.373827833434576}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:18,232] Trial 71 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 90, 'learning_rate': 0.19463370790232437, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.974578022042639, 'colsample_bytree': 0.9397683084127805, 'gamma': 0.02181820542162559, 'reg_alpha': 0.131298358197648, 'reg_lambda': 2.529038034628275}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:18,375] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.19190706323187057, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9857639895271834, 'colsample_bytree': 0.9391452137065063, 'gamma': 0.10646250816527827, 'reg_alpha': 0.09646125708334347, 'reg_lambda': 2.534511921371777}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:18,600] Trial 73 finished with value: 0.761904761904762 and parameters: {'n_estimators': 134, 'learning_rate': 0.2571372036147254, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9690491795751696, 'colsample_bytree': 0.9624939645320353, 'gamma': 0.40562574559909065, 'reg_alpha': 0.1074562669644214, 'reg_lambda': 2.6710823311758576}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:18,792] Trial 74 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 135, 'learning_rate': 0.15571254928520378, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9684547379497678, 'colsample_bytree': 0.8960773441208374, 'gamma': 0.4001891489418369, 'reg_alpha': 0.10975156385949567, 'reg_lambda': 2.9759144501593604}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:18,941] Trial 75 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 82, 'learning_rate': 0.23687469452824486, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9529514492044602, 'colsample_bytree': 0.9591218114698574, 'gamma': 0.27876607771611717, 'reg_alpha': 0.10078955821907752, 'reg_lambda': 2.7413112096483747}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:19,188] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 171, 'learning_rate': 0.26007846058093637, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9749524799541571, 'colsample_bytree': 0.9786348697561192, 'gamma': 0.010664847308453606, 'reg_alpha': 0.0037304968473960004, 'reg_lambda': 2.642344330803005}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:19,361] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 93, 'learning_rate': 0.1906087400146996, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.935497469164589, 'colsample_bytree': 0.9122939746519978, 'gamma': 0.8314882975980127, 'reg_alpha': 0.18022227890546533, 'reg_lambda': 2.6178529719335097}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:19,616] Trial 78 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 104, 'learning_rate': 0.0996838888981203, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9984657641730896, 'colsample_bytree': 0.9222489195508845, 'gamma': 0.48214545379214857, 'reg_alpha': 0.06128140080471798, 'reg_lambda': 2.4433342044369124}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:19,833] Trial 79 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 72, 'learning_rate': 0.01865592419932433, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9501031986753276, 'colsample_bytree': 0.9458574832027148, 'gamma': 0.20898478825279687, 'reg_alpha': 0.12971596647179592, 'reg_lambda': 2.7522979529003266}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:20,136] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.06395999535546343, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9868202818183532, 'colsample_bytree': 0.9678659351875718, 'gamma': 0.7674246370591294, 'reg_alpha': 0.3091584806894663, 'reg_lambda': 2.2088945755544844}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:20,344] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 129, 'learning_rate': 0.15407083742559394, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9686308471582947, 'colsample_bytree': 0.8995127909286909, 'gamma': 0.39359573402563747, 'reg_alpha': 0.04718627610839622, 'reg_lambda': 2.896471374461698}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:20,591] Trial 82 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 135, 'learning_rate': 0.1364372693075292, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9657650941134752, 'colsample_bytree': 0.8905374378202493, 'gamma': 0.47448935388151603, 'reg_alpha': 0.16808685647250726, 'reg_lambda': 2.7930722622655137}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:20,762] Trial 83 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 135, 'learning_rate': 0.13491356883737965, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9622411495726471, 'colsample_bytree': 0.8901359745812725, 'gamma': 2.550243299696151, 'reg_alpha': 0.16204428252611364, 'reg_lambda': 2.467174943701644}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:21,061] Trial 84 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.18067458510947018, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9753060495368384, 'colsample_bytree': 0.9358142619692063, 'gamma': 0.659684202802382, 'reg_alpha': 0.19159911193629173, 'reg_lambda': 2.8054884937026117}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:21,237] Trial 85 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.11739435710850134, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9329049176261641, 'colsample_bytree': 0.8698417451987405, 'gamma': 1.132439355143841, 'reg_alpha': 0.07909885457948494, 'reg_lambda': 2.841959300403561}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:21,532] Trial 86 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 249, 'learning_rate': 0.20492602848680427, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9920953718137098, 'colsample_bytree': 0.955009988839888, 'gamma': 0.11904059816175488, 'reg_alpha': 0.13442901184095676, 'reg_lambda': 2.584857744921972}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:21,663] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 65, 'learning_rate': 0.24686708906188976, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9470387220882261, 'colsample_bytree': 0.905154284399367, 'gamma': 0.28252068158189153, 'reg_alpha': 0.2572743680923956, 'reg_lambda': 2.339653785890418}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:21,820] Trial 88 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 110, 'learning_rate': 0.08771174200227676, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9844980084196154, 'colsample_bytree': 0.924212604034923, 'gamma': 1.9836302318191246, 'reg_alpha': 0.03776064555145803, 'reg_lambda': 2.6801932294353934}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:21,970] Trial 89 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 97, 'learning_rate': 0.16448521059872617, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9618015661398658, 'colsample_bytree': 0.8787326332703707, 'gamma': 3.38927405607263, 'reg_alpha': 0.12485777715078886, 'reg_lambda': 2.281090904586357}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:22,080] Trial 90 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 46, 'learning_rate': 0.030993626101285532, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.979147699425728, 'colsample_bytree': 0.9130959351907133, 'gamma': 0.4972858418975365, 'reg_alpha': 0.8496324545541362, 'reg_lambda': 2.9935007389763406}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:22,318] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 135, 'learning_rate': 0.15492738987903715, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.970129550963691, 'colsample_bytree': 0.8500988217819366, 'gamma': 0.3924767770727286, 'reg_alpha': 0.09358156106479876, 'reg_lambda': 2.995298888819575}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:22,576] Trial 92 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 197, 'learning_rate': 0.13605394800358164, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9994991817805178, 'colsample_bytree': 0.8915626927226573, 'gamma': 0.013748684462544125, 'reg_alpha': 0.152691589974078, 'reg_lambda': 2.942620538712804}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:49:22,804] Trial 93 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.131386311182716, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9997327840825058, 'colsample_bytree': 0.8908480465077616, 'gamma': 0.13336213709656847, 'reg_alpha': 0.21343049197708525, 'reg_lambda': 2.883180264932976}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:23,082] Trial 94 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.10387909778460593, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9921903149382124, 'colsample_bytree': 0.986248888188089, 'gamma': 0.08174029024939766, 'reg_alpha': 0.20996618929629604, 'reg_lambda': 2.9065846272291305}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:23,414] Trial 95 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 232, 'learning_rate': 0.10979363629700084, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.999997016615349, 'colsample_bytree': 0.9842601732790863, 'gamma': 0.07305416688293744, 'reg_alpha': 0.23475043676746982, 'reg_lambda': 2.900044472872388}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:23,649] Trial 96 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.11095553442958121, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9915267779101908, 'colsample_bytree': 0.9912867269568421, 'gamma': 0.010658067475868296, 'reg_alpha': 0.23437217666153123, 'reg_lambda': 2.8633405624474695}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:23,974] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 232, 'learning_rate': 0.10478593416166086, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9990489449212994, 'colsample_bytree': 0.9886828863778933, 'gamma': 0.09875634840457412, 'reg_alpha': 0.2200377935611239, 'reg_lambda': 2.874792154021693}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:24,190] Trial 98 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 227, 'learning_rate': 0.10983242979776262, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9880015231873518, 'colsample_bytree': 0.9868888792681303, 'gamma': 0.24362615212447705, 'reg_alpha': 0.2443549797583478, 'reg_lambda': 2.937286704141593}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:24,488] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 226, 'learning_rate': 0.10623712744414203, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9931131803609804, 'colsample_bytree': 0.9803744243031663, 'gamma': 0.2594417391304367, 'reg_alpha': 0.2488839251317952, 'reg_lambda': 2.9321680793386347}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:24,740] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 202, 'learning_rate': 0.1261083495223099, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9854663577581987, 'colsample_bytree': 0.9981185597812859, 'gamma': 0.6113690640475125, 'reg_alpha': 0.2979405431336237, 'reg_lambda': 2.820888647526465}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:25,058] Trial 101 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 239, 'learning_rate': 0.11184113063752074, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9916890546337931, 'colsample_bytree': 0.9903632923457996, 'gamma': 0.027972054482264697, 'reg_alpha': 0.2028440712104903, 'reg_lambda': 2.784921517108529}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:25,358] Trial 102 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.1120165259751776, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9902002718554721, 'colsample_bytree': 0.9770061178869073, 'gamma': 0.21983656612613744, 'reg_alpha': 0.19494884331852214, 'reg_lambda': 2.9441495483209916}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:25,583] Trial 103 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.07608911215679692, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9998348707024622, 'colsample_bytree': 0.9871516765432553, 'gamma': 0.0908340366380953, 'reg_alpha': 0.2826692148139153, 'reg_lambda': 2.7827999290866448}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:25,808] Trial 104 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 243, 'learning_rate': 0.08563470630618578, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9802618730245028, 'colsample_bytree': 0.9687187700810233, 'gamma': 0.2894942038335158, 'reg_alpha': 0.15231942778872457, 'reg_lambda': 2.8733822547814207}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:26,133] Trial 105 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 246, 'learning_rate': 0.094991337283302, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9789482017524387, 'colsample_bytree': 0.9677828435425713, 'gamma': 0.29584193170694184, 'reg_alpha': 0.15575509830408182, 'reg_lambda': 2.850412497999664}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:26,359] Trial 106 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 244, 'learning_rate': 0.08277997648946671, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9808357690574568, 'colsample_bytree': 0.9709923571025559, 'gamma': 0.27841860182184053, 'reg_alpha': 0.15877702705880553, 'reg_lambda': 2.8832030040580845}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:26,628] Trial 107 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.09661629213705646, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9786640586016692, 'colsample_bytree': 0.9998376435709336, 'gamma': 0.15729511179092498, 'reg_alpha': 0.2384727840596859, 'reg_lambda': 2.8511641662660305}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:26,945] Trial 108 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.09849645635962587, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9926129786238159, 'colsample_bytree': 0.9916520275955585, 'gamma': 0.15828055603226832, 'reg_alpha': 0.23557892552487153, 'reg_lambda': 2.717419455383181}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:27,234] Trial 109 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.1326910228447445, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9993923964092276, 'colsample_bytree': 0.998792595689581, 'gamma': 0.5361805150160825, 'reg_alpha': 0.2029661285237625, 'reg_lambda': 2.9391166096975097}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:27,458] Trial 110 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.09230604117606064, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9774532820738308, 'colsample_bytree': 0.98112492515505, 'gamma': 0.09019204441912637, 'reg_alpha': 0.1825467376683545, 'reg_lambda': 2.8336540094779665}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:27,809] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.09056839223299196, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9790489929990148, 'colsample_bytree': 0.985964080175835, 'gamma': 0.021533735088370518, 'reg_alpha': 0.27823896765496836, 'reg_lambda': 2.7820346667793094}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:28,022] Trial 112 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 237, 'learning_rate': 0.09891361967331834, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9564043314983798, 'colsample_bytree': 0.9783493765989175, 'gamma': 0.11848388283428436, 'reg_alpha': 0.17975412361428478, 'reg_lambda': 2.8424214495510975}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:28,320] Trial 113 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 238, 'learning_rate': 0.09767561584820957, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9901246327322533, 'colsample_bytree': 0.9822607555018589, 'gamma': 0.1024684929806372, 'reg_alpha': 0.3415740739282297, 'reg_lambda': 2.8508583434902017}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:28,519] Trial 114 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 233, 'learning_rate': 0.07508030181036027, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9561973432535433, 'colsample_bytree': 0.9993272603669736, 'gamma': 4.977004039243992, 'reg_alpha': 0.22284977818971213, 'reg_lambda': 2.9277877275751636}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:28,731] Trial 115 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.06955268687773852, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.974510407931125, 'colsample_bytree': 0.9760743841807731, 'gamma': 0.1998824177842201, 'reg_alpha': 0.2526407868030397, 'reg_lambda': 2.832573522008728}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:28,979] Trial 116 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 216, 'learning_rate': 0.12001503982894705, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9915885272879247, 'colsample_bytree': 0.9544987200896531, 'gamma': 0.0003769416617226684, 'reg_alpha': 0.1967583847350734, 'reg_lambda': 2.7310180097065446}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:29,219] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.12014529290363928, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9910829694514584, 'colsample_bytree': 0.9535224547757392, 'gamma': 0.02488195292968852, 'reg_alpha': 0.18606592803806707, 'reg_lambda': 2.721713115533059}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:29,436] Trial 118 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.10907042594015513, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7662458478053739, 'colsample_bytree': 0.9635888806867199, 'gamma': 0.141247263285913, 'reg_alpha': 0.20651599560327513, 'reg_lambda': 2.6120988392052387}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:29,783] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 209, 'learning_rate': 0.10247297858538745, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6599859654762953, 'colsample_bytree': 0.9847291831554515, 'gamma': 0.31942933500301757, 'reg_alpha': 0.22755858039671775, 'reg_lambda': 2.7586561056561294}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:30,042] Trial 120 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 227, 'learning_rate': 0.1134360537488444, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.980769188234311, 'colsample_bytree': 0.9487360672027014, 'gamma': 0.0014848593330547832, 'reg_alpha': 0.17937635899234045, 'reg_lambda': 2.9047119863564994}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:30,375] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 226, 'learning_rate': 0.11383988636854983, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9827761549897743, 'colsample_bytree': 0.9912674424285585, 'gamma': 0.004571731986983115, 'reg_alpha': 0.17972487849858487, 'reg_lambda': 2.8999822872743435}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:30,641] Trial 122 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.09431350437317129, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.977944580123172, 'colsample_bytree': 0.9504199473318616, 'gamma': 0.19576702406288174, 'reg_alpha': 0.2436800455190335, 'reg_lambda': 2.9567904781353613}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:30,862] Trial 123 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.09188474938306751, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.97426524548529, 'colsample_bytree': 0.9733032314265199, 'gamma': 0.20277549708844064, 'reg_alpha': 0.2922756299470191, 'reg_lambda': 2.9965537110479956}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:31,209] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.07946105776105966, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6234675484699775, 'colsample_bytree': 0.9599997132305224, 'gamma': 0.13281586266544748, 'reg_alpha': 0.26635784005895363, 'reg_lambda': 2.82740890814826}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:31,439] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 219, 'learning_rate': 0.12539096053762158, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9922819774448546, 'colsample_bytree': 0.6964641197463041, 'gamma': 0.33492059429772547, 'reg_alpha': 0.24211328401189597, 'reg_lambda': 2.946322125053375}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:31,906] Trial 126 finished with value: 0.738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.09596873249114755, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9508936520978651, 'colsample_bytree': 0.9784543965682999, 'gamma': 0.2240332499829174, 'reg_alpha': 0.3230234099162269, 'reg_lambda': 2.703230207089214}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:32,123] Trial 127 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.14284796625636076, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9585785977888092, 'colsample_bytree': 0.9934245704422534, 'gamma': 0.08783718300248816, 'reg_alpha': 0.21196073561584752, 'reg_lambda': 2.8461036435840303}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:32,338] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.10374043805025263, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.9980582796432624, 'colsample_bytree': 0.9691333371826094, 'gamma': 4.353773146427198, 'reg_alpha': 0.14804187513414616, 'reg_lambda': 2.775755092665125}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:32,544] Trial 129 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 216, 'learning_rate': 0.12054934323844202, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9711543348579142, 'colsample_bytree': 0.9510225885874061, 'gamma': 0.20439394105395722, 'reg_alpha': 0.2645931477640716, 'reg_lambda': 2.948315587662407}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:32,895] Trial 130 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 206, 'learning_rate': 0.08629746900386871, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9845607571894728, 'colsample_bytree': 0.9883043302144271, 'gamma': 0.3352893353077927, 'reg_alpha': 0.19372364736051706, 'reg_lambda': 2.6604584824667374}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:33,117] Trial 131 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 226, 'learning_rate': 0.11395375472465497, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9780643813462134, 'colsample_bytree': 0.9434217525852001, 'gamma': 0.01743817218739046, 'reg_alpha': 0.17262188578499926, 'reg_lambda': 2.881179412086251}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:33,359] Trial 132 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.11180478561788894, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9864463591389269, 'colsample_bytree': 0.9500680034172606, 'gamma': 0.1019659216491193, 'reg_alpha': 0.23406039011027321, 'reg_lambda': 2.925413076199834}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:33,594] Trial 133 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 227, 'learning_rate': 0.12643354599511342, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9992197489159711, 'colsample_bytree': 0.9603456972415793, 'gamma': 0.003384409228666091, 'reg_alpha': 0.141882905339474, 'reg_lambda': 2.813105248691991}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:33,920] Trial 134 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 246, 'learning_rate': 0.09282102507422882, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9688907291745307, 'colsample_bytree': 0.9810283385738259, 'gamma': 0.15397634621748854, 'reg_alpha': 0.2094792944548911, 'reg_lambda': 2.8962144189949424}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:34,162] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 242, 'learning_rate': 0.09199336061005534, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9631819095977195, 'colsample_bytree': 0.9809546089129557, 'gamma': 0.47621808199174287, 'reg_alpha': 0.20897767408591622, 'reg_lambda': 2.9960511813821658}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:34,448] Trial 136 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 245, 'learning_rate': 0.08053624895366619, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9697178851890174, 'colsample_bytree': 0.9997018265991615, 'gamma': 0.28188004218533524, 'reg_alpha': 0.24462638023805225, 'reg_lambda': 2.7357010639493073}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:34,735] Trial 137 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.10331266012317922, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.98909154056444, 'colsample_bytree': 0.9739506904138362, 'gamma': 0.15818175549365016, 'reg_alpha': 0.16294648168797685, 'reg_lambda': 2.849577573162656}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:34,948] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.09532962968020488, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7157881202342905, 'colsample_bytree': 0.9878018518144934, 'gamma': 0.3735140725498672, 'reg_alpha': 0.36140194979923623, 'reg_lambda': 2.776416209825779}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:35,274] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 223, 'learning_rate': 0.1309228602990185, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9489333202374014, 'colsample_bytree': 0.9654342716829125, 'gamma': 0.23331195298496354, 'reg_alpha': 0.30742062475473164, 'reg_lambda': 2.569129191689538}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:35,505] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 247, 'learning_rate': 0.1421585838156113, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9610928787163806, 'colsample_bytree': 0.6307767538722291, 'gamma': 0.12004025932958497, 'reg_alpha': 0.21982172290330518, 'reg_lambda': 2.8926838710738476}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:35,731] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.10778427724468488, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9824593031409975, 'colsample_bytree': 0.9810168918943984, 'gamma': 0.09075919217970785, 'reg_alpha': 0.1900698880759479, 'reg_lambda': 2.9535132378232425}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:36,105] Trial 142 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.12164114025540279, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9777893570029491, 'colsample_bytree': 0.9713377455337129, 'gamma': 0.2160448005088278, 'reg_alpha': 0.17632950154608065, 'reg_lambda': 2.89675722568606}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:36,314] Trial 143 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.11825169483388824, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9935421160664829, 'colsample_bytree': 0.9680480265786872, 'gamma': 0.26055798110673073, 'reg_alpha': 0.27231338455041104, 'reg_lambda': 2.862948223374787}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:36,686] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 230, 'learning_rate': 0.086859285297534, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9997118485326909, 'colsample_bytree': 0.9903740103416173, 'gamma': 0.46821617143859007, 'reg_alpha': 0.20514400880606573, 'reg_lambda': 2.802291867110197}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:36,907] Trial 145 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.10009143291662037, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9743551110617318, 'colsample_bytree': 0.9566212773954886, 'gamma': 0.3436079784952939, 'reg_alpha': 0.11992642168211766, 'reg_lambda': 2.9034107995034586}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:37,235] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.12285595609397966, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9881503126746758, 'colsample_bytree': 0.9755584460501986, 'gamma': 0.17893539360313576, 'reg_alpha': 0.15537885366933651, 'reg_lambda': 2.9986867316411625}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:37,509] Trial 147 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.1362079412583771, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9722159122556686, 'colsample_bytree': 0.9949886011579897, 'gamma': 0.6031030633024463, 'reg_alpha': 0.2461655905464304, 'reg_lambda': 2.6937872943407215}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:37,822] Trial 148 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.10886127994692603, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9382752332775846, 'colsample_bytree': 0.9821983787764101, 'gamma': 0.19654690984213405, 'reg_alpha': 0.08170367081397241, 'reg_lambda': 2.837060588294152}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:38,046] Trial 149 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 192, 'learning_rate': 0.0920847157204687, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.964321064126525, 'colsample_bytree': 0.9618304642448077, 'gamma': 0.08459911223886696, 'reg_alpha': 0.23010174747609125, 'reg_lambda': 2.928277975067147}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:38,414] Trial 150 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 233, 'learning_rate': 0.0715922728421147, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9772898152006062, 'colsample_bytree': 0.9340542230043447, 'gamma': 0.40797713727077667, 'reg_alpha': 0.17365735648207442, 'reg_lambda': 2.7636007673347236}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:38,630] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 225, 'learning_rate': 0.11657882164088192, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9839362820936729, 'colsample_bytree': 0.9489159512570017, 'gamma': 0.00586378826039366, 'reg_alpha': 0.18219562264528513, 'reg_lambda': 2.9002750772017456}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:38,846] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.10045102626367901, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9920590503046015, 'colsample_bytree': 0.9736515820406686, 'gamma': 0.011238214599535013, 'reg_alpha': 0.13645411450480893, 'reg_lambda': 2.9522164334508223}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:39,174] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 240, 'learning_rate': 0.10023679632079886, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9897513321835052, 'colsample_bytree': 0.9708872483178123, 'gamma': 0.13479633384242723, 'reg_alpha': 0.12471887491549809, 'reg_lambda': 2.9601133715984695}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:39,393] Trial 154 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.10577609566602365, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9999639855243664, 'colsample_bytree': 0.984615371695259, 'gamma': 0.2854368560914192, 'reg_alpha': 0.13848329955857952, 'reg_lambda': 2.8157109597798664}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:39,690] Trial 155 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.08327516791051114, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9925896657830111, 'colsample_bytree': 0.9997367477524267, 'gamma': 0.29962687123968235, 'reg_alpha': 0.2013934379968737, 'reg_lambda': 2.8015801590963707}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:39,904] Trial 156 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 212, 'learning_rate': 0.1080537845844113, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.998628104368164, 'colsample_bytree': 0.9871631249190986, 'gamma': 0.2691477984670689, 'reg_alpha': 0.13583099365593498, 'reg_lambda': 2.884734045996504}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:40,250] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 221, 'learning_rate': 0.05937849213630644, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9834639390356982, 'colsample_bytree': 0.9726817190067862, 'gamma': 0.5256608863990696, 'reg_alpha': 0.1409910381543114, 'reg_lambda': 2.7406101155792424}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:40,459] Trial 158 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 243, 'learning_rate': 0.12968002476367413, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9913954028399173, 'colsample_bytree': 0.9913784730055277, 'gamma': 2.8957372146941016, 'reg_alpha': 0.2207551250360728, 'reg_lambda': 2.954094165589299}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:40,739] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.08890223918182012, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9767172229889796, 'colsample_bytree': 0.7843603474612045, 'gamma': 0.21098793767816773, 'reg_alpha': 0.15755560425453102, 'reg_lambda': 2.849048895130173}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:41,046] Trial 160 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 215, 'learning_rate': 0.11969248840819338, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9809358322717991, 'colsample_bytree': 0.9830671001505176, 'gamma': 0.3970855495494602, 'reg_alpha': 0.1101615292433338, 'reg_lambda': 2.8055351297711963}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:41,319] Trial 161 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.09690595426075475, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9714198192705509, 'colsample_bytree': 0.9770681829711255, 'gamma': 0.001212617626969054, 'reg_alpha': 0.2007646830610765, 'reg_lambda': 2.8624785463403284}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:41,577] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 247, 'learning_rate': 0.09615714077837333, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9988453439480789, 'colsample_bytree': 0.967787993238232, 'gamma': 0.006385209136137758, 'reg_alpha': 0.26050176515737766, 'reg_lambda': 2.912965347790196}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:42,093] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.10712591311087427, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9695622901877071, 'colsample_bytree': 0.9606573527231029, 'gamma': 0.09414922505122655, 'reg_alpha': 0.20027785505363374, 'reg_lambda': 2.8768076011674033}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:42,327] Trial 164 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 235, 'learning_rate': 0.14841235713756068, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9712941653168718, 'colsample_bytree': 0.9580437255672202, 'gamma': 0.10697344303985634, 'reg_alpha': 0.2839778351461524, 'reg_lambda': 2.966868891780852}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:42,658] Trial 165 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 235, 'learning_rate': 0.14884139807650495, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9693454573673446, 'colsample_bytree': 0.9571814102674557, 'gamma': 0.12263862811541333, 'reg_alpha': 0.2004624759390435, 'reg_lambda': 2.9620194404649403}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:42,884] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 239, 'learning_rate': 0.15259945107243728, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9678679377519739, 'colsample_bytree': 0.941389236378027, 'gamma': 0.10292851003896498, 'reg_alpha': 0.20018687907900443, 'reg_lambda': 2.9846679254905357}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:43,111] Trial 167 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 234, 'learning_rate': 0.13775597080501892, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9542466954382952, 'colsample_bytree': 0.9582680136355087, 'gamma': 0.15543815048221155, 'reg_alpha': 0.20711767504606104, 'reg_lambda': 2.997254119818282}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:43,351] Trial 168 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 241, 'learning_rate': 0.14410087099807978, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9557179528155749, 'colsample_bytree': 0.9572856754806747, 'gamma': 0.17440138245841222, 'reg_alpha': 0.2821072652703328, 'reg_lambda': 2.997519726713251}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:43,598] Trial 169 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 235, 'learning_rate': 0.1367061042383467, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9445318345871098, 'colsample_bytree': 0.9578429202788579, 'gamma': 0.009944366740438035, 'reg_alpha': 0.1714020411219115, 'reg_lambda': 2.9416374309561246}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:43,810] Trial 170 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 234, 'learning_rate': 0.15682830190695196, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.945261208684752, 'colsample_bytree': 0.9534583551651202, 'gamma': 0.004196174794676516, 'reg_alpha': 0.18837963951315917, 'reg_lambda': 2.861469001023328}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:44,133] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.13826544756366463, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9661752779038844, 'colsample_bytree': 0.9330785192832667, 'gamma': 0.1808769958353148, 'reg_alpha': 0.16877764686381458, 'reg_lambda': 2.9482792118556627}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:44,358] Trial 172 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 222, 'learning_rate': 0.14721240009549455, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9696171265529662, 'colsample_bytree': 0.961025176426088, 'gamma': 0.12190002904422986, 'reg_alpha': 0.2172505026149013, 'reg_lambda': 2.9997322559387394}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:44,731] Trial 173 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 224, 'learning_rate': 0.14845001632062846, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9533781963578098, 'colsample_bytree': 0.9621888002729323, 'gamma': 2.2715674261867354, 'reg_alpha': 0.22189214370068028, 'reg_lambda': 2.998733421091222}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:44,958] Trial 174 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 235, 'learning_rate': 0.1286558372688585, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9637201461918853, 'colsample_bytree': 0.946631247438184, 'gamma': 0.13715579619523338, 'reg_alpha': 0.19836134809864045, 'reg_lambda': 2.8855864398970974}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:45,183] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.15848598284651091, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9706268959919658, 'colsample_bytree': 0.9618384526784176, 'gamma': 0.30744886255213566, 'reg_alpha': 0.2503837964473739, 'reg_lambda': 2.7836863028231984}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:45,483] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 220, 'learning_rate': 0.17110717552253157, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9600410094271885, 'colsample_bytree': 0.9564375923596771, 'gamma': 0.13120786996984027, 'reg_alpha': 0.21932391263170625, 'reg_lambda': 2.951606371543708}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:45,722] Trial 177 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 243, 'learning_rate': 0.12211033979700771, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9454937283232963, 'colsample_bytree': 0.9412871416067656, 'gamma': 0.22574989155189024, 'reg_alpha': 0.17356255181584584, 'reg_lambda': 2.8223733343810817}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:45,956] Trial 178 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 243, 'learning_rate': 0.12400437611315455, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9721432971230661, 'colsample_bytree': 0.9381804779287046, 'gamma': 0.36391999780017437, 'reg_alpha': 0.2346744503334781, 'reg_lambda': 2.6631960742900596}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:46,347] Trial 179 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 247, 'learning_rate': 0.1183767084990316, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9530918388769839, 'colsample_bytree': 0.9757466569275559, 'gamma': 0.22424496507947822, 'reg_alpha': 0.20262084105020958, 'reg_lambda': 2.8230116336839224}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:46,564] Trial 180 finished with value: 0.738095238095238 and parameters: {'n_estimators': 239, 'learning_rate': 0.14424386943117634, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9754188526014919, 'colsample_bytree': 0.9679725404682586, 'gamma': 0.2634628340491382, 'reg_alpha': 0.1834572474591696, 'reg_lambda': 2.7228684678996706}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:46,800] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.1176671175820447, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9500147079031219, 'colsample_bytree': 0.975971730275877, 'gamma': 0.20634765469963276, 'reg_alpha': 0.20864682157628917, 'reg_lambda': 2.8267950588203554}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:47,163] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 244, 'learning_rate': 0.10537006057019173, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9601360589685989, 'colsample_bytree': 0.9757781471764517, 'gamma': 0.1059524973491295, 'reg_alpha': 0.2594368254875207, 'reg_lambda': 2.874032238264659}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:47,424] Trial 183 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 245, 'learning_rate': 0.12988261528268846, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9681569751244715, 'colsample_bytree': 0.9481815795901121, 'gamma': 0.21169697809267257, 'reg_alpha': 0.19895281566362955, 'reg_lambda': 2.7635185957200945}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:47,634] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 229, 'learning_rate': 0.11910223038808211, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9339378991023071, 'colsample_bytree': 0.9660497331811199, 'gamma': 0.4328527622840303, 'reg_alpha': 0.2277215147642761, 'reg_lambda': 2.810516306898914}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:47,949] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 239, 'learning_rate': 0.11273141045713503, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9794232896107309, 'colsample_bytree': 0.9765544448960186, 'gamma': 0.3286696853679273, 'reg_alpha': 0.14406468396591363, 'reg_lambda': 2.896360105659036}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:48,251] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.10106287412671514, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9553009304591245, 'colsample_bytree': 0.9284428733143081, 'gamma': 0.11208635690179716, 'reg_alpha': 0.17187389049741658, 'reg_lambda': 2.836094661410665}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:48,562] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 225, 'learning_rate': 0.12424889063320725, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9689622367700002, 'colsample_bytree': 0.9412208597406005, 'gamma': 0.005580353504888669, 'reg_alpha': 0.21421302196531916, 'reg_lambda': 2.915797371882266}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:48,839] Trial 188 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 247, 'learning_rate': 0.148820810330665, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7952731885121255, 'colsample_bytree': 0.9510566779611663, 'gamma': 0.23728201746444083, 'reg_alpha': 0.24088759312674723, 'reg_lambda': 2.751269783022461}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:49,136] Trial 189 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 235, 'learning_rate': 0.1333732080698681, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9846617567234964, 'colsample_bytree': 0.9935427112521859, 'gamma': 0.09789283363912946, 'reg_alpha': 0.19761751489923568, 'reg_lambda': 2.866450049558293}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:49,343] Trial 190 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.08818855708670897, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9743542025393488, 'colsample_bytree': 0.9624980546448688, 'gamma': 3.853125266992393, 'reg_alpha': 0.2754977578983383, 'reg_lambda': 2.9642350616763538}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:49,578] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.11728247123241155, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9463744850235045, 'colsample_bytree': 0.9762926368344845, 'gamma': 0.1883628336983652, 'reg_alpha': 0.21243709599720764, 'reg_lambda': 2.8028215439025823}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:49,913] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.10785603593962256, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9509401967562203, 'colsample_bytree': 0.9743950827844118, 'gamma': 0.21557114171577096, 'reg_alpha': 0.19183127033596978, 'reg_lambda': 2.8354038342739183}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:50,178] Trial 193 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 242, 'learning_rate': 0.11927597292326331, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.917167690939758, 'colsample_bytree': 0.9832268729413476, 'gamma': 0.33162786105930553, 'reg_alpha': 0.16372810917928707, 'reg_lambda': 2.9223686457602196}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:50,401] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.11361457540666962, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9395168952824289, 'colsample_bytree': 0.9735722642358848, 'gamma': 0.08897944172377321, 'reg_alpha': 0.22400275949237197, 'reg_lambda': 2.7021698741468727}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:50,685] Trial 195 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.09599115885184326, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9625118753662961, 'colsample_bytree': 0.9655679456432483, 'gamma': 0.1863069032617628, 'reg_alpha': 0.18525354675858077, 'reg_lambda': 2.817137158799365}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:50,911] Trial 196 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 222, 'learning_rate': 0.10228883698814918, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9845884940306253, 'colsample_bytree': 0.9561748418569831, 'gamma': 0.2728047943679808, 'reg_alpha': 0.25178405487211225, 'reg_lambda': 2.857701580923331}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:51,132] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.1288814921835262, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9551518320320294, 'colsample_bytree': 0.9810223663249567, 'gamma': 0.44588187921135664, 'reg_alpha': 0.20744915665837074, 'reg_lambda': 2.962444391004161}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:51,463] Trial 198 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 233, 'learning_rate': 0.17775921713576479, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9765475726019575, 'colsample_bytree': 0.9907770433988167, 'gamma': 0.005842200570727745, 'reg_alpha': 0.1355851659904992, 'reg_lambda': 2.8948391181259367}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:51,803] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.13888409199169074, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8217054233290814, 'colsample_bytree': 0.9991171625837921, 'gamma': 0.12303672744101458, 'reg_alpha': 0.157844706702089, 'reg_lambda': 2.7746512142079998}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:51,807] A new study created in memory with name: no-name-865a3936-329f-4868-b6b9-efbbf7dbeed9
[I 2025-11-03 19:49:52,102] Trial 0 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 171, 'learning_rate': 0.02064327549921815, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7392358441600269, 'colsample_bytree': 0.8833200908722139, 'gamma': 1.0564191514969528, 'reg_alpha': 0.8648317396021161, 'reg_lambda': 0.6836345909647132}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:49:52,295] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.14039194271277125, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8198571923909123, 'colsample_bytree': 0.9188982333472218, 'gamma': 0.875586543187819, 'reg_alpha': 0.5497221442863206, 'reg_lambda': 2.3916030105173354}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:49:52,503] Trial 2 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 228, 'learning_rate': 0.11398659881812061, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7461298508134018, 'colsample_bytree': 0.8588892982044926, 'gamma': 1.8164811940044856, 'reg_alpha': 0.4324438945277467, 'reg_lambda': 1.9350966702773749}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:49:52,685] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 24, 'learning_rate': 0.049570413422798776, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.6439531895184849, 'colsample_bytree': 0.7000642571208536, 'gamma': 0.1925619048333732, 'reg_alpha': 0.5612626329843247, 'reg_lambda': 2.7290299105674896}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:49:52,868] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 151, 'learning_rate': 0.03709499927691819, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8016350437208328, 'colsample_bytree': 0.8727008293333618, 'gamma': 3.0930009198069364, 'reg_alpha': 0.7589760157798435, 'reg_lambda': 2.89239973935149}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:49:53,198] Trial 5 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 247, 'learning_rate': 0.0538474125843191, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7197838633245841, 'colsample_bytree': 0.6968762078459085, 'gamma': 0.22882447656097704, 'reg_alpha': 0.1873350180189901, 'reg_lambda': 1.2758204518682488}. Best is trial 5 with value: 0.7202380952380952.
[I 2025-11-03 19:49:53,365] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.03148535156700239, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.6651867178934499, 'colsample_bytree': 0.6571994600168407, 'gamma': 1.5673701549642638, 'reg_alpha': 0.1588313341022407, 'reg_lambda': 1.3636445935698236}. Best is trial 5 with value: 0.7202380952380952.
[I 2025-11-03 19:49:53,533] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.05445590956704876, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.8029618604445106, 'colsample_bytree': 0.6081398305820805, 'gamma': 0.4024786085010523, 'reg_alpha': 0.8847090580985669, 'reg_lambda': 1.3916416935892397}. Best is trial 5 with value: 0.7202380952380952.
[I 2025-11-03 19:49:53,788] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.17862616548034693, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.6293470425156937, 'colsample_bytree': 0.6600967555500727, 'gamma': 4.775549855116826, 'reg_alpha': 0.9103155389544418, 'reg_lambda': 1.6508219816886678}. Best is trial 5 with value: 0.7202380952380952.
[I 2025-11-03 19:49:53,968] Trial 9 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 130, 'learning_rate': 0.037921053039384894, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.898616023596329, 'colsample_bytree': 0.8145929300534405, 'gamma': 4.2808305907772235, 'reg_alpha': 0.01981810435995357, 'reg_lambda': 1.8276947659324803}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:54,185] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 201, 'learning_rate': 0.011540191266894978, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9500252703355594, 'colsample_bytree': 0.9923002281439636, 'gamma': 4.880373554929335, 'reg_alpha': 0.022128531511857896, 'reg_lambda': 2.1865122772962455}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:54,508] Trial 11 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 92, 'learning_rate': 0.09001681329429587, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9311752143494116, 'colsample_bytree': 0.761421582066061, 'gamma': 3.3547679469441105, 'reg_alpha': 0.2788339422825185, 'reg_lambda': 0.9094369583806805}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:54,749] Trial 12 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.0774361541250078, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8798558586418204, 'colsample_bytree': 0.7739326555729656, 'gamma': 3.793951921332698, 'reg_alpha': 0.007872758760800102, 'reg_lambda': 1.1218855440909565}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:54,940] Trial 13 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.2885089194303782, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8787650055018046, 'colsample_bytree': 0.7829538173437148, 'gamma': 3.93079000428441, 'reg_alpha': 0.0003143805645937983, 'reg_lambda': 1.0497287016355}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:55,155] Trial 14 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 56, 'learning_rate': 0.08495366561353739, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8813825912632998, 'colsample_bytree': 0.8205206542296488, 'gamma': 4.039366680930975, 'reg_alpha': 0.3568248520009096, 'reg_lambda': 1.819187163009661}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:55,350] Trial 15 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 115, 'learning_rate': 0.023326762883152455, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8621150160198595, 'colsample_bytree': 0.7262509052473198, 'gamma': 2.5951902722701012, 'reg_alpha': 0.11110719909977189, 'reg_lambda': 0.5304851286787204}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:55,590] Trial 16 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 210, 'learning_rate': 0.012516603264811577, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9973576167233786, 'colsample_bytree': 0.8084201252240605, 'gamma': 4.109099769654851, 'reg_alpha': 0.3068818695943826, 'reg_lambda': 1.6388014614932205}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:55,851] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 120, 'learning_rate': 0.08245787690900393, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9221691843519491, 'colsample_bytree': 0.9494418282476924, 'gamma': 3.3882202844852194, 'reg_alpha': 0.7110196902257491, 'reg_lambda': 2.147536844974409}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:55,953] Trial 18 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 55, 'learning_rate': 0.03346134768077749, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9894845270082305, 'colsample_bytree': 0.764021524472793, 'gamma': 4.423794173777106, 'reg_alpha': 0.08448226191283786, 'reg_lambda': 1.0329093762083734}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:56,391] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 167, 'learning_rate': 0.020453378312792616, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.84628450350264, 'colsample_bytree': 0.8348558655136917, 'gamma': 2.589341807121146, 'reg_alpha': 0.238518747784385, 'reg_lambda': 1.5053302251826073}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:56,602] Trial 20 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 238, 'learning_rate': 0.25217390744399953, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.903484867320452, 'colsample_bytree': 0.7364228550031838, 'gamma': 3.4485264726807454, 'reg_alpha': 0.4360540390816376, 'reg_lambda': 2.404092879735886}. Best is trial 20 with value: 0.7351190476190477.
[I 2025-11-03 19:49:56,831] Trial 21 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 249, 'learning_rate': 0.22531963260994012, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9032352161878673, 'colsample_bytree': 0.7419795744399402, 'gamma': 3.721125549087223, 'reg_alpha': 0.4498984016906482, 'reg_lambda': 2.5421487015623265}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:57,084] Trial 22 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 216, 'learning_rate': 0.2999800506762705, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9102319948201274, 'colsample_bytree': 0.7374269738881947, 'gamma': 3.145290422315761, 'reg_alpha': 0.4292648590615091, 'reg_lambda': 2.575871265403973}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:57,297] Trial 23 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 222, 'learning_rate': 0.285696926424659, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9570570534513305, 'colsample_bytree': 0.7335403106170546, 'gamma': 2.90719697696185, 'reg_alpha': 0.46057773097662996, 'reg_lambda': 2.5774278694141177}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:57,657] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.18957226241499783, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8408148582683234, 'colsample_bytree': 0.6612027465160368, 'gamma': 3.526707011311245, 'reg_alpha': 0.6512519519688722, 'reg_lambda': 2.4409976432330227}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:57,848] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.21276122751667653, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.912503205880091, 'colsample_bytree': 0.731799657055165, 'gamma': 2.26821459746225, 'reg_alpha': 0.40972996479091767, 'reg_lambda': 2.97941317241637}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:58,055] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 238, 'learning_rate': 0.22400082571515062, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9626314445486361, 'colsample_bytree': 0.6930461810631912, 'gamma': 3.009121342295251, 'reg_alpha': 0.5263374626823494, 'reg_lambda': 2.7078801201628755}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:58,402] Trial 27 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 213, 'learning_rate': 0.29848743094101304, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7707938853514202, 'colsample_bytree': 0.6150970644462961, 'gamma': 2.251212017565368, 'reg_alpha': 0.622726468428704, 'reg_lambda': 2.202402138039143}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:58,587] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 191, 'learning_rate': 0.14737730898458104, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9395017082865753, 'colsample_bytree': 0.7422016508360937, 'gamma': 3.693186231182079, 'reg_alpha': 0.3931795085844042, 'reg_lambda': 2.396040622461694}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:58,772] Trial 29 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 177, 'learning_rate': 0.14017591216986205, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8918111192418432, 'colsample_bytree': 0.7908448892760048, 'gamma': 4.527658496408997, 'reg_alpha': 0.48275916247746, 'reg_lambda': 2.0351150087971908}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:59,067] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.23885041887745065, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9726607000430482, 'colsample_bytree': 0.7036527560486726, 'gamma': 3.1277463043805245, 'reg_alpha': 0.3568402082666988, 'reg_lambda': 2.7739816685384096}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:59,281] Trial 31 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 250, 'learning_rate': 0.11756624737762063, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9026904157019406, 'colsample_bytree': 0.8208385482971827, 'gamma': 4.372618297529843, 'reg_alpha': 0.23575223695031783, 'reg_lambda': 2.565049222264082}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:59,555] Trial 32 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 160, 'learning_rate': 0.1755903838226562, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8408542250510951, 'colsample_bytree': 0.9078864144932135, 'gamma': 4.064219584169164, 'reg_alpha': 0.8005915817888214, 'reg_lambda': 2.5271715384019324}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:59,824] Trial 33 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.24390292861880553, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9105139932824698, 'colsample_bytree': 0.8440381176821223, 'gamma': 3.5504565120351606, 'reg_alpha': 0.9799874214356681, 'reg_lambda': 2.3028693461297998}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:00,044] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 221, 'learning_rate': 0.06887397154582092, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8199460697135598, 'colsample_bytree': 0.7565645396102847, 'gamma': 2.8540031429745056, 'reg_alpha': 0.5863255524917157, 'reg_lambda': 1.8496528444554126}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:00,318] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.10932927363662708, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8620393164826672, 'colsample_bytree': 0.8006907508522076, 'gamma': 3.2640396308844917, 'reg_alpha': 0.31901574883916717, 'reg_lambda': 1.9994400733669075}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:00,519] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.040352832572310315, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.7685021872669293, 'colsample_bytree': 0.862291538136417, 'gamma': 4.286328066758341, 'reg_alpha': 0.5201551903458909, 'reg_lambda': 2.7958385564102084}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:00,682] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.02550236844595445, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.9377629621307578, 'colsample_bytree': 0.7121949347824862, 'gamma': 4.695736507218397, 'reg_alpha': 0.6641062332186002, 'reg_lambda': 2.652103795649535}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:00,927] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 75, 'learning_rate': 0.1531572475160323, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8994824827800101, 'colsample_bytree': 0.6815898582424462, 'gamma': 1.5615631802044154, 'reg_alpha': 0.4337418372842997, 'reg_lambda': 2.3340325708420013}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:01,130] Trial 39 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 124, 'learning_rate': 0.017127840457402562, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6973755827652774, 'colsample_bytree': 0.9003860789671098, 'gamma': 3.759954726776174, 'reg_alpha': 0.1761065759126617, 'reg_lambda': 2.8810984289902937}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:01,418] Trial 40 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 180, 'learning_rate': 0.24802417015519654, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8216722821905574, 'colsample_bytree': 0.6328716904157557, 'gamma': 4.979765574412532, 'reg_alpha': 0.5752419707869487, 'reg_lambda': 2.1029767442111034}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:01,669] Trial 41 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 247, 'learning_rate': 0.1895149721452317, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8607085463136451, 'colsample_bytree': 0.7753542973878546, 'gamma': 3.717877004785679, 'reg_alpha': 0.07936731201063635, 'reg_lambda': 1.2328889525856526}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:02,028] Trial 42 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 238, 'learning_rate': 0.040738184257198745, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.877888972974087, 'colsample_bytree': 0.7512968496980224, 'gamma': 3.8920950298831443, 'reg_alpha': 0.04869680800348065, 'reg_lambda': 2.265478734009994}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:02,251] Trial 43 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 225, 'learning_rate': 0.04657339589190396, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9239063186001443, 'colsample_bytree': 0.7757646815577549, 'gamma': 3.5226049387330005, 'reg_alpha': 0.12953107000517813, 'reg_lambda': 0.7173472134265604}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:02,600] Trial 44 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 249, 'learning_rate': 0.061379351361527376, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8791957960003423, 'colsample_bytree': 0.7161901367614422, 'gamma': 4.235944564165336, 'reg_alpha': 0.2262055523366438, 'reg_lambda': 1.7162666899892747}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:02,921] Trial 45 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 235, 'learning_rate': 0.029777594836323005, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9770008302806218, 'colsample_bytree': 0.6768375904885596, 'gamma': 4.6191721259721685, 'reg_alpha': 0.03917843279102457, 'reg_lambda': 1.5220185347469348}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:03,073] Trial 46 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.12084720537711098, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9474393845725347, 'colsample_bytree': 0.8073819199719122, 'gamma': 3.2373377554585647, 'reg_alpha': 0.3635268203456655, 'reg_lambda': 2.4666226730261043}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:03,260] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.20521933870839004, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8922475692244481, 'colsample_bytree': 0.7858405330929091, 'gamma': 2.775482308603443, 'reg_alpha': 0.146925438910411, 'reg_lambda': 1.9137707596478597}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:03,561] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.26858093317973236, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6073505743660238, 'colsample_bytree': 0.7460028889754086, 'gamma': 3.8764791706295934, 'reg_alpha': 0.2878460184105488, 'reg_lambda': 1.1861017884270577}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:03,758] Trial 49 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 160, 'learning_rate': 0.06864767982600442, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7871734489349901, 'colsample_bytree': 0.8836012001550508, 'gamma': 4.182519932910411, 'reg_alpha': 0.48238785838853726, 'reg_lambda': 2.6352195631215034}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:03,966] Trial 50 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 212, 'learning_rate': 0.04835058123477446, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9258164155663752, 'colsample_bytree': 0.8349412592914872, 'gamma': 1.0436383635237376, 'reg_alpha': 0.8009183822049641, 'reg_lambda': 1.446586951416415}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:04,168] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 242, 'learning_rate': 0.05807424439590673, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.92198749832008, 'colsample_bytree': 0.8336729407595589, 'gamma': 1.0819827163253923, 'reg_alpha': 0.7920005720697003, 'reg_lambda': 1.1080916248735315}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:04,387] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.05341622833287446, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9231953263489076, 'colsample_bytree': 0.8339071436459633, 'gamma': 0.8934572277877143, 'reg_alpha': 0.8210850167672833, 'reg_lambda': 1.3599065837015027}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:04,616] Trial 53 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 203, 'learning_rate': 0.10183584120339599, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9225499586393238, 'colsample_bytree': 0.8407495116065583, 'gamma': 0.6845452664182653, 'reg_alpha': 0.7840256212330683, 'reg_lambda': 1.4035776697711948}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:04,934] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.05046311787389681, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9335670875372372, 'colsample_bytree': 0.877573361310839, 'gamma': 1.266217306313381, 'reg_alpha': 0.924590826466847, 'reg_lambda': 0.9655454831591477}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:05,129] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.04655052119189132, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.9665652123053798, 'colsample_bytree': 0.859090311628889, 'gamma': 1.0196949503474624, 'reg_alpha': 0.837105575071491, 'reg_lambda': 1.3268291305314004}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:05,411] Trial 56 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 228, 'learning_rate': 0.09575379967882747, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9493641192239314, 'colsample_bytree': 0.8280104454616294, 'gamma': 0.5908465788102968, 'reg_alpha': 0.72333903781135, 'reg_lambda': 1.4725519086087533}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:05,630] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.06684172111947713, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.9857579589151887, 'colsample_bytree': 0.9522057472026025, 'gamma': 1.2476933811392792, 'reg_alpha': 0.8483948335121212, 'reg_lambda': 0.8625655596166222}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:05,924] Trial 58 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 203, 'learning_rate': 0.0597260705634833, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9099350133405016, 'colsample_bytree': 0.848798884527243, 'gamma': 0.19494600633977555, 'reg_alpha': 0.9008639447049014, 'reg_lambda': 1.1161128635175368}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:06,289] Trial 59 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 210, 'learning_rate': 0.015490182201402783, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9215739684762557, 'colsample_bytree': 0.7618935523923913, 'gamma': 1.7724358392284976, 'reg_alpha': 0.7467785248041677, 'reg_lambda': 1.541718417158743}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:06,506] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.16354316864299687, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8666329577318919, 'colsample_bytree': 0.800833309668579, 'gamma': 0.6418637342368089, 'reg_alpha': 0.945129574346088, 'reg_lambda': 1.6140229561142811}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:06,878] Trial 61 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 243, 'learning_rate': 0.03195285331480399, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.894854621658937, 'colsample_bytree': 0.8149474136800128, 'gamma': 0.37774702655950154, 'reg_alpha': 0.8025018626042958, 'reg_lambda': 1.3534001738751402}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:07,045] Trial 62 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.03591336563655979, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.952418104409273, 'colsample_bytree': 0.7885855058206462, 'gamma': 0.8499536873234624, 'reg_alpha': 0.44411419281908737, 'reg_lambda': 1.7421764730314988}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:07,255] Trial 63 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 225, 'learning_rate': 0.0276825391476469, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9124156900363031, 'colsample_bytree': 0.8287453668260808, 'gamma': 1.265537758294332, 'reg_alpha': 0.6957385779610399, 'reg_lambda': 1.2282621136188634}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:07,576] Trial 64 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 190, 'learning_rate': 0.03984958952289412, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9316425148980206, 'colsample_bytree': 0.726915046149632, 'gamma': 2.315129921012841, 'reg_alpha': 0.3935396452388585, 'reg_lambda': 0.7946285022799813}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:07,809] Trial 65 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 234, 'learning_rate': 0.07599160410378437, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8891958028019499, 'colsample_bytree': 0.8640884755866595, 'gamma': 0.8967226684943166, 'reg_alpha': 0.865717853650683, 'reg_lambda': 1.1421314640771745}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:08,123] Trial 66 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.08277185873747768, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8538614551082702, 'colsample_bytree': 0.8860680786081977, 'gamma': 1.5424946947460323, 'reg_alpha': 0.8688343356811835, 'reg_lambda': 1.1083612911035359}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:08,318] Trial 67 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.05591724609985684, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.8851996555278848, 'colsample_bytree': 0.9264109309297083, 'gamma': 0.9737670899827158, 'reg_alpha': 0.5429669687048296, 'reg_lambda': 1.4258339302825396}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:08,667] Trial 68 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 243, 'learning_rate': 0.26614276794878156, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8733742943819911, 'colsample_bytree': 0.8628948649015632, 'gamma': 2.031467162068197, 'reg_alpha': 0.830756596744886, 'reg_lambda': 0.9230335975636241}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:08,865] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.13033757681929883, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9033512621533728, 'colsample_bytree': 0.8468227052404742, 'gamma': 0.43052324265452974, 'reg_alpha': 0.9980443215405127, 'reg_lambda': 1.0496216240260092}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:09,200] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 232, 'learning_rate': 0.0775809101681952, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8306098851856041, 'colsample_bytree': 0.8709476733140661, 'gamma': 0.8514548587424082, 'reg_alpha': 0.762734595458043, 'reg_lambda': 2.4650364719624736}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:09,480] Trial 71 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 250, 'learning_rate': 0.04476953928706159, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9419572160786087, 'colsample_bytree': 0.8206463732448539, 'gamma': 1.3386393530760077, 'reg_alpha': 0.6309314450522036, 'reg_lambda': 1.3017543812635886}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:09,702] Trial 72 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.05464052134641559, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.914438067406483, 'colsample_bytree': 0.8338834736974444, 'gamma': 1.166960200213625, 'reg_alpha': 0.8156858879027681, 'reg_lambda': 1.6091878885259119}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:09,867] Trial 73 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.035702109276137324, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.8902041751450103, 'colsample_bytree': 0.7365455987274476, 'gamma': 0.0150927124537652, 'reg_alpha': 0.9438605042132258, 'reg_lambda': 1.168541968250124}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:10,121] Trial 74 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 196, 'learning_rate': 0.21449187711724763, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.903155200485535, 'colsample_bytree': 0.7953093551098094, 'gamma': 3.0858770089036347, 'reg_alpha': 0.8803000605225237, 'reg_lambda': 2.3515110745680365}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:10,271] Trial 75 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.2959056013224319, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9287726737773875, 'colsample_bytree': 0.8101010151065338, 'gamma': 1.4406451331796433, 'reg_alpha': 0.5003083857579999, 'reg_lambda': 2.85629762716885}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:10,339] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 36, 'learning_rate': 0.04297238405021831, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9623367568308123, 'colsample_bytree': 0.7690652785961745, 'gamma': 1.7089930749620508, 'reg_alpha': 0.776878250643747, 'reg_lambda': 2.7173804337311487}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:10,619] Trial 77 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.049343249474917576, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.8477184953536014, 'colsample_bytree': 0.851344644276735, 'gamma': 3.466052859907191, 'reg_alpha': 0.5941408888066394, 'reg_lambda': 1.0018639458410432}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:10,831] Trial 78 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 207, 'learning_rate': 0.06024114382232181, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.870064945772272, 'colsample_bytree': 0.7167573338575729, 'gamma': 1.9530319797174447, 'reg_alpha': 0.6803560463339291, 'reg_lambda': 2.2543187662115605}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:11,203] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.26086755213612695, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9203751691799559, 'colsample_bytree': 0.684491596707147, 'gamma': 2.694417438417752, 'reg_alpha': 0.7275944884088076, 'reg_lambda': 2.5436951155325502}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:11,428] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.06427333630875977, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.7224467465945767, 'colsample_bytree': 0.6988779014014274, 'gamma': 3.6256840238772066, 'reg_alpha': 0.4581221832793601, 'reg_lambda': 0.5783701926704783}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:11,802] Trial 81 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 235, 'learning_rate': 0.0767589024390704, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8981461337277086, 'colsample_bytree': 0.7743278989229356, 'gamma': 3.354879075406357, 'reg_alpha': 0.07910837348834879, 'reg_lambda': 1.241741081726007}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:12,018] Trial 82 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 244, 'learning_rate': 0.052403168793886484, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8843543706812445, 'colsample_bytree': 0.7414832906917335, 'gamma': 3.9796825136785294, 'reg_alpha': 0.0028473301391400696, 'reg_lambda': 1.1359318390282296}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:12,339] Trial 83 finished with value: 0.755952380952381 and parameters: {'n_estimators': 217, 'learning_rate': 0.23449151169989377, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9040482062806351, 'colsample_bytree': 0.7583715998030045, 'gamma': 1.1026844597226764, 'reg_alpha': 0.3212844405141474, 'reg_lambda': 2.625583382750483}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:12,643] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 218, 'learning_rate': 0.1804353734381372, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9438752558848066, 'colsample_bytree': 0.7476097613102595, 'gamma': 1.0769559871155472, 'reg_alpha': 0.40587449258146474, 'reg_lambda': 2.655767638907641}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:12,932] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 223, 'learning_rate': 0.23275428789705793, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9124411802900249, 'colsample_bytree': 0.7617833526649692, 'gamma': 0.882106624757766, 'reg_alpha': 0.3304340623804651, 'reg_lambda': 2.4032645794211005}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:13,136] Trial 86 finished with value: 0.738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.19814685965872114, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9097433440803052, 'colsample_bytree': 0.7244444561886891, 'gamma': 0.9195972022360738, 'reg_alpha': 0.31542720343875946, 'reg_lambda': 2.3810826656711077}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:13,366] Trial 87 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 214, 'learning_rate': 0.20680071361675956, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9346594241363706, 'colsample_bytree': 0.7101655421553502, 'gamma': 0.7348533834362202, 'reg_alpha': 0.2669071989849787, 'reg_lambda': 2.5756015649567345}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:13,680] Trial 88 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 230, 'learning_rate': 0.2242078209375236, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9052053568502672, 'colsample_bytree': 0.7241130831660831, 'gamma': 0.5034957028000562, 'reg_alpha': 0.3388645206298022, 'reg_lambda': 2.513662748381747}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:13,920] Trial 89 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 207, 'learning_rate': 0.16667800799198434, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9264603426021131, 'colsample_bytree': 0.7229541216652215, 'gamma': 0.4548836349914591, 'reg_alpha': 0.3578174179261309, 'reg_lambda': 2.5040925218682863}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:14,216] Trial 90 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 197, 'learning_rate': 0.1990105089902938, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9562646651463086, 'colsample_bytree': 0.7357829133246478, 'gamma': 0.5409611650361752, 'reg_alpha': 0.37743653819754824, 'reg_lambda': 2.962370646020481}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:14,432] Trial 91 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.22599113199298146, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9044095520792332, 'colsample_bytree': 0.7055061068872498, 'gamma': 1.1087489605852252, 'reg_alpha': 0.42132467307745913, 'reg_lambda': 2.786727577698943}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:14,636] Trial 92 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 229, 'learning_rate': 0.2531935283486938, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8904981904570358, 'colsample_bytree': 0.7518998508683395, 'gamma': 0.2906653464897542, 'reg_alpha': 0.3009090504175037, 'reg_lambda': 2.6163001756716815}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:14,963] Trial 93 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 239, 'learning_rate': 0.2797713052230353, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9189123986875743, 'colsample_bytree': 0.7231771478389811, 'gamma': 0.7422451421870525, 'reg_alpha': 0.3402501891639975, 'reg_lambda': 2.19350700500576}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:15,167] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.1914428509901876, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9372207441142806, 'colsample_bytree': 0.8926054811265474, 'gamma': 0.9518568299138489, 'reg_alpha': 0.25736518454506174, 'reg_lambda': 2.699333984384129}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:15,460] Trial 95 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 221, 'learning_rate': 0.23929900021417783, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9756832243089504, 'colsample_bytree': 0.6685173173872436, 'gamma': 1.4004861834841364, 'reg_alpha': 0.22035090512195254, 'reg_lambda': 2.675105758681963}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:15,664] Trial 96 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.15443192975420283, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.9399178151602339, 'colsample_bytree': 0.8940834342786028, 'gamma': 1.1773273138202944, 'reg_alpha': 0.26987345085829223, 'reg_lambda': 2.760149278934556}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:15,989] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.1879072303146301, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9067560731711631, 'colsample_bytree': 0.9180031824774153, 'gamma': 0.9778581547254195, 'reg_alpha': 0.19465497254940456, 'reg_lambda': 2.503288575352808}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:16,226] Trial 98 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 206, 'learning_rate': 0.22622003216018263, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9301145607981214, 'colsample_bytree': 0.7821841740396336, 'gamma': 0.07075004557682685, 'reg_alpha': 0.38222500738912035, 'reg_lambda': 2.838898026853614}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:16,493] Trial 99 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 246, 'learning_rate': 0.2813367744510338, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9640431665484622, 'colsample_bytree': 0.9452599997096758, 'gamma': 0.5886572952266096, 'reg_alpha': 0.3384211635922208, 'reg_lambda': 2.401943033764506}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:16,803] Trial 100 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 185, 'learning_rate': 0.2019989517145196, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9497656521086463, 'colsample_bytree': 0.6907223021351357, 'gamma': 0.7818237188227231, 'reg_alpha': 0.24736060034727717, 'reg_lambda': 2.586486978852173}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:17,046] Trial 101 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 232, 'learning_rate': 0.25649575064536584, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9181222903488491, 'colsample_bytree': 0.8706048837368597, 'gamma': 0.989066346699417, 'reg_alpha': 0.30876571546258846, 'reg_lambda': 2.438437159263325}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:17,250] Trial 102 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 225, 'learning_rate': 0.21569751587208938, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8969388261182363, 'colsample_bytree': 0.8370093080482559, 'gamma': 0.8337354259236752, 'reg_alpha': 0.4668662140064091, 'reg_lambda': 2.328686754556869}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:17,572] Trial 103 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.22132407813555174, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8818222830470069, 'colsample_bytree': 0.993053536443153, 'gamma': 0.5432299632943542, 'reg_alpha': 0.48280292168379213, 'reg_lambda': 2.3268608008696763}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:17,765] Trial 104 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.298914590270433, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8979965172982242, 'colsample_bytree': 0.7561426820027152, 'gamma': 0.805212461701444, 'reg_alpha': 0.425436282689235, 'reg_lambda': 2.1143711598100583}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:18,060] Trial 105 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 240, 'learning_rate': 0.1708229747211658, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9087254909792946, 'colsample_bytree': 0.8379800187906549, 'gamma': 0.6728262085274395, 'reg_alpha': 0.4527790112493508, 'reg_lambda': 2.6931061998890224}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:18,274] Trial 106 finished with value: 0.5 and parameters: {'n_estimators': 217, 'learning_rate': 0.1951113554886058, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.6789235973294332, 'colsample_bytree': 0.8535507860332677, 'gamma': 3.221229294494039, 'reg_alpha': 0.5389672588687024, 'reg_lambda': 2.9243580542376106}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:18,524] Trial 107 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.1403509897646948, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9365552840802026, 'colsample_bytree': 0.7312844821646437, 'gamma': 0.28573178960328083, 'reg_alpha': 0.5133609994094778, 'reg_lambda': 2.2690559947843068}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:18,778] Trial 108 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 200, 'learning_rate': 0.2460545520441687, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8751205916675178, 'colsample_bytree': 0.7395609550052209, 'gamma': 1.1488316479170393, 'reg_alpha': 0.47011383334808854, 'reg_lambda': 2.3687672345755435}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:18,973] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 220, 'learning_rate': 0.17783181000091436, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9259624852836026, 'colsample_bytree': 0.8242987507370862, 'gamma': 0.9076691233630506, 'reg_alpha': 0.28953109106749275, 'reg_lambda': 2.603248341663731}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:19,352] Trial 110 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.27020369396548044, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9183308774634426, 'colsample_bytree': 0.8014171429969177, 'gamma': 2.9962458117447266, 'reg_alpha': 0.3995312960436332, 'reg_lambda': 2.478906519342282}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:19,547] Trial 111 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 233, 'learning_rate': 0.1572858352248602, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8877142801445849, 'colsample_bytree': 0.8340622708084844, 'gamma': 0.9165132415193449, 'reg_alpha': 0.853702491304678, 'reg_lambda': 2.736492903637257}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:19,751] Trial 112 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 249, 'learning_rate': 0.07399153515103528, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8965414298509058, 'colsample_bytree': 0.8893893263946279, 'gamma': 1.0341738501581947, 'reg_alpha': 0.37355311256216517, 'reg_lambda': 1.433932171094023}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:20,018] Trial 113 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.21400335089928674, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.909751341337183, 'colsample_bytree': 0.8776011508498022, 'gamma': 3.8115806654866717, 'reg_alpha': 0.8232269450894567, 'reg_lambda': 2.5519953218548226}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:20,228] Trial 114 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 241, 'learning_rate': 0.2380792219808151, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8609626159963369, 'colsample_bytree': 0.8672503472300324, 'gamma': 1.3268711601209, 'reg_alpha': 0.9021526161092382, 'reg_lambda': 2.421741272417816}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:20,430] Trial 115 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 230, 'learning_rate': 0.19100782124189145, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9005975742020652, 'colsample_bytree': 0.8572747474839522, 'gamma': 3.4356244092001855, 'reg_alpha': 0.4336571404754542, 'reg_lambda': 1.2793328045452277}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:20,706] Trial 116 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 207, 'learning_rate': 0.18933905623326686, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9021190025827938, 'colsample_bytree': 0.8543507804667677, 'gamma': 3.428162871542008, 'reg_alpha': 0.41281522759172345, 'reg_lambda': 1.3589200319408843}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:20,905] Trial 117 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 213, 'learning_rate': 0.12718007812676804, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9454344803264685, 'colsample_bytree': 0.8159573710818262, 'gamma': 3.6673514772705365, 'reg_alpha': 0.4832275660252363, 'reg_lambda': 1.2814382299444746}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:21,219] Trial 118 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.20563341888835837, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.807421742211446, 'colsample_bytree': 0.7175788892019102, 'gamma': 3.583261864649101, 'reg_alpha': 0.4400031640611077, 'reg_lambda': 1.5420008558371145}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:21,460] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 245, 'learning_rate': 0.22589613637801015, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9272233317802802, 'colsample_bytree': 0.9043550065819672, 'gamma': 3.2159747080132197, 'reg_alpha': 0.24986886583089507, 'reg_lambda': 2.519678289771196}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:21,598] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 83, 'learning_rate': 0.2746755197996426, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.9185135031174638, 'colsample_bytree': 0.8449889214308252, 'gamma': 1.512474034969113, 'reg_alpha': 0.20636239332477335, 'reg_lambda': 1.2086237787734593}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:21,787] Trial 121 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 222, 'learning_rate': 0.05010260798471447, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8932700720657802, 'colsample_bytree': 0.8624963317613952, 'gamma': 3.3117776965986, 'reg_alpha': 0.5597755850113619, 'reg_lambda': 1.0732017348351182}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:22,140] Trial 122 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 229, 'learning_rate': 0.010532933569200808, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.878702221854456, 'colsample_bytree': 0.8365686793592689, 'gamma': 1.077424574636236, 'reg_alpha': 0.3170827934241521, 'reg_lambda': 1.1630811592494188}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:22,664] Trial 123 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.05701861360327413, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.9100185769883482, 'colsample_bytree': 0.8267015597291248, 'gamma': 0.4739562128285887, 'reg_alpha': 0.35007517121573495, 'reg_lambda': 1.2662783226246312}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:23,089] Trial 124 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 216, 'learning_rate': 0.25390128909982634, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8888875419755052, 'colsample_bytree': 0.8792222036581825, 'gamma': 1.1988072863953398, 'reg_alpha': 0.7911638191768283, 'reg_lambda': 1.001938207029435}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:23,308] Trial 125 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 222, 'learning_rate': 0.09214441854144503, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.868255814648371, 'colsample_bytree': 0.7281214251631158, 'gamma': 2.511850338228163, 'reg_alpha': 0.5033702910501783, 'reg_lambda': 2.645670465251032}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:23,532] Trial 126 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.2132380625970992, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9008745308894891, 'colsample_bytree': 0.7472104847034398, 'gamma': 0.7244227745455284, 'reg_alpha': 0.4667687514376367, 'reg_lambda': 1.6736841621021536}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:23,741] Trial 127 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 233, 'learning_rate': 0.18247201895362314, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9300079646486675, 'colsample_bytree': 0.8574558328483453, 'gamma': 3.5116676085835943, 'reg_alpha': 0.8657090836575154, 'reg_lambda': 1.0879836063405577}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:23,989] Trial 128 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 209, 'learning_rate': 0.18210121712707236, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9372201369619758, 'colsample_bytree': 0.808753821679013, 'gamma': 3.4022096506991732, 'reg_alpha': 0.4324506540285449, 'reg_lambda': 1.3156925720289565}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:24,185] Trial 129 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 227, 'learning_rate': 0.1954522978223543, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9286446349875689, 'colsample_bytree': 0.7643324600004688, 'gamma': 3.5308437194796443, 'reg_alpha': 0.7490931208691695, 'reg_lambda': 0.929035239732386}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:24,569] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.02116741341838824, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9163096418710343, 'colsample_bytree': 0.8487181822208171, 'gamma': 1.6689313654545315, 'reg_alpha': 0.3279806010549021, 'reg_lambda': 2.8251770200767807}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:24,797] Trial 131 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.04647762030672905, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9549802431255291, 'colsample_bytree': 0.8638283725373079, 'gamma': 3.738283372892953, 'reg_alpha': 0.8789293517543637, 'reg_lambda': 1.472565946214394}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:25,001] Trial 132 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 233, 'learning_rate': 0.1462949871303422, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9078675162089226, 'colsample_bytree': 0.84037607097852, 'gamma': 0.8399370432433835, 'reg_alpha': 0.8453833457435409, 'reg_lambda': 1.8061602927426514}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:25,280] Trial 133 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 245, 'learning_rate': 0.16648265648984248, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8963471769184999, 'colsample_bytree': 0.8295174955951238, 'gamma': 3.1297258603330826, 'reg_alpha': 0.8057439600293845, 'reg_lambda': 1.087009578741679}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:25,494] Trial 134 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 219, 'learning_rate': 0.2394270547922464, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9240963522510031, 'colsample_bytree': 0.8922384563292, 'gamma': 0.635434648366944, 'reg_alpha': 0.8622820783575349, 'reg_lambda': 1.1653379563468607}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:25,691] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.11016676513777385, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9360047250687409, 'colsample_bytree': 0.8580159586477569, 'gamma': 3.860867130649072, 'reg_alpha': 0.9100005185384059, 'reg_lambda': 1.0174246519444181}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:26,052] Trial 136 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.21910958379872403, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9427611608250094, 'colsample_bytree': 0.8579273089333619, 'gamma': 4.107280729934717, 'reg_alpha': 0.9082651126537187, 'reg_lambda': 1.0384140978132177}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:26,301] Trial 137 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 214, 'learning_rate': 0.11153457092535798, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9381497154839865, 'colsample_bytree': 0.7074393639580056, 'gamma': 3.859338543487456, 'reg_alpha': 0.26033416194696574, 'reg_lambda': 2.551589780824059}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:26,516] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 203, 'learning_rate': 0.10400840112887373, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.7489347029118019, 'colsample_bytree': 0.7337420937804788, 'gamma': 3.968106574015321, 'reg_alpha': 0.9447046646177989, 'reg_lambda': 2.0244257456488026}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:26,868] Trial 139 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 239, 'learning_rate': 0.17419732245559708, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.985514326643286, 'colsample_bytree': 0.7204460843135105, 'gamma': 3.626984345936846, 'reg_alpha': 0.28467433141223664, 'reg_lambda': 0.8717806540756544}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:27,066] Trial 140 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 223, 'learning_rate': 0.25431072216866873, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9318086365611301, 'colsample_bytree': 0.7423893650353994, 'gamma': 2.827768916663735, 'reg_alpha': 0.3872430643918735, 'reg_lambda': 2.3065151167388693}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:27,387] Trial 141 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 231, 'learning_rate': 0.07151538212905288, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9156373772082287, 'colsample_bytree': 0.8731150741750552, 'gamma': 0.9714896502012537, 'reg_alpha': 0.9208193376137365, 'reg_lambda': 0.9875547898911614}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:27,579] Trial 142 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 235, 'learning_rate': 0.06445098351961766, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9041076621550813, 'colsample_bytree': 0.8440359472682852, 'gamma': 3.4967574006450897, 'reg_alpha': 0.44623008444762813, 'reg_lambda': 1.12770546701162}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:27,857] Trial 143 finished with value: 0.693452380952381 and parameters: {'n_estimators': 243, 'learning_rate': 0.041885879889161426, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9238312105336953, 'colsample_bytree': 0.8587120475827642, 'gamma': 3.7304352296214898, 'reg_alpha': 0.8882673220125219, 'reg_lambda': 2.4736086834474245}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:28,063] Trial 144 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.2335229393622499, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.910864419087372, 'colsample_bytree': 0.8536363857091512, 'gamma': 1.1025252379334494, 'reg_alpha': 0.9797331519810633, 'reg_lambda': 2.6024395312266773}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:28,358] Trial 145 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 219, 'learning_rate': 0.19634337277053854, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8850667794821933, 'colsample_bytree': 0.878996090147288, 'gamma': 0.8005141435034278, 'reg_alpha': 0.8271818245696572, 'reg_lambda': 1.4033994625305874}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:28,602] Trial 146 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 230, 'learning_rate': 0.05699023252747319, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9328663399389143, 'colsample_bytree': 0.7557763708786321, 'gamma': 1.2509233976346168, 'reg_alpha': 0.420193001691599, 'reg_lambda': 2.358282785558578}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:28,794] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 211, 'learning_rate': 0.08559441097877939, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8949851927655915, 'colsample_bytree': 0.823396032963497, 'gamma': 0.9292888500854927, 'reg_alpha': 0.7789007073914085, 'reg_lambda': 1.2188056530745333}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:29,098] Trial 148 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.2832249891838127, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9506027483378084, 'colsample_bytree': 0.8973205136889295, 'gamma': 1.3495797847387763, 'reg_alpha': 0.8711248858475762, 'reg_lambda': 0.8120767479070793}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:29,434] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.052754278669473555, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9169497595439032, 'colsample_bytree': 0.8431847090038654, 'gamma': 1.0135871575884408, 'reg_alpha': 0.5273685194668887, 'reg_lambda': 2.702682425912305}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:29,757] Trial 150 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 226, 'learning_rate': 0.20844060739505563, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9674475767119247, 'colsample_bytree': 0.8694907154586488, 'gamma': 3.3752190010533365, 'reg_alpha': 0.48732209645730934, 'reg_lambda': 2.4317700740724026}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:29,964] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.06352009295847398, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9028870129358908, 'colsample_bytree': 0.843145274430433, 'gamma': 3.4809477771301567, 'reg_alpha': 0.3604230037105366, 'reg_lambda': 1.1452784659681117}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:30,261] Trial 152 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 232, 'learning_rate': 0.06174328139635423, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9027142122598759, 'colsample_bytree': 0.9165243336413677, 'gamma': 3.6270509737123926, 'reg_alpha': 0.36081809729114667, 'reg_lambda': 1.0464080693502429}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:30,439] Trial 153 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.06642698051935192, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9001797548617965, 'colsample_bytree': 0.9266617626845426, 'gamma': 3.8305096630771347, 'reg_alpha': 0.36491995878357547, 'reg_lambda': 0.955486010583969}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:30,642] Trial 154 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 222, 'learning_rate': 0.059747156962719275, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9074602868641581, 'colsample_bytree': 0.922820135966804, 'gamma': 3.5240536567863554, 'reg_alpha': 0.3019348251747183, 'reg_lambda': 1.0859873795616115}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:30,867] Trial 155 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 221, 'learning_rate': 0.06085774250719072, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9134122629612618, 'colsample_bytree': 0.9156580510430309, 'gamma': 3.533255296222556, 'reg_alpha': 0.3398045349724205, 'reg_lambda': 1.0502979907874028}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:31,138] Trial 156 finished with value: 0.699404761904762 and parameters: {'n_estimators': 231, 'learning_rate': 0.049913833088134275, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9235139517900395, 'colsample_bytree': 0.9354825496293272, 'gamma': 3.6605859960673834, 'reg_alpha': 0.30703022834957944, 'reg_lambda': 1.074824393119821}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:31,343] Trial 157 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 224, 'learning_rate': 0.06161966989875108, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.905566569213824, 'colsample_bytree': 0.9382689266400988, 'gamma': 3.990749838990408, 'reg_alpha': 0.3187111624888418, 'reg_lambda': 1.1847526603612053}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:31,578] Trial 158 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.058057163567459505, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9309393017433303, 'colsample_bytree': 0.9263030587443845, 'gamma': 3.315179577468241, 'reg_alpha': 0.29126365429380946, 'reg_lambda': 1.1172103111263438}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:31,771] Trial 159 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 211, 'learning_rate': 0.05451563226760277, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9445828255297175, 'colsample_bytree': 0.9088238976701507, 'gamma': 3.2983548859451273, 'reg_alpha': 0.36001310881130155, 'reg_lambda': 1.1060792802160329}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:32,068] Trial 160 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.03817446196569116, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9342463817135552, 'colsample_bytree': 0.9268760155409717, 'gamma': 3.2117039465538992, 'reg_alpha': 0.27653265826060947, 'reg_lambda': 0.9861093835712409}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:32,272] Trial 161 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 217, 'learning_rate': 0.05722539325037139, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9217588711241509, 'colsample_bytree': 0.9112083986757015, 'gamma': 3.0387057571107237, 'reg_alpha': 0.302441206961551, 'reg_lambda': 1.2413005032819948}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:32,531] Trial 162 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 220, 'learning_rate': 0.04790313379141433, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9114646848547241, 'colsample_bytree': 0.9764202953798244, 'gamma': 3.5891924226231096, 'reg_alpha': 0.39365158939748635, 'reg_lambda': 0.8900941928514812}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:32,737] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.07102041598996063, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.925238902716368, 'colsample_bytree': 0.922734718488974, 'gamma': 3.4187708708810307, 'reg_alpha': 0.295601934256792, 'reg_lambda': 1.321726678371864}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:33,043] Trial 164 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.06300509557308889, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.958667518664566, 'colsample_bytree': 0.9227197493499415, 'gamma': 3.445698984664545, 'reg_alpha': 0.34694265596244406, 'reg_lambda': 1.3315300177679144}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:33,252] Trial 165 finished with value: 0.5 and parameters: {'n_estimators': 241, 'learning_rate': 0.06879337003440282, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9261328491130671, 'colsample_bytree': 0.9386461307978622, 'gamma': 3.7297111592557615, 'reg_alpha': 0.23047978286721757, 'reg_lambda': 1.0271109123871816}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:33,510] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 214, 'learning_rate': 0.04449802087348494, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9394146077044477, 'colsample_bytree': 0.9645544381386897, 'gamma': 3.3474617656366186, 'reg_alpha': 0.28142605442369567, 'reg_lambda': 1.2977435871046958}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:33,702] Trial 167 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.05486906738302087, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9312909533783215, 'colsample_bytree': 0.9021029832822108, 'gamma': 3.158493384102325, 'reg_alpha': 0.2506660429443583, 'reg_lambda': 1.1259833436525362}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:33,992] Trial 168 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.08096329107433511, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8952944095111864, 'colsample_bytree': 0.9470123423869893, 'gamma': 3.5528389955211446, 'reg_alpha': 0.2985531546779877, 'reg_lambda': 1.3762637316427202}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:34,250] Trial 169 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.06830632110416684, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9189407431513229, 'colsample_bytree': 0.9604876509314386, 'gamma': 3.4702999300836717, 'reg_alpha': 0.3290566820724966, 'reg_lambda': 1.2047022957990703}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:34,458] Trial 170 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.05894766279983332, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.648162646575596, 'colsample_bytree': 0.916162182657653, 'gamma': 3.797116938204511, 'reg_alpha': 0.37387692008278806, 'reg_lambda': 1.283295877256405}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:34,719] Trial 171 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 225, 'learning_rate': 0.05150245825583746, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.903777295986344, 'colsample_bytree': 0.9296875352993726, 'gamma': 3.345862830362103, 'reg_alpha': 0.27109111102066236, 'reg_lambda': 1.091646080964309}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:34,943] Trial 172 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 247, 'learning_rate': 0.188483653625666, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9108088991490322, 'colsample_bytree': 0.8305703367689863, 'gamma': 2.9614477867716076, 'reg_alpha': 0.34830370186652726, 'reg_lambda': 1.1598005711682697}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:35,229] Trial 173 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 219, 'learning_rate': 0.13149709732498285, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8883715486574214, 'colsample_bytree': 0.8192160980040055, 'gamma': 3.9009741354327296, 'reg_alpha': 0.31698779225921625, 'reg_lambda': 2.643645908266147}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:35,439] Trial 174 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 238, 'learning_rate': 0.06209456245616745, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9251330101148925, 'colsample_bytree': 0.8381749236668522, 'gamma': 3.283027202952129, 'reg_alpha': 0.4001291434996602, 'reg_lambda': 0.9333156097573049}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:35,752] Trial 175 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 235, 'learning_rate': 0.07440803756154583, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9486156988288592, 'colsample_bytree': 0.8859245004102518, 'gamma': 3.457072007229979, 'reg_alpha': 0.17431267230402164, 'reg_lambda': 1.0368732304633108}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:35,960] Trial 176 finished with value: 0.755952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.05254449671297203, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.904488198740131, 'colsample_bytree': 0.8507891553156515, 'gamma': 3.6248495524179436, 'reg_alpha': 0.4664040568780213, 'reg_lambda': 1.2343437401676094}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:36,160] Trial 177 finished with value: 0.5 and parameters: {'n_estimators': 215, 'learning_rate': 0.05333659038183507, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9004442308925227, 'colsample_bytree': 0.85255544561116, 'gamma': 3.6211690943659818, 'reg_alpha': 0.4396251893667789, 'reg_lambda': 1.2180024030961873}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:36,379] Trial 178 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 230, 'learning_rate': 0.046817166808015974, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.884107259281731, 'colsample_bytree': 0.8350656233324356, 'gamma': 3.7139834137169414, 'reg_alpha': 0.4651605847595112, 'reg_lambda': 1.3598547595572654}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:36,656] Trial 179 finished with value: 0.5 and parameters: {'n_estimators': 221, 'learning_rate': 0.05934041305186613, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9192914302918058, 'colsample_bytree': 0.8470614128175964, 'gamma': 3.6065848114338865, 'reg_alpha': 0.41643440628715717, 'reg_lambda': 1.1708359498804222}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:36,870] Trial 180 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.05686084931475063, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9312977229657582, 'colsample_bytree': 0.8138393093929357, 'gamma': 3.4072542383546116, 'reg_alpha': 0.4589319948959365, 'reg_lambda': 1.44339854973521}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:37,247] Trial 181 finished with value: 0.693452380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.06631925769650623, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.912236194805177, 'colsample_bytree': 0.9343369151966259, 'gamma': 3.502484052189495, 'reg_alpha': 0.2872774563307353, 'reg_lambda': 1.2629821829874988}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:37,551] Trial 182 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 227, 'learning_rate': 0.21843391693354883, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9027422830984101, 'colsample_bytree': 0.7275788245337126, 'gamma': 2.1644425331403583, 'reg_alpha': 0.32721261459519535, 'reg_lambda': 2.527072153567952}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:37,817] Trial 183 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 65, 'learning_rate': 0.21768486032066275, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.892447022795352, 'colsample_bytree': 0.9155000228962324, 'gamma': 3.691035568467923, 'reg_alpha': 0.3271857600146781, 'reg_lambda': 2.5364094081121022}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:38,058] Trial 184 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 233, 'learning_rate': 0.05083031355698691, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8774146196844094, 'colsample_bytree': 0.856309196900263, 'gamma': 0.35874711878984245, 'reg_alpha': 0.3627732846887278, 'reg_lambda': 1.1129878996587257}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:38,363] Trial 185 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 227, 'learning_rate': 0.22694338360133304, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9020170081269183, 'colsample_bytree': 0.8434879803902293, 'gamma': 2.071076124530138, 'reg_alpha': 0.3850696814526822, 'reg_lambda': 2.7349396436822393}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:38,573] Trial 186 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.23340820836025386, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9006031440998785, 'colsample_bytree': 0.8467923156741818, 'gamma': 2.052723470681639, 'reg_alpha': 0.3809734064200507, 'reg_lambda': 2.703332769621984}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:38,836] Trial 187 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.18088036110496458, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9048250503868012, 'colsample_bytree': 0.8278216060542992, 'gamma': 1.8949933319739165, 'reg_alpha': 0.4021949645866967, 'reg_lambda': 2.592393516927566}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:39,039] Trial 188 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.20656746216527974, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8928669421098311, 'colsample_bytree': 0.8424830044462884, 'gamma': 2.1536682446097504, 'reg_alpha': 0.4342852766216297, 'reg_lambda': 2.7464003415088194}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:39,256] Trial 189 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 222, 'learning_rate': 0.2589039992853286, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9175092453010846, 'colsample_bytree': 0.8627969738208405, 'gamma': 2.424352627622724, 'reg_alpha': 0.49798255629857757, 'reg_lambda': 2.798950374605186}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:39,496] Trial 190 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.16064011347132667, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9052895556785142, 'colsample_bytree': 0.8331428209378796, 'gamma': 2.636527722417739, 'reg_alpha': 0.8105049054889033, 'reg_lambda': 2.609722583947249}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:39,701] Trial 191 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 216, 'learning_rate': 0.2223941424911639, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9391983255939245, 'colsample_bytree': 0.7318451796109335, 'gamma': 2.298010839087032, 'reg_alpha': 0.33496996324417566, 'reg_lambda': 2.666838463982383}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:40,008] Trial 192 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 212, 'learning_rate': 0.22407714356258168, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.939203397902941, 'colsample_bytree': 0.7274441027702652, 'gamma': 2.4559903023389724, 'reg_alpha': 0.3440924673957026, 'reg_lambda': 2.661855765051565}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:40,204] Trial 193 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 206, 'learning_rate': 0.22335793783132069, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.916647866355607, 'colsample_bytree': 0.729947628488599, 'gamma': 2.5378181849230836, 'reg_alpha': 0.3347194439580579, 'reg_lambda': 2.6373858488674378}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:40,495] Trial 194 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 214, 'learning_rate': 0.2362970774432938, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9233534556803356, 'colsample_bytree': 0.7170676681504343, 'gamma': 2.721347168364142, 'reg_alpha': 0.3829925777028085, 'reg_lambda': 2.7373880403694613}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:40,714] Trial 195 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 210, 'learning_rate': 0.20951172768763537, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8983153795384542, 'colsample_bytree': 0.7398720005018844, 'gamma': 2.117228966178701, 'reg_alpha': 0.4088225703046217, 'reg_lambda': 2.677792680346222}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:40,922] Trial 196 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 220, 'learning_rate': 0.19947058163611797, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9399425851644876, 'colsample_bytree': 0.7111777790968666, 'gamma': 1.8535238668989145, 'reg_alpha': 0.355410332680619, 'reg_lambda': 2.5186203250900205}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:41,180] Trial 197 finished with value: 0.5 and parameters: {'n_estimators': 226, 'learning_rate': 0.2456109103277461, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9108946693323446, 'colsample_bytree': 0.7308799063485891, 'gamma': 2.32873585493104, 'reg_alpha': 0.3437477527897217, 'reg_lambda': 2.8812418167123095}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:41,414] Trial 198 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 211, 'learning_rate': 0.2227458274500866, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.883596811117989, 'colsample_bytree': 0.7401474699000103, 'gamma': 2.4349625333194407, 'reg_alpha': 0.37345914872739716, 'reg_lambda': 2.76615324961319}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:41,745] Trial 199 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 221, 'learning_rate': 0.26385971668699243, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9445481064192092, 'colsample_bytree': 0.7477171848466759, 'gamma': 2.392389309337928, 'reg_alpha': 0.3170999142673775, 'reg_lambda': 2.676013295708167}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:41,748] A new study created in memory with name: no-name-3839877d-1bb1-45c0-a9da-495e86798c06
[I 2025-11-03 19:50:42,183] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.22023968956751597, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.6188831219578652, 'colsample_bytree': 0.8180366764112149, 'gamma': 4.295227414762795, 'reg_alpha': 0.10015090167085938, 'reg_lambda': 1.5168371023628995}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:50:42,376] Trial 1 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 107, 'learning_rate': 0.08364039034796783, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8681980654540871, 'colsample_bytree': 0.6285539969321419, 'gamma': 0.44117755895723976, 'reg_alpha': 0.9827920420155343, 'reg_lambda': 2.5949371152960445}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:42,455] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.011884443359413178, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8543976975635044, 'colsample_bytree': 0.9697385921421309, 'gamma': 3.4624106930123904, 'reg_alpha': 0.31717786394243097, 'reg_lambda': 2.0722246377330316}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:42,640] Trial 3 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 55, 'learning_rate': 0.054030862202945534, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8312211180961623, 'colsample_bytree': 0.6107219520144638, 'gamma': 2.6547513482208815, 'reg_alpha': 0.7145165442200639, 'reg_lambda': 1.5118826436429407}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:42,856] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.012298669844416743, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8395425359023656, 'colsample_bytree': 0.8465277482250174, 'gamma': 2.4686126362638428, 'reg_alpha': 0.6419274814925889, 'reg_lambda': 1.0873287163569039}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:42,955] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.06176926078915839, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.6053150497372674, 'colsample_bytree': 0.9246155560273999, 'gamma': 3.156776360785651, 'reg_alpha': 0.517252278986353, 'reg_lambda': 2.579807316144799}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:43,272] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 111, 'learning_rate': 0.1898470960949646, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.6370471059951827, 'colsample_bytree': 0.9461268263959539, 'gamma': 3.7557776252377053, 'reg_alpha': 0.03318825948556925, 'reg_lambda': 0.874061043637435}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:43,381] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.04743704921451805, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8199657447128601, 'colsample_bytree': 0.8010317681270419, 'gamma': 3.118807531516886, 'reg_alpha': 0.6835141153808545, 'reg_lambda': 0.7251677298331125}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:43,733] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.03024200335700753, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8275129280815933, 'colsample_bytree': 0.8294397714878498, 'gamma': 4.857676854739679, 'reg_alpha': 0.6275426542852015, 'reg_lambda': 2.141355919460154}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:43,868] Trial 9 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.1590975097055927, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6582984082475304, 'colsample_bytree': 0.6655789447362847, 'gamma': 2.0365115767281274, 'reg_alpha': 0.5727972853265965, 'reg_lambda': 2.3975428616479446}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:44,066] Trial 10 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.10329016405392463, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9790427083117901, 'colsample_bytree': 0.7187846603764521, 'gamma': 0.011846956022521393, 'reg_alpha': 0.9731495428931174, 'reg_lambda': 2.9022144619470605}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 19:50:44,413] Trial 11 finished with value: 0.75 and parameters: {'n_estimators': 166, 'learning_rate': 0.10087997199108514, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9933906735076141, 'colsample_bytree': 0.7201431945784891, 'gamma': 0.04585086003382347, 'reg_alpha': 0.9718892055773095, 'reg_lambda': 2.9269310009002347}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:44,614] Trial 12 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.09374337163870865, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9963580285716779, 'colsample_bytree': 0.7206485698438164, 'gamma': 0.039094483505638156, 'reg_alpha': 0.9640129811251459, 'reg_lambda': 2.9009634563141864}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:44,791] Trial 13 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 155, 'learning_rate': 0.11549275154810933, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9987592162584311, 'colsample_bytree': 0.7244106903643523, 'gamma': 1.0265223468423619, 'reg_alpha': 0.8251762237233471, 'reg_lambda': 2.914692850493327}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:45,136] Trial 14 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 222, 'learning_rate': 0.2802580344655805, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9467229808413785, 'colsample_bytree': 0.7262071369561675, 'gamma': 1.2713865935898074, 'reg_alpha': 0.8518932304819089, 'reg_lambda': 2.91537588285978}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:45,349] Trial 15 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.03786742978684736, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9274721662871533, 'colsample_bytree': 0.68099968633188, 'gamma': 1.05608488847463, 'reg_alpha': 0.3604100692340282, 'reg_lambda': 1.952096938474258}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:45,590] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 246, 'learning_rate': 0.026360663148898542, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9130676809434478, 'colsample_bytree': 0.6696773323450779, 'gamma': 1.243719508527926, 'reg_alpha': 0.360266854188363, 'reg_lambda': 1.8138758052555402}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:45,887] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.029819635191538508, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7263824184956154, 'colsample_bytree': 0.7654282556589713, 'gamma': 0.7418276915369244, 'reg_alpha': 0.36799873278500966, 'reg_lambda': 1.2693234132790778}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:46,115] Trial 18 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 139, 'learning_rate': 0.020204734403878436, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9131896729141661, 'colsample_bytree': 0.8832445680755897, 'gamma': 1.966741008049378, 'reg_alpha': 0.24484842999586504, 'reg_lambda': 1.976548633213297}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:46,483] Trial 19 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 193, 'learning_rate': 0.04119758588497387, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.760204668139211, 'colsample_bytree': 0.6579142967933705, 'gamma': 1.6436240738479124, 'reg_alpha': 0.46600811239524614, 'reg_lambda': 0.5063468315920092}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:46,658] Trial 20 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.07523929500636459, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9022380344935133, 'colsample_bytree': 0.7733030148925963, 'gamma': 0.5941637682752887, 'reg_alpha': 0.2190650253520096, 'reg_lambda': 2.3708810080866787}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:46,926] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 164, 'learning_rate': 0.12482728858194468, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9552221279683284, 'colsample_bytree': 0.7034058702424626, 'gamma': 0.043197627385467875, 'reg_alpha': 0.8385811058938977, 'reg_lambda': 2.634312878286086}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:47,195] Trial 22 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 181, 'learning_rate': 0.12298226263712117, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9511583983270933, 'colsample_bytree': 0.7605972556998086, 'gamma': 0.00935429505061336, 'reg_alpha': 0.7733787859477458, 'reg_lambda': 2.2769611896182194}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:47,423] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 214, 'learning_rate': 0.06828712249569531, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9462036668815619, 'colsample_bytree': 0.7625654936092405, 'gamma': 0.43016571791552094, 'reg_alpha': 0.7410368585295433, 'reg_lambda': 2.264897368311047}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:47,703] Trial 24 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.14237575554857712, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8904154343777724, 'colsample_bytree': 0.6873417709025561, 'gamma': 0.8127122910228021, 'reg_alpha': 0.9060661424800902, 'reg_lambda': 1.6207568078971737}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:47,918] Trial 25 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 207, 'learning_rate': 0.03795318075605032, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9632348674887871, 'colsample_bytree': 0.755446168615168, 'gamma': 1.522810942304513, 'reg_alpha': 0.8112943811560906, 'reg_lambda': 1.8794885600670939}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:48,178] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.1761571488672467, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7775556671589963, 'colsample_bytree': 0.6337508030876103, 'gamma': 0.2883235283635505, 'reg_alpha': 0.45679029231758655, 'reg_lambda': 2.689407435827571}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:48,482] Trial 27 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.022250167314025474, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9282209238815353, 'colsample_bytree': 0.8696443248799625, 'gamma': 1.062665965559865, 'reg_alpha': 0.7567079488516546, 'reg_lambda': 2.165490682125868}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:48,791] Trial 28 finished with value: 0.738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.016535997947466092, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8767810000866492, 'colsample_bytree': 0.7894717793163352, 'gamma': 0.7474354700583637, 'reg_alpha': 0.9114063116181218, 'reg_lambda': 2.420811072715918}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:48,997] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.2702433990250855, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.9325405845978767, 'colsample_bytree': 0.7407147035637505, 'gamma': 0.2986244621517383, 'reg_alpha': 0.16430001738497135, 'reg_lambda': 1.6344003451691322}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:49,087] Trial 30 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 26, 'learning_rate': 0.12912507011887278, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9787870340048908, 'colsample_bytree': 0.6908957620765662, 'gamma': 1.6352387159502966, 'reg_alpha': 0.427968156996128, 'reg_lambda': 1.4262210817970082}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:49,353] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 171, 'learning_rate': 0.10212661870500199, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9755546310827211, 'colsample_bytree': 0.7032184975174779, 'gamma': 0.07990038606156658, 'reg_alpha': 0.9967355133229914, 'reg_lambda': 2.775916198405101}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:49,598] Trial 32 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 128, 'learning_rate': 0.08629002313300231, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9992946794301506, 'colsample_bytree': 0.8009808928624674, 'gamma': 0.4674432813647102, 'reg_alpha': 0.9229892257772097, 'reg_lambda': 2.515683577129851}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 19:50:49,841] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.08584082908161977, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9309249897597486, 'colsample_bytree': 0.7813248234303573, 'gamma': 0.46979109938717434, 'reg_alpha': 0.9021228531456141, 'reg_lambda': 2.469060756572202}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 19:50:50,015] Trial 34 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.05603781181622919, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9993179228033617, 'colsample_bytree': 0.8134875626928229, 'gamma': 0.8748546492635425, 'reg_alpha': 0.9290096717808323, 'reg_lambda': 2.019275161468727}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 19:50:50,315] Trial 35 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 150, 'learning_rate': 0.21123381610616349, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8726687465251906, 'colsample_bytree': 0.638223643428171, 'gamma': 0.4141367432100447, 'reg_alpha': 0.2827355031206925, 'reg_lambda': 2.2587345207306284}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:50,495] Trial 36 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 149, 'learning_rate': 0.20552111192423572, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8572494376323656, 'colsample_bytree': 0.6041522830968501, 'gamma': 0.41022682758719925, 'reg_alpha': 0.7556828504134251, 'reg_lambda': 2.269798896889878}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:50,799] Trial 37 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 98, 'learning_rate': 0.2319399288820007, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.873702169492488, 'colsample_bytree': 0.6465769747116197, 'gamma': 0.605411644954946, 'reg_alpha': 0.09200572796100379, 'reg_lambda': 2.5411065184011563}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:50,959] Trial 38 finished with value: 0.744047619047619 and parameters: {'n_estimators': 94, 'learning_rate': 0.248477837559818, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8737185175459727, 'colsample_bytree': 0.628121060072323, 'gamma': 2.3732451256466747, 'reg_alpha': 0.061485670107796625, 'reg_lambda': 2.5273475673423684}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:51,123] Trial 39 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 116, 'learning_rate': 0.16452041447024904, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8858128005210831, 'colsample_bytree': 0.6399142768582573, 'gamma': 1.261192542155934, 'reg_alpha': 0.15133653404002753, 'reg_lambda': 2.265558936969671}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:51,265] Trial 40 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 65, 'learning_rate': 0.2489187910478517, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8458797778913537, 'colsample_bytree': 0.8442570935985789, 'gamma': 0.5862427165579659, 'reg_alpha': 0.0008182315397901457, 'reg_lambda': 2.658021388139242}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:51,527] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 65, 'learning_rate': 0.23984290105411357, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.852225033920824, 'colsample_bytree': 0.8488095926561419, 'gamma': 0.603971123590848, 'reg_alpha': 0.09693225457485269, 'reg_lambda': 2.697723189384946}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:51,687] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 96, 'learning_rate': 0.19487968160946223, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7996077723514303, 'colsample_bytree': 0.8978426710600903, 'gamma': 0.5034034926888544, 'reg_alpha': 0.0671863324706179, 'reg_lambda': 2.7768374410898566}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:51,826] Trial 43 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 76, 'learning_rate': 0.29851860748987746, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7988966360921448, 'colsample_bytree': 0.8363645720381095, 'gamma': 4.11118533305984, 'reg_alpha': 0.25207655417482133, 'reg_lambda': 2.5138992428956386}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:52,026] Trial 44 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 55, 'learning_rate': 0.21350544041876138, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8443016678127166, 'colsample_bytree': 0.8006142436277184, 'gamma': 2.7401014061873328, 'reg_alpha': 0.00890356685683807, 'reg_lambda': 2.129586538488989}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:52,292] Trial 45 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 108, 'learning_rate': 0.15444058150443432, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8160635276520779, 'colsample_bytree': 0.9523431943142155, 'gamma': 0.2640603489842195, 'reg_alpha': 0.1413348199872807, 'reg_lambda': 2.318478489569744}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:52,461] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.16952263239920987, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7252324777339882, 'colsample_bytree': 0.993335945513517, 'gamma': 0.2687397589063498, 'reg_alpha': 0.14219985056997764, 'reg_lambda': 2.3206374488029295}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:52,698] Trial 47 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.13724968030503412, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8299623895562535, 'colsample_bytree': 0.9384609711893339, 'gamma': 0.28509336737607316, 'reg_alpha': 0.542445853980366, 'reg_lambda': 2.182094784292783}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:52,856] Trial 48 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 103, 'learning_rate': 0.11608428693043696, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8137301883379119, 'colsample_bytree': 0.9666035448736832, 'gamma': 0.9647429305173412, 'reg_alpha': 0.29853969307181893, 'reg_lambda': 2.544411147954827}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:53,118] Trial 49 finished with value: 0.755952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.14842805615130233, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7792649982973125, 'colsample_bytree': 0.9143647514547698, 'gamma': 4.895367324750845, 'reg_alpha': 0.5921003254037047, 'reg_lambda': 2.406623303615876}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:53,322] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 145, 'learning_rate': 0.010117363526990854, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9031696121410017, 'colsample_bytree': 0.6152811082998315, 'gamma': 1.436720150110356, 'reg_alpha': 0.20106439597657594, 'reg_lambda': 1.761484855686996}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:53,472] Trial 51 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 86, 'learning_rate': 0.15644914475757862, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7499575754221629, 'colsample_bytree': 0.9144710072494834, 'gamma': 4.973395725159204, 'reg_alpha': 0.5951655250596817, 'reg_lambda': 2.3908391145212393}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:53,672] Trial 52 finished with value: 0.5 and parameters: {'n_estimators': 137, 'learning_rate': 0.14770236295669764, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.7817877200011606, 'colsample_bytree': 0.9532308165319441, 'gamma': 4.607331504877026, 'reg_alpha': 0.6478643808056104, 'reg_lambda': 2.064361976916918}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:53,838] Trial 53 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 103, 'learning_rate': 0.08274975387008582, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6871526286232881, 'colsample_bytree': 0.9958378403622817, 'gamma': 3.9088897687242716, 'reg_alpha': 0.7000282153826249, 'reg_lambda': 2.807161508614139}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:54,084] Trial 54 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 156, 'learning_rate': 0.1101825442779526, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8624431745524168, 'colsample_bytree': 0.9215293903392141, 'gamma': 3.371612410055944, 'reg_alpha': 0.2952842159976467, 'reg_lambda': 2.5925231434395934}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:54,246] Trial 55 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 125, 'learning_rate': 0.18377677011112306, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7824371919292488, 'colsample_bytree': 0.8618013333305446, 'gamma': 4.622981145377194, 'reg_alpha': 0.7958238105455994, 'reg_lambda': 2.456656333580014}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:54,484] Trial 56 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 112, 'learning_rate': 0.2202800466166823, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8140667599905511, 'colsample_bytree': 0.6441399659002653, 'gamma': 1.9180172324593447, 'reg_alpha': 0.1251349543218921, 'reg_lambda': 2.238148991514775}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:54,668] Trial 57 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.12955993972859176, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7518713146405491, 'colsample_bytree': 0.8931127899005039, 'gamma': 0.11662355807249711, 'reg_alpha': 0.18271123673338782, 'reg_lambda': 1.916510026645816}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:54,912] Trial 58 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 84, 'learning_rate': 0.06841496689179091, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7290928854874454, 'colsample_bytree': 0.656694071283136, 'gamma': 2.7062606836445204, 'reg_alpha': 0.6523725655689441, 'reg_lambda': 2.3402542373940154}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:55,166] Trial 59 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 161, 'learning_rate': 0.1498076047813291, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9617842944739011, 'colsample_bytree': 0.8137086894905848, 'gamma': 2.9310840222735965, 'reg_alpha': 0.0980359470409985, 'reg_lambda': 0.9292057650661116}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:55,361] Trial 60 finished with value: 0.75 and parameters: {'n_estimators': 173, 'learning_rate': 0.1913867279136665, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9830535292435378, 'colsample_bytree': 0.7441860563227229, 'gamma': 0.7143097656272915, 'reg_alpha': 0.49386140738322476, 'reg_lambda': 2.1780269057586272}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:55,570] Trial 61 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 70, 'learning_rate': 0.2394617280061084, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8259580546666461, 'colsample_bytree': 0.972677928127573, 'gamma': 0.6439135966490883, 'reg_alpha': 0.03426490894047193, 'reg_lambda': 2.6337944140586282}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:55,731] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.2210525490495453, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.827259672108366, 'colsample_bytree': 0.9786930803637809, 'gamma': 0.19811522598421535, 'reg_alpha': 0.06943345294304541, 'reg_lambda': 2.455668524261248}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:55,931] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.09756068011138111, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7913962559078623, 'colsample_bytree': 0.963412767931557, 'gamma': 1.0948072935413564, 'reg_alpha': 0.8677577079061992, 'reg_lambda': 2.6294830181371034}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:56,128] Trial 64 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.26374729474731984, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8102007034002723, 'colsample_bytree': 0.934113774132604, 'gamma': 0.3734909903446655, 'reg_alpha': 0.04166007638657798, 'reg_lambda': 2.74620012201627}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:56,341] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 98, 'learning_rate': 0.17119348786217728, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8348713404459369, 'colsample_bytree': 0.981373442644229, 'gamma': 0.6888465280750898, 'reg_alpha': 0.25280427343876744, 'reg_lambda': 2.5704388082748237}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:56,602] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 129, 'learning_rate': 0.11555546134102024, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7667400717042904, 'colsample_bytree': 0.9469788829350115, 'gamma': 0.0004624562555939349, 'reg_alpha': 0.1134588042457547, 'reg_lambda': 2.8347266211282025}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:56,775] Trial 67 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.22733809310400319, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.915018992299159, 'colsample_bytree': 0.6763481759618915, 'gamma': 0.8774233272099229, 'reg_alpha': 0.6018477619878158, 'reg_lambda': 2.3397890148435594}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:56,942] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.1947315516032821, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.9468909458987709, 'colsample_bytree': 0.6557985604001397, 'gamma': 0.22108287373416222, 'reg_alpha': 0.035328461321714105, 'reg_lambda': 2.071298810215567}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:57,178] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 200, 'learning_rate': 0.08707728541495457, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8674469700624194, 'colsample_bytree': 0.910129430059086, 'gamma': 2.3861135963367266, 'reg_alpha': 0.9567138923603868, 'reg_lambda': 2.4081065606738252}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:57,339] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 106, 'learning_rate': 0.14050902770641985, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8908963615631664, 'colsample_bytree': 0.6165763120067407, 'gamma': 3.6160375358258787, 'reg_alpha': 0.22381796544931226, 'reg_lambda': 2.5029197999645745}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:57,604] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.2964574338943172, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8501819998084954, 'colsample_bytree': 0.7926621154428751, 'gamma': 0.5764493364013781, 'reg_alpha': 0.07683569924463099, 'reg_lambda': 2.683504575319434}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:57,747] Trial 72 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 55, 'learning_rate': 0.2526226430843399, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8429727610576844, 'colsample_bytree': 0.8840871971595412, 'gamma': 0.5109472165390156, 'reg_alpha': 0.0013985290019432606, 'reg_lambda': 2.6453584453931382}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:57,897] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 55, 'learning_rate': 0.25357935600941467, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8206032352908997, 'colsample_bytree': 0.9573827038193619, 'gamma': 0.42106129290648797, 'reg_alpha': 0.04489824760700106, 'reg_lambda': 2.8837684307593383}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:58,104] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.23244304491669374, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8372643592957832, 'colsample_bytree': 0.9287801669330258, 'gamma': 0.14848843606349207, 'reg_alpha': 0.3953987223653829, 'reg_lambda': 2.5863968864242657}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:58,245] Trial 75 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.20632113405742275, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8867549753804278, 'colsample_bytree': 0.8783287297238821, 'gamma': 1.1417358499350883, 'reg_alpha': 0.015048302199559167, 'reg_lambda': 2.7243177721436815}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:58,593] Trial 76 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 231, 'learning_rate': 0.17904657661112486, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8058877883279647, 'colsample_bytree': 0.9816289670521998, 'gamma': 0.9076280512898607, 'reg_alpha': 0.8755127894854906, 'reg_lambda': 2.307378685688792}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:58,754] Trial 77 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.274111153112018, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9849125176399718, 'colsample_bytree': 0.9041496472204271, 'gamma': 0.7031273244720924, 'reg_alpha': 0.7989026161236791, 'reg_lambda': 2.2404987834085297}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:59,032] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.16191941394788573, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8712545218504212, 'colsample_bytree': 0.8216650086115723, 'gamma': 0.5076366735371589, 'reg_alpha': 0.33866478996313715, 'reg_lambda': 2.4988780740155514}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:59,189] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.1235658932517639, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9701612343114617, 'colsample_bytree': 0.7044846765949627, 'gamma': 2.1910130229429177, 'reg_alpha': 0.5465159590488704, 'reg_lambda': 2.398631101558273}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:59,346] Trial 80 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.0479094235426494, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.76801605670057, 'colsample_bytree': 0.8834194943498294, 'gamma': 0.3236564077321997, 'reg_alpha': 0.13634165528270561, 'reg_lambda': 2.644166524624702}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:59,645] Trial 81 finished with value: 0.744047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.24442510869565126, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8424795238635857, 'colsample_bytree': 0.8508960522916408, 'gamma': 0.6554775405212991, 'reg_alpha': 0.009985510244896988, 'reg_lambda': 2.8552985253829455}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:59,804] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.2029958342768117, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8217585281012642, 'colsample_bytree': 0.8620123051653317, 'gamma': 0.5086614538476718, 'reg_alpha': 0.07820098354682276, 'reg_lambda': 2.6225880212339368}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:00,029] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 59, 'learning_rate': 0.27350323398842197, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8526316357039091, 'colsample_bytree': 0.8265944667814682, 'gamma': 0.7968000008348759, 'reg_alpha': 0.17053128323030253, 'reg_lambda': 2.957450089658848}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:00,268] Trial 84 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 52, 'learning_rate': 0.24433959092986524, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7923761298921556, 'colsample_bytree': 0.8363030891811526, 'gamma': 1.3503657822107717, 'reg_alpha': 0.004638405386477265, 'reg_lambda': 2.68128240568939}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:00,468] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.18742383574605762, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8012944454717199, 'colsample_bytree': 0.9438384697004109, 'gamma': 0.3690821130917883, 'reg_alpha': 0.09434335389817534, 'reg_lambda': 2.4528361033821833}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:00,536] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 22, 'learning_rate': 0.2979335984411155, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7891345810858755, 'colsample_bytree': 0.7795487291572587, 'gamma': 1.346153644290438, 'reg_alpha': 0.049667958469025705, 'reg_lambda': 2.5457982123238434}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:00,734] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.21492514353667078, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9400383278536258, 'colsample_bytree': 0.9209368355905924, 'gamma': 1.7392819192197992, 'reg_alpha': 0.0014157589362367232, 'reg_lambda': 2.1269585470896017}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:00,921] Trial 88 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.15471504057462807, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9048377161719787, 'colsample_bytree': 0.8113386880780604, 'gamma': 0.15306041758819872, 'reg_alpha': 0.7317412625736993, 'reg_lambda': 2.764331426668652}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:01,195] Trial 89 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 158, 'learning_rate': 0.2372572904844503, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8969307374206293, 'colsample_bytree': 0.8366123422220547, 'gamma': 0.14814577182128486, 'reg_alpha': 0.7223634325111132, 'reg_lambda': 2.9861443163784815}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:01,422] Trial 90 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 158, 'learning_rate': 0.23511476575357673, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9013332766974198, 'colsample_bytree': 0.8066784145695215, 'gamma': 0.14412867564785892, 'reg_alpha': 0.7415496686916054, 'reg_lambda': 2.984130993118332}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:01,627] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.23684715481177648, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9189011412061998, 'colsample_bytree': 0.83610603135172, 'gamma': 0.12292051888497817, 'reg_alpha': 0.7426177008075147, 'reg_lambda': 2.985104427647419}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:01,955] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.249848048106074, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.898124984493754, 'colsample_bytree': 0.8048685001843647, 'gamma': 0.04440158241556958, 'reg_alpha': 0.7143835055746733, 'reg_lambda': 2.9003733795609485}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:02,149] Trial 93 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.2675462578202563, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8804117426865418, 'colsample_bytree': 0.8098071484355412, 'gamma': 0.17059740584400301, 'reg_alpha': 0.7844023796970223, 'reg_lambda': 2.7940748108156694}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:02,474] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 143, 'learning_rate': 0.22711911362631956, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9048481040967548, 'colsample_bytree': 0.7620021490890206, 'gamma': 0.5105982716439145, 'reg_alpha': 0.8249804652076237, 'reg_lambda': 2.9427365576534172}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:02,720] Trial 95 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 183, 'learning_rate': 0.20337816166161365, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.921691609919961, 'colsample_bytree': 0.8325740094540676, 'gamma': 0.0016693916124430608, 'reg_alpha': 0.6735069531657316, 'reg_lambda': 2.738809849687028}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:03,021] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.18233380701942808, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8611469594125408, 'colsample_bytree': 0.7865121001423026, 'gamma': 0.34508282983380056, 'reg_alpha': 0.624659445116961, 'reg_lambda': 2.9851131069319927}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:03,280] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.28866901247268345, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9094801384178902, 'colsample_bytree': 0.771261992062039, 'gamma': 1.002294312584556, 'reg_alpha': 0.6914429870176136, 'reg_lambda': 2.8126605399219}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:03,467] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.17193556431468718, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8918218431643254, 'colsample_bytree': 0.7942465585245981, 'gamma': 0.5882070784862277, 'reg_alpha': 0.7245221421248005, 'reg_lambda': 2.690183109267586}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:03,759] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 157, 'learning_rate': 0.2513936571877051, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8760350525953509, 'colsample_bytree': 0.8432764055856481, 'gamma': 0.17059339790034445, 'reg_alpha': 0.7685709767366499, 'reg_lambda': 2.8379220292106995}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:03,975] Trial 100 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 168, 'learning_rate': 0.21705109448941365, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9361852344030892, 'colsample_bytree': 0.8189060859694846, 'gamma': 0.7900199801487795, 'reg_alpha': 0.9330993487535642, 'reg_lambda': 2.7531422058745454}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:04,167] Trial 101 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.132777630881857, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.951846006771027, 'colsample_bytree': 0.803829195773192, 'gamma': 0.28961476921095025, 'reg_alpha': 0.8405804628306827, 'reg_lambda': 2.5925828332407357}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:04,475] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.1543195390349721, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8982362484203202, 'colsample_bytree': 0.7506562890403587, 'gamma': 0.22098897065386588, 'reg_alpha': 0.11272181534718412, 'reg_lambda': 2.90767349229483}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:04,728] Trial 103 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 175, 'learning_rate': 0.20051181912380583, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9250493854609002, 'colsample_bytree': 0.852859677220835, 'gamma': 0.43758639051698167, 'reg_alpha': 0.02022018720563912, 'reg_lambda': 2.6612420665909546}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:04,963] Trial 104 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 176, 'learning_rate': 0.19593972467925985, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9283030108516561, 'colsample_bytree': 0.8518997372589034, 'gamma': 0.44652459559776303, 'reg_alpha': 0.03010503464851144, 'reg_lambda': 2.686554843627874}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:05,163] Trial 105 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.2322256114725031, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9249126613175543, 'colsample_bytree': 0.8571590669873972, 'gamma': 0.4317237566856726, 'reg_alpha': 0.024236903955948994, 'reg_lambda': 2.654266298514016}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:05,459] Trial 106 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.23400396707874493, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8803047013252879, 'colsample_bytree': 0.8625749008679358, 'gamma': 0.6491418721070891, 'reg_alpha': 0.03617556330268405, 'reg_lambda': 2.860580018263131}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:05,648] Trial 107 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.2623238381737313, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.8603826910355784, 'colsample_bytree': 0.8401424389384934, 'gamma': 1.1548497593473874, 'reg_alpha': 0.060095104501728454, 'reg_lambda': 2.7204223756444703}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:05,837] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 168, 'learning_rate': 0.2152586227398133, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9084450534291936, 'colsample_bytree': 0.8734934217938517, 'gamma': 0.4274436265125612, 'reg_alpha': 0.021407373185290825, 'reg_lambda': 1.3057082618189972}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:06,014] Trial 109 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.2785527827601761, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8965172163425565, 'colsample_bytree': 0.8258014105199145, 'gamma': 0.7702324342116508, 'reg_alpha': 0.0813535348094584, 'reg_lambda': 2.788133505626457}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:06,409] Trial 110 finished with value: 0.738095238095238 and parameters: {'n_estimators': 188, 'learning_rate': 0.23581121109384218, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.865579783519683, 'colsample_bytree': 0.8585826659439997, 'gamma': 0.5607783460783011, 'reg_alpha': 0.030099848590278366, 'reg_lambda': 2.5577651470869878}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:06,606] Trial 111 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.1961682043016298, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9227170811982125, 'colsample_bytree': 0.8505575036890944, 'gamma': 0.4080655384641254, 'reg_alpha': 0.05279644031304989, 'reg_lambda': 2.65502041013653}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:06,968] Trial 112 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 172, 'learning_rate': 0.18901137774048807, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9411832667812696, 'colsample_bytree': 0.885166350337798, 'gamma': 0.38696059850457076, 'reg_alpha': 0.0590793133881951, 'reg_lambda': 2.6231430464207866}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:07,165] Trial 113 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 170, 'learning_rate': 0.18929327566673398, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9406264583137416, 'colsample_bytree': 0.8950906442193007, 'gamma': 0.3372424285247352, 'reg_alpha': 0.0540408894775994, 'reg_lambda': 2.616259991726405}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:07,479] Trial 114 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 193, 'learning_rate': 0.18914461467250918, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9406384077910288, 'colsample_bytree': 0.8892162776507396, 'gamma': 0.34916361495127, 'reg_alpha': 0.062461369717332293, 'reg_lambda': 2.6077341607953644}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:07,750] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.1695966052435596, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9307890358963726, 'colsample_bytree': 0.8973855826022245, 'gamma': 0.11194584913331024, 'reg_alpha': 0.10562792056496176, 'reg_lambda': 2.50209333560698}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:08,015] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 160, 'learning_rate': 0.18305472359337752, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9624946789572904, 'colsample_bytree': 0.8879263710837307, 'gamma': 0.4301526112225351, 'reg_alpha': 0.41990336315182786, 'reg_lambda': 2.789638150146232}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:08,218] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 197, 'learning_rate': 0.20141550103011824, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9167922843196498, 'colsample_bytree': 0.877957699554251, 'gamma': 0.22374927149990997, 'reg_alpha': 0.08913556558252897, 'reg_lambda': 2.9987089058036474}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:08,527] Trial 118 finished with value: 0.744047619047619 and parameters: {'n_estimators': 185, 'learning_rate': 0.16449740753119102, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9896142857716839, 'colsample_bytree': 0.8676956676497828, 'gamma': 0.9078502676803066, 'reg_alpha': 0.05053188088444087, 'reg_lambda': 2.7044676333274924}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:08,714] Trial 119 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.21784405231915716, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8849088427767854, 'colsample_bytree': 0.8564294609144755, 'gamma': 0.2723148962616415, 'reg_alpha': 0.12165399667974554, 'reg_lambda': 2.9298512975100905}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:09,011] Trial 120 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 179, 'learning_rate': 0.21401153050521762, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9701811690426946, 'colsample_bytree': 0.8732472031425986, 'gamma': 0.2873218874901359, 'reg_alpha': 0.12183943958201573, 'reg_lambda': 2.9122021104644595}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:09,222] Trial 121 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 173, 'learning_rate': 0.22785280607242392, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9259963091569664, 'colsample_bytree': 0.8449166366618813, 'gamma': 0.514111277907158, 'reg_alpha': 0.06521272822018281, 'reg_lambda': 2.852145651349389}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:09,545] Trial 122 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 155, 'learning_rate': 0.19331497129317304, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9551945240144114, 'colsample_bytree': 0.8538361221197295, 'gamma': 0.12842400527871453, 'reg_alpha': 0.15257613023699787, 'reg_lambda': 2.7500171956623207}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:09,781] Trial 123 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 163, 'learning_rate': 0.17665806361502512, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9114367207788271, 'colsample_bytree': 0.8663316951520535, 'gamma': 0.37184236881128246, 'reg_alpha': 0.1970567207195682, 'reg_lambda': 2.546211437300594}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:10,057] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.05729155336579061, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8873782010227819, 'colsample_bytree': 0.6271867477735908, 'gamma': 0.24960457139647133, 'reg_alpha': 0.4963778128887908, 'reg_lambda': 2.9554238076597388}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:10,263] Trial 125 finished with value: 0.5 and parameters: {'n_estimators': 173, 'learning_rate': 0.25591321228182706, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9024058534923105, 'colsample_bytree': 0.8288625506759657, 'gamma': 0.5944556452778497, 'reg_alpha': 0.028485196885562045, 'reg_lambda': 2.6625582479067127}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:10,560] Trial 126 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 153, 'learning_rate': 0.20847138366979068, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9409684818799762, 'colsample_bytree': 0.8141842788712045, 'gamma': 0.45161685977164134, 'reg_alpha': 0.1273249917568019, 'reg_lambda': 2.4651332750923163}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:10,736] Trial 127 finished with value: 0.738095238095238 and parameters: {'n_estimators': 138, 'learning_rate': 0.22113825382905608, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8829193420263809, 'colsample_bytree': 0.9028922787395294, 'gamma': 0.11559829495412466, 'reg_alpha': 0.05190769840431593, 'reg_lambda': 2.8274563948695777}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:10,965] Trial 128 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 180, 'learning_rate': 0.01629703353605829, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9320395694601014, 'colsample_bytree': 0.6489157014958694, 'gamma': 0.32043581848397973, 'reg_alpha': 0.08774355711510123, 'reg_lambda': 2.89412570931591}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:11,289] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 159, 'learning_rate': 0.07248092185776463, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9206528844256384, 'colsample_bytree': 0.8794385730317795, 'gamma': 0.6991690508488204, 'reg_alpha': 0.8746954206298615, 'reg_lambda': 2.608656769037618}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:11,466] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.19270354996581776, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6083215991384028, 'colsample_bytree': 0.8485196241193554, 'gamma': 0.001224977780169778, 'reg_alpha': 0.10869112770274741, 'reg_lambda': 2.7638909416200788}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:11,703] Trial 131 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 166, 'learning_rate': 0.2373777784132877, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8726953195640871, 'colsample_bytree': 0.8091615433688394, 'gamma': 0.6257963393453116, 'reg_alpha': 0.02028179176218903, 'reg_lambda': 2.63550589870605}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:11,891] Trial 132 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 172, 'learning_rate': 0.2754110002466831, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8922892957433451, 'colsample_bytree': 0.8569596416758674, 'gamma': 0.5129863284132086, 'reg_alpha': 0.6658571868322789, 'reg_lambda': 2.5186114619454583}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:12,163] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.2579402350342999, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.894164214327985, 'colsample_bytree': 0.8558338638553162, 'gamma': 0.4732446160205212, 'reg_alpha': 0.7229716751008105, 'reg_lambda': 2.531768007905241}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:12,334] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 147, 'learning_rate': 0.2806560954147964, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.913391150260918, 'colsample_bytree': 0.869593800413784, 'gamma': 0.19868618702804164, 'reg_alpha': 0.6704496366474437, 'reg_lambda': 2.70041545296628}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:12,553] Trial 135 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 177, 'learning_rate': 0.03229110587910845, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9042433544228909, 'colsample_bytree': 0.8857403733506041, 'gamma': 0.3800834937447912, 'reg_alpha': 0.7440523201586394, 'reg_lambda': 2.4363162786788357}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:12,895] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.22017145989377992, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8872011761767893, 'colsample_bytree': 0.8234903670745365, 'gamma': 0.5537132791354571, 'reg_alpha': 0.2837299904381676, 'reg_lambda': 2.369241514864535}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:13,114] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 170, 'learning_rate': 0.26963439251948507, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9460667095513488, 'colsample_bytree': 0.8336342552342373, 'gamma': 0.823577722299385, 'reg_alpha': 0.6956592290139287, 'reg_lambda': 1.6128396749556368}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:13,397] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 196, 'learning_rate': 0.2996673271481734, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.875188424881332, 'colsample_bytree': 0.8435381881490097, 'gamma': 0.2507646463869954, 'reg_alpha': 0.6365071337488487, 'reg_lambda': 2.5825743454900683}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:13,603] Trial 139 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 163, 'learning_rate': 0.1621496140456714, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9232820561615319, 'colsample_bytree': 0.6002879110686288, 'gamma': 0.34000631805355586, 'reg_alpha': 0.07432609541072625, 'reg_lambda': 2.5134947557876255}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:13,911] Trial 140 finished with value: 0.738095238095238 and parameters: {'n_estimators': 186, 'learning_rate': 0.20236701402250493, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8997516704662617, 'colsample_bytree': 0.8596138436977142, 'gamma': 0.08981238663033288, 'reg_alpha': 0.039525186359855205, 'reg_lambda': 0.589189472194664}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:14,135] Trial 141 finished with value: 0.738095238095238 and parameters: {'n_estimators': 178, 'learning_rate': 0.24281316699241695, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9089594610365263, 'colsample_bytree': 0.7995661256769493, 'gamma': 0.6868817941029447, 'reg_alpha': 0.002093863653078964, 'reg_lambda': 2.66067128099932}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:14,392] Trial 142 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.227552295554774, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8535885408328647, 'colsample_bytree': 0.8184130327722333, 'gamma': 0.502263306378313, 'reg_alpha': 0.05810252604142303, 'reg_lambda': 2.6242147148251713}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:14,583] Trial 143 finished with value: 0.738095238095238 and parameters: {'n_estimators': 150, 'learning_rate': 0.18361346286361602, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8688459031084202, 'colsample_bytree': 0.85018060339908, 'gamma': 0.40997822092492353, 'reg_alpha': 0.7601968978630792, 'reg_lambda': 2.725681739101302}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:14,784] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.2590142395026667, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.84026816176564, 'colsample_bytree': 0.7853969742738096, 'gamma': 0.6195328266525564, 'reg_alpha': 0.03266367871141025, 'reg_lambda': 2.5808452355854015}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:15,118] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.21020183522232003, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.935095768582776, 'colsample_bytree': 0.895465715969614, 'gamma': 0.1934531108648303, 'reg_alpha': 0.4657470171290964, 'reg_lambda': 2.4907356076245053}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:15,297] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.24008230923131732, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8926361221909709, 'colsample_bytree': 0.7968509707887775, 'gamma': 0.7519746332346939, 'reg_alpha': 0.8089850278201534, 'reg_lambda': 2.8375738095255363}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:15,466] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 71, 'learning_rate': 0.2801985625477309, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8288448693479957, 'colsample_bytree': 0.8366927590491203, 'gamma': 0.3111469702515136, 'reg_alpha': 0.09324653135600186, 'reg_lambda': 2.960685780689571}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:15,617] Trial 148 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 91, 'learning_rate': 0.17571748467280307, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8793047293810348, 'colsample_bytree': 0.6382006000984709, 'gamma': 0.5038277934748083, 'reg_alpha': 0.5356233402210393, 'reg_lambda': 2.7838358120539333}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:15,817] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 44, 'learning_rate': 0.19493354131151158, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9171457880640127, 'colsample_bytree': 0.872162911188245, 'gamma': 0.0806631781844899, 'reg_alpha': 0.04237604079642376, 'reg_lambda': 2.878918389904126}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:15,994] Trial 150 finished with value: 0.744047619047619 and parameters: {'n_estimators': 155, 'learning_rate': 0.22507961395426782, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9471755414277033, 'colsample_bytree': 0.7732400040037072, 'gamma': 0.932578006275845, 'reg_alpha': 0.7800211497792952, 'reg_lambda': 2.644738480225523}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:16,196] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.24426058592629504, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9273202188784928, 'colsample_bytree': 0.8286225437116311, 'gamma': 0.24055240901973352, 'reg_alpha': 0.012035955908640553, 'reg_lambda': 2.689859898023268}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:16,357] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.20749155687088996, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9047339434387646, 'colsample_bytree': 0.8408535723923747, 'gamma': 0.4115876678750693, 'reg_alpha': 0.01622733814884981, 'reg_lambda': 2.5665181092902243}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:16,475] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 31, 'learning_rate': 0.2568156662512003, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7919732656513143, 'colsample_bytree': 0.8613770854338691, 'gamma': 0.5575170544218622, 'reg_alpha': 0.06619690728751114, 'reg_lambda': 2.686730560635076}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:16,632] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.23194476135884085, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8464800695692767, 'colsample_bytree': 0.6698768071439211, 'gamma': 0.6494427039444816, 'reg_alpha': 0.044769306247018165, 'reg_lambda': 2.739055247809623}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:16,866] Trial 155 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 76, 'learning_rate': 0.2716116600992008, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8909919893900876, 'colsample_bytree': 0.8079718656362719, 'gamma': 0.3298815640941477, 'reg_alpha': 0.009913101552416367, 'reg_lambda': 2.6167599522127016}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:16,993] Trial 156 finished with value: 0.755952380952381 and parameters: {'n_estimators': 38, 'learning_rate': 0.14539025170300657, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9165779023752899, 'colsample_bytree': 0.6213635023216106, 'gamma': 0.17486684374882527, 'reg_alpha': 0.0902994115464924, 'reg_lambda': 2.5352651698220656}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:17,126] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 52, 'learning_rate': 0.09135141578717004, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8607632396971983, 'colsample_bytree': 0.9099689216532517, 'gamma': 0.4669408977632319, 'reg_alpha': 0.6619552560967373, 'reg_lambda': 2.932664898657413}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:17,387] Trial 158 finished with value: 0.738095238095238 and parameters: {'n_estimators': 169, 'learning_rate': 0.21539586371679026, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9717972644400584, 'colsample_bytree': 0.8181673539531057, 'gamma': 0.7481880091579667, 'reg_alpha': 0.7097249259450719, 'reg_lambda': 2.79816519207679}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:17,615] Trial 159 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 162, 'learning_rate': 0.1955930432587366, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8844626177118077, 'colsample_bytree': 0.8507023685742598, 'gamma': 0.8610660323717264, 'reg_alpha': 0.07355361221682581, 'reg_lambda': 2.4620890810448453}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:17,808] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.19448299594198193, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8841365845687369, 'colsample_bytree': 0.8809667412474207, 'gamma': 0.8584044652794305, 'reg_alpha': 0.14984667377212896, 'reg_lambda': 2.4758154979014715}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:18,074] Trial 161 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 170, 'learning_rate': 0.24523174539962336, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.652063552484536, 'colsample_bytree': 0.853527766913575, 'gamma': 0.5578445207130419, 'reg_alpha': 0.07199736950341731, 'reg_lambda': 2.415742821033947}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:18,324] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.18256749578517634, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.959576260641738, 'colsample_bytree': 0.8359722094548462, 'gamma': 0.40753751990425086, 'reg_alpha': 0.032970871408549124, 'reg_lambda': 2.999130991238433}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:18,498] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.2099247517715234, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8973089660685383, 'colsample_bytree': 0.846390457024091, 'gamma': 0.2979320529439182, 'reg_alpha': 0.055280422309146364, 'reg_lambda': 2.652718027061866}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:18,771] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.07949741132150287, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8704967685954347, 'colsample_bytree': 0.858152489815732, 'gamma': 1.050994761103138, 'reg_alpha': 0.9917159410864536, 'reg_lambda': 2.5606119301147334}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:18,940] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 143, 'learning_rate': 0.22716961597322533, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9083584938626277, 'colsample_bytree': 0.8693945802419988, 'gamma': 0.6632684724476148, 'reg_alpha': 0.11298805987667247, 'reg_lambda': 2.6037884278948424}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:19,187] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 66, 'learning_rate': 0.16891789655771652, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8826465148372457, 'colsample_bytree': 0.8428967561874818, 'gamma': 0.45837961939987587, 'reg_alpha': 0.02755720282456074, 'reg_lambda': 2.726726713019266}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:19,399] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.04439816692025441, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8056523838039532, 'colsample_bytree': 0.8287597934886928, 'gamma': 1.8036855944629, 'reg_alpha': 0.0022666765311461917, 'reg_lambda': 2.5234148842022144}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:19,657] Trial 168 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.25175587664843985, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8987395548553369, 'colsample_bytree': 0.8512064386699973, 'gamma': 2.583914361590179, 'reg_alpha': 0.07954184762504873, 'reg_lambda': 2.468626382497729}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:19,855] Trial 169 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 168, 'learning_rate': 0.1955247555780022, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9360566297657389, 'colsample_bytree': 0.8652661259357838, 'gamma': 0.21741469868096203, 'reg_alpha': 0.37456056476500266, 'reg_lambda': 2.6775425094736574}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:20,020] Trial 170 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 131, 'learning_rate': 0.10817475058764917, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9247265748182841, 'colsample_bytree': 0.7345613119800126, 'gamma': 1.4218861454741119, 'reg_alpha': 0.05127549970341384, 'reg_lambda': 1.8103062242841266}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:20,209] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 174, 'learning_rate': 0.20314104280264955, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9998256526268067, 'colsample_bytree': 0.8764365377393931, 'gamma': 0.4717430098374835, 'reg_alpha': 0.02080984822540944, 'reg_lambda': 2.6523402872770827}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:20,429] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 159, 'learning_rate': 0.22507722912139974, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9288049155688353, 'colsample_bytree': 0.8545506754805103, 'gamma': 0.3825041136452404, 'reg_alpha': 0.02548483952928368, 'reg_lambda': 2.5688480044925655}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:20,638] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.18244557425347332, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9133667719730868, 'colsample_bytree': 0.8305688718662805, 'gamma': 0.6102715875339524, 'reg_alpha': 0.7394246988780907, 'reg_lambda': 2.6927966177765015}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:20,917] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.20076680466600128, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9409525140832516, 'colsample_bytree': 0.8378052070713456, 'gamma': 0.2898616481911508, 'reg_alpha': 0.616684514685196, 'reg_lambda': 2.623940269584345}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:21,294] Trial 175 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 190, 'learning_rate': 0.24001303690588272, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.920141658169268, 'colsample_bytree': 0.8489856656193514, 'gamma': 0.13137840225784742, 'reg_alpha': 0.005874982615408454, 'reg_lambda': 2.753319954471654}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:21,631] Trial 176 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.06287353894775403, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.8933368870793598, 'colsample_bytree': 0.8871325151177785, 'gamma': 0.5564053543350066, 'reg_alpha': 0.06127085576777875, 'reg_lambda': 2.3798723909707613}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:21,824] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 181, 'learning_rate': 0.2152685006090402, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9085970972086118, 'colsample_bytree': 0.863231118154374, 'gamma': 0.4007217664353666, 'reg_alpha': 0.5634169178348145, 'reg_lambda': 1.0804651580513458}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:21,964] Trial 178 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 46, 'learning_rate': 0.16062080846787594, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.867862095640943, 'colsample_bytree': 0.8177199509897837, 'gamma': 0.7233692844932531, 'reg_alpha': 0.03976424752230265, 'reg_lambda': 2.8515502651779348}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:22,187] Trial 179 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.2613933206004145, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8866909843183058, 'colsample_bytree': 0.7899090032651872, 'gamma': 0.4905964172543972, 'reg_alpha': 0.0954149742267659, 'reg_lambda': 2.5266213415287453}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:22,366] Trial 180 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 176, 'learning_rate': 0.2870114421986101, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8764500236462445, 'colsample_bytree': 0.8010126621848167, 'gamma': 3.132219736818159, 'reg_alpha': 0.04873473932537597, 'reg_lambda': 2.665808761134083}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:22,663] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.19335189509683967, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9517489808708547, 'colsample_bytree': 0.8726104310917651, 'gamma': 0.333395086145138, 'reg_alpha': 6.866231793047073e-05, 'reg_lambda': 2.6103663758862017}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:22,877] Trial 182 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 207, 'learning_rate': 0.1832982277621841, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9419339697887911, 'colsample_bytree': 0.8958425676661249, 'gamma': 0.1927372168928092, 'reg_alpha': 0.06314120239112608, 'reg_lambda': 2.5961145390680236}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:23,129] Trial 183 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 205, 'learning_rate': 0.21318999455038376, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9318100294824891, 'colsample_bytree': 0.8553987404317598, 'gamma': 0.3542505253886699, 'reg_alpha': 0.13078723834452782, 'reg_lambda': 2.7157422707776457}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:23,392] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 192, 'learning_rate': 0.17469894936557961, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8210020842441971, 'colsample_bytree': 0.8444553608197878, 'gamma': 0.0544220839850183, 'reg_alpha': 0.06814289888565975, 'reg_lambda': 2.440359045972395}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:23,590] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.23520182867492048, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9266094126464443, 'colsample_bytree': 0.8922029464657769, 'gamma': 0.2628214127606317, 'reg_alpha': 0.028164951312398094, 'reg_lambda': 2.56821393979079}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:23,883] Trial 186 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 216, 'learning_rate': 0.19152788091088027, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9560052372549073, 'colsample_bytree': 0.8823570993394362, 'gamma': 2.0921727828580163, 'reg_alpha': 0.9499417309777025, 'reg_lambda': 2.6326079025992866}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:24,081] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 148, 'learning_rate': 0.22379248716687083, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9396612880166519, 'colsample_bytree': 0.8649091368719254, 'gamma': 0.44694821467711365, 'reg_alpha': 0.0802700615050452, 'reg_lambda': 2.915816427756403}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:24,357] Trial 188 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.1545673769940801, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8562902025427792, 'colsample_bytree': 0.9715397197232946, 'gamma': 0.5958878722718319, 'reg_alpha': 0.09863664074097445, 'reg_lambda': 2.7740038072844073}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:24,537] Trial 189 finished with value: 0.744047619047619 and parameters: {'n_estimators': 156, 'learning_rate': 0.1581394334427611, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8619479721088839, 'colsample_bytree': 0.9838248758254374, 'gamma': 0.81071331892119, 'reg_alpha': 0.10254749308709296, 'reg_lambda': 2.796754246041983}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:24,847] Trial 190 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 161, 'learning_rate': 0.13898520158946623, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8457972915449211, 'colsample_bytree': 0.9756761239099964, 'gamma': 0.5966980087584286, 'reg_alpha': 0.1818157593818423, 'reg_lambda': 2.761203394341443}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:25,036] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.2053798408106148, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8309798019904595, 'colsample_bytree': 0.9557989679563955, 'gamma': 0.5180442789791977, 'reg_alpha': 0.0424290926523429, 'reg_lambda': 2.684901974199087}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:25,263] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 168, 'learning_rate': 0.2610153804805905, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8550442229868143, 'colsample_bytree': 0.9252075240974249, 'gamma': 0.37347261595650977, 'reg_alpha': 0.0806513914834107, 'reg_lambda': 2.608712797547146}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:25,530] Trial 193 finished with value: 0.761904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.1702629468476281, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8786865982448309, 'colsample_bytree': 0.906691867775805, 'gamma': 0.6598617314797315, 'reg_alpha': 0.028124718851334683, 'reg_lambda': 2.5028099764809717}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:25,797] Trial 194 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 184, 'learning_rate': 0.14925752406878542, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9039070253709255, 'colsample_bytree': 0.9884538385810929, 'gamma': 0.2705043293053945, 'reg_alpha': 0.12436947698339335, 'reg_lambda': 2.6639133261224512}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:26,074] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.2433348221044079, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9041349587274555, 'colsample_bytree': 0.9697576122416, 'gamma': 0.23957622874319223, 'reg_alpha': 0.12184848575611777, 'reg_lambda': 2.70442653916675}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:26,318] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.14884578281615007, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8894122922274189, 'colsample_bytree': 0.9690149940676464, 'gamma': 0.1157732067450497, 'reg_alpha': 0.22577226387376842, 'reg_lambda': 2.8313659624919376}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:26,587] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.12035096556942415, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.900314133575852, 'colsample_bytree': 0.9641327168026882, 'gamma': 0.5480299997885653, 'reg_alpha': 0.15959268564901444, 'reg_lambda': 2.943164773514892}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:26,784] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.15208827949720613, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9176359339033731, 'colsample_bytree': 0.9900416161069616, 'gamma': 0.004895682393147749, 'reg_alpha': 0.3258396803451452, 'reg_lambda': 2.7612641084118037}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:27,000] Trial 199 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.1344925428405477, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8690607229773518, 'colsample_bytree': 0.9857720781145753, 'gamma': 0.417115663317835, 'reg_alpha': 0.10833213860063311, 'reg_lambda': 2.6586049843660247}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:27,004] A new study created in memory with name: no-name-e4b4b783-7492-4736-82a7-d7e2dafc6613
[I 2025-11-03 19:51:27,047] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.26958787415912117, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.7252726050658634, 'colsample_bytree': 0.6913103042004547, 'gamma': 3.553775183701642, 'reg_alpha': 0.7216442967700937, 'reg_lambda': 2.533380256868095}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:51:27,295] Trial 1 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 54, 'learning_rate': 0.255068205823874, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.6779966891777705, 'colsample_bytree': 0.9399461406465583, 'gamma': 1.8144053215956863, 'reg_alpha': 0.10397047933278158, 'reg_lambda': 1.5113268419955723}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 19:51:27,440] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.05698326787381289, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.7333486348063966, 'colsample_bytree': 0.7557694491438204, 'gamma': 3.7037111053643694, 'reg_alpha': 0.7516990845583901, 'reg_lambda': 1.7790772553917344}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 19:51:27,766] Trial 3 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 233, 'learning_rate': 0.015012437074724539, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8331046192026186, 'colsample_bytree': 0.8486806625197223, 'gamma': 0.414923605188639, 'reg_alpha': 0.1762676880741778, 'reg_lambda': 0.966361005481935}. Best is trial 3 with value: 0.7083333333333334.
[I 2025-11-03 19:51:27,923] Trial 4 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.11865232672055145, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7749602333783344, 'colsample_bytree': 0.6530561767243712, 'gamma': 0.20646639049182125, 'reg_alpha': 0.5909001282837592, 'reg_lambda': 0.6091315642546714}. Best is trial 4 with value: 0.75.
[I 2025-11-03 19:51:28,208] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.05628009852245527, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.7577593842393523, 'colsample_bytree': 0.716259590033138, 'gamma': 1.7029814907560936, 'reg_alpha': 0.14186953151829584, 'reg_lambda': 1.43620239845584}. Best is trial 4 with value: 0.75.
[I 2025-11-03 19:51:28,334] Trial 6 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 67, 'learning_rate': 0.012852429531905971, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9042596358380952, 'colsample_bytree': 0.7611241792455578, 'gamma': 0.9541770040254111, 'reg_alpha': 0.7493973721761811, 'reg_lambda': 1.7767773411046233}. Best is trial 4 with value: 0.75.
[I 2025-11-03 19:51:28,618] Trial 7 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 149, 'learning_rate': 0.18671494579896208, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.742594618392046, 'colsample_bytree': 0.6800867510499079, 'gamma': 3.286818855915312, 'reg_alpha': 0.9891792459918018, 'reg_lambda': 1.6319466192369476}. Best is trial 4 with value: 0.75.
[I 2025-11-03 19:51:28,798] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.06262082503758402, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8836958414361515, 'colsample_bytree': 0.6006253632540491, 'gamma': 1.0743078869242073, 'reg_alpha': 0.8553076349411914, 'reg_lambda': 2.9459796574274533}. Best is trial 4 with value: 0.75.
[I 2025-11-03 19:51:29,115] Trial 9 finished with value: 0.755952380952381 and parameters: {'n_estimators': 68, 'learning_rate': 0.03823987965141569, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9222416047988347, 'colsample_bytree': 0.9285704146821251, 'gamma': 1.5519436380340956, 'reg_alpha': 0.2747119296155148, 'reg_lambda': 0.576963608670497}. Best is trial 9 with value: 0.755952380952381.
[I 2025-11-03 19:51:29,307] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 117, 'learning_rate': 0.02628242925454469, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9438647080355219, 'colsample_bytree': 0.9995245175849531, 'gamma': 4.545765902595229, 'reg_alpha': 0.36702611106317007, 'reg_lambda': 0.5128773035091821}. Best is trial 9 with value: 0.755952380952381.
[I 2025-11-03 19:51:29,400] Trial 11 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 35, 'learning_rate': 0.11870467716645736, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6082472120840396, 'colsample_bytree': 0.8596533764885375, 'gamma': 0.007927226038144664, 'reg_alpha': 0.4653485158886134, 'reg_lambda': 0.6082267807376752}. Best is trial 9 with value: 0.755952380952381.
[I 2025-11-03 19:51:29,559] Trial 12 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 97, 'learning_rate': 0.10943083714504116, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9852256092398906, 'colsample_bytree': 0.6048860152723726, 'gamma': 2.180579708085697, 'reg_alpha': 0.30532036536213014, 'reg_lambda': 1.0518375364686996}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:29,728] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 99, 'learning_rate': 0.03059515146606864, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9988942948509787, 'colsample_bytree': 0.8847508826357218, 'gamma': 2.2011330698757092, 'reg_alpha': 0.3030585516579525, 'reg_lambda': 1.0713772825888215}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:29,982] Trial 14 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 167, 'learning_rate': 0.09772301265262863, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9997055625000106, 'colsample_bytree': 0.8047572202166093, 'gamma': 2.762686224613504, 'reg_alpha': 0.02111939448207456, 'reg_lambda': 1.0667881847112664}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:30,139] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 91, 'learning_rate': 0.034860736944223945, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8444082852246094, 'colsample_bytree': 0.9256608782024858, 'gamma': 2.6023390327746845, 'reg_alpha': 0.29589796784551625, 'reg_lambda': 0.8811897240735513}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:30,304] Trial 16 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 113, 'learning_rate': 0.08547102705556087, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9434148328071177, 'colsample_bytree': 0.9966505461594792, 'gamma': 1.3140516933036006, 'reg_alpha': 0.4796011696776702, 'reg_lambda': 2.0911003706442335}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:30,596] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 163, 'learning_rate': 0.019933891983736383, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9463292144559297, 'colsample_bytree': 0.6052370817763862, 'gamma': 1.8261416096149372, 'reg_alpha': 0.24225178934739658, 'reg_lambda': 1.2563652946322459}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:30,832] Trial 18 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.17158918860552852, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8889195775983803, 'colsample_bytree': 0.8058789666059132, 'gamma': 3.012174507786318, 'reg_alpha': 0.3876573384825349, 'reg_lambda': 0.8226910987274412}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:30,984] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 77, 'learning_rate': 0.04207348424020629, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8231295450675269, 'colsample_bytree': 0.9448885547320087, 'gamma': 4.2383386617112615, 'reg_alpha': 0.007883528844237653, 'reg_lambda': 2.0932535475619964}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:31,195] Trial 20 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 46, 'learning_rate': 0.08178495627000164, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9787856019369393, 'colsample_bytree': 0.7548123890881397, 'gamma': 2.2267626378774383, 'reg_alpha': 0.5689626734142004, 'reg_lambda': 1.231513128801098}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:31,398] Trial 21 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 169, 'learning_rate': 0.09996393410195535, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.976327431271324, 'colsample_bytree': 0.8063719563487777, 'gamma': 2.8933181012561255, 'reg_alpha': 0.002870100285525864, 'reg_lambda': 0.7779484061027317}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:31,774] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.16049606736198505, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9120819722779496, 'colsample_bytree': 0.8877504328656345, 'gamma': 2.54266216019685, 'reg_alpha': 0.09279243668238943, 'reg_lambda': 1.1229745998665104}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:31,992] Trial 23 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 219, 'learning_rate': 0.045003833822509116, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9878305470368544, 'colsample_bytree': 0.833535989813766, 'gamma': 1.3956308149125842, 'reg_alpha': 0.2214293182095376, 'reg_lambda': 1.3852391958892687}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:32,228] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 105, 'learning_rate': 0.0710537324014563, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9458247230300328, 'colsample_bytree': 0.642346882028926, 'gamma': 2.0608276325817285, 'reg_alpha': 0.3945903584923544, 'reg_lambda': 0.7874166905406519}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:32,444] Trial 25 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 143, 'learning_rate': 0.1300994260610032, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8626798550715309, 'colsample_bytree': 0.7366957168090496, 'gamma': 0.7613029335642746, 'reg_alpha': 0.27572006567857255, 'reg_lambda': 1.0452346643657757}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:32,744] Trial 26 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 148, 'learning_rate': 0.13351500382547, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8707803928417732, 'colsample_bytree': 0.7105943670222039, 'gamma': 0.6457237499346213, 'reg_alpha': 0.2969697836761847, 'reg_lambda': 0.5017190615262439}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:32,899] Trial 27 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 88, 'learning_rate': 0.21081288172723853, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8010160060918416, 'colsample_bytree': 0.6439251267831697, 'gamma': 0.7144218950029326, 'reg_alpha': 0.2211369758182227, 'reg_lambda': 2.07136605326959}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:33,078] Trial 28 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.04458253397471503, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8635371200174105, 'colsample_bytree': 0.7309776082950339, 'gamma': 1.553151639760945, 'reg_alpha': 0.5671556155018143, 'reg_lambda': 0.6868084987424394}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:33,159] Trial 29 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 23, 'learning_rate': 0.14362533331241356, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9204667023562375, 'colsample_bytree': 0.6851549942612603, 'gamma': 1.2134494656053396, 'reg_alpha': 0.4278782475000461, 'reg_lambda': 2.394998757891337}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:33,385] Trial 30 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 70, 'learning_rate': 0.2809194185080685, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6929655628659732, 'colsample_bytree': 0.7711196361481074, 'gamma': 0.8008123542610299, 'reg_alpha': 0.30802768362137567, 'reg_lambda': 0.9653222457322119}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:33,671] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.12541455774408353, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8608728324987374, 'colsample_bytree': 0.7054285737669534, 'gamma': 0.5329297178559163, 'reg_alpha': 0.3286927809321503, 'reg_lambda': 0.5473939274667993}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:33,865] Trial 32 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 147, 'learning_rate': 0.2142667442172979, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8685538200755264, 'colsample_bytree': 0.7278881264365066, 'gamma': 0.5695393362507547, 'reg_alpha': 0.252015018325236, 'reg_lambda': 0.5034621701559671}. Best is trial 32 with value: 0.7797619047619048.
[I 2025-11-03 19:51:34,202] Trial 33 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 190, 'learning_rate': 0.24027560543518242, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.801388076291408, 'colsample_bytree': 0.741312608232636, 'gamma': 1.933879997519326, 'reg_alpha': 0.10981807007393732, 'reg_lambda': 0.7251612083995951}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:34,414] Trial 34 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 211, 'learning_rate': 0.23108337247495106, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.804703019695346, 'colsample_bytree': 0.7768441371782939, 'gamma': 2.0649865705747272, 'reg_alpha': 0.10090286134707252, 'reg_lambda': 0.7114154317153304}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:34,702] Trial 35 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 248, 'learning_rate': 0.23389327294269072, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7765860776390862, 'colsample_bytree': 0.7907563308502462, 'gamma': 3.744593722731055, 'reg_alpha': 0.10147474487842517, 'reg_lambda': 0.6967098602649582}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:34,922] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.22385718439675467, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.7868830812816371, 'colsample_bytree': 0.7807367357413271, 'gamma': 3.672762490068977, 'reg_alpha': 0.08973307715753026, 'reg_lambda': 0.6856195223538136}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:35,142] Trial 37 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 215, 'learning_rate': 0.2916074140124667, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8102970509662201, 'colsample_bytree': 0.7346843273205114, 'gamma': 4.001249536760322, 'reg_alpha': 0.1536458913885811, 'reg_lambda': 0.9213543179546093}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:35,450] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.2271403997844622, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.7723822236839213, 'colsample_bytree': 0.7788289930951606, 'gamma': 3.248815478464842, 'reg_alpha': 0.09319758723594708, 'reg_lambda': 0.7327895217708842}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:35,660] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 200, 'learning_rate': 0.19706580411133492, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7101144328261434, 'colsample_bytree': 0.8303884462179201, 'gamma': 4.830348661141345, 'reg_alpha': 0.17096475173513007, 'reg_lambda': 1.2403374519513588}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:35,970] Trial 40 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 247, 'learning_rate': 0.26055168984105753, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7472969113500858, 'colsample_bytree': 0.6665982655360563, 'gamma': 3.3874236555568444, 'reg_alpha': 0.049472912853058326, 'reg_lambda': 1.5515015262890444}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:36,201] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.16581493192540805, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8350039817232201, 'colsample_bytree': 0.7494109669372193, 'gamma': 2.0123816323432413, 'reg_alpha': 0.1340612672787624, 'reg_lambda': 0.7085570979803906}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:36,502] Trial 42 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 181, 'learning_rate': 0.23683238271489285, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7224896226578817, 'colsample_bytree': 0.7881950233677651, 'gamma': 2.2423794513585977, 'reg_alpha': 0.18628116227360134, 'reg_lambda': 0.8330335066918797}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:36,711] Trial 43 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 235, 'learning_rate': 0.2961130207595413, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7686037971006973, 'colsample_bytree': 0.8243226465379453, 'gamma': 1.8178477329919733, 'reg_alpha': 0.06553061691263126, 'reg_lambda': 0.6085849473903264}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:37,029] Trial 44 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 211, 'learning_rate': 0.20091935836256025, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6365850240585761, 'colsample_bytree': 0.6935485965118858, 'gamma': 2.398992392493327, 'reg_alpha': 0.20447604836935046, 'reg_lambda': 0.9046041721231508}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:37,345] Trial 45 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 238, 'learning_rate': 0.155246648800296, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7824848586503441, 'colsample_bytree': 0.6201695762985228, 'gamma': 3.904559591814452, 'reg_alpha': 0.1275400101108347, 'reg_lambda': 0.693738317799826}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:37,561] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 189, 'learning_rate': 0.10562466580204487, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.8233103445125742, 'colsample_bytree': 0.724435373721611, 'gamma': 0.9771401406091206, 'reg_alpha': 0.05565965008013077, 'reg_lambda': 0.9965666121245473}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:37,786] Trial 47 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 227, 'learning_rate': 0.2435401578946084, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7957220409618584, 'colsample_bytree': 0.8566751271657497, 'gamma': 2.678801951321211, 'reg_alpha': 0.2542233823201, 'reg_lambda': 1.3694819067616248}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:38,052] Trial 48 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.17605128464833997, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7486492086682165, 'colsample_bytree': 0.6687132247636522, 'gamma': 0.2334665169216643, 'reg_alpha': 0.17107918084615115, 'reg_lambda': 2.893057684863644}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:38,236] Trial 49 finished with value: 0.75 and parameters: {'n_estimators': 177, 'learning_rate': 0.18628031803229805, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8945692160423279, 'colsample_bytree': 0.7619451197884567, 'gamma': 3.0311753670591446, 'reg_alpha': 0.33410898743171824, 'reg_lambda': 0.6107631029562639}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:38,493] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 155, 'learning_rate': 0.25453305432743556, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8468377970002545, 'colsample_bytree': 0.7911376419935353, 'gamma': 1.5937650551749933, 'reg_alpha': 0.11900092145002936, 'reg_lambda': 1.12735431018808}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:38,719] Trial 51 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 234, 'learning_rate': 0.2940700380603523, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7310554575585102, 'colsample_bytree': 0.8305372640496042, 'gamma': 1.8884780531947767, 'reg_alpha': 0.048769533921070925, 'reg_lambda': 0.614916251616964}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:39,003] Trial 52 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 229, 'learning_rate': 0.010574725810374714, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7331690915598953, 'colsample_bytree': 0.883274138304264, 'gamma': 2.4443670339606856, 'reg_alpha': 0.04471547993174023, 'reg_lambda': 0.6070217461220373}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:39,226] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.20771675911643725, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.6755597788784519, 'colsample_bytree': 0.8221102475738403, 'gamma': 1.967144869983908, 'reg_alpha': 0.9789112794682634, 'reg_lambda': 0.5123521503905338}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:39,534] Trial 54 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 247, 'learning_rate': 0.26333524724748847, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7667340863825707, 'colsample_bytree': 0.7458305903890246, 'gamma': 1.8250108274958636, 'reg_alpha': 0.628870928870868, 'reg_lambda': 0.846165602884539}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:39,749] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.14445551772681325, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.713114121435863, 'colsample_bytree': 0.8461501837610534, 'gamma': 1.1802332303765417, 'reg_alpha': 0.09436794861760012, 'reg_lambda': 0.7617313031461576}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:40,059] Trial 56 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.2978685737735633, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8170478144138976, 'colsample_bytree': 0.8720565651711508, 'gamma': 2.2431767827581908, 'reg_alpha': 0.1427062764140577, 'reg_lambda': 0.6407538949700429}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:40,278] Trial 57 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 126, 'learning_rate': 0.18690031290845147, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.6900953590758073, 'colsample_bytree': 0.8058068831391777, 'gamma': 1.4024731248381817, 'reg_alpha': 0.03173061711956486, 'reg_lambda': 0.898059216384552}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:40,515] Trial 58 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.11426756347623437, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8051471698871101, 'colsample_bytree': 0.7669239058618785, 'gamma': 1.67599844388726, 'reg_alpha': 0.24309297866777196, 'reg_lambda': 1.1641893652683244}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:40,688] Trial 59 finished with value: 0.75 and parameters: {'n_estimators': 109, 'learning_rate': 0.22973969803683641, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7525376595401668, 'colsample_bytree': 0.8149053519332453, 'gamma': 2.8206463426663797, 'reg_alpha': 0.2006179090247266, 'reg_lambda': 1.870225814919957}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:40,964] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.08067495369869006, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.9606029723316951, 'colsample_bytree': 0.9144886514446439, 'gamma': 2.039454794252464, 'reg_alpha': 0.005283086470868337, 'reg_lambda': 0.7934581301999913}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:41,179] Trial 61 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 232, 'learning_rate': 0.2635784698930504, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7634446470128397, 'colsample_bytree': 0.7941704814293185, 'gamma': 1.826710321192856, 'reg_alpha': 0.06456036336967808, 'reg_lambda': 0.5046318643674876}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:41,390] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.28035578916133513, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7890441221088621, 'colsample_bytree': 0.8413501554858968, 'gamma': 2.390671589652291, 'reg_alpha': 0.07247245573260064, 'reg_lambda': 0.6377242892490702}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:41,654] Trial 63 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 223, 'learning_rate': 0.2144963769447364, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7792167890360175, 'colsample_bytree': 0.8305107415950826, 'gamma': 1.4415883326107324, 'reg_alpha': 0.11376421165330729, 'reg_lambda': 0.6006268280939916}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:41,885] Trial 64 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.21443916431153007, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.7337019253132283, 'colsample_bytree': 0.618060712753087, 'gamma': 1.4390507488285926, 'reg_alpha': 0.12809771525671282, 'reg_lambda': 0.7589699627974275}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:42,328] Trial 65 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 173, 'learning_rate': 0.052864855229469085, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8431981570096272, 'colsample_bytree': 0.8683220374884574, 'gamma': 0.019424432775387857, 'reg_alpha': 0.16839586075880558, 'reg_lambda': 1.0064133635959565}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:42,583] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 157, 'learning_rate': 0.06969305469564949, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8415830979178407, 'colsample_bytree': 0.9109413962872359, 'gamma': 0.31443042568468593, 'reg_alpha': 0.2684568583403748, 'reg_lambda': 1.0703288724500326}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:42,804] Trial 67 finished with value: 0.761904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.06157355750164272, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8748269798853203, 'colsample_bytree': 0.7023115985205896, 'gamma': 0.23520819591872597, 'reg_alpha': 0.20851761116627943, 'reg_lambda': 0.9572227756829507}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:43,061] Trial 68 finished with value: 0.744047619047619 and parameters: {'n_estimators': 177, 'learning_rate': 0.049276990599599155, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8495212868405054, 'colsample_bytree': 0.7051392134436826, 'gamma': 0.0473574752968189, 'reg_alpha': 0.16256751318639592, 'reg_lambda': 1.0013433816330628}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:43,434] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.02592299319722416, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.869214598867788, 'colsample_bytree': 0.71563348467147, 'gamma': 0.1938483497167019, 'reg_alpha': 0.21735748182901513, 'reg_lambda': 0.869191368418655}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:43,658] Trial 70 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 174, 'learning_rate': 0.02123004384223326, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8768925556184561, 'colsample_bytree': 0.6950403541440175, 'gamma': 0.5100262645191048, 'reg_alpha': 0.6920613253058145, 'reg_lambda': 0.9941542080856635}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:43,965] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.05907372366572265, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8301220242947847, 'colsample_bytree': 0.7454033862007039, 'gamma': 0.067048850783886, 'reg_alpha': 0.18449534571717774, 'reg_lambda': 1.3499108652040752}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:44,141] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.03515110614296705, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8930902634173069, 'colsample_bytree': 0.7765298795858154, 'gamma': 4.426695934957447, 'reg_alpha': 0.34998874649714656, 'reg_lambda': 1.1947000338058311}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:44,478] Trial 73 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 150, 'learning_rate': 0.05123243928154282, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9284636004112327, 'colsample_bytree': 0.6756427425698013, 'gamma': 0.3585736864402574, 'reg_alpha': 0.22562515790038382, 'reg_lambda': 0.6874994057113861}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:44,726] Trial 74 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 208, 'learning_rate': 0.06446267313078051, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8117791936128785, 'colsample_bytree': 0.85760238250613, 'gamma': 0.17155585318812366, 'reg_alpha': 0.4308563610742744, 'reg_lambda': 0.9327715781411532}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:44,998] Trial 75 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 129, 'learning_rate': 0.09181535030471032, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7963141050436952, 'colsample_bytree': 0.6549599200409267, 'gamma': 0.5402771247643591, 'reg_alpha': 0.5107564742074724, 'reg_lambda': 0.8061855107524707}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:45,187] Trial 76 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.07687085623258583, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.798580756725099, 'colsample_bytree': 0.6543886841775871, 'gamma': 0.46562193272865665, 'reg_alpha': 0.5222012095203519, 'reg_lambda': 0.8131987533519502}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:45,517] Trial 77 finished with value: 0.75 and parameters: {'n_estimators': 159, 'learning_rate': 0.09361258023697769, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8534588200316744, 'colsample_bytree': 0.7181680733377774, 'gamma': 0.5864351138289133, 'reg_alpha': 0.5431251565133611, 'reg_lambda': 0.5581226746559546}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:45,735] Trial 78 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 146, 'learning_rate': 0.09047011752189062, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8335078471553806, 'colsample_bytree': 0.7280558462264912, 'gamma': 0.8459062818653486, 'reg_alpha': 0.6298195437751759, 'reg_lambda': 0.7316680080075075}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:46,052] Trial 79 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 133, 'learning_rate': 0.0911971316959118, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8305359750998881, 'colsample_bytree': 0.7568919995761775, 'gamma': 0.8598473772139354, 'reg_alpha': 0.801425365565755, 'reg_lambda': 0.7155206391052178}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:46,291] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.03963941997047209, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9047018478648906, 'colsample_bytree': 0.7249685853457725, 'gamma': 0.9752175757830923, 'reg_alpha': 0.8869738896163183, 'reg_lambda': 0.7233429289952011}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:46,604] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.08994579389449447, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8311928192200551, 'colsample_bytree': 0.757098098741887, 'gamma': 0.7978419524931264, 'reg_alpha': 0.6307003110910578, 'reg_lambda': 0.6618001790207565}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:46,821] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 122, 'learning_rate': 0.1491422307245232, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8362128354005575, 'colsample_bytree': 0.7431500521536699, 'gamma': 1.1293079760716656, 'reg_alpha': 0.7691289087659547, 'reg_lambda': 0.7373421802929571}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:47,121] Trial 83 finished with value: 0.75 and parameters: {'n_estimators': 132, 'learning_rate': 0.1047989044789843, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8184926672151788, 'colsample_bytree': 0.7851590912248156, 'gamma': 0.9258957214535946, 'reg_alpha': 0.7704699278237266, 'reg_lambda': 0.564237464812198}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:47,301] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.12238965557155339, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7958764160386296, 'colsample_bytree': 0.7667996656398468, 'gamma': 0.6745911685716701, 'reg_alpha': 0.8190974434976308, 'reg_lambda': 0.8333291210260841}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:47,557] Trial 85 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 143, 'learning_rate': 0.07122048624887087, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.853831529529296, 'colsample_bytree': 0.8143617849146645, 'gamma': 0.8844483839562964, 'reg_alpha': 0.4801585290428836, 'reg_lambda': 0.7895886196284013}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:47,737] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 114, 'learning_rate': 0.052984474723026705, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8606095131294714, 'colsample_bytree': 0.8136704819781739, 'gamma': 1.2833200537330969, 'reg_alpha': 0.7119652973383179, 'reg_lambda': 0.5520670089705096}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:48,040] Trial 87 finished with value: 0.744047619047619 and parameters: {'n_estimators': 145, 'learning_rate': 0.07208168509327079, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8276857998530884, 'colsample_bytree': 0.7965011634255353, 'gamma': 0.9118237508366855, 'reg_alpha': 0.6689642217116895, 'reg_lambda': 0.6719343379974159}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:48,248] Trial 88 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 163, 'learning_rate': 0.1364609986637989, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.882005203949498, 'colsample_bytree': 0.737146116062688, 'gamma': 4.9415404065474355, 'reg_alpha': 0.8883809122401916, 'reg_lambda': 0.8725070868464312}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:48,490] Trial 89 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 153, 'learning_rate': 0.24294642401172012, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8533509899317182, 'colsample_bytree': 0.8737175946981202, 'gamma': 1.925536137386587, 'reg_alpha': 0.46487415500076845, 'reg_lambda': 0.7469607415344122}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:48,690] Trial 90 finished with value: 0.744047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.17660039571353892, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.80865191436333, 'colsample_bytree': 0.7546694255768103, 'gamma': 1.086780418778829, 'reg_alpha': 0.024134001716221452, 'reg_lambda': 0.6445377571379436}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:49,045] Trial 91 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.09040946612360748, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.840116551807139, 'colsample_bytree': 0.7761106212150445, 'gamma': 0.8045092158656231, 'reg_alpha': 0.6188470290724565, 'reg_lambda': 0.7498026099949667}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:49,408] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 242, 'learning_rate': 0.0688950530664757, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8206063591695469, 'colsample_bytree': 0.8155498800652075, 'gamma': 0.4359622478893206, 'reg_alpha': 0.4263370206017039, 'reg_lambda': 0.7847693616963165}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:49,618] Trial 93 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 122, 'learning_rate': 0.07967626742801623, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7933820758035002, 'colsample_bytree': 0.8389080841422994, 'gamma': 0.5824081450724446, 'reg_alpha': 0.5063601416004948, 'reg_lambda': 0.5771841645429137}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:49,896] Trial 94 finished with value: 0.75 and parameters: {'n_estimators': 144, 'learning_rate': 0.0853488873189302, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7851666588816592, 'colsample_bytree': 0.7981656023542836, 'gamma': 1.6485926575662326, 'reg_alpha': 0.6003396624248459, 'reg_lambda': 1.7240765961343085}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:50,140] Trial 95 finished with value: 0.744047619047619 and parameters: {'n_estimators': 199, 'learning_rate': 0.04580236228248167, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7768686012948397, 'colsample_bytree': 0.7324738123135931, 'gamma': 0.7186141328763087, 'reg_alpha': 0.08119359928997834, 'reg_lambda': 2.4352799411837256}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:50,340] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.09891730123329334, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7600681016105659, 'colsample_bytree': 0.9725774736131572, 'gamma': 1.0582754376140433, 'reg_alpha': 0.6567005855694406, 'reg_lambda': 0.8436755501979813}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:50,629] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.11321948762751771, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8035222599999065, 'colsample_bytree': 0.7855850736394824, 'gamma': 2.14292228970314, 'reg_alpha': 0.10539130145585303, 'reg_lambda': 0.5038801971797253}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:50,821] Trial 98 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 116, 'learning_rate': 0.19497069178477122, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8120254897140042, 'colsample_bytree': 0.8512963778945485, 'gamma': 0.3134781300460049, 'reg_alpha': 0.38608165178912957, 'reg_lambda': 0.7086569207530392}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:51,009] Trial 99 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 185, 'learning_rate': 0.25211978093010756, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8430774358331976, 'colsample_bytree': 0.8991279551962513, 'gamma': 3.481469871197251, 'reg_alpha': 0.15315156899363058, 'reg_lambda': 0.9024652628050845}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:51,189] Trial 100 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 136, 'learning_rate': 0.2734013506342954, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8585275202796521, 'colsample_bytree': 0.7645957145987425, 'gamma': 1.2791265979070119, 'reg_alpha': 0.95749517684866, 'reg_lambda': 1.020395390832978}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:51,454] Trial 101 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 140, 'learning_rate': 0.277177998063461, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8592341309155834, 'colsample_bytree': 0.7634517760011498, 'gamma': 2.3317614035689957, 'reg_alpha': 0.9459571120553777, 'reg_lambda': 0.8016306346875891}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:51,681] Trial 102 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.22751989196148956, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8677556357980039, 'colsample_bytree': 0.7735805854642349, 'gamma': 1.3068240646510423, 'reg_alpha': 0.8045205434134519, 'reg_lambda': 1.1152700791511927}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:51,903] Trial 103 finished with value: 0.75 and parameters: {'n_estimators': 108, 'learning_rate': 0.05573312301834698, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6583480716101049, 'colsample_bytree': 0.8690746699525278, 'gamma': 0.8258080055945946, 'reg_alpha': 0.7390229057997445, 'reg_lambda': 1.035971960259856}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:52,138] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 130, 'learning_rate': 0.27427046061806803, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8260152986169075, 'colsample_bytree': 0.8066249192912717, 'gamma': 0.6261855716630664, 'reg_alpha': 0.9664482535785209, 'reg_lambda': 1.291665012318854}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:52,390] Trial 105 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 151, 'learning_rate': 0.2361869192150443, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8831938743451428, 'colsample_bytree': 0.7511464394728676, 'gamma': 2.5311744034147647, 'reg_alpha': 0.04285481666615594, 'reg_lambda': 0.6377917095911483}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:52,730] Trial 106 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 120, 'learning_rate': 0.06577976997626131, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8370614340772217, 'colsample_bytree': 0.7373931621938171, 'gamma': 1.9082882608668246, 'reg_alpha': 0.8795760133622542, 'reg_lambda': 0.9400557272138033}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:52,953] Trial 107 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 241, 'learning_rate': 0.29883874827861406, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8526474658647742, 'colsample_bytree': 0.7248649380094592, 'gamma': 0.8716944962731739, 'reg_alpha': 0.14052813379897888, 'reg_lambda': 0.5993515067250411}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:53,144] Trial 108 finished with value: 0.738095238095238 and parameters: {'n_estimators': 157, 'learning_rate': 0.2165956194955967, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.81496815087682, 'colsample_bytree': 0.7631304540723948, 'gamma': 1.5612467433738089, 'reg_alpha': 0.5717534117485701, 'reg_lambda': 0.6897430144746948}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:53,445] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 192, 'learning_rate': 0.25307198409993403, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7718591733182473, 'colsample_bytree': 0.6346736381805298, 'gamma': 1.7512981674336034, 'reg_alpha': 0.928959884564325, 'reg_lambda': 0.874564163369344}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:53,685] Trial 110 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 215, 'learning_rate': 0.16335583662362838, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8456805473759845, 'colsample_bytree': 0.8021979244641969, 'gamma': 1.041189918465974, 'reg_alpha': 0.8287538591753202, 'reg_lambda': 2.74404989535923}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:53,974] Trial 111 finished with value: 0.761904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.06286857672931306, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8766381036671257, 'colsample_bytree': 0.7013112448022973, 'gamma': 0.4821584880128049, 'reg_alpha': 0.9992336557498975, 'reg_lambda': 0.9662527008080625}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:54,179] Trial 112 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 146, 'learning_rate': 0.07541032312939795, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8750918192600846, 'colsample_bytree': 0.6855729857203531, 'gamma': 0.1422370573118965, 'reg_alpha': 0.1910633532013401, 'reg_lambda': 0.8012154345415965}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:54,539] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.07477294745684962, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8689106526025943, 'colsample_bytree': 0.6832883681597393, 'gamma': 0.17236371097432845, 'reg_alpha': 0.11176344914798594, 'reg_lambda': 0.7991745552802749}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:54,754] Trial 114 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 142, 'learning_rate': 0.08366777734239325, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9008652026751501, 'colsample_bytree': 0.6479756296154284, 'gamma': 0.09666414600249587, 'reg_alpha': 0.19069702518183912, 'reg_lambda': 0.7352204761529947}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:54,947] Trial 115 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 148, 'learning_rate': 0.08394399202365374, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9027051021840644, 'colsample_bytree': 0.8264975221681017, 'gamma': 0.024991376601129156, 'reg_alpha': 0.19409005765541681, 'reg_lambda': 0.7255199234298783}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:55,129] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 144, 'learning_rate': 0.1974300086522913, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9184097331280252, 'colsample_bytree': 0.6645435702643407, 'gamma': 0.37975799742905775, 'reg_alpha': 0.1806420473915953, 'reg_lambda': 1.4459768734848748}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:55,474] Trial 117 finished with value: 0.761904761904762 and parameters: {'n_estimators': 203, 'learning_rate': 0.05955856936808741, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8912745744222611, 'colsample_bytree': 0.6359082516319527, 'gamma': 0.1366496210975806, 'reg_alpha': 0.235811217226573, 'reg_lambda': 0.5433213347086765}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:55,785] Trial 118 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.07779199762691759, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8993605760328867, 'colsample_bytree': 0.7136222090184049, 'gamma': 0.29313405402792303, 'reg_alpha': 0.2823358649339142, 'reg_lambda': 0.6396505808181313}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:55,968] Trial 119 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 125, 'learning_rate': 0.26899030054919154, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9341636906729193, 'colsample_bytree': 0.7692070935605978, 'gamma': 0.002260118854044396, 'reg_alpha': 0.16361066410290717, 'reg_lambda': 0.5978951131122701}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:56,284] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 155, 'learning_rate': 0.0472597122291339, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8562551295814728, 'colsample_bytree': 0.7826072730240626, 'gamma': 2.1453504012569398, 'reg_alpha': 0.07869479244470523, 'reg_lambda': 0.6996857463481079}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:56,501] Trial 121 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 138, 'learning_rate': 0.1038723083903978, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8851568958431006, 'colsample_bytree': 0.6528732178495259, 'gamma': 0.6894925292819283, 'reg_alpha': 0.0997512952450354, 'reg_lambda': 0.7640609365676652}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:56,790] Trial 122 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 139, 'learning_rate': 0.07208486129219079, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8870624388776917, 'colsample_bytree': 0.660125532903591, 'gamma': 1.2281329707343656, 'reg_alpha': 0.12462729568513717, 'reg_lambda': 2.015894900190416}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:56,980] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.10208593801161264, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.911657187889782, 'colsample_bytree': 0.6745061346565309, 'gamma': 1.4747455001441485, 'reg_alpha': 0.10719447855989772, 'reg_lambda': 2.034603585194155}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:57,168] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 146, 'learning_rate': 0.06824630254463634, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.885394927874825, 'colsample_bytree': 0.6431253902198506, 'gamma': 1.255313660881464, 'reg_alpha': 0.13150515824667577, 'reg_lambda': 1.9434832853057527}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:57,410] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 132, 'learning_rate': 0.0734086744210938, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8794188940055061, 'colsample_bytree': 0.6893875467681696, 'gamma': 0.994581671012369, 'reg_alpha': 0.05900470232255903, 'reg_lambda': 1.553775372582638}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:57,593] Trial 126 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 138, 'learning_rate': 0.0875658402764404, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8669023289972538, 'colsample_bytree': 0.6277645686232745, 'gamma': 1.193710977188874, 'reg_alpha': 0.09604704768258517, 'reg_lambda': 2.280828747761234}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:57,791] Trial 127 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 152, 'learning_rate': 0.09670173343610719, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8644291662262242, 'colsample_bytree': 0.6098751893818715, 'gamma': 1.1461294581882413, 'reg_alpha': 0.15227424208580256, 'reg_lambda': 2.532070083508931}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:58,115] Trial 128 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 134, 'learning_rate': 0.10966223010845118, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.895370821946178, 'colsample_bytree': 0.6287679298574937, 'gamma': 0.7535824026504698, 'reg_alpha': 0.09026807765719794, 'reg_lambda': 2.3004309382121892}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:58,335] Trial 129 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.08689064956689209, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8979219106498139, 'colsample_bytree': 0.6349989571197634, 'gamma': 0.6959321192924229, 'reg_alpha': 0.09297426874699001, 'reg_lambda': 2.224924540552136}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:58,615] Trial 130 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 134, 'learning_rate': 0.11819120606807565, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8956267902084545, 'colsample_bytree': 0.6081824188816756, 'gamma': 0.6559595722028321, 'reg_alpha': 0.09361451676206536, 'reg_lambda': 2.300375243481522}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:58,874] Trial 131 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 128, 'learning_rate': 0.1073235071114024, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9107518458080189, 'colsample_bytree': 0.6273688855835949, 'gamma': 0.7496761166286382, 'reg_alpha': 0.0748042181492651, 'reg_lambda': 2.1806517551647486}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:59,110] Trial 132 finished with value: 0.761904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.0873855941295068, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8729070991174289, 'colsample_bytree': 0.6488547059097091, 'gamma': 0.882336969645564, 'reg_alpha': 0.09358673015730748, 'reg_lambda': 2.208227230786346}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:59,308] Trial 133 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 161, 'learning_rate': 0.08354716034650919, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9231848483093614, 'colsample_bytree': 0.6223464405295072, 'gamma': 0.7189276652778417, 'reg_alpha': 0.038930181875056945, 'reg_lambda': 2.2775716745159205}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:59,633] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 144, 'learning_rate': 0.09706269475816325, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9035208892225544, 'colsample_bytree': 0.633600432379467, 'gamma': 0.9557117933065079, 'reg_alpha': 0.1178742419018215, 'reg_lambda': 2.3770503027790237}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:59,775] Trial 135 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.10995462502105872, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8633871138035473, 'colsample_bytree': 0.6294239151252056, 'gamma': 3.9146768446345828, 'reg_alpha': 0.0180558822747256, 'reg_lambda': 2.1404153944824804}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:00,079] Trial 136 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 125, 'learning_rate': 0.12632125180535497, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8943861022154785, 'colsample_bytree': 0.646504253375388, 'gamma': 3.1422818646252124, 'reg_alpha': 0.06768935455114586, 'reg_lambda': 2.2965466166136097}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:00,249] Trial 137 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 119, 'learning_rate': 0.09142023643686761, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8745869544590779, 'colsample_bytree': 0.6191729046907317, 'gamma': 0.46939807866101313, 'reg_alpha': 0.13228966250607277, 'reg_lambda': 2.485337262797879}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:00,419] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.08126153264926628, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8874274667513394, 'colsample_bytree': 0.7416987160467778, 'gamma': 0.5823524677746492, 'reg_alpha': 0.918320990107291, 'reg_lambda': 2.2326831456103147}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:00,709] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.13508839313470591, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8523064970143074, 'colsample_bytree': 0.6388678833754572, 'gamma': 0.8564676360403075, 'reg_alpha': 0.26438374401712683, 'reg_lambda': 0.7599149494855866}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:00,938] Trial 140 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 152, 'learning_rate': 0.10393688228474722, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9085138712781067, 'colsample_bytree': 0.6150528865828314, 'gamma': 1.12149532879292, 'reg_alpha': 0.0025829338759903037, 'reg_lambda': 2.592210038689905}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:01,254] Trial 141 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 137, 'learning_rate': 0.07555466866420364, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8876840957507347, 'colsample_bytree': 0.6595650849745338, 'gamma': 1.2082767351864918, 'reg_alpha': 0.1127403164871684, 'reg_lambda': 1.79751711901197}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:01,437] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.08656756246105578, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8800309188893967, 'colsample_bytree': 0.6548927325485865, 'gamma': 1.3489549057498247, 'reg_alpha': 0.09114614728730373, 'reg_lambda': 2.374313510429575}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:01,679] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.07972456969535885, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8700629467474091, 'colsample_bytree': 0.6701131687349832, 'gamma': 2.6849392527674323, 'reg_alpha': 0.14681610448744442, 'reg_lambda': 1.9744283126055526}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:01,939] Trial 144 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.09358694487631204, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9158201309463156, 'colsample_bytree': 0.6622557893847262, 'gamma': 0.7609748792693951, 'reg_alpha': 0.18174516822667428, 'reg_lambda': 0.8254683354945964}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:02,228] Trial 145 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 136, 'learning_rate': 0.07011951673504617, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8985161239198687, 'colsample_bytree': 0.6464139584610137, 'gamma': 1.035078007440552, 'reg_alpha': 0.13167931940525662, 'reg_lambda': 2.117541521340438}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:02,402] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.17945244645043376, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8334172572379873, 'colsample_bytree': 0.6017770212361899, 'gamma': 0.6465631918588272, 'reg_alpha': 0.47432730407876417, 'reg_lambda': 2.0724148769080477}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:02,731] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 151, 'learning_rate': 0.06532996746959485, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8599465348701393, 'colsample_bytree': 0.7289933463508486, 'gamma': 0.9656677313163903, 'reg_alpha': 0.04969019418366371, 'reg_lambda': 2.2433272110972187}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:02,901] Trial 148 finished with value: 0.693452380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.23781054919122446, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9308166295859571, 'colsample_bytree': 0.7567184111607838, 'gamma': 4.139335134728751, 'reg_alpha': 0.8611613781855164, 'reg_lambda': 2.337348353399433}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:03,156] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 158, 'learning_rate': 0.20588651371234679, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8892302194125397, 'colsample_bytree': 0.6779557651059815, 'gamma': 0.376885601175961, 'reg_alpha': 0.783866051081292, 'reg_lambda': 2.444305405575898}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:03,338] Trial 150 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.07287614216868483, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8485437139357948, 'colsample_bytree': 0.6263733281209731, 'gamma': 1.2368453565194935, 'reg_alpha': 0.21604291157029132, 'reg_lambda': 0.6718514516216753}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:03,646] Trial 151 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 132, 'learning_rate': 0.08674964512346879, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8457794016667421, 'colsample_bytree': 0.6411320817398253, 'gamma': 1.1986656063169496, 'reg_alpha': 0.24072716777330433, 'reg_lambda': 0.6554283837746555}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:03,815] Trial 152 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 123, 'learning_rate': 0.0868285550606364, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8460357112471459, 'colsample_bytree': 0.6279861491216836, 'gamma': 1.4971635909526049, 'reg_alpha': 0.20744273684262862, 'reg_lambda': 0.6794091073782272}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:04,033] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 118, 'learning_rate': 0.09982263606982289, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8195923854165134, 'colsample_bytree': 0.6385246290922334, 'gamma': 1.3505776848588804, 'reg_alpha': 0.21613124650062293, 'reg_lambda': 0.7378891668613741}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:04,198] Trial 154 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.07687156003251056, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8261002963171652, 'colsample_bytree': 0.6241999351023229, 'gamma': 1.1167784354336572, 'reg_alpha': 0.2860147699280797, 'reg_lambda': 0.6598908608947749}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:04,416] Trial 155 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 134, 'learning_rate': 0.0919208675136868, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8479472176638863, 'colsample_bytree': 0.6137998599037717, 'gamma': 0.8248770728982482, 'reg_alpha': 0.23872565089030398, 'reg_lambda': 0.7736831382798051}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:04,683] Trial 156 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 128, 'learning_rate': 0.11234055855065828, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8576401727613603, 'colsample_bytree': 0.7212325657840531, 'gamma': 0.5286580610215774, 'reg_alpha': 0.2532802180515359, 'reg_lambda': 0.5819622481593596}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:04,958] Trial 157 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 131, 'learning_rate': 0.08356627975397683, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8337111863806407, 'colsample_bytree': 0.7487710177247816, 'gamma': 4.712108521945465, 'reg_alpha': 0.19301783045425597, 'reg_lambda': 0.8479818261576176}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:05,155] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 147, 'learning_rate': 0.22579847389005217, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8666673856139373, 'colsample_bytree': 0.6497895412149836, 'gamma': 0.25439726329771833, 'reg_alpha': 0.17781386158667106, 'reg_lambda': 0.7161536892017887}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:05,318] Trial 159 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 113, 'learning_rate': 0.2518282277507868, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8065903776579628, 'colsample_bytree': 0.6401954873130795, 'gamma': 0.9042672582040138, 'reg_alpha': 0.3121300833389035, 'reg_lambda': 0.540040821635591}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:05,570] Trial 160 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 110, 'learning_rate': 0.2492096385784975, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.806887971973696, 'colsample_bytree': 0.6389511987317669, 'gamma': 0.925575462028456, 'reg_alpha': 0.36333653702939367, 'reg_lambda': 0.5278681024019004}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:05,750] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.2765438889496641, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8413680888069219, 'colsample_bytree': 0.6222880113324026, 'gamma': 0.7106906092487505, 'reg_alpha': 0.32091896368207523, 'reg_lambda': 0.6690010395935531}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:05,919] Trial 162 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 115, 'learning_rate': 0.2555230364224443, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8225770593128857, 'colsample_bytree': 0.6348546968216218, 'gamma': 1.054146234427718, 'reg_alpha': 0.2276148334890723, 'reg_lambda': 0.5953649341104461}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:06,076] Trial 163 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 105, 'learning_rate': 0.24936247084105598, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7895954512871901, 'colsample_bytree': 0.626727716019896, 'gamma': 1.0725302874676828, 'reg_alpha': 0.30194047845855365, 'reg_lambda': 0.6132777290492158}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:06,308] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.22059725932631533, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.819982621626685, 'colsample_bytree': 0.6316108028465065, 'gamma': 0.8509165369223617, 'reg_alpha': 0.2578500312393893, 'reg_lambda': 0.566435916936936}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:06,474] Trial 165 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 115, 'learning_rate': 0.2648343535948964, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8068898987209318, 'colsample_bytree': 0.7733475228941317, 'gamma': 1.1916413630770495, 'reg_alpha': 0.23911241573286338, 'reg_lambda': 0.6188407890350363}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:06,714] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.23206191231424345, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8263185018960255, 'colsample_bytree': 0.7914328133135442, 'gamma': 1.0074379912318583, 'reg_alpha': 0.22137926497563482, 'reg_lambda': 0.5215015298894787}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:06,973] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.20543618621273485, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8010393177326269, 'colsample_bytree': 0.6116251804348192, 'gamma': 1.2868766483207454, 'reg_alpha': 0.7027413392936267, 'reg_lambda': 0.5015802085497166}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:07,203] Trial 168 finished with value: 0.761904761904762 and parameters: {'n_estimators': 100, 'learning_rate': 0.2891751925287436, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7832294703238443, 'colsample_bytree': 0.6394550285120335, 'gamma': 0.7732721998579627, 'reg_alpha': 0.7391814082691244, 'reg_lambda': 0.6589978972870939}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:07,400] Trial 169 finished with value: 0.5 and parameters: {'n_estimators': 132, 'learning_rate': 0.259825806472827, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8152144567605126, 'colsample_bytree': 0.7371281238379817, 'gamma': 0.9046617603704095, 'reg_alpha': 0.44382528666007093, 'reg_lambda': 0.7946160000893008}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:07,675] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.094830528282137, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8383925726013783, 'colsample_bytree': 0.7598885849284975, 'gamma': 0.6529946729538719, 'reg_alpha': 0.2757784010545429, 'reg_lambda': 0.6984363060937228}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:07,957] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.07844081404006349, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8541244458365164, 'colsample_bytree': 0.6497462893867186, 'gamma': 1.1487377056013468, 'reg_alpha': 0.15477160080202873, 'reg_lambda': 0.7492226173932894}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:08,147] Trial 172 finished with value: 0.755952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.08872639856756517, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8756789712504226, 'colsample_bytree': 0.6562880189452707, 'gamma': 1.4121662570120637, 'reg_alpha': 0.08319538103108796, 'reg_lambda': 0.5743593491270698}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:08,439] Trial 173 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 145, 'learning_rate': 0.10306498469049173, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.864008600403543, 'colsample_bytree': 0.6324188622668953, 'gamma': 1.028175357545986, 'reg_alpha': 0.2043244563367745, 'reg_lambda': 0.6333609483786415}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:08,624] Trial 174 finished with value: 0.738095238095238 and parameters: {'n_estimators': 124, 'learning_rate': 0.07280909667615831, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8300275358046787, 'colsample_bytree': 0.643673136724252, 'gamma': 1.6391500984905383, 'reg_alpha': 0.10004614356957628, 'reg_lambda': 0.9054581118588957}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:08,880] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 149, 'learning_rate': 0.24003453335442138, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7988817109831142, 'colsample_bytree': 0.6200461619181734, 'gamma': 0.5459371015864474, 'reg_alpha': 0.6729561466766695, 'reg_lambda': 0.7172280282427977}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:09,099] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 137, 'learning_rate': 0.08179371643280708, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8477011625736126, 'colsample_bytree': 0.6004686341077312, 'gamma': 0.12269567017671648, 'reg_alpha': 0.23007267667553252, 'reg_lambda': 0.7807523538359172}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:09,345] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 130, 'learning_rate': 0.18685591254254888, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8807564551484378, 'colsample_bytree': 0.7792940124905867, 'gamma': 0.7760566088837663, 'reg_alpha': 0.1729602395622955, 'reg_lambda': 0.8414446452185793}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:09,525] Trial 178 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 143, 'learning_rate': 0.21275572247803112, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8372492469468189, 'colsample_bytree': 0.6673206746077655, 'gamma': 0.4190497107292427, 'reg_alpha': 0.39820170092294727, 'reg_lambda': 0.6549667649630256}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:09,719] Trial 179 finished with value: 0.761904761904762 and parameters: {'n_estimators': 133, 'learning_rate': 0.09835259601351962, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8122570514008813, 'colsample_bytree': 0.8156787830091402, 'gamma': 0.9332456554902164, 'reg_alpha': 0.058641243423324045, 'reg_lambda': 0.5738521295014536}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:10,065] Trial 180 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 140, 'learning_rate': 0.06795638184967312, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8568282713783524, 'colsample_bytree': 0.698068996987833, 'gamma': 1.233468625322616, 'reg_alpha': 0.11394187264226757, 'reg_lambda': 0.7341758891344776}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:10,268] Trial 181 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.05754997831440966, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8545845788170958, 'colsample_bytree': 0.6939885321485522, 'gamma': 1.2674414021269738, 'reg_alpha': 0.11655213848881583, 'reg_lambda': 0.7418744694370975}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:10,543] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 155, 'learning_rate': 0.06814532639047771, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8668617506726733, 'colsample_bytree': 0.7046923941059675, 'gamma': 1.1849162098740114, 'reg_alpha': 0.5463245953487541, 'reg_lambda': 0.716868090132514}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:10,791] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 148, 'learning_rate': 0.061617875911429774, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8471025149758499, 'colsample_bytree': 0.711894288435545, 'gamma': 1.3852998616064873, 'reg_alpha': 0.0754870920812486, 'reg_lambda': 0.788864911066189}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:10,999] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.08597488915606688, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8259929607521962, 'colsample_bytree': 0.7449795338917803, 'gamma': 1.0384898832887095, 'reg_alpha': 0.11344742998068731, 'reg_lambda': 0.6317995241199539}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:11,291] Trial 185 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 212, 'learning_rate': 0.07465202354727046, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8718193490499214, 'colsample_bytree': 0.6439562846083674, 'gamma': 1.5433589983903433, 'reg_alpha': 0.15038013145401882, 'reg_lambda': 0.6732975310381558}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:11,502] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.07423048189017396, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.872520886348218, 'colsample_bytree': 0.632170191067106, 'gamma': 1.5375287178123171, 'reg_alpha': 0.1435618231555882, 'reg_lambda': 0.6869099117202462}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:11,704] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 197, 'learning_rate': 0.06919360717240201, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8580470659187598, 'colsample_bytree': 0.730382032647477, 'gamma': 1.3069090115583144, 'reg_alpha': 0.1592390174365375, 'reg_lambda': 0.5546966404511054}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:11,929] Trial 188 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.07755247824116222, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8608623945511747, 'colsample_bytree': 0.6855976664020974, 'gamma': 1.1098388757095676, 'reg_alpha': 0.08766640994504618, 'reg_lambda': 0.6219986966737955}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:12,227] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 224, 'learning_rate': 0.26124423281278525, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8394334992582169, 'colsample_bytree': 0.6422827777877543, 'gamma': 1.225197142634755, 'reg_alpha': 0.1358544690145108, 'reg_lambda': 0.8822753390171176}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:12,430] Trial 190 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 179, 'learning_rate': 0.06483376932464271, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.881981039663447, 'colsample_bytree': 0.7536652908752539, 'gamma': 1.745029990066876, 'reg_alpha': 0.10299365477063109, 'reg_lambda': 0.6713130278767949}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:12,690] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 185, 'learning_rate': 0.06093941818432467, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8796980994896334, 'colsample_bytree': 0.7632380148760095, 'gamma': 1.6572909889524623, 'reg_alpha': 0.10203664329342634, 'reg_lambda': 0.6551057753651055}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:12,868] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 128, 'learning_rate': 0.06462364775691182, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8716141046300623, 'colsample_bytree': 0.7542221159822157, 'gamma': 1.720197185549848, 'reg_alpha': 0.12852272654551555, 'reg_lambda': 0.6933029192169857}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:13,115] Trial 193 finished with value: 0.75 and parameters: {'n_estimators': 180, 'learning_rate': 0.06667422176826439, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8844415423490379, 'colsample_bytree': 0.7699444485123333, 'gamma': 1.773362561270912, 'reg_alpha': 0.06372400977247823, 'reg_lambda': 0.5957148406489177}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:13,325] Trial 194 finished with value: 0.738095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.05572738932603157, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8931566191644117, 'colsample_bytree': 0.7491222575007124, 'gamma': 1.897116633738383, 'reg_alpha': 0.09836355400348305, 'reg_lambda': 0.8169962571446783}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:13,519] Trial 195 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 188, 'learning_rate': 0.07379680774149959, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.612382625550003, 'colsample_bytree': 0.7403884102229956, 'gamma': 2.052542608693864, 'reg_alpha': 0.16082886153255868, 'reg_lambda': 0.7613663953686985}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:13,792] Trial 196 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 192, 'learning_rate': 0.07213926732353226, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.849875214443752, 'colsample_bytree': 0.7391520414683965, 'gamma': 2.316023677222434, 'reg_alpha': 0.11647846939796085, 'reg_lambda': 1.6335398338002847}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:14,043] Trial 197 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.24277129688919222, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8312582320339753, 'colsample_bytree': 0.7237059813762103, 'gamma': 2.02416002185227, 'reg_alpha': 0.03417655118956947, 'reg_lambda': 2.1664791592735644}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:14,223] Trial 198 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 178, 'learning_rate': 0.2246542552664146, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6215788361860852, 'colsample_bytree': 0.7540038971899821, 'gamma': 2.0593078762391803, 'reg_alpha': 0.07399675886131195, 'reg_lambda': 0.7567670429005073}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:14,509] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.2815254131748672, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6435510187985028, 'colsample_bytree': 0.7879955488381737, 'gamma': 1.8569015720170547, 'reg_alpha': 0.13958385121973801, 'reg_lambda': 0.6861617993106519}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:14,512] A new study created in memory with name: no-name-88c1c9b4-07d1-4dfd-8364-1b05c283e4f7
[I 2025-11-03 19:52:14,669] Trial 0 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 95, 'learning_rate': 0.2217099723064904, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.932273639270323, 'colsample_bytree': 0.7331750941751652, 'gamma': 0.2071711661761394, 'reg_alpha': 0.0008401150832673121, 'reg_lambda': 2.1944151221847488}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:14,891] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.018387902964083106, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8316319902032675, 'colsample_bytree': 0.9454721778984272, 'gamma': 3.561409582085857, 'reg_alpha': 0.09002241969355695, 'reg_lambda': 1.6198111390177747}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:15,113] Trial 2 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 244, 'learning_rate': 0.012942269958884046, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8666914287403102, 'colsample_bytree': 0.8353097825710629, 'gamma': 4.1917674877469215, 'reg_alpha': 0.15077937044366674, 'reg_lambda': 0.8509438628049297}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:15,351] Trial 3 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 97, 'learning_rate': 0.016075953082613427, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.965057000499177, 'colsample_bytree': 0.7678954880370066, 'gamma': 4.5852948801337625, 'reg_alpha': 0.4724437999211253, 'reg_lambda': 1.0452276710722739}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:15,622] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.03382709630613238, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7266711597117843, 'colsample_bytree': 0.941877009069708, 'gamma': 2.876556647432306, 'reg_alpha': 0.9612931722225759, 'reg_lambda': 1.2151270740323832}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:15,870] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.09923418198811192, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.6128346413393987, 'colsample_bytree': 0.7673099748773494, 'gamma': 2.1634901415811636, 'reg_alpha': 0.6913897041043562, 'reg_lambda': 2.3089820640068677}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:16,061] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.10172591680545207, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8792311954610768, 'colsample_bytree': 0.697236184731477, 'gamma': 1.5799242315387758, 'reg_alpha': 0.5925199498975113, 'reg_lambda': 1.3898416553673245}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:16,312] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 183, 'learning_rate': 0.10027257011086528, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.828366676257258, 'colsample_bytree': 0.6975230197255404, 'gamma': 4.021377774383341, 'reg_alpha': 0.28668837525364843, 'reg_lambda': 0.8574145356738617}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:16,534] Trial 8 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.19802520293838693, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8635678482670628, 'colsample_bytree': 0.8818252037811123, 'gamma': 0.14432829344132259, 'reg_alpha': 0.6307906907513954, 'reg_lambda': 2.034254797438895}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:16,774] Trial 9 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 149, 'learning_rate': 0.024149748153815945, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6229872556243988, 'colsample_bytree': 0.684965286546068, 'gamma': 0.06290619440363909, 'reg_alpha': 0.11738551145457288, 'reg_lambda': 2.4720180108569667}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:16,908] Trial 10 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 22, 'learning_rate': 0.2544765256369449, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9971383719270437, 'colsample_bytree': 0.6332038256774121, 'gamma': 0.9171530987329127, 'reg_alpha': 0.3566754461574264, 'reg_lambda': 2.842573211730076}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:17,075] Trial 11 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 66, 'learning_rate': 0.24788310126945254, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.91822621461708, 'colsample_bytree': 0.8622361763599223, 'gamma': 0.09696177718704209, 'reg_alpha': 0.8074805974220302, 'reg_lambda': 1.9810889388375588}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:17,345] Trial 12 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 84, 'learning_rate': 0.16080139107281888, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7570912479855197, 'colsample_bytree': 0.8877634715540876, 'gamma': 0.9566489711808079, 'reg_alpha': 0.4540608393266036, 'reg_lambda': 2.0076029187635602}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:17,510] Trial 13 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 41, 'learning_rate': 0.05744655312739101, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9265445641367601, 'colsample_bytree': 0.9910337730752725, 'gamma': 0.8777994466507094, 'reg_alpha': 0.002154520923366432, 'reg_lambda': 2.9725542704589936}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:17,670] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.1704433939282329, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.7669626604416636, 'colsample_bytree': 0.7779737467118858, 'gamma': 1.7944012356668668, 'reg_alpha': 0.7173516526017061, 'reg_lambda': 2.3901711044856584}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:17,883] Trial 15 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 63, 'learning_rate': 0.05743446723765723, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9234345908815599, 'colsample_bytree': 0.8256033122531591, 'gamma': 0.48713292150346776, 'reg_alpha': 0.9000763237487491, 'reg_lambda': 1.9440871791097243}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:18,066] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 120, 'learning_rate': 0.04677596067698737, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9380618559423705, 'colsample_bytree': 0.8173548099022985, 'gamma': 2.972613559892874, 'reg_alpha': 0.9358428622503265, 'reg_lambda': 1.72119846209351}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:18,207] Trial 17 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 52, 'learning_rate': 0.06490690643595158, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9975867737273547, 'colsample_bytree': 0.7210875756300902, 'gamma': 0.6969309430393936, 'reg_alpha': 0.8364555699854238, 'reg_lambda': 0.5138347979395852}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:18,338] Trial 18 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 25, 'learning_rate': 0.01034444041712618, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.6791793057541646, 'colsample_bytree': 0.6124081617209427, 'gamma': 1.7004607611247882, 'reg_alpha': 0.29900001357178635, 'reg_lambda': 2.637553594716634}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:18,623] Trial 19 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 165, 'learning_rate': 0.03368634236579684, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8887190599540086, 'colsample_bytree': 0.7345410721376371, 'gamma': 1.2801498674236855, 'reg_alpha': 0.5696898663773117, 'reg_lambda': 2.1044077186927077}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:18,805] Trial 20 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 118, 'learning_rate': 0.07367306339115524, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9592942229668563, 'colsample_bytree': 0.6519551423186394, 'gamma': 0.44067529129773364, 'reg_alpha': 0.8412733142111507, 'reg_lambda': 1.5493457333530336}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:19,052] Trial 21 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 72, 'learning_rate': 0.16208975269946252, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8438851207781869, 'colsample_bytree': 0.8642677084029415, 'gamma': 0.06116637483211068, 'reg_alpha': 0.6766050090993947, 'reg_lambda': 1.9336463214491229}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:19,216] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 78, 'learning_rate': 0.14203793108802257, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8320378623146459, 'colsample_bytree': 0.8305485705030382, 'gamma': 0.49768004549829037, 'reg_alpha': 0.7672827276404014, 'reg_lambda': 1.7989233591595704}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:19,511] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 92, 'learning_rate': 0.13204601991130552, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7964169585714922, 'colsample_bytree': 0.8052670191761376, 'gamma': 0.6114070616139294, 'reg_alpha': 0.9066847934213613, 'reg_lambda': 1.7396374092404392}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:19,656] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.2883333342703251, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8998878811228398, 'colsample_bytree': 0.7466381402763591, 'gamma': 1.2709784376450322, 'reg_alpha': 0.9993216129762404, 'reg_lambda': 2.2633431261517565}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:19,969] Trial 25 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.12195937575740282, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7981273476129864, 'colsample_bytree': 0.8340871799933356, 'gamma': 2.2083322172084277, 'reg_alpha': 0.7749834409855856, 'reg_lambda': 2.613683094769687}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:20,156] Trial 26 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 114, 'learning_rate': 0.2124161930984872, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9610402718245459, 'colsample_bytree': 0.91774486989301, 'gamma': 0.46460004263589877, 'reg_alpha': 0.8809060865420228, 'reg_lambda': 1.8081230082364745}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:20,316] Trial 27 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 124, 'learning_rate': 0.21247043159465537, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9627183121799883, 'colsample_bytree': 0.9226648293825213, 'gamma': 1.2945544051451303, 'reg_alpha': 0.8820162813738313, 'reg_lambda': 1.4455155515507212}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:20,582] Trial 28 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 103, 'learning_rate': 0.03968902034608856, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9450355916422271, 'colsample_bytree': 0.9985980421867604, 'gamma': 0.3202774229387783, 'reg_alpha': 0.37477367062303313, 'reg_lambda': 2.2143138821493675}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:20,802] Trial 29 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 137, 'learning_rate': 0.08003077175623477, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9801587030493926, 'colsample_bytree': 0.9044744812026513, 'gamma': 3.1348915913667526, 'reg_alpha': 0.19643476388968004, 'reg_lambda': 1.5885152514443734}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:20,996] Trial 30 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.020349417514544218, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9108661905129715, 'colsample_bytree': 0.959344269843581, 'gamma': 2.4963508351209773, 'reg_alpha': 0.06027872081391748, 'reg_lambda': 1.8338679761719905}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:21,232] Trial 31 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 60, 'learning_rate': 0.1334369535823821, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8313657674650548, 'colsample_bytree': 0.7889294370461343, 'gamma': 0.4786886223074525, 'reg_alpha': 0.7847528091434148, 'reg_lambda': 1.8078228794855242}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:21,388] Trial 32 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 84, 'learning_rate': 0.19717823664851647, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8625586602612754, 'colsample_bytree': 0.832344765488546, 'gamma': 1.0625562861536129, 'reg_alpha': 0.7399055385352915, 'reg_lambda': 1.3152260641250186}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:21,672] Trial 33 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 109, 'learning_rate': 0.2851295601543422, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9396966753743949, 'colsample_bytree': 0.8502954617247825, 'gamma': 0.617031389017311, 'reg_alpha': 0.858691039274029, 'reg_lambda': 2.182774670860242}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:21,914] Trial 34 finished with value: 0.75 and parameters: {'n_estimators': 92, 'learning_rate': 0.22164364123208088, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.911285628280478, 'colsample_bytree': 0.8095283536698095, 'gamma': 0.3003896450805905, 'reg_alpha': 0.9978119143849417, 'reg_lambda': 1.6555276507895789}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:22,029] Trial 35 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 37, 'learning_rate': 0.15311668455036456, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9818674681083867, 'colsample_bytree': 0.7486334286056262, 'gamma': 3.5339631315851436, 'reg_alpha': 0.9158020685208103, 'reg_lambda': 1.8799954115704391}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:22,212] Trial 36 finished with value: 0.761904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.10981743799640416, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8846789771720767, 'colsample_bytree': 0.9495086911366792, 'gamma': 0.7455152587574597, 'reg_alpha': 0.5675928863516196, 'reg_lambda': 1.2035396336492368}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:22,495] Trial 37 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.11965015565355928, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8923668206827302, 'colsample_bytree': 0.968193339718165, 'gamma': 1.5369970399768684, 'reg_alpha': 0.5565289947046765, 'reg_lambda': 0.9617137657349923}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:22,692] Trial 38 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.10193938178308451, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8774011055056027, 'colsample_bytree': 0.9359854103404588, 'gamma': 1.9726823092817671, 'reg_alpha': 0.4959728329158727, 'reg_lambda': 1.2753960424969242}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:22,920] Trial 39 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 130, 'learning_rate': 0.08168637881288959, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9536622948659684, 'colsample_bytree': 0.9278715033420183, 'gamma': 1.133036812254888, 'reg_alpha': 0.1825012033378382, 'reg_lambda': 0.5915696468221001}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:23,841] Trial 40 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 141, 'learning_rate': 0.029450371484588917, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8532552575431817, 'colsample_bytree': 0.9039286789058423, 'gamma': 4.929271918000609, 'reg_alpha': 0.4246467523440765, 'reg_lambda': 0.7551551947290414}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:24,017] Trial 41 finished with value: 0.755952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.18431305927724817, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8172795308986676, 'colsample_bytree': 0.9739483323795404, 'gamma': 0.71406527716929, 'reg_alpha': 0.6412449324478292, 'reg_lambda': 1.0745739663443494}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:24,213] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.19002635382538682, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9313219791229517, 'colsample_bytree': 0.9696616899223743, 'gamma': 0.8591857926047692, 'reg_alpha': 0.6476749606813004, 'reg_lambda': 1.4784598501100663}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:24,454] Trial 43 finished with value: 0.6547619047619049 and parameters: {'n_estimators': 156, 'learning_rate': 0.2422413343639957, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7779682173495097, 'colsample_bytree': 0.9587109421148525, 'gamma': 0.2859237809068256, 'reg_alpha': 0.6303721809657963, 'reg_lambda': 1.1422449312339114}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:24,678] Trial 44 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 230, 'learning_rate': 0.17879949480208066, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9768200910713426, 'colsample_bytree': 0.9122964205564028, 'gamma': 0.675230748732522, 'reg_alpha': 0.5298605621554209, 'reg_lambda': 0.9157048835139843}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:24,861] Trial 45 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 97, 'learning_rate': 0.09267471265039981, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7418586412687347, 'colsample_bytree': 0.886858148616947, 'gamma': 0.03629638876475605, 'reg_alpha': 0.6074508309547244, 'reg_lambda': 0.7614992850369482}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:25,077] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.051923048194137726, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8785016344858594, 'colsample_bytree': 0.9444392889069866, 'gamma': 0.7828571857458939, 'reg_alpha': 0.44883112440126627, 'reg_lambda': 1.1278163852725505}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:25,389] Trial 47 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 191, 'learning_rate': 0.23216923220339344, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8157369026730431, 'colsample_bytree': 0.9798833350059551, 'gamma': 1.4480040911557621, 'reg_alpha': 0.6846851162963419, 'reg_lambda': 2.141365137408666}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:25,555] Trial 48 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 60, 'learning_rate': 0.11579526106246227, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6907839619500736, 'colsample_bytree': 0.673014656230453, 'gamma': 0.2940292635159101, 'reg_alpha': 0.255996949924421, 'reg_lambda': 2.3669550182220758}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:25,706] Trial 49 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 103, 'learning_rate': 0.2706340546756592, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9201231233890466, 'colsample_bytree': 0.7184134264690617, 'gamma': 0.9123546478938866, 'reg_alpha': 0.4083954742252138, 'reg_lambda': 2.494857551211889}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:26,019] Trial 50 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 89, 'learning_rate': 0.06189864546524422, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9117412896418057, 'colsample_bytree': 0.865447703001072, 'gamma': 1.0384209433662048, 'reg_alpha': 0.5205392438895429, 'reg_lambda': 2.0527092784266903}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:26,197] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.14156624340864743, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8138891833190529, 'colsample_bytree': 0.7631524947351721, 'gamma': 0.4693375163068213, 'reg_alpha': 0.809821324434346, 'reg_lambda': 1.681696991608699}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:26,376] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.15059163714292428, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8464125412112813, 'colsample_bytree': 0.7869951352589821, 'gamma': 0.230352110686303, 'reg_alpha': 0.7386469519849598, 'reg_lambda': 1.9119899164526815}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:26,559] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 72, 'learning_rate': 0.17955832140419695, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8132930416838533, 'colsample_bytree': 0.849176613181892, 'gamma': 0.5285022370179633, 'reg_alpha': 0.9446353250338199, 'reg_lambda': 1.3738622384634427}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:26,719] Trial 54 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 98, 'learning_rate': 0.2009896567151297, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.779618344546709, 'colsample_bytree': 0.9836145943873132, 'gamma': 0.736126170073338, 'reg_alpha': 0.7146640932288675, 'reg_lambda': 2.0041159054015445}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:26,965] Trial 55 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 62, 'learning_rate': 0.10605053456287909, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8649736840494017, 'colsample_bytree': 0.953554265101902, 'gamma': 0.018981378278306538, 'reg_alpha': 0.8832415120357248, 'reg_lambda': 1.0577358900231242}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:27,125] Trial 56 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 46, 'learning_rate': 0.16779766184319678, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.893750928725676, 'colsample_bytree': 0.8922087606531104, 'gamma': 0.41593449246452735, 'reg_alpha': 0.7801855544295593, 'reg_lambda': 1.5372904925044115}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:27,268] Trial 57 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 32, 'learning_rate': 0.16725334231385947, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8975573175443534, 'colsample_bytree': 0.8741557533019301, 'gamma': 1.1755090415753922, 'reg_alpha': 0.8091068633978846, 'reg_lambda': 1.2426860847658663}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:27,515] Trial 58 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 40, 'learning_rate': 0.25452334609064414, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9366535288327401, 'colsample_bytree': 0.9216484414356634, 'gamma': 1.2003761856072723, 'reg_alpha': 0.8221359730402462, 'reg_lambda': 1.0094335423128868}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:27,592] Trial 59 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 20, 'learning_rate': 0.043752274302339945, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9627950212542085, 'colsample_bytree': 0.8776451814925084, 'gamma': 1.4202582064485925, 'reg_alpha': 0.9713986475723692, 'reg_lambda': 1.262381191657077}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:27,845] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 35, 'learning_rate': 0.08704350436424022, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9482868468378192, 'colsample_bytree': 0.8186734341815431, 'gamma': 1.784200885892608, 'reg_alpha': 0.5843120646401455, 'reg_lambda': 1.173146240573365}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:27,985] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.17369501802881454, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8934864568136931, 'colsample_bytree': 0.8888278462716923, 'gamma': 0.41514675344989693, 'reg_alpha': 0.878574297178674, 'reg_lambda': 1.4410373466678266}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:28,097] Trial 62 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.22009491990649263, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8982154429402378, 'colsample_bytree': 0.9382796388670529, 'gamma': 0.772077123466991, 'reg_alpha': 0.8598457421996603, 'reg_lambda': 1.3749447164655706}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:28,226] Trial 63 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 50, 'learning_rate': 0.1677516319214296, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9223870672689678, 'colsample_bytree': 0.8463839879972708, 'gamma': 0.9963957987495434, 'reg_alpha': 0.9053084903054643, 'reg_lambda': 1.0576285581453455}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:28,468] Trial 64 finished with value: 0.5 and parameters: {'n_estimators': 27, 'learning_rate': 0.19414947970606972, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8841148661434789, 'colsample_bytree': 0.876122188765305, 'gamma': 0.18456742426309763, 'reg_alpha': 0.6579352347439126, 'reg_lambda': 1.210037878380712}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:28,670] Trial 65 finished with value: 0.761904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.07243130654100163, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9062724473116485, 'colsample_bytree': 0.902490000769404, 'gamma': 0.5933169864925762, 'reg_alpha': 0.9653558834479519, 'reg_lambda': 1.4680230215276864}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:28,948] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 174, 'learning_rate': 0.05651232623273124, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8735726665188697, 'colsample_bytree': 0.8998181652677876, 'gamma': 0.6758128336418947, 'reg_alpha': 0.9561449985382626, 'reg_lambda': 1.5200758500486002}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:29,145] Trial 67 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.11053298591463578, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9042258093418123, 'colsample_bytree': 0.8675568593202037, 'gamma': 0.9513856786902688, 'reg_alpha': 0.9185953412408046, 'reg_lambda': 1.41787751624667}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:29,426] Trial 68 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.06903315058161445, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8572805866566999, 'colsample_bytree': 0.9306356559497945, 'gamma': 0.1372904277702668, 'reg_alpha': 0.9701932056781024, 'reg_lambda': 1.619024600572296}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:29,596] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.07551071759063754, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.9298798758714673, 'colsample_bytree': 0.8191389412599338, 'gamma': 3.9793270778203955, 'reg_alpha': 0.32442488149496645, 'reg_lambda': 1.349760704526058}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:29,812] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 161, 'learning_rate': 0.09418368758514911, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9053166776444642, 'colsample_bytree': 0.9114482990728219, 'gamma': 0.5526414711859055, 'reg_alpha': 0.8484509767141204, 'reg_lambda': 0.828446651725673}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:30,008] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 123, 'learning_rate': 0.13985504853926856, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9704225116341945, 'colsample_bytree': 0.8929590084149973, 'gamma': 0.3930249535142392, 'reg_alpha': 0.8840137875260671, 'reg_lambda': 1.7643153900355006}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:30,208] Trial 72 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 132, 'learning_rate': 0.29932617391078387, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9215609162831238, 'colsample_bytree': 0.9195872984201523, 'gamma': 0.5828485290128187, 'reg_alpha': 0.9393982889042402, 'reg_lambda': 1.2345454655405637}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:30,625] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.13097067125460463, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9510082807064564, 'colsample_bytree': 0.9492342417220163, 'gamma': 0.41387383119589627, 'reg_alpha': 0.7947700365355577, 'reg_lambda': 2.0913442121998873}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:30,832] Trial 74 finished with value: 0.761904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.051228131332108635, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9946888458141523, 'colsample_bytree': 0.9716496359338974, 'gamma': 0.8268441108455621, 'reg_alpha': 0.004996617511559745, 'reg_lambda': 1.46850397405746}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:31,136] Trial 75 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 170, 'learning_rate': 0.04819122675730325, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9860381970480547, 'colsample_bytree': 0.9998087037084391, 'gamma': 0.8304093646622824, 'reg_alpha': 0.030936923284263396, 'reg_lambda': 1.4777819451574519}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:31,236] Trial 76 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 31, 'learning_rate': 0.03533243191485311, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9981290420140847, 'colsample_bytree': 0.9651260380547917, 'gamma': 1.2520980614745243, 'reg_alpha': 0.08642558134952227, 'reg_lambda': 1.3083200277475202}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:31,498] Trial 77 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 219, 'learning_rate': 0.06585956938906302, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8836075487179589, 'colsample_bytree': 0.9830809241477942, 'gamma': 1.0846654222716847, 'reg_alpha': 0.01762988441343552, 'reg_lambda': 1.1096245307149677}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:31,733] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 211, 'learning_rate': 0.013892002445677797, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8383005487652777, 'colsample_bytree': 0.8541471441958775, 'gamma': 0.6492845797631662, 'reg_alpha': 0.09036322138081387, 'reg_lambda': 1.4427580978174757}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:32,028] Trial 79 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 181, 'learning_rate': 0.05872837587206474, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8695292834185929, 'colsample_bytree': 0.9750367951994339, 'gamma': 2.232215086478314, 'reg_alpha': 0.1341423029762363, 'reg_lambda': 1.5698084243582235}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:32,217] Trial 80 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 148, 'learning_rate': 0.053153041703680896, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6975385168286186, 'colsample_bytree': 0.705309763137777, 'gamma': 0.18328954718073054, 'reg_alpha': 0.04728530775242267, 'reg_lambda': 1.668454769869348}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:32,424] Trial 81 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 109, 'learning_rate': 0.042338291138220914, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9894278821022827, 'colsample_bytree': 0.9451518272092518, 'gamma': 0.33859384149733296, 'reg_alpha': 0.8806797805398852, 'reg_lambda': 1.8293056139194483}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:32,605] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 123, 'learning_rate': 0.2148918446035221, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6316127293882645, 'colsample_bytree': 0.903996224407772, 'gamma': 0.8249590885562943, 'reg_alpha': 0.9990224877024165, 'reg_lambda': 2.2723464795986668}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:32,789] Trial 83 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.15613073757928625, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9703983176172377, 'colsample_bytree': 0.9622816626523533, 'gamma': 0.5338503082005435, 'reg_alpha': 0.002663200449757526, 'reg_lambda': 1.7344327721414752}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:32,973] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 160, 'learning_rate': 0.11932705103915747, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9735518841320752, 'colsample_bytree': 0.9914495266599711, 'gamma': 0.587757542744845, 'reg_alpha': 0.008698143600693984, 'reg_lambda': 1.3323454922834266}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:33,226] Trial 85 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.15408845108442595, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9390729518989763, 'colsample_bytree': 0.9582242252981874, 'gamma': 1.3640699956272582, 'reg_alpha': 0.07197549262799316, 'reg_lambda': 1.2115435373385348}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:33,487] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 154, 'learning_rate': 0.12949800413503956, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9564563720493631, 'colsample_bytree': 0.9618091249182408, 'gamma': 1.397862473461545, 'reg_alpha': 0.16530665713564707, 'reg_lambda': 1.1926632372502437}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:33,828] Trial 87 finished with value: 0.755952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.15091364380299652, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9128543640294348, 'colsample_bytree': 0.9332596946142343, 'gamma': 1.131546598482923, 'reg_alpha': 0.2191984755434766, 'reg_lambda': 1.7133815808352342}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:34,027] Trial 88 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 185, 'learning_rate': 0.1809087326100363, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9423542031959324, 'colsample_bytree': 0.9504617022892956, 'gamma': 1.6630248667294807, 'reg_alpha': 0.02648922293136201, 'reg_lambda': 0.9464633466559034}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:34,355] Trial 89 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.04876915028032778, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9347763781682472, 'colsample_bytree': 0.9734103611882996, 'gamma': 0.9179866989631742, 'reg_alpha': 0.07442295426431657, 'reg_lambda': 1.2703695989819754}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:34,586] Trial 90 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 144, 'learning_rate': 0.16143836629324568, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.967111355628754, 'colsample_bytree': 0.9874163534751867, 'gamma': 2.7500813922859035, 'reg_alpha': 0.11309414362527648, 'reg_lambda': 1.0855805174962412}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:34,862] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.1499021898834816, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9151332250594971, 'colsample_bytree': 0.9313028157396349, 'gamma': 1.1633386435515987, 'reg_alpha': 0.24757516297133134, 'reg_lambda': 1.7219319922928193}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:35,060] Trial 92 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 196, 'learning_rate': 0.1572571515161444, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8915798847300114, 'colsample_bytree': 0.9389819952267999, 'gamma': 1.0645227047455035, 'reg_alpha': 0.05092605130182547, 'reg_lambda': 1.4908332075743977}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:35,346] Trial 93 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 198, 'learning_rate': 0.12559366569241942, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8931471953808716, 'colsample_bytree': 0.9581814668472395, 'gamma': 0.7152761165009669, 'reg_alpha': 0.0466030183740632, 'reg_lambda': 1.4922807960907563}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:35,552] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 205, 'learning_rate': 0.10888323617141624, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8930894403243038, 'colsample_bytree': 0.954326174284685, 'gamma': 1.5722705690506076, 'reg_alpha': 0.058025439168890254, 'reg_lambda': 1.5089799416622485}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:35,848] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 194, 'learning_rate': 0.1256670683028476, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9006705270489975, 'colsample_bytree': 0.9590415598677349, 'gamma': 1.356105920396915, 'reg_alpha': 0.10957068070757944, 'reg_lambda': 1.4191015282238142}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:36,058] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 207, 'learning_rate': 0.08497511551162387, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9271134679617179, 'colsample_bytree': 0.9380333192532849, 'gamma': 1.9818874917071867, 'reg_alpha': 0.05076215726806366, 'reg_lambda': 1.598363346934432}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:36,362] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 182, 'learning_rate': 0.09885027820438122, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8538294143161412, 'colsample_bytree': 0.9437280066793012, 'gamma': 0.957606110456568, 'reg_alpha': 0.15402279251237594, 'reg_lambda': 1.6481852456736608}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:36,563] Trial 98 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.07096460787965518, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8849574214815488, 'colsample_bytree': 0.9177933235392637, 'gamma': 0.8449450121637531, 'reg_alpha': 0.031177904286102072, 'reg_lambda': 1.9645581292010597}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:36,759] Trial 99 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.1415512213311241, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9056235144426867, 'colsample_bytree': 0.909851453906546, 'gamma': 0.7480015787067388, 'reg_alpha': 0.005566543823727467, 'reg_lambda': 1.4534364309694605}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:37,014] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 145, 'learning_rate': 0.16124677202994964, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9486337144068698, 'colsample_bytree': 0.8725336253763764, 'gamma': 1.0137430034685762, 'reg_alpha': 0.096874346016389, 'reg_lambda': 1.3890443417956586}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:37,266] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.102798657279474, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8515154927868738, 'colsample_bytree': 0.8847587863610773, 'gamma': 1.0073931848022268, 'reg_alpha': 0.14455173811908054, 'reg_lambda': 1.6202670626208062}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:37,575] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.09705074422530975, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8739712271497447, 'colsample_bytree': 0.8953573322862434, 'gamma': 0.6725503344106166, 'reg_alpha': 0.0723914413134334, 'reg_lambda': 1.867297002232179}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:37,776] Trial 103 finished with value: 0.761904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.114092703291049, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8912448864373352, 'colsample_bytree': 0.9423916316795788, 'gamma': 1.2899690646444106, 'reg_alpha': 0.12573096732035316, 'reg_lambda': 1.5518313059265838}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:38,057] Trial 104 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 167, 'learning_rate': 0.11376002199757468, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8949322673689689, 'colsample_bytree': 0.9245733300920417, 'gamma': 0.5098882473626021, 'reg_alpha': 0.04225990206081226, 'reg_lambda': 1.537331984705105}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:38,277] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.17029729505489152, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9218945975556205, 'colsample_bytree': 0.9673608635442439, 'gamma': 1.5058734604214894, 'reg_alpha': 0.06541311657051103, 'reg_lambda': 1.314928081844738}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:38,524] Trial 106 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 200, 'learning_rate': 0.1991108842320206, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9899152461490388, 'colsample_bytree': 0.9543937640630765, 'gamma': 1.1445362567167383, 'reg_alpha': 0.1285661922937585, 'reg_lambda': 1.4901980850304968}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:38,795] Trial 107 finished with value: 0.744047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.2010883738267169, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9847304233709138, 'colsample_bytree': 0.8399643429513985, 'gamma': 1.2828384385479532, 'reg_alpha': 0.12804610374047418, 'reg_lambda': 1.5689844960055364}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:39,016] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.1348636944541674, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9769711823845751, 'colsample_bytree': 0.9535882087204505, 'gamma': 1.1998374509827434, 'reg_alpha': 0.9231076780072965, 'reg_lambda': 1.2337074097726464}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:39,289] Trial 109 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 176, 'learning_rate': 0.06302932519730602, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.993506250074893, 'colsample_bytree': 0.8592113916692626, 'gamma': 0.3680093592329733, 'reg_alpha': 8.989601434218619e-05, 'reg_lambda': 1.75428253866159}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:39,431] Trial 110 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 45, 'learning_rate': 0.074879682989049, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9424187473460439, 'colsample_bytree': 0.9914157425805297, 'gamma': 0.7407803185966587, 'reg_alpha': 0.820057424205585, 'reg_lambda': 1.1502364380330174}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:39,721] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 204, 'learning_rate': 0.1771691199224156, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8865671260931379, 'colsample_bytree': 0.9413746204214362, 'gamma': 1.0996101043990316, 'reg_alpha': 0.17974138038188875, 'reg_lambda': 1.3962771991119438}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:39,931] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 201, 'learning_rate': 0.15093255949222537, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9076905871678389, 'colsample_bytree': 0.9787289303936519, 'gamma': 0.5557852703768571, 'reg_alpha': 0.10112870443269506, 'reg_lambda': 1.4984147344794663}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:40,223] Trial 113 finished with value: 0.761904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.2034618653500375, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8661704595432254, 'colsample_bytree': 0.9632647918734905, 'gamma': 0.8841368413655832, 'reg_alpha': 0.07545589926359415, 'reg_lambda': 1.467813609921397}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:40,388] Trial 114 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 131, 'learning_rate': 0.2375996622966259, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8760122398819001, 'colsample_bytree': 0.9644469341884175, 'gamma': 0.8607182381479261, 'reg_alpha': 0.08249011917643838, 'reg_lambda': 1.2748705633207005}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:40,646] Trial 115 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 140, 'learning_rate': 0.18988594476480516, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8642269408301133, 'colsample_bytree': 0.9683408930765682, 'gamma': 0.9275968488792667, 'reg_alpha': 0.1263985543820948, 'reg_lambda': 1.44528872070465}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:40,843] Trial 116 finished with value: 0.738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.20661974670516398, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9328772304292365, 'colsample_bytree': 0.955167748735325, 'gamma': 0.25396478534857625, 'reg_alpha': 0.8980174189698736, 'reg_lambda': 1.3590893878532713}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:41,174] Trial 117 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.26844027094509065, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9999333160692762, 'colsample_bytree': 0.9293136413733235, 'gamma': 0.44510344226263554, 'reg_alpha': 0.9838359320180519, 'reg_lambda': 1.579790521723611}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:41,364] Trial 118 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 160, 'learning_rate': 0.03795236940575469, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9603186112215536, 'colsample_bytree': 0.7987543983999607, 'gamma': 1.659434739785294, 'reg_alpha': 0.948849679115089, 'reg_lambda': 1.0077739826604515}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:41,604] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.0892171599060141, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9174418227863461, 'colsample_bytree': 0.978425930791092, 'gamma': 1.3447670566510774, 'reg_alpha': 0.2050181960921399, 'reg_lambda': 1.3391176160323708}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:41,818] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.11942585667626651, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.9680845250389372, 'colsample_bytree': 0.8260839584627454, 'gamma': 0.6072899036654457, 'reg_alpha': 0.4820208167253547, 'reg_lambda': 1.6236750733526564}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:42,153] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 170, 'learning_rate': 0.15493212748310026, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8935113716194277, 'colsample_bytree': 0.9483337685317911, 'gamma': 1.058377935731444, 'reg_alpha': 0.0364856893414333, 'reg_lambda': 1.4870022207857627}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:42,383] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 24, 'learning_rate': 0.14288439488107849, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.899817936052143, 'colsample_bytree': 0.9483671913900487, 'gamma': 0.7882971492850713, 'reg_alpha': 0.022448025964948666, 'reg_lambda': 1.6949394759385406}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:42,622] Trial 123 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.17106735630692718, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8875509845906606, 'colsample_bytree': 0.9604487531897762, 'gamma': 1.1931833713099445, 'reg_alpha': 0.3590390069790615, 'reg_lambda': 1.4228726383319068}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:42,830] Trial 124 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 156, 'learning_rate': 0.22938698415494418, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8780023182413802, 'colsample_bytree': 0.9679052290933791, 'gamma': 0.7284220404539616, 'reg_alpha': 0.03876394015560568, 'reg_lambda': 1.484639790233913}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:43,155] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 146, 'learning_rate': 0.05986641207515064, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8681261998931606, 'colsample_bytree': 0.9114545273924602, 'gamma': 0.9068031431585035, 'reg_alpha': 0.08480024259502796, 'reg_lambda': 1.5305038093822778}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:43,391] Trial 126 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 213, 'learning_rate': 0.05105861439735643, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9099747278489742, 'colsample_bytree': 0.992092650833416, 'gamma': 1.4577417990476638, 'reg_alpha': 0.06513776373901271, 'reg_lambda': 1.18605308286291}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:43,628] Trial 127 finished with value: 0.744047619047619 and parameters: {'n_estimators': 214, 'learning_rate': 0.051715827548834505, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9110721588741325, 'colsample_bytree': 0.9966257332918019, 'gamma': 1.4701579949712817, 'reg_alpha': 0.0685468896888919, 'reg_lambda': 1.149291174805481}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:43,969] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.04367343563727965, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9255631228023797, 'colsample_bytree': 0.9883655092005151, 'gamma': 1.7838139191510702, 'reg_alpha': 0.023580355018025148, 'reg_lambda': 1.2043412033725358}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:44,209] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 226, 'learning_rate': 0.03026443555886134, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9914248867345172, 'colsample_bytree': 0.974097103930633, 'gamma': 1.2483011130969521, 'reg_alpha': 0.1093952028165403, 'reg_lambda': 1.2900562922865246}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:44,594] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 167, 'learning_rate': 0.07964377594568389, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9813152398660546, 'colsample_bytree': 0.9842984613697531, 'gamma': 1.3414786788812987, 'reg_alpha': 0.00025017749115661524, 'reg_lambda': 1.9361274907794968}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:44,709] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 34, 'learning_rate': 0.0542304142835543, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9053356014586674, 'colsample_bytree': 0.9605227911027745, 'gamma': 1.1112208437053572, 'reg_alpha': 0.7514719934385422, 'reg_lambda': 1.3710881164723565}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:45,046] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 162, 'learning_rate': 0.04653471004273434, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8958799839494088, 'colsample_bytree': 0.9464462540436446, 'gamma': 3.24744527045405, 'reg_alpha': 0.8680285038184355, 'reg_lambda': 1.2405329358693113}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:45,251] Trial 133 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 150, 'learning_rate': 0.1283065823100895, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8813338838492558, 'colsample_bytree': 0.9349472165802197, 'gamma': 0.5002906765367359, 'reg_alpha': 0.05011033314194238, 'reg_lambda': 1.5428807918750587}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:45,555] Trial 134 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 139, 'learning_rate': 0.1856250863586273, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9160386786399339, 'colsample_bytree': 0.9541839006675922, 'gamma': 0.6431789813792403, 'reg_alpha': 0.16476589843613626, 'reg_lambda': 1.4611390295995232}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:45,735] Trial 135 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 126, 'learning_rate': 0.19161947664138704, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9139283256913306, 'colsample_bytree': 0.9535288934510429, 'gamma': 0.9889374578501753, 'reg_alpha': 0.09329525179662909, 'reg_lambda': 1.7821074765250136}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:46,061] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.15727752949775878, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9379337737654311, 'colsample_bytree': 0.9765832720211453, 'gamma': 0.6434649425158694, 'reg_alpha': 0.15649033055000078, 'reg_lambda': 1.4609055000571276}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:46,250] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.06553593369386179, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9526435373965572, 'colsample_bytree': 0.9706294925958666, 'gamma': 0.8303450138339394, 'reg_alpha': 0.12630724423019682, 'reg_lambda': 1.6683971519625587}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:46,533] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 134, 'learning_rate': 0.20637198255850775, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.928860398035948, 'colsample_bytree': 0.945106213061579, 'gamma': 1.0629682980226218, 'reg_alpha': 0.1733222328930928, 'reg_lambda': 2.7975450661494836}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:46,764] Trial 139 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.04895582083203706, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9029733530074061, 'colsample_bytree': 0.9278798458348534, 'gamma': 1.4463868200929093, 'reg_alpha': 0.05948820131384812, 'reg_lambda': 1.3060605015815814}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:47,008] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.14210637050421732, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8600051771369984, 'colsample_bytree': 0.982579773749912, 'gamma': 0.688331415018419, 'reg_alpha': 0.027656031645968675, 'reg_lambda': 1.5963932364708369}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:47,119] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.16830978912281624, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8940649046924181, 'colsample_bytree': 0.9601458319743557, 'gamma': 0.34166832802521685, 'reg_alpha': 0.14107510112769883, 'reg_lambda': 1.4264931126828106}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:47,297] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.1796571439047984, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9171165670607073, 'colsample_bytree': 0.9390162937413105, 'gamma': 0.5872224465550429, 'reg_alpha': 0.840106695681243, 'reg_lambda': 1.3983563941538966}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:47,630] Trial 143 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 119, 'learning_rate': 0.18980425963009068, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8875936605484748, 'colsample_bytree': 0.9207126661087421, 'gamma': 0.43837513555420615, 'reg_alpha': 0.06944083034590903, 'reg_lambda': 1.5186983201540587}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:47,808] Trial 144 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.21818618721804506, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9013821980923931, 'colsample_bytree': 0.6117573784098522, 'gamma': 0.7750827431091437, 'reg_alpha': 0.06199094128990281, 'reg_lambda': 1.5044498287482788}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:48,065] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.18503663743841728, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8821448152983367, 'colsample_bytree': 0.9158957838019093, 'gamma': 0.5023489611078997, 'reg_alpha': 0.10986481799010173, 'reg_lambda': 1.5704886697996967}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:48,214] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.12194296738957572, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8702609703101085, 'colsample_bytree': 0.9238937766630162, 'gamma': 0.11930479188211363, 'reg_alpha': 0.0783572170447584, 'reg_lambda': 1.1804449668802823}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:48,524] Trial 147 finished with value: 0.755952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.05561643029488364, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9215376547388228, 'colsample_bytree': 0.9510529432154259, 'gamma': 0.9279898126073168, 'reg_alpha': 0.706925017754879, 'reg_lambda': 1.1112767686447211}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:48,750] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.13525069946433535, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9087913937169209, 'colsample_bytree': 0.9622289185616628, 'gamma': 1.1605682812655502, 'reg_alpha': 0.53537757969011, 'reg_lambda': 1.3341255031089538}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:48,930] Trial 149 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 120, 'learning_rate': 0.03967983678804065, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8878075936000425, 'colsample_bytree': 0.9387355376692299, 'gamma': 1.2853594125458436, 'reg_alpha': 0.04023780785620086, 'reg_lambda': 1.003512512781352}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:49,283] Trial 150 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 217, 'learning_rate': 0.15582759348161163, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9734997755506404, 'colsample_bytree': 0.9481781065206865, 'gamma': 4.301822547540249, 'reg_alpha': 0.3091106975715249, 'reg_lambda': 1.6478866304169666}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:49,483] Trial 151 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 166, 'learning_rate': 0.19081822251730854, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8921891015943364, 'colsample_bytree': 0.8991742049245907, 'gamma': 0.4022015081481767, 'reg_alpha': 0.4125861787365154, 'reg_lambda': 1.474024815808471}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:49,752] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.19894260998849939, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8910571685270704, 'colsample_bytree': 0.9054380074487287, 'gamma': 0.3020399249798279, 'reg_alpha': 0.6144291874826219, 'reg_lambda': 1.474595555768141}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:49,977] Trial 153 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 143, 'learning_rate': 0.24964657735652243, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9006658439594712, 'colsample_bytree': 0.9218403380732453, 'gamma': 0.4376440252216852, 'reg_alpha': 0.018244249344080657, 'reg_lambda': 1.536299972236796}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:50,350] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.22055845362729762, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9121287936218268, 'colsample_bytree': 0.7694250130945552, 'gamma': 0.6225073531007246, 'reg_alpha': 0.2517059470924356, 'reg_lambda': 1.6078463041658944}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:50,606] Trial 155 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 153, 'learning_rate': 0.16655218518816017, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.878715316301271, 'colsample_bytree': 0.8987709567479439, 'gamma': 0.2177518549765835, 'reg_alpha': 0.38820328907232204, 'reg_lambda': 1.3912644446617266}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:50,960] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 178, 'learning_rate': 0.14942010171697254, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8787889070517128, 'colsample_bytree': 0.8695761384829415, 'gamma': 0.1952983093336213, 'reg_alpha': 0.36708883151051486, 'reg_lambda': 1.3752901919236873}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:51,149] Trial 157 finished with value: 0.761904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.16804356195288705, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9317284233659826, 'colsample_bytree': 0.9004578035343594, 'gamma': 0.04860158484241628, 'reg_alpha': 0.340005112343537, 'reg_lambda': 1.2513478091128518}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:51,448] Trial 158 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 158, 'learning_rate': 0.18487560019625385, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8891877492002351, 'colsample_bytree': 0.8767607766404667, 'gamma': 0.34914679833162215, 'reg_alpha': 0.3923870286547033, 'reg_lambda': 1.421552910953817}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:51,644] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 159, 'learning_rate': 0.16309698575565978, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9891784560651926, 'colsample_bytree': 0.882660007307947, 'gamma': 0.25691121736426686, 'reg_alpha': 0.4053936251899197, 'reg_lambda': 1.356970077778268}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:51,826] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 148, 'learning_rate': 0.17898541390790076, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9193184327199271, 'colsample_bytree': 0.8854511184957747, 'gamma': 0.39942202813452576, 'reg_alpha': 0.41311734273786105, 'reg_lambda': 1.2827089250976615}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:52,023] Trial 161 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.18966076619884953, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.887860519785078, 'colsample_bytree': 0.8941551561629738, 'gamma': 0.5216760989943232, 'reg_alpha': 0.2831225559528249, 'reg_lambda': 1.4230020084912365}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:52,331] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 171, 'learning_rate': 0.18903677578983943, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8968049414558876, 'colsample_bytree': 0.8600265640367715, 'gamma': 0.17138118956823983, 'reg_alpha': 0.4552682636407483, 'reg_lambda': 1.4894117975116208}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:52,524] Trial 163 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 154, 'learning_rate': 0.01022963077044831, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8719410250512546, 'colsample_bytree': 0.9083869444961685, 'gamma': 2.404437718602899, 'reg_alpha': 0.439296324571703, 'reg_lambda': 1.5334659235257704}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:52,690] Trial 164 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 77, 'learning_rate': 0.14517272914755688, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9086239427094098, 'colsample_bytree': 0.8972561765843713, 'gamma': 0.32793532406384096, 'reg_alpha': 0.04274782445579109, 'reg_lambda': 1.3928641867436289}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:53,057] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 201, 'learning_rate': 0.10971027110193338, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8995119230816436, 'colsample_bytree': 0.8801213535329091, 'gamma': 0.4497718167076881, 'reg_alpha': 0.3887743144546018, 'reg_lambda': 1.2260915207391103}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:53,277] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.13215206844929964, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8841386260009352, 'colsample_bytree': 0.9309917810733589, 'gamma': 0.581363403063795, 'reg_alpha': 0.013856979375484996, 'reg_lambda': 1.3184057050084568}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:53,480] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 169, 'learning_rate': 0.16018299206714495, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.891392389448499, 'colsample_bytree': 0.9166169933615926, 'gamma': 0.7164312695803214, 'reg_alpha': 0.5121388671146647, 'reg_lambda': 1.4495246069664438}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:53,732] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.05060343752973072, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.876187802827932, 'colsample_bytree': 0.8753807276488222, 'gamma': 0.009561035543220464, 'reg_alpha': 0.38580909541853226, 'reg_lambda': 1.878580943358944}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:53,983] Trial 169 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 159, 'learning_rate': 0.1757557512424607, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9423115877203828, 'colsample_bytree': 0.9712315694321209, 'gamma': 0.3065438912845721, 'reg_alpha': 0.09405217319096548, 'reg_lambda': 1.5610680203845402}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:54,281] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.05902934163623404, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9156761464007437, 'colsample_bytree': 0.8421413432194019, 'gamma': 1.572822277448369, 'reg_alpha': 0.47119151648732344, 'reg_lambda': 1.5083635789382202}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:54,476] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.1976377956747527, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8660114309952365, 'colsample_bytree': 0.9579656036230133, 'gamma': 0.8046482033731082, 'reg_alpha': 0.08330884475457495, 'reg_lambda': 1.4550360440001273}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:54,777] Trial 172 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 132, 'learning_rate': 0.20945117018180184, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9057153788202642, 'colsample_bytree': 0.949977295845681, 'gamma': 1.0050492594940799, 'reg_alpha': 0.11913842284094443, 'reg_lambda': 1.396108214275483}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:54,959] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 146, 'learning_rate': 0.22836002825641175, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8826422301609929, 'colsample_bytree': 0.9677752078233278, 'gamma': 0.8704884409618241, 'reg_alpha': 0.34363493418513136, 'reg_lambda': 1.4711068495336648}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:55,285] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 209, 'learning_rate': 0.20472604800134986, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8954139660312266, 'colsample_bytree': 0.9419482134239378, 'gamma': 0.6785932844863866, 'reg_alpha': 0.06311167976594163, 'reg_lambda': 1.5802621906386547}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:55,459] Trial 175 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 136, 'learning_rate': 0.18208961674191163, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8606320319171613, 'colsample_bytree': 0.9545587871404938, 'gamma': 1.2162463309550349, 'reg_alpha': 0.5748783900779388, 'reg_lambda': 1.1819297317725352}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:55,643] Trial 176 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 163, 'learning_rate': 0.02320292672297899, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8467288939517544, 'colsample_bytree': 0.9783272907326103, 'gamma': 0.4778291514480712, 'reg_alpha': 0.22150900484064942, 'reg_lambda': 1.3512764108630462}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:55,857] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 151, 'learning_rate': 0.15763314431612888, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9821064138285894, 'colsample_bytree': 0.890053315274633, 'gamma': 1.0679842511239923, 'reg_alpha': 0.04060825013317823, 'reg_lambda': 1.4245004476719934}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:56,170] Trial 178 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 144, 'learning_rate': 0.045706101785591285, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9998462352736143, 'colsample_bytree': 0.9639243081050296, 'gamma': 0.5766446471995759, 'reg_alpha': 0.42926037906271475, 'reg_lambda': 1.5293087462193748}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:56,440] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 186, 'learning_rate': 0.1746359253792023, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.923409612637143, 'colsample_bytree': 0.9029350907498054, 'gamma': 1.351482732715045, 'reg_alpha': 0.07554835272128961, 'reg_lambda': 1.6987185603106503}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:56,602] Trial 180 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 55, 'learning_rate': 0.13824972346198655, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8754026713004669, 'colsample_bytree': 0.9925979458449985, 'gamma': 0.8620533562554753, 'reg_alpha': 0.5527535832806061, 'reg_lambda': 2.0692059929602142}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:56,803] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.16743321469107914, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9362539286100554, 'colsample_bytree': 0.9041811351638376, 'gamma': 0.09066340251677857, 'reg_alpha': 0.3540811960492749, 'reg_lambda': 1.2668320412731013}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:57,067] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.16620636806235908, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.928284680503103, 'colsample_bytree': 0.8981585211435531, 'gamma': 0.2039754537565447, 'reg_alpha': 0.3910460770469907, 'reg_lambda': 1.123957500177379}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:57,256] Trial 183 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 139, 'learning_rate': 0.19343380780097916, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.903960540155855, 'colsample_bytree': 0.9327448382193512, 'gamma': 0.06056693421279752, 'reg_alpha': 0.003334445045945613, 'reg_lambda': 1.252773380045529}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:57,626] Trial 184 finished with value: 0.761904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.1494951221130284, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8912954949728312, 'colsample_bytree': 0.9160894629654308, 'gamma': 0.40364556321722633, 'reg_alpha': 0.02724328226435698, 'reg_lambda': 1.194716635583662}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:57,841] Trial 185 finished with value: 0.744047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.18408436921160048, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9566721256266617, 'colsample_bytree': 0.9551468409809994, 'gamma': 0.233861804879756, 'reg_alpha': 0.3348188942608728, 'reg_lambda': 1.316762601986417}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:58,012] Trial 186 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 129, 'learning_rate': 0.12532415961012594, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6005286095100795, 'colsample_bytree': 0.6435840879884693, 'gamma': 0.7199186056401663, 'reg_alpha': 0.29521891460911454, 'reg_lambda': 1.4971701235124795}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:58,312] Trial 187 finished with value: 0.761904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.21249737304266034, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9139191116980645, 'colsample_bytree': 0.9452132851389028, 'gamma': 0.3668216676137237, 'reg_alpha': 0.1074693294840563, 'reg_lambda': 1.3966774137355928}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:58,519] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 168, 'learning_rate': 0.11517456855626372, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9323340021328266, 'colsample_bytree': 0.9671889457482504, 'gamma': 0.13439400753238523, 'reg_alpha': 0.14077006185715785, 'reg_lambda': 1.0649723530214357}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:58,724] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.1630750941483222, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8981679715351836, 'colsample_bytree': 0.8922625077595752, 'gamma': 0.5210434593473537, 'reg_alpha': 0.9678318098360129, 'reg_lambda': 1.4786348132756533}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:58,976] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.17518394561189796, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8858232413015441, 'colsample_bytree': 0.9754015974167437, 'gamma': 0.6563260101197068, 'reg_alpha': 0.40945354940609024, 'reg_lambda': 1.6333392415071741}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:59,176] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 151, 'learning_rate': 0.15058353862244475, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.891369951359196, 'colsample_bytree': 0.9137143492843862, 'gamma': 0.3674299582615887, 'reg_alpha': 0.03298621554967534, 'reg_lambda': 1.2062473572387824}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:59,501] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 147, 'learning_rate': 0.14714073294184546, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9075104875866442, 'colsample_bytree': 0.9243528336797185, 'gamma': 0.27658450364536313, 'reg_alpha': 0.00018517709590604864, 'reg_lambda': 1.2412864955723932}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:59,685] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 154, 'learning_rate': 0.16901241600557565, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8802133322218049, 'colsample_bytree': 0.9107087593597591, 'gamma': 0.40130025832992106, 'reg_alpha': 0.05631151610921157, 'reg_lambda': 1.295780858203976}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:00,000] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 162, 'learning_rate': 0.15085874091188334, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8906351617978945, 'colsample_bytree': 0.8998002186817786, 'gamma': 0.9662138790116652, 'reg_alpha': 0.04184954340318825, 'reg_lambda': 1.1585872453076203}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:00,265] Trial 195 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 150, 'learning_rate': 0.13911759153191097, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9004806895622504, 'colsample_bytree': 0.9371564096861749, 'gamma': 1.1386256647419115, 'reg_alpha': 0.060995750063703565, 'reg_lambda': 2.1582730458251813}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:00,488] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 193, 'learning_rate': 0.1981068952845414, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9218060484408277, 'colsample_bytree': 0.8840634561528142, 'gamma': 0.008591273224513168, 'reg_alpha': 0.027100255584311048, 'reg_lambda': 1.354499643425425}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:00,799] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.19274666751614727, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9160362883056155, 'colsample_bytree': 0.8816357901750976, 'gamma': 0.5425267596681336, 'reg_alpha': 0.016760888643421176, 'reg_lambda': 1.3634449113119935}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:00,996] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.22832574631731406, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.872592713338181, 'colsample_bytree': 0.8753836528746086, 'gamma': 0.8022658187360237, 'reg_alpha': 0.03101239367189581, 'reg_lambda': 1.448971382993758}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:01,190] Trial 199 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 203, 'learning_rate': 0.20440577656438957, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6449510507430257, 'colsample_bytree': 0.8678199776877863, 'gamma': 1.9561243955203986, 'reg_alpha': 0.09423363402097198, 'reg_lambda': 1.4128861760438307}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:01,194] A new study created in memory with name: no-name-76516dfd-40e4-44a7-8dd7-214a93e9a9cb
[I 2025-11-03 19:53:01,330] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 49, 'learning_rate': 0.02631564291693311, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.619126918230659, 'colsample_bytree': 0.6557135506174439, 'gamma': 2.8630266451505504, 'reg_alpha': 0.2985895123602852, 'reg_lambda': 1.1281970767151095}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:53:01,671] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.17276878769959408, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9996597821606092, 'colsample_bytree': 0.9821385139910261, 'gamma': 0.6184922482441013, 'reg_alpha': 0.926253758786045, 'reg_lambda': 2.4933665739583564}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:53:01,869] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 200, 'learning_rate': 0.06862854262505284, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.6596493358604839, 'colsample_bytree': 0.6083039474932476, 'gamma': 3.5348121966932506, 'reg_alpha': 0.1547722898950421, 'reg_lambda': 0.9156244779469581}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:53:02,003] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 101, 'learning_rate': 0.02984308522933121, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.771510577730047, 'colsample_bytree': 0.7380071738469962, 'gamma': 0.2739799153499023, 'reg_alpha': 0.44993166739493506, 'reg_lambda': 1.170311137114186}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:53:02,265] Trial 4 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 206, 'learning_rate': 0.010199497476890196, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9583877548387517, 'colsample_bytree': 0.7405331694212804, 'gamma': 1.0402741891803968, 'reg_alpha': 0.10821505804439713, 'reg_lambda': 0.7700038784462139}. Best is trial 4 with value: 0.7142857142857143.
[I 2025-11-03 19:53:02,568] Trial 5 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 180, 'learning_rate': 0.057399777458277935, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6354085081719208, 'colsample_bytree': 0.8910235340238958, 'gamma': 2.909076677173436, 'reg_alpha': 0.718373235635859, 'reg_lambda': 2.991038816355377}. Best is trial 4 with value: 0.7142857142857143.
[I 2025-11-03 19:53:02,873] Trial 6 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 188, 'learning_rate': 0.21911719961378073, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7330925418914203, 'colsample_bytree': 0.7006820098127611, 'gamma': 2.279426589903633, 'reg_alpha': 0.027367024959404018, 'reg_lambda': 1.2204745965282997}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:03,029] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.22732685819573292, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.6348677780841048, 'colsample_bytree': 0.7942702808002929, 'gamma': 4.221473774366708, 'reg_alpha': 0.9370575509460214, 'reg_lambda': 2.3339266547569095}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:03,395] Trial 8 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 231, 'learning_rate': 0.034150246872350215, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7686045471862712, 'colsample_bytree': 0.8534849953457087, 'gamma': 4.765833341342724, 'reg_alpha': 0.7414332654122492, 'reg_lambda': 2.741052597110438}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:03,618] Trial 9 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 250, 'learning_rate': 0.03431514190445634, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6208454364935, 'colsample_bytree': 0.9726754049753703, 'gamma': 4.300751367774767, 'reg_alpha': 0.9832164574408527, 'reg_lambda': 1.1437997468438847}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:03,896] Trial 10 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 159, 'learning_rate': 0.11915235563211429, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8810755524167996, 'colsample_bytree': 0.6959057053410203, 'gamma': 1.701147804987554, 'reg_alpha': 0.01581312165217498, 'reg_lambda': 1.7899028505766532}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:04,124] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 188, 'learning_rate': 0.011654295152052822, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8721817465974208, 'colsample_bytree': 0.7479530728342433, 'gamma': 1.642355296021077, 'reg_alpha': 0.03762455770028989, 'reg_lambda': 0.504177754906908}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:04,335] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 215, 'learning_rate': 0.010400470471917753, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9914158302707156, 'colsample_bytree': 0.6991632709417984, 'gamma': 1.328290541259316, 'reg_alpha': 0.24791143562906728, 'reg_lambda': 1.5948480555446385}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:04,573] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.10208006001464252, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7155485315260451, 'colsample_bytree': 0.8027123455291689, 'gamma': 2.145693609866103, 'reg_alpha': 0.4009423378234569, 'reg_lambda': 0.6324538432749063}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:04,820] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.11078496182379237, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.71521386475148, 'colsample_bytree': 0.8226240840516523, 'gamma': 2.251752157112215, 'reg_alpha': 0.4320341843564418, 'reg_lambda': 1.7154254294756863}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:04,961] Trial 15 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.27379665862186287, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.697626747175219, 'colsample_bytree': 0.911573906657061, 'gamma': 2.2406410728738377, 'reg_alpha': 0.5888097525860492, 'reg_lambda': 0.5743352485423961}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:05,201] Trial 16 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.10978327886805452, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8343742043607366, 'colsample_bytree': 0.6090433203855137, 'gamma': 2.9841193876953325, 'reg_alpha': 0.31453871148761897, 'reg_lambda': 1.4142277739154818}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:05,381] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 127, 'learning_rate': 0.16785537637404035, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8416581196897402, 'colsample_bytree': 0.6004512860614121, 'gamma': 3.4149294985729703, 'reg_alpha': 0.23965860560019686, 'reg_lambda': 1.4799346412801209}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:05,789] Trial 18 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 174, 'learning_rate': 0.08410323005695665, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8032413821584694, 'colsample_bytree': 0.6498925371546496, 'gamma': 3.401823340579605, 'reg_alpha': 0.31348761101614864, 'reg_lambda': 1.960476600219844}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:05,880] Trial 19 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.16943700198937664, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9221572033414561, 'colsample_bytree': 0.6471148699954176, 'gamma': 2.713335661239837, 'reg_alpha': 0.5494446971985434, 'reg_lambda': 1.4052386293326418}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:06,154] Trial 20 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 163, 'learning_rate': 0.29946727692540176, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.805570865858742, 'colsample_bytree': 0.6922315388786262, 'gamma': 3.9831738428171697, 'reg_alpha': 0.1619151419148222, 'reg_lambda': 2.162571913896919}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:06,339] Trial 21 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.10842799858508675, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7223206133454899, 'colsample_bytree': 0.7860963108065223, 'gamma': 2.1487371930849393, 'reg_alpha': 0.3912335214052725, 'reg_lambda': 0.8796024775615346}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:06,618] Trial 22 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 121, 'learning_rate': 0.13649594849122837, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7424012962758013, 'colsample_bytree': 0.7724035583435075, 'gamma': 1.8337034248976083, 'reg_alpha': 0.6506994794186217, 'reg_lambda': 1.2873326231967706}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:06,806] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.08813196297750596, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8323406577451047, 'colsample_bytree': 0.8296091532277543, 'gamma': 2.5868341365699994, 'reg_alpha': 0.3743807406374966, 'reg_lambda': 0.7584527276176878}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:07,136] Trial 24 finished with value: 0.738095238095238 and parameters: {'n_estimators': 189, 'learning_rate': 0.04570253225146341, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8371178772248051, 'colsample_bytree': 0.8503563083940558, 'gamma': 3.1249013832609656, 'reg_alpha': 0.3216854068383438, 'reg_lambda': 1.0874667471256436}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:07,330] Trial 25 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 170, 'learning_rate': 0.07880149334546524, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.90828446103524, 'colsample_bytree': 0.6336010525309465, 'gamma': 2.585515984591476, 'reg_alpha': 0.5052575891696133, 'reg_lambda': 0.9391898895491295}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:07,604] Trial 26 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 228, 'learning_rate': 0.2022052446482911, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7804557914000978, 'colsample_bytree': 0.6811534272286853, 'gamma': 3.829400932435556, 'reg_alpha': 0.09469817602434939, 'reg_lambda': 1.3829672868464868}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:07,787] Trial 27 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 104, 'learning_rate': 0.04997563960478707, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8376762922021447, 'colsample_bytree': 0.7186468342106749, 'gamma': 3.1305794497895207, 'reg_alpha': 0.20156522281872108, 'reg_lambda': 0.7240464826141433}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:08,066] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.15094108339873571, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6665668041983546, 'colsample_bytree': 0.9108013672838067, 'gamma': 2.525100042399208, 'reg_alpha': 0.3434995087481192, 'reg_lambda': 1.6143997230457001}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:08,252] Trial 29 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 135, 'learning_rate': 0.017188085334909203, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7517265313951458, 'colsample_bytree': 0.6677938002751133, 'gamma': 3.0036200709255167, 'reg_alpha': 0.28142630759157145, 'reg_lambda': 1.9206301479044035}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:08,584] Trial 30 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 201, 'learning_rate': 0.2327533900413909, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8141192016630304, 'colsample_bytree': 0.6319771771398173, 'gamma': 1.2776260423374726, 'reg_alpha': 0.07586540657215704, 'reg_lambda': 1.0191799123768481}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:08,879] Trial 31 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 183, 'learning_rate': 0.04772570255947468, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.857727001414302, 'colsample_bytree': 0.8571314560431194, 'gamma': 3.1619366345970263, 'reg_alpha': 0.3280951925389033, 'reg_lambda': 1.1978304858123896}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:09,102] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.043405241921587435, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8337915606174902, 'colsample_bytree': 0.839725025189045, 'gamma': 2.735711140568518, 'reg_alpha': 0.3495746991214797, 'reg_lambda': 1.0445979962179077}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:09,415] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 221, 'learning_rate': 0.0642886714017603, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9030596942639101, 'colsample_bytree': 0.893336967777769, 'gamma': 3.775356930316634, 'reg_alpha': 0.4899496524272626, 'reg_lambda': 0.8522567440081289}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:09,626] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.024175048612063318, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8220084827639215, 'colsample_bytree': 0.7621663673871922, 'gamma': 1.928229523346972, 'reg_alpha': 0.18099841992340812, 'reg_lambda': 1.304675430721096}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:09,829] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 197, 'learning_rate': 0.08731837509096033, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.7833400884784085, 'colsample_bytree': 0.9573753609586533, 'gamma': 2.4248932136620334, 'reg_alpha': 0.4573144721995375, 'reg_lambda': 1.0896061036146434}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:10,088] Trial 36 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 137, 'learning_rate': 0.039980930723401635, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8610562364804291, 'colsample_bytree': 0.8229059811658013, 'gamma': 3.3869418298166436, 'reg_alpha': 0.23968974782469066, 'reg_lambda': 0.7409951722230329}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:10,340] Trial 37 finished with value: 0.744047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.06369851530108168, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9330675187816841, 'colsample_bytree': 0.8771226228546894, 'gamma': 0.6111791400008189, 'reg_alpha': 0.11881163445782977, 'reg_lambda': 1.2852234057056455}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:10,721] Trial 38 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.06739725542911702, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9478967195856877, 'colsample_bytree': 0.874410541384571, 'gamma': 0.6017983303554222, 'reg_alpha': 0.12956493847831135, 'reg_lambda': 1.5143554716714003}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:10,925] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.13321327738639574, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9539655389419306, 'colsample_bytree': 0.947391534006165, 'gamma': 0.3361106936332776, 'reg_alpha': 0.05039388993625937, 'reg_lambda': 1.2801520916509124}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:11,168] Trial 40 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 235, 'learning_rate': 0.058768490175103744, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6754011932808356, 'colsample_bytree': 0.7171003085020942, 'gamma': 1.153772711449677, 'reg_alpha': 0.0045358845673654155, 'reg_lambda': 1.778739347025902}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:11,524] Trial 41 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 238, 'learning_rate': 0.07164068960566314, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9599522102986454, 'colsample_bytree': 0.8661370120477023, 'gamma': 0.7539071035016449, 'reg_alpha': 0.12896247156851395, 'reg_lambda': 1.5575188192849794}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:11,792] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.09398161305947283, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9497775844958155, 'colsample_bytree': 0.8696682826264, 'gamma': 0.022416709871370344, 'reg_alpha': 0.13402985657717778, 'reg_lambda': 1.451600233674715}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:12,167] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 244, 'learning_rate': 0.09566767203385121, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9951299867899097, 'colsample_bytree': 0.9249893337282917, 'gamma': 0.1786571261572525, 'reg_alpha': 0.19513816540565232, 'reg_lambda': 1.405851472588936}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:12,488] Trial 44 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.1998247636646954, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9274741437644548, 'colsample_bytree': 0.8232094051308497, 'gamma': 0.4689405633871593, 'reg_alpha': 0.0782133588792622, 'reg_lambda': 1.2067240648694184}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:12,727] Trial 45 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.13346446427858558, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9767771143339502, 'colsample_bytree': 0.8890699541417826, 'gamma': 0.03148009880961113, 'reg_alpha': 0.2707484633264242, 'reg_lambda': 1.666704461805572}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:13,037] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.07305572933916726, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.8908737931533568, 'colsample_bytree': 0.9985865316578333, 'gamma': 0.9348458848523387, 'reg_alpha': 0.13433072303935453, 'reg_lambda': 0.9530919392869512}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:13,247] Trial 47 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 156, 'learning_rate': 0.09251618493191115, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7477031265518038, 'colsample_bytree': 0.6185847302968246, 'gamma': 0.8921596319290652, 'reg_alpha': 0.0013481575306961563, 'reg_lambda': 1.9041903356675955}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:13,470] Trial 48 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 171, 'learning_rate': 0.05660413805145846, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9350007399428177, 'colsample_bytree': 0.8001905886286975, 'gamma': 0.048816638498174914, 'reg_alpha': 0.8273603453877107, 'reg_lambda': 2.678737925612203}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:13,731] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.03664010189068098, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8798184213468948, 'colsample_bytree': 0.8067083300391886, 'gamma': 1.5110580779513691, 'reg_alpha': 0.8368602095056916, 'reg_lambda': 2.6336852098397205}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:13,961] Trial 50 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 178, 'learning_rate': 0.055173515507911726, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.973341901957267, 'colsample_bytree': 0.7400643425589666, 'gamma': 4.9050215236231995, 'reg_alpha': 0.8386169781055913, 'reg_lambda': 2.31580006765244}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:14,187] Trial 51 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 146, 'learning_rate': 0.05893649885652419, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9327709807289039, 'colsample_bytree': 0.8372773253078906, 'gamma': 0.09249508328193723, 'reg_alpha': 0.4051647035067054, 'reg_lambda': 2.808290080459473}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:14,519] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.028012807907503826, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9136446891422229, 'colsample_bytree': 0.7773594941143559, 'gamma': 0.4058978402734164, 'reg_alpha': 0.04661112082135406, 'reg_lambda': 1.4714005721512908}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:14,757] Trial 53 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.028935618456795025, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9089034738922804, 'colsample_bytree': 0.7819241582558635, 'gamma': 0.3442273956756983, 'reg_alpha': 0.04001222730731552, 'reg_lambda': 2.0312518488977185}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:14,975] Trial 54 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 136, 'learning_rate': 0.02277358881026869, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8588841713890323, 'colsample_bytree': 0.8076615841346239, 'gamma': 0.242783822509843, 'reg_alpha': 0.6065661367413112, 'reg_lambda': 2.9598688690506525}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:15,317] Trial 55 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 154, 'learning_rate': 0.017020333576388793, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9424806526398033, 'colsample_bytree': 0.7588432555107669, 'gamma': 1.9947859123505012, 'reg_alpha': 0.688645241148491, 'reg_lambda': 1.4743167140102464}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:15,479] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.11673740204309084, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9709779808474529, 'colsample_bytree': 0.7248525711676732, 'gamma': 2.867647694994098, 'reg_alpha': 0.8854155278037121, 'reg_lambda': 1.8245103934233173}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:15,907] Trial 57 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 126, 'learning_rate': 0.10385098815185022, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8966132683262975, 'colsample_bytree': 0.7845888697973182, 'gamma': 0.027633814560026473, 'reg_alpha': 0.2268038074566133, 'reg_lambda': 2.4553062239400996}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:16,056] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.07899018213492097, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7847958999298467, 'colsample_bytree': 0.6670672772673775, 'gamma': 4.406446188165908, 'reg_alpha': 0.37057513867091196, 'reg_lambda': 1.695411844035742}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:16,254] Trial 59 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 183, 'learning_rate': 0.1535372303953762, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9125476047871256, 'colsample_bytree': 0.7048637884204918, 'gamma': 0.5464310653733981, 'reg_alpha': 0.7866015869875569, 'reg_lambda': 1.4152825955469461}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:16,547] Trial 60 finished with value: 0.761904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.20179978059328094, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8711749574314782, 'colsample_bytree': 0.7995946687279482, 'gamma': 0.34758862074782126, 'reg_alpha': 0.05867196926744683, 'reg_lambda': 0.6562382147333132}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:16,738] Trial 61 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 150, 'learning_rate': 0.23524504895399764, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8746831544398082, 'colsample_bytree': 0.7964973621914834, 'gamma': 0.4240330468125897, 'reg_alpha': 0.05882779332554014, 'reg_lambda': 0.8159731775286749}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:17,038] Trial 62 finished with value: 0.738095238095238 and parameters: {'n_estimators': 147, 'learning_rate': 0.25432080378637895, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8711027615432844, 'colsample_bytree': 0.7973797201200095, 'gamma': 0.7406240597554744, 'reg_alpha': 0.09041110420623864, 'reg_lambda': 0.6302297870357719}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:17,242] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.19535624131586327, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8489148080892652, 'colsample_bytree': 0.840402422884428, 'gamma': 2.4327670570335407, 'reg_alpha': 0.07046316594485638, 'reg_lambda': 0.8318009641328987}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:17,582] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.24539791934544214, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8272805192718296, 'colsample_bytree': 0.8158447451086263, 'gamma': 1.4675568450496295, 'reg_alpha': 0.9919306970736735, 'reg_lambda': 0.6522571606784057}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:17,760] Trial 65 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 130, 'learning_rate': 0.17929323489168308, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7999989349484502, 'colsample_bytree': 0.7642605089849733, 'gamma': 0.20133119129987487, 'reg_alpha': 0.16096452275797285, 'reg_lambda': 0.547478109677938}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:17,943] Trial 66 finished with value: 0.75 and parameters: {'n_estimators': 171, 'learning_rate': 0.28012095764323625, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.88454029171607, 'colsample_bytree': 0.752841407846535, 'gamma': 0.7712232399324979, 'reg_alpha': 0.036204553335611483, 'reg_lambda': 0.7807775819032065}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:18,106] Trial 67 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 120, 'learning_rate': 0.29761862742191747, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8817121048050501, 'colsample_bytree': 0.7487615122486289, 'gamma': 1.0363445242525924, 'reg_alpha': 0.015117223832038729, 'reg_lambda': 0.6966614466773194}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:18,430] Trial 68 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.2176983624781291, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8144263947466496, 'colsample_bytree': 0.8307527606875857, 'gamma': 0.7757657023656741, 'reg_alpha': 0.10168779795823521, 'reg_lambda': 0.9838949272667226}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:18,709] Trial 69 finished with value: 0.75 and parameters: {'n_estimators': 159, 'learning_rate': 0.2680820822104389, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8467313023375179, 'colsample_bytree': 0.8506646207553543, 'gamma': 2.7114477640907797, 'reg_alpha': 0.054565517045076485, 'reg_lambda': 0.8177021214773033}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:18,904] Trial 70 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 179, 'learning_rate': 0.18212779129372933, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8716576441775902, 'colsample_bytree': 0.6380580257769253, 'gamma': 3.546678207503882, 'reg_alpha': 0.15971804082247487, 'reg_lambda': 0.5161008406272998}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:19,107] Trial 71 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 159, 'learning_rate': 0.2619872580525687, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7670299329918566, 'colsample_bytree': 0.8488561980311484, 'gamma': 2.7822166121577436, 'reg_alpha': 0.04437923236030755, 'reg_lambda': 0.7998910951467055}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:19,295] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.21268529959044516, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8451955917235723, 'colsample_bytree': 0.864946556311511, 'gamma': 3.0573143099713613, 'reg_alpha': 0.0673850961541092, 'reg_lambda': 0.9022210940502271}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:19,497] Trial 73 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 191, 'learning_rate': 0.2765477116316215, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8516341254729827, 'colsample_bytree': 0.6852148900620163, 'gamma': 2.3930848833150273, 'reg_alpha': 0.21134407477865436, 'reg_lambda': 0.7662020450936864}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:19,700] Trial 74 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 170, 'learning_rate': 0.24160423191377597, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7938105573671476, 'colsample_bytree': 0.7303970832198888, 'gamma': 3.205465332163516, 'reg_alpha': 0.021555902434002717, 'reg_lambda': 1.1453163467935497}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:20,008] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.15492974862303532, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8260336707589838, 'colsample_bytree': 0.7924666844357794, 'gamma': 2.2945434021524322, 'reg_alpha': 0.11481913572929554, 'reg_lambda': 0.6470439569932009}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:20,197] Trial 76 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 164, 'learning_rate': 0.22216996887474355, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.614033490387905, 'colsample_bytree': 0.6138507239396187, 'gamma': 2.6454118090472827, 'reg_alpha': 0.29396869332096154, 'reg_lambda': 1.0498226637405967}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:20,470] Trial 77 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.1226428777180164, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6015777761758645, 'colsample_bytree': 0.6020642357039908, 'gamma': 2.6352866165687936, 'reg_alpha': 0.25994980739548357, 'reg_lambda': 1.0977425791320465}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:20,656] Trial 78 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 131, 'learning_rate': 0.1302698211380071, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.60150015377504, 'colsample_bytree': 0.6124266669691134, 'gamma': 2.1003635113037027, 'reg_alpha': 0.28995023616582094, 'reg_lambda': 1.0794278030819777}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:20,878] Trial 79 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 156, 'learning_rate': 0.11736971088156002, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6292362272439277, 'colsample_bytree': 0.6009927469694815, 'gamma': 2.6620135554569995, 'reg_alpha': 0.26883614876170686, 'reg_lambda': 1.2178138962175735}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:21,081] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.11527158627892524, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6402797734018486, 'colsample_bytree': 0.600066758974504, 'gamma': 2.5421757005091847, 'reg_alpha': 0.3063505176890331, 'reg_lambda': 1.3366521967484366}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:21,405] Trial 81 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 165, 'learning_rate': 0.16340273733317404, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6009506414408959, 'colsample_bytree': 0.6228528606477107, 'gamma': 2.6166997803172745, 'reg_alpha': 0.35167897440233564, 'reg_lambda': 1.1753807099375684}. Best is trial 81 with value: 0.7797619047619048.
[I 2025-11-03 19:53:21,767] Trial 82 finished with value: 0.8154761904761905 and parameters: {'n_estimators': 164, 'learning_rate': 0.17000210251642361, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.603865162463205, 'colsample_bytree': 0.6217766020376169, 'gamma': 2.6418601620422364, 'reg_alpha': 0.26803837543076475, 'reg_lambda': 1.2265517185562085}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:21,965] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 165, 'learning_rate': 0.16034350577416162, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6004600006589911, 'colsample_bytree': 0.6255589352663327, 'gamma': 3.293199050672171, 'reg_alpha': 0.27042008156632713, 'reg_lambda': 1.216037231042688}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:22,198] Trial 84 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 165, 'learning_rate': 0.17041074301946676, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6004131481106911, 'colsample_bytree': 0.6224468671122045, 'gamma': 2.6634439318423655, 'reg_alpha': 0.2607763877803985, 'reg_lambda': 1.2185046440728104}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:22,405] Trial 85 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 185, 'learning_rate': 0.1731809664916295, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6222566798509733, 'colsample_bytree': 0.6216300404345787, 'gamma': 3.2725363475990843, 'reg_alpha': 0.3451294771892015, 'reg_lambda': 0.9978037062484744}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:22,700] Trial 86 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.14914504240451998, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6426874362170533, 'colsample_bytree': 0.6546035676829893, 'gamma': 2.9303836117190594, 'reg_alpha': 0.22076228448448254, 'reg_lambda': 1.1991423439900761}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:22,925] Trial 87 finished with value: 0.744047619047619 and parameters: {'n_estimators': 167, 'learning_rate': 0.19087038771166823, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6170408689323726, 'colsample_bytree': 0.6416539712660467, 'gamma': 3.56368472310376, 'reg_alpha': 0.1770256224598416, 'reg_lambda': 1.2562807841794925}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:23,118] Trial 88 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 151, 'learning_rate': 0.23032702634659036, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6543636037582348, 'colsample_bytree': 0.624472064201373, 'gamma': 1.7242907889134704, 'reg_alpha': 0.43715037511562876, 'reg_lambda': 1.148536377120269}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:23,357] Trial 89 finished with value: 0.773809523809524 and parameters: {'n_estimators': 176, 'learning_rate': 0.16363552507000262, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6168117913895239, 'colsample_bytree': 0.6302472211769471, 'gamma': 2.8400891488990747, 'reg_alpha': 0.4085866768377036, 'reg_lambda': 1.352001085265457}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:23,553] Trial 90 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 190, 'learning_rate': 0.14335539697974908, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6132607257908821, 'colsample_bytree': 0.6648360325799101, 'gamma': 2.2828981866464857, 'reg_alpha': 0.4863819524962521, 'reg_lambda': 1.3316586188265025}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:23,848] Trial 91 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 193, 'learning_rate': 0.21147018389211672, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6161921193465741, 'colsample_bytree': 0.671162095781336, 'gamma': 2.288519996816645, 'reg_alpha': 0.5442256274630557, 'reg_lambda': 1.3483418626366865}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:24,055] Trial 92 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.1455289962329376, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6121740739120717, 'colsample_bytree': 0.6741765907915183, 'gamma': 2.2074603717731995, 'reg_alpha': 0.492867179543887, 'reg_lambda': 1.3672578974241962}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:24,471] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 199, 'learning_rate': 0.20697747747946788, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.687211805123054, 'colsample_bytree': 0.649144432032562, 'gamma': 2.3194772602109426, 'reg_alpha': 0.5378765819608934, 'reg_lambda': 1.3225459614490636}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:24,681] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 204, 'learning_rate': 0.16712521735554628, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6534603899016489, 'colsample_bytree': 0.6625566230884952, 'gamma': 2.816141034512463, 'reg_alpha': 0.5242032367763206, 'reg_lambda': 1.5433219654957382}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:24,873] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 186, 'learning_rate': 0.21894779255688973, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6291574662518788, 'colsample_bytree': 0.6304252126664196, 'gamma': 2.437307637104026, 'reg_alpha': 0.46385710518681883, 'reg_lambda': 1.1258845387546947}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:25,068] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.19278545249310813, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6111032445171697, 'colsample_bytree': 0.6148511359197932, 'gamma': 2.043800434181252, 'reg_alpha': 0.5848847423860117, 'reg_lambda': 1.0270114225652138}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:25,338] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 181, 'learning_rate': 0.1838049484449916, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6221189068960248, 'colsample_bytree': 0.6584137734710691, 'gamma': 1.8051436928593652, 'reg_alpha': 0.3738601660050915, 'reg_lambda': 1.6245713493859737}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:25,586] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.14203722311684622, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.6455558740573498, 'colsample_bytree': 0.6415376156540484, 'gamma': 2.983533354373315, 'reg_alpha': 0.3874802483632768, 'reg_lambda': 0.9321197784837154}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:25,794] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.1630959770774524, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.6107522747895574, 'colsample_bytree': 0.7078167648760327, 'gamma': 2.5512457069419336, 'reg_alpha': 0.4180778590297921, 'reg_lambda': 0.8785657526903357}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:25,931] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.22589575562109268, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6689735457671169, 'colsample_bytree': 0.6109710416978615, 'gamma': 2.8784998974327083, 'reg_alpha': 0.4638513342765482, 'reg_lambda': 1.2653692749072156}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:26,188] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.17139618740312845, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6310235276962833, 'colsample_bytree': 0.6746773047093177, 'gamma': 2.7156211152419347, 'reg_alpha': 0.3282724814177831, 'reg_lambda': 1.216828338947712}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:26,392] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.20438793960951293, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6301090313642606, 'colsample_bytree': 0.6327038331441676, 'gamma': 2.167587302017756, 'reg_alpha': 0.5607540031068381, 'reg_lambda': 1.3561075277030146}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:26,675] Trial 103 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 174, 'learning_rate': 0.1279216706848139, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6085383279193785, 'colsample_bytree': 0.6073323274828214, 'gamma': 2.6423662988078678, 'reg_alpha': 0.28939405654838457, 'reg_lambda': 1.0641741319896527}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:26,910] Trial 104 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 175, 'learning_rate': 0.12506354544844922, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6079909319146003, 'colsample_bytree': 0.6899449216664876, 'gamma': 2.488761307194932, 'reg_alpha': 0.24554653341154886, 'reg_lambda': 1.0498437077845764}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:27,236] Trial 105 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 174, 'learning_rate': 0.12790561593269364, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6069178058322781, 'colsample_bytree': 0.6903179554939562, 'gamma': 2.3436945166739864, 'reg_alpha': 0.36210652401593013, 'reg_lambda': 1.1664130496437695}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:27,451] Trial 106 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 186, 'learning_rate': 0.1459790231284136, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6219465091924512, 'colsample_bytree': 0.6485096491397997, 'gamma': 2.4764177069317164, 'reg_alpha': 0.4071190630871324, 'reg_lambda': 1.4053461554180202}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:27,660] Trial 107 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.14381961858652484, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6191310806314786, 'colsample_bytree': 0.6453721562041649, 'gamma': 2.4929058803517647, 'reg_alpha': 0.4166922954524052, 'reg_lambda': 1.4300041397190717}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:27,919] Trial 108 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 201, 'learning_rate': 0.1020119940030039, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6376792341546758, 'colsample_bytree': 0.6549454935082522, 'gamma': 2.2338806062439205, 'reg_alpha': 0.23861583543364387, 'reg_lambda': 1.272205518171115}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:28,178] Trial 109 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 182, 'learning_rate': 0.10421508849146438, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7221730717856817, 'colsample_bytree': 0.6564559071879617, 'gamma': 1.9934722537407341, 'reg_alpha': 0.1871157441074324, 'reg_lambda': 1.2922607130402284}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:28,383] Trial 110 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 202, 'learning_rate': 0.13912650883100885, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6375349667149764, 'colsample_bytree': 0.6833924823082527, 'gamma': 1.8488662820866408, 'reg_alpha': 0.25177737505336595, 'reg_lambda': 1.1125364993276612}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:28,686] Trial 111 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 196, 'learning_rate': 0.12658196912226308, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6503390288850672, 'colsample_bytree': 0.6691726400193371, 'gamma': 2.2765893149616483, 'reg_alpha': 0.3280848709957386, 'reg_lambda': 1.3769230005935453}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:28,885] Trial 112 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 169, 'learning_rate': 0.16164540586229273, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.625900113489203, 'colsample_bytree': 0.6310029393326075, 'gamma': 2.551744321006316, 'reg_alpha': 0.3881679340906241, 'reg_lambda': 1.5045684984516503}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:29,178] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.15860010080627374, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6625665505180306, 'colsample_bytree': 0.6297405778010564, 'gamma': 2.76580825074737, 'reg_alpha': 0.4003042882255731, 'reg_lambda': 1.4972051970043918}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:29,370] Trial 114 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 179, 'learning_rate': 0.13499084155579952, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6260100638345446, 'colsample_bytree': 0.6486102390711529, 'gamma': 2.4621099549186884, 'reg_alpha': 0.24338783002581232, 'reg_lambda': 1.2391708947648659}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:29,643] Trial 115 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 170, 'learning_rate': 0.11189166420377658, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6049933834899158, 'colsample_bytree': 0.6383501556442157, 'gamma': 3.075786099607777, 'reg_alpha': 0.44427015603921427, 'reg_lambda': 1.3094258149406757}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:29,848] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 187, 'learning_rate': 0.1823132305619704, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6344740951336011, 'colsample_bytree': 0.6183941812055306, 'gamma': 2.6340125767112785, 'reg_alpha': 0.35474750175195235, 'reg_lambda': 1.5779060747008014}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:30,250] Trial 117 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.16844042588459787, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.622068742417785, 'colsample_bytree': 0.6614137384037838, 'gamma': 2.5342062139120065, 'reg_alpha': 0.30342670144377737, 'reg_lambda': 1.1647853683812883}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:30,512] Trial 118 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 183, 'learning_rate': 0.15023022848268439, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6815802464338486, 'colsample_bytree': 0.6359535556220531, 'gamma': 2.886963710343802, 'reg_alpha': 0.3341194171935965, 'reg_lambda': 1.4378667391985618}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:30,807] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 167, 'learning_rate': 0.09826568472529637, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6991405902874, 'colsample_bytree': 0.619148502132413, 'gamma': 2.166230990646939, 'reg_alpha': 0.47805053452001633, 'reg_lambda': 1.0603768053611282}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:31,006] Trial 120 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.12532331423091905, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6079902066967801, 'colsample_bytree': 0.6996856968794515, 'gamma': 2.7903057810424365, 'reg_alpha': 0.2280615977066397, 'reg_lambda': 1.508281725414702}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:31,266] Trial 121 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 194, 'learning_rate': 0.18601580799959155, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.614886587161187, 'colsample_bytree': 0.6766772425288565, 'gamma': 2.247629641835783, 'reg_alpha': 0.38054429397060485, 'reg_lambda': 1.385262130101825}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:31,600] Trial 122 finished with value: 0.744047619047619 and parameters: {'n_estimators': 220, 'learning_rate': 0.15954552008339729, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6002903579976652, 'colsample_bytree': 0.6496276321628138, 'gamma': 2.3796657462057427, 'reg_alpha': 0.42313897475197637, 'reg_lambda': 1.2650582961992018}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:31,798] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 200, 'learning_rate': 0.13720997196188653, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6389469411356119, 'colsample_bytree': 0.6066960192342086, 'gamma': 2.095524256972353, 'reg_alpha': 0.28691118370841856, 'reg_lambda': 1.3241752574572037}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:32,091] Trial 124 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.17627536595073912, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.6160352658109902, 'colsample_bytree': 0.6274964289820552, 'gamma': 2.58133622479178, 'reg_alpha': 0.524624868723499, 'reg_lambda': 1.176711692868424}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:32,291] Trial 125 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 190, 'learning_rate': 0.23987317929407792, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6464487923736773, 'colsample_bytree': 0.6670048976537094, 'gamma': 2.3964805596974816, 'reg_alpha': 0.6251737603787737, 'reg_lambda': 1.3560718668189673}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:32,486] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.15052117127563905, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6239954585483105, 'colsample_bytree': 0.6914853848436533, 'gamma': 2.9665484727382037, 'reg_alpha': 0.3043736639704724, 'reg_lambda': 0.9791789568672271}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:32,735] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.10953371581439572, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6109676728934048, 'colsample_bytree': 0.6407250242934257, 'gamma': 1.923033796042501, 'reg_alpha': 0.20555873488849752, 'reg_lambda': 1.2663051596560158}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:32,939] Trial 128 finished with value: 0.738095238095238 and parameters: {'n_estimators': 198, 'learning_rate': 0.19693208980735594, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6360129065014609, 'colsample_bytree': 0.6543689061067604, 'gamma': 2.6996863964295446, 'reg_alpha': 0.39793804119686826, 'reg_lambda': 1.1243902902618246}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:33,222] Trial 129 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 206, 'learning_rate': 0.17229467933889922, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6564521238696449, 'colsample_bytree': 0.625896047956827, 'gamma': 1.5858511245179658, 'reg_alpha': 0.5092669516272974, 'reg_lambda': 1.4294494862303506}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:33,483] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.254907222144361, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6188610937666734, 'colsample_bytree': 0.7110234759151884, 'gamma': 2.485187619124104, 'reg_alpha': 0.5565270283727819, 'reg_lambda': 1.6306461741118465}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:33,693] Trial 131 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 193, 'learning_rate': 0.12185406204899753, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.646710151541888, 'colsample_bytree': 0.6725720746373837, 'gamma': 2.2546139428293372, 'reg_alpha': 0.33593944243873136, 'reg_lambda': 1.3633650215220663}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:33,970] Trial 132 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 191, 'learning_rate': 0.1209721235144064, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6068937565507609, 'colsample_bytree': 0.6779433945256754, 'gamma': 2.2908445852777994, 'reg_alpha': 0.3491089841017956, 'reg_lambda': 1.3158826905818815}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:34,204] Trial 133 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 178, 'learning_rate': 0.12438064832382907, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6001770584021542, 'colsample_bytree': 0.6070479041621584, 'gamma': 2.602486694614034, 'reg_alpha': 0.3146694021791112, 'reg_lambda': 1.233250180751874}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:34,456] Trial 134 finished with value: 0.738095238095238 and parameters: {'n_estimators': 179, 'learning_rate': 0.1195669352747796, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6067605709049447, 'colsample_bytree': 0.6090625264853892, 'gamma': 2.606906505290056, 'reg_alpha': 0.35101376607995155, 'reg_lambda': 1.2434611529280657}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:34,680] Trial 135 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 169, 'learning_rate': 0.12086772177230892, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.626923463828945, 'colsample_bytree': 0.6218599758809471, 'gamma': 2.785890333615757, 'reg_alpha': 0.3143379970513975, 'reg_lambda': 1.4648513116854045}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:34,888] Trial 136 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.1039625104332682, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.6016212885330263, 'colsample_bytree': 0.6062114661773623, 'gamma': 2.355848819983585, 'reg_alpha': 0.28106834777224166, 'reg_lambda': 1.1841795308880934}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:35,154] Trial 137 finished with value: 0.5 and parameters: {'n_estimators': 188, 'learning_rate': 0.13025981785818766, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.6082470012813548, 'colsample_bytree': 0.6352945143765956, 'gamma': 2.223848003427676, 'reg_alpha': 0.25079500684589107, 'reg_lambda': 1.0654024363693937}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:35,356] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 183, 'learning_rate': 0.09244876306714764, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6228459505585637, 'colsample_bytree': 0.645451599075914, 'gamma': 2.5221966485223293, 'reg_alpha': 0.374125181709377, 'reg_lambda': 1.547159191850525}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:35,555] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 161, 'learning_rate': 0.13913919073767633, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6354512557897344, 'colsample_bytree': 0.660974683683019, 'gamma': 2.8918968382803847, 'reg_alpha': 0.34132494275083763, 'reg_lambda': 1.2878138096984628}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:35,845] Trial 140 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 167, 'learning_rate': 0.10912324092052329, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.612662861611665, 'colsample_bytree': 0.6142562938963885, 'gamma': 4.424748428653882, 'reg_alpha': 0.3611880658383316, 'reg_lambda': 1.3205920733913685}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:36,134] Trial 141 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.1461733824118685, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7350922744807257, 'colsample_bytree': 0.6806648020959921, 'gamma': 2.6701153536481956, 'reg_alpha': 0.32287383210764276, 'reg_lambda': 1.2216409645128552}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:36,346] Trial 142 finished with value: 0.7619047619047618 and parameters: {'n_estimators': 190, 'learning_rate': 0.15834421627943515, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6001995368646219, 'colsample_bytree': 0.6948892333463677, 'gamma': 2.4505852313222567, 'reg_alpha': 0.2641340634612711, 'reg_lambda': 1.3958652679858252}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:36,624] Trial 143 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 196, 'learning_rate': 0.1353132691998727, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7652061656985905, 'colsample_bytree': 0.6861659397844042, 'gamma': 2.1557473175116226, 'reg_alpha': 0.44041091421870937, 'reg_lambda': 1.1450170660554253}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:36,811] Trial 144 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 180, 'learning_rate': 0.12330999496171714, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6309863988728835, 'colsample_bytree': 0.6226654828187156, 'gamma': 2.3444861855976575, 'reg_alpha': 0.2871651384502798, 'reg_lambda': 1.099867311389142}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:37,134] Trial 145 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.11262482831310823, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6439019822823827, 'colsample_bytree': 0.633958430587657, 'gamma': 2.579033524775665, 'reg_alpha': 0.40837377950901305, 'reg_lambda': 1.312407763046727}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:37,345] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.152512802201784, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6180836803740742, 'colsample_bytree': 0.6520621588333273, 'gamma': 1.287391749511071, 'reg_alpha': 0.2330280646988151, 'reg_lambda': 1.0095632063969195}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:37,558] Trial 147 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 208, 'learning_rate': 0.08517130007254228, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6084758801694918, 'colsample_bytree': 0.7019834813835208, 'gamma': 2.0387155529333203, 'reg_alpha': 0.3886451284718733, 'reg_lambda': 1.3731296778056328}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:37,861] Trial 148 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.08141223443723339, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6099873455749746, 'colsample_bytree': 0.7186486604785267, 'gamma': 2.011094955556154, 'reg_alpha': 0.38067946749332543, 'reg_lambda': 1.3960123504564776}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:38,140] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 201, 'learning_rate': 0.10053085026145839, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6258994087474231, 'colsample_bytree': 0.6691507271546154, 'gamma': 2.697338259091773, 'reg_alpha': 0.31159105492286193, 'reg_lambda': 1.4759613837783456}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:38,457] Trial 150 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 221, 'learning_rate': 0.11710005177809495, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6003040445881367, 'colsample_bytree': 0.6003593373056725, 'gamma': 2.45496402628803, 'reg_alpha': 0.3433951261801363, 'reg_lambda': 1.2386370172501664}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:38,668] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 207, 'learning_rate': 0.12930564617322646, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6063716701492066, 'colsample_bytree': 0.6101817828766589, 'gamma': 2.411622878765377, 'reg_alpha': 0.3414245151910057, 'reg_lambda': 1.2542872006179118}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:39,005] Trial 152 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.09127276429353673, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.617582389836113, 'colsample_bytree': 0.6145696288889488, 'gamma': 2.5743943745150295, 'reg_alpha': 0.3892434956906833, 'reg_lambda': 1.346538004704074}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:39,269] Trial 153 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 226, 'learning_rate': 0.1164780337122639, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6014362794860029, 'colsample_bytree': 0.6001884339398456, 'gamma': 2.301221498512267, 'reg_alpha': 0.360551558695629, 'reg_lambda': 1.1993374790207714}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:39,626] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.09864269152081154, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6103778726117642, 'colsample_bytree': 0.6006139305821128, 'gamma': 2.233839581849718, 'reg_alpha': 0.3645296568747325, 'reg_lambda': 1.1825824683134063}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:39,852] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.11850481677390784, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6230893471994039, 'colsample_bytree': 0.6289347130031575, 'gamma': 2.115305151324545, 'reg_alpha': 0.42118217582666484, 'reg_lambda': 1.3034504475336381}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:40,070] Trial 156 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 215, 'learning_rate': 0.14002360382997922, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6326855727830315, 'colsample_bytree': 0.6190002830356345, 'gamma': 2.2987587897461332, 'reg_alpha': 0.40104248485038235, 'reg_lambda': 1.4159550257218234}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:40,287] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.08455809286440417, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6155743720004141, 'colsample_bytree': 0.6419350742623827, 'gamma': 2.4971236692610193, 'reg_alpha': 0.4534119825195777, 'reg_lambda': 0.9514920030142332}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:40,623] Trial 158 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 222, 'learning_rate': 0.10712192098796593, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6083858798491748, 'colsample_bytree': 0.6626037260024057, 'gamma': 2.0643774650971394, 'reg_alpha': 0.3491910361962221, 'reg_lambda': 1.2000649375863328}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:40,838] Trial 159 finished with value: 0.8154761904761905 and parameters: {'n_estimators': 216, 'learning_rate': 0.16257850952555913, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6260472763116076, 'colsample_bytree': 0.6780777216944897, 'gamma': 2.7895318207644904, 'reg_alpha': 0.47505082960419176, 'reg_lambda': 1.127859960720641}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:41,058] Trial 160 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.163096262257737, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6467285098562147, 'colsample_bytree': 0.6258839850313188, 'gamma': 2.853363226737802, 'reg_alpha': 0.46223675368374917, 'reg_lambda': 1.038472159186243}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:41,405] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.16751974893499583, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6457486401082329, 'colsample_bytree': 0.6318491686510438, 'gamma': 2.8226010249441518, 'reg_alpha': 0.4569227629789866, 'reg_lambda': 1.040414663906223}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:41,615] Trial 162 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.15612307955468022, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.660426952093036, 'colsample_bytree': 0.6194176581434349, 'gamma': 3.0000583773920533, 'reg_alpha': 0.4865131269801188, 'reg_lambda': 1.0825709996812671}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:42,005] Trial 163 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 227, 'learning_rate': 0.1458921516221831, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.627120756824654, 'colsample_bytree': 0.6456785075283977, 'gamma': 3.1272250233684695, 'reg_alpha': 0.47066966687773715, 'reg_lambda': 1.1269473016364229}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:42,221] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.1815311833082514, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6409615967546524, 'colsample_bytree': 0.6020222703990171, 'gamma': 2.7093094888501317, 'reg_alpha': 0.4412502093681512, 'reg_lambda': 1.1563103021789987}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:42,622] Trial 165 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 217, 'learning_rate': 0.16463229269217222, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6199555127869709, 'colsample_bytree': 0.625889946667609, 'gamma': 2.8273531687603635, 'reg_alpha': 0.415562797699987, 'reg_lambda': 1.0157148815334878}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:42,836] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 225, 'learning_rate': 0.13408622492487887, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6001708769776848, 'colsample_bytree': 0.6371747756343361, 'gamma': 2.4592113479967965, 'reg_alpha': 0.48951302104767375, 'reg_lambda': 0.8826771063845495}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:43,180] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 224, 'learning_rate': 0.14232521096515582, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6323345002203143, 'colsample_bytree': 0.6123798801218561, 'gamma': 2.728608111314563, 'reg_alpha': 0.42882605449226063, 'reg_lambda': 0.9330633009798227}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:43,395] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.11497835867434184, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6513633082274494, 'colsample_bytree': 0.7018709593984604, 'gamma': 2.8978244409030154, 'reg_alpha': 0.38555044568376545, 'reg_lambda': 1.2592177870029129}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:43,709] Trial 169 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.07375641161279671, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6156987644480729, 'colsample_bytree': 0.6002799279223656, 'gamma': 2.5145311793233924, 'reg_alpha': 0.5060799577139614, 'reg_lambda': 1.100675224860217}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:43,939] Trial 170 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 212, 'learning_rate': 0.17495613066382015, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6274618264793771, 'colsample_bytree': 0.6614148983336545, 'gamma': 3.0115721484244693, 'reg_alpha': 0.26813921141500746, 'reg_lambda': 1.2098365987073583}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:44,198] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 164, 'learning_rate': 0.12868417735057383, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.608000111411508, 'colsample_bytree': 0.6797691300785799, 'gamma': 2.4260994982716904, 'reg_alpha': 0.3611859298093214, 'reg_lambda': 1.3633253057198413}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:44,414] Trial 172 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 229, 'learning_rate': 0.1487229479719439, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6131553487632362, 'colsample_bytree': 0.6745038441328258, 'gamma': 2.3413728166372723, 'reg_alpha': 0.3305537734850872, 'reg_lambda': 1.2802704358522183}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:44,636] Trial 173 finished with value: 0.8273809523809524 and parameters: {'n_estimators': 230, 'learning_rate': 0.15512423369998138, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6187587025279929, 'colsample_bytree': 0.651565417267076, 'gamma': 2.6420869511057434, 'reg_alpha': 0.32962705629337186, 'reg_lambda': 1.1679839915499686}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:44,933] Trial 174 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 231, 'learning_rate': 0.1577444563638319, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6198256474239032, 'colsample_bytree': 0.6523764441910418, 'gamma': 1.9363113379646075, 'reg_alpha': 0.29568108474816573, 'reg_lambda': 1.1578125332960545}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:45,164] Trial 175 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 243, 'learning_rate': 0.15043483275141706, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6210683406142511, 'colsample_bytree': 0.6570048630274389, 'gamma': 1.735927811207612, 'reg_alpha': 0.29130677310312775, 'reg_lambda': 1.1795811889327772}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:45,562] Trial 176 finished with value: 0.761904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.15399664433605276, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6141451654128044, 'colsample_bytree': 0.6895348748112141, 'gamma': 2.185732468756475, 'reg_alpha': 0.32648177161061287, 'reg_lambda': 1.2663223828502206}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:45,876] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 232, 'learning_rate': 0.1416028795079883, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6137654878384565, 'colsample_bytree': 0.6694909681200143, 'gamma': 1.9147823715635577, 'reg_alpha': 0.30347236870112754, 'reg_lambda': 1.124635656339235}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:46,102] Trial 178 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.162434502365883, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.635444766993827, 'colsample_bytree': 0.6547252368131672, 'gamma': 1.964220967577106, 'reg_alpha': 0.25186515710396684, 'reg_lambda': 1.284416156514097}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:46,422] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.17938814881031892, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6007066091410262, 'colsample_bytree': 0.6489959240203662, 'gamma': 2.3521907707927503, 'reg_alpha': 0.2804163982813683, 'reg_lambda': 1.228431248855593}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:46,637] Trial 180 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 229, 'learning_rate': 0.18853842830613887, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6206105546928723, 'colsample_bytree': 0.6726710193213401, 'gamma': 1.837578599911658, 'reg_alpha': 0.22363867347450211, 'reg_lambda': 1.1592343283029782}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:46,964] Trial 181 finished with value: 0.755952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.1646044994677687, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6266594762200773, 'colsample_bytree': 0.6401332916270487, 'gamma': 2.619975661785328, 'reg_alpha': 0.33083689248332504, 'reg_lambda': 1.0575182584081362}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:47,239] Trial 182 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 233, 'learning_rate': 0.15313216998733653, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6392878308350782, 'colsample_bytree': 0.6270080511689343, 'gamma': 2.769247827976329, 'reg_alpha': 0.2986118256425435, 'reg_lambda': 1.363749454738773}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:47,476] Trial 183 finished with value: 0.744047619047619 and parameters: {'n_estimators': 222, 'learning_rate': 0.13338262071951038, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6120368201852524, 'colsample_bytree': 0.6167639938940105, 'gamma': 2.646753070664461, 'reg_alpha': 0.37091461225464695, 'reg_lambda': 0.9825365798368154}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:47,750] Trial 184 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 236, 'learning_rate': 0.16711320808208216, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6059695877546502, 'colsample_bytree': 0.6518814817057779, 'gamma': 2.1021117881894034, 'reg_alpha': 0.39532252386741806, 'reg_lambda': 1.2016676051841149}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:47,993] Trial 185 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 218, 'learning_rate': 0.1436258562875852, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6240457081851063, 'colsample_bytree': 0.6340935248707266, 'gamma': 2.2532102179051856, 'reg_alpha': 0.239234618147545, 'reg_lambda': 1.0943002780849962}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:48,320] Trial 186 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 238, 'learning_rate': 0.15803877042827208, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.607165513570705, 'colsample_bytree': 0.66652075790828, 'gamma': 2.5243767697778394, 'reg_alpha': 0.265860857720691, 'reg_lambda': 1.4424189777345242}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:48,538] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.13525283562617688, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6003888997677876, 'colsample_bytree': 0.6649192885298433, 'gamma': 2.409006091297016, 'reg_alpha': 0.2754321146650821, 'reg_lambda': 1.5049625733493228}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:48,797] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 246, 'learning_rate': 0.14891338430788928, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6154844190464115, 'colsample_bytree': 0.6726646719288549, 'gamma': 2.5215118559787535, 'reg_alpha': 0.2613024793926227, 'reg_lambda': 1.3116644558926756}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:49,070] Trial 189 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.1934044297744573, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6079164389255113, 'colsample_bytree': 0.6592441171696329, 'gamma': 2.3699934098610744, 'reg_alpha': 0.19807796735390368, 'reg_lambda': 1.4384391250185282}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:49,204] Trial 190 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.11406716932617424, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6192660262240645, 'colsample_bytree': 0.6852500464027237, 'gamma': 2.579995102383856, 'reg_alpha': 0.31649565699897564, 'reg_lambda': 1.4112910175840152}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:49,494] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 227, 'learning_rate': 0.1620447571754928, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6326475100734315, 'colsample_bytree': 0.6463562312519602, 'gamma': 2.7049224908473213, 'reg_alpha': 0.3350697164904062, 'reg_lambda': 1.1586159880703644}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:49,717] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.17187175183911155, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6085733423396904, 'colsample_bytree': 0.6103771956237128, 'gamma': 2.797099425980381, 'reg_alpha': 0.293801103225786, 'reg_lambda': 1.3488304207853878}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:50,120] Trial 193 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 224, 'learning_rate': 0.1572113234176414, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.600892875630442, 'colsample_bytree': 0.6768923644189521, 'gamma': 2.4794968397997033, 'reg_alpha': 0.36195398097699144, 'reg_lambda': 1.2297065435320507}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:50,351] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 218, 'learning_rate': 0.12559196821591462, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6066613132180609, 'colsample_bytree': 0.6941113733347469, 'gamma': 2.466241505923624, 'reg_alpha': 0.3720183056456482, 'reg_lambda': 1.2513372402229406}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:50,657] Trial 195 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 211, 'learning_rate': 0.15222653290546617, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6006956592373466, 'colsample_bytree': 0.6748078127250035, 'gamma': 2.2195261349510846, 'reg_alpha': 0.3476074629944136, 'reg_lambda': 1.2859902005925132}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:50,849] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 168, 'learning_rate': 0.1534891846656922, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6011222027827017, 'colsample_bytree': 0.6771593471681123, 'gamma': 2.3048287934105773, 'reg_alpha': 0.34594154458507753, 'reg_lambda': 1.2210300195641532}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:51,083] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.18110871734416942, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6189830088318371, 'colsample_bytree': 0.6658091040055053, 'gamma': 2.183729033930163, 'reg_alpha': 0.3129096466652532, 'reg_lambda': 1.295410684886766}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:51,369] Trial 198 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 195, 'learning_rate': 0.14261080876903004, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.614720201639749, 'colsample_bytree': 0.6810822389700733, 'gamma': 2.5433404016758274, 'reg_alpha': 0.248861378580354, 'reg_lambda': 1.1346616144968817}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:51,583] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 198, 'learning_rate': 0.1416474478668775, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6000342606131933, 'colsample_bytree': 0.6825567648895492, 'gamma': 2.3972235677284557, 'reg_alpha': 0.21877833278612333, 'reg_lambda': 1.1287324357764013}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:51,587] A new study created in memory with name: no-name-22d75754-7451-4852-8c62-ebb25f2b8d8c
[I 2025-11-03 19:53:51,799] Trial 0 finished with value: 0.6875 and parameters: {'n_estimators': 86, 'learning_rate': 0.055641784971124195, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9146398912782869, 'colsample_bytree': 0.7251043115705953, 'gamma': 4.684037950566514, 'reg_alpha': 0.7213684623858367, 'reg_lambda': 2.367063888011841}. Best is trial 0 with value: 0.6875.
[I 2025-11-03 19:53:51,906] Trial 1 finished with value: 0.6875 and parameters: {'n_estimators': 76, 'learning_rate': 0.28890027539038016, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.849059597327822, 'colsample_bytree': 0.9594692403272089, 'gamma': 2.5710746922971395, 'reg_alpha': 0.5743584038641716, 'reg_lambda': 0.574543395380916}. Best is trial 0 with value: 0.6875.
[I 2025-11-03 19:53:52,122] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.025157833494720366, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.8760583197834393, 'colsample_bytree': 0.916247881841449, 'gamma': 4.410412665353929, 'reg_alpha': 0.25519326601532943, 'reg_lambda': 1.6914208652239018}. Best is trial 0 with value: 0.6875.
[I 2025-11-03 19:53:52,350] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.0515075151491951, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7764357437174366, 'colsample_bytree': 0.9708154589126642, 'gamma': 2.6555548742265134, 'reg_alpha': 0.5192457192195704, 'reg_lambda': 1.2466845869379934}. Best is trial 0 with value: 0.6875.
[I 2025-11-03 19:53:52,607] Trial 4 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 102, 'learning_rate': 0.26961648866177196, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8561489612682085, 'colsample_bytree': 0.6200397622651775, 'gamma': 1.5587790868309614, 'reg_alpha': 0.3511478244315386, 'reg_lambda': 1.1614623728244853}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:52,806] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.015502655775183425, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8977383102727263, 'colsample_bytree': 0.8573541613729492, 'gamma': 0.10061409043756075, 'reg_alpha': 0.9502457438511528, 'reg_lambda': 0.728460158958472}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:53,144] Trial 6 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 178, 'learning_rate': 0.012355751127981457, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8566864559118694, 'colsample_bytree': 0.9394905640220672, 'gamma': 4.663567169305161, 'reg_alpha': 0.7654188548013686, 'reg_lambda': 2.8608823394187817}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:53,388] Trial 7 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 199, 'learning_rate': 0.039374642742858616, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7573729995908468, 'colsample_bytree': 0.9794377128868859, 'gamma': 0.38764333668493856, 'reg_alpha': 0.7689316395924122, 'reg_lambda': 2.4891136963759593}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:53,687] Trial 8 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 196, 'learning_rate': 0.014154878241938904, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6179949960603885, 'colsample_bytree': 0.6059436171091532, 'gamma': 2.263585584439623, 'reg_alpha': 0.1616106753707579, 'reg_lambda': 1.936120117794114}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:53,879] Trial 9 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 157, 'learning_rate': 0.07085721217172732, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8453339288790009, 'colsample_bytree': 0.9388006215917893, 'gamma': 4.5043840902949706, 'reg_alpha': 0.18945629968212785, 'reg_lambda': 2.0855128055101892}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:54,089] Trial 10 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 113, 'learning_rate': 0.2637165868527869, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9885662206927361, 'colsample_bytree': 0.6125734019891926, 'gamma': 1.3821055281902512, 'reg_alpha': 0.018259322424441504, 'reg_lambda': 1.252483189670774}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:54,283] Trial 11 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 133, 'learning_rate': 0.13043249916607386, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7114413798473538, 'colsample_bytree': 0.757679708838677, 'gamma': 3.563685814090812, 'reg_alpha': 0.32616588286131093, 'reg_lambda': 1.5411339675960005}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:54,573] Trial 12 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 156, 'learning_rate': 0.16152749606721623, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9662048514968663, 'colsample_bytree': 0.6975444119603077, 'gamma': 1.4779596326896765, 'reg_alpha': 0.3055027576138054, 'reg_lambda': 2.282324347540099}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:54,745] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 105, 'learning_rate': 0.14626933168462142, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9872680368063516, 'colsample_bytree': 0.6801496195138261, 'gamma': 1.2814759179894866, 'reg_alpha': 0.38004666013448873, 'reg_lambda': 1.1891111908007055}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:54,983] Trial 14 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 144, 'learning_rate': 0.1500801457368112, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9591042432306374, 'colsample_bytree': 0.6743469213538493, 'gamma': 1.454115499616704, 'reg_alpha': 0.4347055189818604, 'reg_lambda': 0.94897207106487}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:55,051] Trial 15 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 22, 'learning_rate': 0.1077025051364949, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9352201778404698, 'colsample_bytree': 0.6675086616483974, 'gamma': 1.9580755129228486, 'reg_alpha': 0.02991778494508668, 'reg_lambda': 2.7757236539803163}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:55,328] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 62, 'learning_rate': 0.21174655114794005, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.6941006626253516, 'colsample_bytree': 0.803357714132444, 'gamma': 0.7675452453398685, 'reg_alpha': 0.574760335041271, 'reg_lambda': 2.0921718225746635}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:55,554] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.09096254861906428, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8082026474783206, 'colsample_bytree': 0.7265035181621503, 'gamma': 3.356449122211827, 'reg_alpha': 0.28308947897522535, 'reg_lambda': 1.5538528968847551}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:55,810] Trial 18 finished with value: 0.75 and parameters: {'n_estimators': 116, 'learning_rate': 0.2015739572333898, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9504608822763685, 'colsample_bytree': 0.6439662655121912, 'gamma': 0.844300544215703, 'reg_alpha': 0.1314506869746856, 'reg_lambda': 2.4310314664797636}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:55,984] Trial 19 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.22636447128652448, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9275001447445348, 'colsample_bytree': 0.8067723956833605, 'gamma': 0.7349608697156628, 'reg_alpha': 0.12669507272069044, 'reg_lambda': 2.522371694120328}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:56,264] Trial 20 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 125, 'learning_rate': 0.19260149331550025, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9239530484925169, 'colsample_bytree': 0.8125079679074008, 'gamma': 0.6976904127865996, 'reg_alpha': 0.12235414145178963, 'reg_lambda': 2.6297817118302453}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:56,447] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 96, 'learning_rate': 0.2248327253165118, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8182134030092594, 'colsample_bytree': 0.8575213204940072, 'gamma': 0.8817810761951104, 'reg_alpha': 0.1250444739732524, 'reg_lambda': 2.8999571570708076}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:56,718] Trial 22 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.28408114013028674, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9098075467782928, 'colsample_bytree': 0.634537999399819, 'gamma': 1.9106452514602488, 'reg_alpha': 0.08186380266095777, 'reg_lambda': 2.5398944209144414}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:56,907] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 81, 'learning_rate': 0.08791616082417666, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.876116085239598, 'colsample_bytree': 0.6443090824315871, 'gamma': 0.14145885117854506, 'reg_alpha': 0.21311947540171972, 'reg_lambda': 1.867052058254865}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:57,065] Trial 24 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.08673850383258036, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9512683789296901, 'colsample_bytree': 0.76751382478119, 'gamma': 0.048340678984217914, 'reg_alpha': 0.21059434741410224, 'reg_lambda': 2.188834522441349}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:57,325] Trial 25 finished with value: 0.755952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.11801141522659529, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8876002127857052, 'colsample_bytree': 0.8717736958782999, 'gamma': 0.5801722441305817, 'reg_alpha': 0.07909917626995101, 'reg_lambda': 1.9838314828694337}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:57,425] Trial 26 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.11600892162977902, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8979019970200305, 'colsample_bytree': 0.859500858934703, 'gamma': 0.36181062648304285, 'reg_alpha': 0.008730140273861625, 'reg_lambda': 1.748709713405379}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:57,597] Trial 27 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 74, 'learning_rate': 0.06958495357967602, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8922337238922232, 'colsample_bytree': 0.8932902013545052, 'gamma': 1.0510880812069479, 'reg_alpha': 0.23612443020290363, 'reg_lambda': 1.9138564617777614}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:57,845] Trial 28 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.032825179622763385, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8223937676352666, 'colsample_bytree': 0.6526478779452072, 'gamma': 0.43619809918208413, 'reg_alpha': 0.42716694665935206, 'reg_lambda': 1.9226356377386562}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:58,015] Trial 29 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 80, 'learning_rate': 0.061218235577514046, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8806065186645322, 'colsample_bytree': 0.7157158217507172, 'gamma': 3.1157360828714147, 'reg_alpha': 0.07716221673370405, 'reg_lambda': 2.384175519128674}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:58,280] Trial 30 finished with value: 0.738095238095238 and parameters: {'n_estimators': 90, 'learning_rate': 0.08850213415837545, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.762847551907645, 'colsample_bytree': 0.7336856105009453, 'gamma': 0.0012164673616528177, 'reg_alpha': 0.6596894914659608, 'reg_lambda': 1.4106372473474562}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:58,460] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.19023063652640532, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9312166271237944, 'colsample_bytree': 0.8257999902640474, 'gamma': 0.628664900267293, 'reg_alpha': 0.1503824528122859, 'reg_lambda': 2.6721566254399685}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:58,718] Trial 32 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 83, 'learning_rate': 0.18288082217798995, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9442796111923859, 'colsample_bytree': 0.8298105556604157, 'gamma': 0.4441603508155735, 'reg_alpha': 0.1898693760813723, 'reg_lambda': 2.7068912687647497}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:58,903] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.18054491892802568, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9927363422136121, 'colsample_bytree': 0.8372975738699762, 'gamma': 1.1114161456492715, 'reg_alpha': 0.07812676647184119, 'reg_lambda': 2.9992407463915}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:58,993] Trial 34 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.17571491521373048, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9569988042164992, 'colsample_bytree': 0.8930250255131797, 'gamma': 0.4728948602545384, 'reg_alpha': 0.1590889387020461, 'reg_lambda': 2.726355872038704}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:59,256] Trial 35 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.12232559933994543, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.925793294561728, 'colsample_bytree': 0.7768010350999127, 'gamma': 1.7675963792346367, 'reg_alpha': 0.2564883275729245, 'reg_lambda': 2.675501631350855}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:59,415] Trial 36 finished with value: 0.738095238095238 and parameters: {'n_estimators': 97, 'learning_rate': 0.23222627460305406, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9432055297003543, 'colsample_bytree': 0.878475199611244, 'gamma': 1.1047084471880804, 'reg_alpha': 0.06315262329337762, 'reg_lambda': 2.345933758361311}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:59,688] Trial 37 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 71, 'learning_rate': 0.1385729264451017, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.97166265361549, 'colsample_bytree': 0.8339416603691658, 'gamma': 0.6413865250478334, 'reg_alpha': 0.3958773558057157, 'reg_lambda': 2.2036814013143204}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:59,853] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.10377827522472227, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8442642709579868, 'colsample_bytree': 0.8299024304122236, 'gamma': 3.9303122310187097, 'reg_alpha': 0.49328042840904496, 'reg_lambda': 2.451450285158846}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:00,109] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.018584122581902222, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.9077718360136872, 'colsample_bytree': 0.9204372861480173, 'gamma': 2.5537415372359176, 'reg_alpha': 0.1716680278038425, 'reg_lambda': 2.9891838387749683}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:00,409] Trial 40 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.1828442744825316, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9778284311622116, 'colsample_bytree': 0.9992433896436439, 'gamma': 2.212944418087928, 'reg_alpha': 0.25077288517343643, 'reg_lambda': 2.6119296261442346}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:00,694] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.10072407142255413, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8642705375087661, 'colsample_bytree': 0.639861867403482, 'gamma': 0.2698582573989434, 'reg_alpha': 0.20115407994016543, 'reg_lambda': 1.8528902458874978}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:00,870] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 83, 'learning_rate': 0.07400594886815995, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8764563536399722, 'colsample_bytree': 0.8803454980600464, 'gamma': 0.2719324432118946, 'reg_alpha': 0.13705103164237142, 'reg_lambda': 2.075872257290435}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:01,034] Trial 43 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 104, 'learning_rate': 0.050053780290464193, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.913500793464726, 'colsample_bytree': 0.7882325916526818, 'gamma': 4.983983936670095, 'reg_alpha': 0.9739765143869417, 'reg_lambda': 2.2463925503920947}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:01,270] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 166, 'learning_rate': 0.1280998793883626, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9999741369326477, 'colsample_bytree': 0.749276098493582, 'gamma': 0.5887458200121958, 'reg_alpha': 0.20717194220515392, 'reg_lambda': 1.6511427210413703}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:01,437] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.25572246079379135, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8859078891648762, 'colsample_bytree': 0.8501515127708571, 'gamma': 0.9106604456776646, 'reg_alpha': 0.3245880665160696, 'reg_lambda': 2.8195379301059527}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:01,709] Trial 46 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 110, 'learning_rate': 0.1563769658359699, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7883714251525104, 'colsample_bytree': 0.9104839927699021, 'gamma': 0.15877071464688503, 'reg_alpha': 0.052834693464906324, 'reg_lambda': 2.399606606784074}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:01,873] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 67, 'learning_rate': 0.19906951491483965, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8402507664725357, 'colsample_bytree': 0.8205133993916288, 'gamma': 1.2510503939286353, 'reg_alpha': 0.8577172550672807, 'reg_lambda': 2.055602337718747}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:02,065] Trial 48 finished with value: 0.75 and parameters: {'n_estimators': 134, 'learning_rate': 0.2915434404102975, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.945766121924604, 'colsample_bytree': 0.6200287118205667, 'gamma': 0.5208789640538145, 'reg_alpha': 0.10490215836526834, 'reg_lambda': 1.7819832089276229}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:02,302] Trial 49 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 48, 'learning_rate': 0.16225172272285132, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8641162496348368, 'colsample_bytree': 0.6992067016642705, 'gamma': 0.9296201209780841, 'reg_alpha': 0.27856985077696267, 'reg_lambda': 1.9999763722660067}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:02,471] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 46, 'learning_rate': 0.1490487651325239, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.6145565793877854, 'colsample_bytree': 0.780919377613621, 'gamma': 1.6857235323191508, 'reg_alpha': 0.28787874494496124, 'reg_lambda': 2.5764436867646685}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:02,616] Trial 51 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 49, 'learning_rate': 0.16820570115135328, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8550616383611703, 'colsample_bytree': 0.6940396885921647, 'gamma': 0.994822910219022, 'reg_alpha': 0.17026350742937219, 'reg_lambda': 1.6175737078029102}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:02,859] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 32, 'learning_rate': 0.11866944917569672, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8685088952745693, 'colsample_bytree': 0.6609249733601059, 'gamma': 0.8362865116397835, 'reg_alpha': 0.002635924558447647, 'reg_lambda': 2.1684637424444637}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:03,030] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 88, 'learning_rate': 0.13851788784724575, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9332676179611024, 'colsample_bytree': 0.6389265488098116, 'gamma': 0.17708250318723295, 'reg_alpha': 0.3606854039262115, 'reg_lambda': 1.9947944076982433}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:03,263] Trial 54 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.2108280210617833, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8972398136416831, 'colsample_bytree': 0.6080772565131884, 'gamma': 1.2254099317090965, 'reg_alpha': 0.23359642433982947, 'reg_lambda': 1.4585949862816743}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:03,540] Trial 55 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 99, 'learning_rate': 0.24854623633397935, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9140232526054809, 'colsample_bytree': 0.6791400049922311, 'gamma': 0.5758149628181453, 'reg_alpha': 0.2756478176346915, 'reg_lambda': 2.2968494773930233}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:03,706] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 65, 'learning_rate': 0.07886477348641024, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9744427742384324, 'colsample_bytree': 0.7984173113674597, 'gamma': 0.7548696861220585, 'reg_alpha': 0.10443622201101796, 'reg_lambda': 1.7728635291508321}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:03,803] Trial 57 finished with value: 0.75 and parameters: {'n_estimators': 27, 'learning_rate': 0.04611030154346853, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8295773345645462, 'colsample_bytree': 0.7068802272968062, 'gamma': 0.34020995912702157, 'reg_alpha': 0.15368939404445192, 'reg_lambda': 0.67654000514902}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:04,080] Trial 58 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 120, 'learning_rate': 0.09790571445540497, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.940396058234458, 'colsample_bytree': 0.7454056041851193, 'gamma': 1.572882036823061, 'reg_alpha': 0.03905845859620748, 'reg_lambda': 2.888758117689242}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:04,255] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.15970458833929402, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.6689334618267375, 'colsample_bytree': 0.6538991406594087, 'gamma': 2.837504261026227, 'reg_alpha': 0.2018931538955943, 'reg_lambda': 2.7258137343155586}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:04,505] Trial 60 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.19424328723599454, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9621475325354867, 'colsample_bytree': 0.8722069394182972, 'gamma': 1.39605791815376, 'reg_alpha': 0.3226149811611303, 'reg_lambda': 2.4590852571199697}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:04,658] Trial 61 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 44, 'learning_rate': 0.10801312316762728, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8627859943705175, 'colsample_bytree': 0.6394378165142632, 'gamma': 0.208425025038928, 'reg_alpha': 0.2020104987402739, 'reg_lambda': 1.8954164314165194}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:04,798] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 45, 'learning_rate': 0.10884017385080269, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8678542440561698, 'colsample_bytree': 0.6233835944830945, 'gamma': 0.13816271135962965, 'reg_alpha': 0.09679456079595453, 'reg_lambda': 1.8397911731181795}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:04,869] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 20, 'learning_rate': 0.06539500510380655, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.901888323082416, 'colsample_bytree': 0.8463014810360557, 'gamma': 0.38835451998111414, 'reg_alpha': 0.22723081626215896, 'reg_lambda': 1.9554027892133332}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:05,155] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.08252241103846931, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7996738704746872, 'colsample_bytree': 0.6000885757656879, 'gamma': 0.668926646777532, 'reg_alpha': 0.18063922132283428, 'reg_lambda': 0.9673700035702213}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:05,314] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 58, 'learning_rate': 0.1293695167434372, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8020878314714209, 'colsample_bytree': 0.6241914392239977, 'gamma': 0.9024758064933891, 'reg_alpha': 0.1267220507998374, 'reg_lambda': 1.3415463392035747}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:05,553] Trial 66 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.08090825089725666, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7938582235576997, 'colsample_bytree': 0.6223916147043733, 'gamma': 0.9285042105001178, 'reg_alpha': 0.18193075414308316, 'reg_lambda': 1.0004710423303669}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:05,704] Trial 67 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 40, 'learning_rate': 0.13511544024919334, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7390352693334257, 'colsample_bytree': 0.6049528110320657, 'gamma': 0.6909719868352803, 'reg_alpha': 0.14073792353478304, 'reg_lambda': 0.987119479024097}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:05,939] Trial 68 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 57, 'learning_rate': 0.113504297539669, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7727620583125352, 'colsample_bytree': 0.6891539086118753, 'gamma': 0.5270037504559429, 'reg_alpha': 0.04238759829452898, 'reg_lambda': 0.505934804034033}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:06,097] Trial 69 finished with value: 0.761904761904762 and parameters: {'n_estimators': 69, 'learning_rate': 0.0580508263264498, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.81025142618732, 'colsample_bytree': 0.6304800268545789, 'gamma': 1.1354309729201693, 'reg_alpha': 0.26947974074720027, 'reg_lambda': 1.315824052049717}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 19:54:06,189] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 28, 'learning_rate': 0.06022018231149021, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8340953773478682, 'colsample_bytree': 0.8199968966765891, 'gamma': 1.138362310552654, 'reg_alpha': 0.4649995744090124, 'reg_lambda': 1.0671105282188627}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 19:54:06,478] Trial 71 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.05502326708214023, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.807886339739074, 'colsample_bytree': 0.6027207049341229, 'gamma': 0.8011086164944796, 'reg_alpha': 0.5508322898817779, 'reg_lambda': 0.7717050150286163}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 19:54:06,630] Trial 72 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 67, 'learning_rate': 0.038567677537310725, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8183777001280509, 'colsample_bytree': 0.6016949407139542, 'gamma': 0.7044016086559717, 'reg_alpha': 0.582080093603692, 'reg_lambda': 0.6220759596571115}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 19:54:06,785] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 71, 'learning_rate': 0.035665415028336866, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.812992599881932, 'colsample_bytree': 0.6667629145676112, 'gamma': 0.0067798693837867186, 'reg_alpha': 0.6119312695829443, 'reg_lambda': 0.8297532254321205}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 19:54:07,135] Trial 74 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 210, 'learning_rate': 0.02830548948521596, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7816910194908124, 'colsample_bytree': 0.6308226417986542, 'gamma': 0.506824340294856, 'reg_alpha': 0.5454126340377388, 'reg_lambda': 0.6900443053111636}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 19:54:07,288] Trial 75 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.04130428127785419, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8208400497004988, 'colsample_bytree': 0.6522942193270556, 'gamma': 0.2801628054976717, 'reg_alpha': 0.7007772685556906, 'reg_lambda': 0.8244240620902092}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 19:54:07,643] Trial 76 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 93, 'learning_rate': 0.04326936861261298, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8148684727373112, 'colsample_bytree': 0.6111155935663191, 'gamma': 0.7840024289085017, 'reg_alpha': 0.7088860096240178, 'reg_lambda': 0.850735459265788}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 19:54:07,806] Trial 77 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 66, 'learning_rate': 0.05547830578753, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8313217252727697, 'colsample_bytree': 0.656609087799181, 'gamma': 0.3169603141069192, 'reg_alpha': 0.6631693696078207, 'reg_lambda': 0.8067063745536055}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:08,064] Trial 78 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 69, 'learning_rate': 0.038085208414284664, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7410818650514047, 'colsample_bytree': 0.6521000684543079, 'gamma': 0.38898040355165564, 'reg_alpha': 0.6278244119333628, 'reg_lambda': 0.7718119185800351}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:08,267] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.0271263620665818, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7604729442306257, 'colsample_bytree': 0.6163250415070403, 'gamma': 0.27879852230946744, 'reg_alpha': 0.7113988848080858, 'reg_lambda': 0.5517390458142708}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:08,422] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.053608544716604783, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8246039967366114, 'colsample_bytree': 0.6310364503676679, 'gamma': 0.6158055813244722, 'reg_alpha': 0.6747320277534784, 'reg_lambda': 1.1566877558970705}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:08,620] Trial 81 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 76, 'learning_rate': 0.04440475460591663, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8483693992516601, 'colsample_bytree': 0.6708725362638304, 'gamma': 1.0216358444498266, 'reg_alpha': 0.7820100404590145, 'reg_lambda': 0.6279163661810073}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:08,781] Trial 82 finished with value: 0.761904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.03208966845630859, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8489382227333615, 'colsample_bytree': 0.6717270891643559, 'gamma': 1.0625882620488727, 'reg_alpha': 0.7698401628369387, 'reg_lambda': 0.6271825557215901}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:08,937] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.02058970080495399, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8483202869234255, 'colsample_bytree': 0.6701716123881555, 'gamma': 1.0710477655221842, 'reg_alpha': 0.7899595540601472, 'reg_lambda': 0.5941654821642379}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:09,097] Trial 84 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 85, 'learning_rate': 0.03139387919346379, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.832632163800464, 'colsample_bytree': 0.6827509940235295, 'gamma': 1.2379984802170743, 'reg_alpha': 0.8036919227679399, 'reg_lambda': 0.6229744615907159}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:09,289] Trial 85 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 65, 'learning_rate': 0.04386437034666957, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8064995462998409, 'colsample_bytree': 0.6556679582780285, 'gamma': 1.5138214711811635, 'reg_alpha': 0.8594528385202681, 'reg_lambda': 0.8675473021555613}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:09,466] Trial 86 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 93, 'learning_rate': 0.057194225946506916, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8384302630422868, 'colsample_bytree': 0.6486485781491751, 'gamma': 0.7813775465603765, 'reg_alpha': 0.5979578012858322, 'reg_lambda': 0.7613649951073458}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:09,743] Trial 87 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.049363526205187226, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.853299756056895, 'colsample_bytree': 0.664604928622038, 'gamma': 1.3677139785540033, 'reg_alpha': 0.7506162562914122, 'reg_lambda': 0.9112906233970564}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:09,971] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.04135260512676613, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8209783182550315, 'colsample_bytree': 0.7184290212272647, 'gamma': 2.1796544015933828, 'reg_alpha': 0.5487520808916316, 'reg_lambda': 0.6932695477568214}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:10,209] Trial 89 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 61, 'learning_rate': 0.03708726276514883, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7872699215008976, 'colsample_bytree': 0.6307107001333022, 'gamma': 1.0251649062884909, 'reg_alpha': 0.6693064879079889, 'reg_lambda': 0.6316638922111051}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:10,381] Trial 90 finished with value: 0.738095238095238 and parameters: {'n_estimators': 61, 'learning_rate': 0.0348190971380456, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7735334720426141, 'colsample_bytree': 0.9509411651901972, 'gamma': 1.0086243370792367, 'reg_alpha': 0.6620141148685664, 'reg_lambda': 0.6315328826915357}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:10,614] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 76, 'learning_rate': 0.023368616565673215, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.798174058345709, 'colsample_bytree': 0.6126510427967632, 'gamma': 1.1264236065352389, 'reg_alpha': 0.7367434301416997, 'reg_lambda': 0.7835899151086964}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:10,779] Trial 92 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 52, 'learning_rate': 0.038520102569603955, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7828397596179735, 'colsample_bytree': 0.6324915511759329, 'gamma': 1.319536228557672, 'reg_alpha': 0.8395490199394094, 'reg_lambda': 0.5228602093843548}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:10,930] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.0321958383465393, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7474619146421588, 'colsample_bytree': 0.6317156562027436, 'gamma': 1.597424062596615, 'reg_alpha': 0.836893857425184, 'reg_lambda': 0.720774130726499}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:11,084] Trial 94 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 68, 'learning_rate': 0.039469570220664774, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8122419557991971, 'colsample_bytree': 0.6006908153031134, 'gamma': 1.28679981066293, 'reg_alpha': 0.8952508552816363, 'reg_lambda': 0.5000528182494833}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:11,259] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 37, 'learning_rate': 0.038084753013663285, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.7844631931461584, 'colsample_bytree': 0.6033157391235656, 'gamma': 1.329322027870989, 'reg_alpha': 0.9413202414579211, 'reg_lambda': 0.5066321387216344}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:11,416] Trial 96 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 68, 'learning_rate': 0.04676136258318273, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.807792950499836, 'colsample_bytree': 0.6444686925759939, 'gamma': 1.192973937244048, 'reg_alpha': 0.9195898528705932, 'reg_lambda': 0.5660636388949294}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:11,567] Trial 97 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 66, 'learning_rate': 0.04786093409388577, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8087468885738571, 'colsample_bytree': 0.6449829546438747, 'gamma': 1.8056110013584186, 'reg_alpha': 0.9066754034162102, 'reg_lambda': 0.5819351135194909}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:11,800] Trial 98 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 66, 'learning_rate': 0.047510454670773125, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.81197280819071, 'colsample_bytree': 0.6437227458224365, 'gamma': 1.2344392529973172, 'reg_alpha': 0.9059612709751456, 'reg_lambda': 0.5788068393439915}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:11,960] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.04735418548030977, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8229062107691569, 'colsample_bytree': 0.6445357266004104, 'gamma': 1.6858579115855357, 'reg_alpha': 0.9018594468533334, 'reg_lambda': 0.5576653752458379}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:12,307] Trial 100 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 66, 'learning_rate': 0.052872295300220674, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.793753988426151, 'colsample_bytree': 0.6619742568940975, 'gamma': 1.8340237743485746, 'reg_alpha': 0.9962110955523314, 'reg_lambda': 0.5889059801956725}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:12,464] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 63, 'learning_rate': 0.0647128455400482, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7943920754971853, 'colsample_bytree': 0.6587851819292496, 'gamma': 2.0629986168662584, 'reg_alpha': 0.9976176866991263, 'reg_lambda': 0.6674684691604704}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:12,629] Trial 102 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 81, 'learning_rate': 0.05277323048730932, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8059764816283017, 'colsample_bytree': 0.6173320075400519, 'gamma': 1.6471419031365069, 'reg_alpha': 0.9330147341667167, 'reg_lambda': 0.5871973986994818}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:12,849] Trial 103 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.04185696472705802, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7687130388376469, 'colsample_bytree': 0.6473527604721209, 'gamma': 1.787923359851949, 'reg_alpha': 0.8955446635226787, 'reg_lambda': 0.7542244578497508}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:13,010] Trial 104 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.048411809850539216, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7912256614573243, 'colsample_bytree': 0.6781295150318937, 'gamma': 1.8434332117856254, 'reg_alpha': 0.9140578986598137, 'reg_lambda': 0.8066202489928103}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:13,229] Trial 105 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 71, 'learning_rate': 0.045693868592480265, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.830026120575665, 'colsample_bytree': 0.6407234152067122, 'gamma': 2.4005085951026532, 'reg_alpha': 0.9820973702466721, 'reg_lambda': 0.9059160665729561}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:13,431] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.035521554071055186, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8140564462399671, 'colsample_bytree': 0.6230799089706249, 'gamma': 1.4078894012846368, 'reg_alpha': 0.9587525903628689, 'reg_lambda': 0.6314108356663563}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:13,568] Trial 107 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 42, 'learning_rate': 0.010820916665191666, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8390282371991542, 'colsample_bytree': 0.6106062739350658, 'gamma': 2.775288576248735, 'reg_alpha': 0.6860257894750238, 'reg_lambda': 0.5607639996084971}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:13,842] Trial 108 finished with value: 0.744047619047619 and parameters: {'n_estimators': 80, 'learning_rate': 0.054235681213086286, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7534433750341818, 'colsample_bytree': 0.657035220470735, 'gamma': 1.4813423387887823, 'reg_alpha': 0.8817483899465477, 'reg_lambda': 0.7257917294235223}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:13,989] Trial 109 finished with value: 0.761904761904762 and parameters: {'n_estimators': 59, 'learning_rate': 0.02934555149291605, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8043509444866591, 'colsample_bytree': 0.600129326379732, 'gamma': 1.2017252624743033, 'reg_alpha': 0.6338686947593108, 'reg_lambda': 0.6805153985739796}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:14,152] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.050965774268060336, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8252796583666776, 'colsample_bytree': 0.6872434066256641, 'gamma': 2.353256202435153, 'reg_alpha': 0.5082355187154745, 'reg_lambda': 0.5853479133371345}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:14,449] Trial 111 finished with value: 0.761904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.045786490000617054, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8289816609174583, 'colsample_bytree': 0.6406960290933803, 'gamma': 2.4232205678684053, 'reg_alpha': 0.9905508591774975, 'reg_lambda': 0.8810391734512859}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:14,705] Trial 112 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 72, 'learning_rate': 0.04048796711717723, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8186549365494525, 'colsample_bytree': 0.6269971736445156, 'gamma': 0.9336284663049281, 'reg_alpha': 0.9255167600273585, 'reg_lambda': 0.6603544719020635}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:14,860] Trial 113 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 55, 'learning_rate': 0.044745038880674395, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7780274994503972, 'colsample_bytree': 0.6394082063525961, 'gamma': 1.9851173248170721, 'reg_alpha': 0.9689097017981219, 'reg_lambda': 0.9252656124999998}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:15,072] Trial 114 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 55, 'learning_rate': 0.04396377125493269, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7773440442341362, 'colsample_bytree': 0.615400797615897, 'gamma': 1.9354254231938128, 'reg_alpha': 0.5667906740760975, 'reg_lambda': 1.0487625329678611}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:15,214] Trial 115 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 61, 'learning_rate': 0.06387094017932801, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7881522196163052, 'colsample_bytree': 0.6468393874164359, 'gamma': 2.107515235736347, 'reg_alpha': 0.9638600033599084, 'reg_lambda': 0.8268958191169101}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:15,457] Trial 116 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 50, 'learning_rate': 0.06984562573402918, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7981794933386084, 'colsample_bytree': 0.6641276105672957, 'gamma': 1.8606626746738344, 'reg_alpha': 0.9566734552765869, 'reg_lambda': 0.8131639060932893}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:15,537] Trial 117 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 33, 'learning_rate': 0.06414851352126606, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7686339355743215, 'colsample_bytree': 0.7021224008598103, 'gamma': 2.049310539707511, 'reg_alpha': 0.9663745873029248, 'reg_lambda': 0.7281261267968204}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:15,745] Trial 118 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.05651728655448195, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.8103278909493189, 'colsample_bytree': 0.6759691672687952, 'gamma': 2.132957893869463, 'reg_alpha': 0.8903300928588229, 'reg_lambda': 0.5046637542555991}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:15,895] Trial 119 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 62, 'learning_rate': 0.060699477816919964, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8397495045699681, 'colsample_bytree': 0.6448032049808455, 'gamma': 2.000715278033994, 'reg_alpha': 0.876274076456854, 'reg_lambda': 0.940192398905118}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:16,103] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.05124136099682543, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7277951083759391, 'colsample_bytree': 0.6494511332938703, 'gamma': 1.776297195067957, 'reg_alpha': 0.9167310359049734, 'reg_lambda': 0.8408551215661663}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:16,247] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 52, 'learning_rate': 0.04090240843735489, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7984621469077741, 'colsample_bytree': 0.6617872736539545, 'gamma': 1.906430039691985, 'reg_alpha': 0.9530786164235715, 'reg_lambda': 0.8250945886189188}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:16,342] Trial 122 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 46, 'learning_rate': 0.06710635564390473, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.791418679480874, 'colsample_bytree': 0.6652434033555775, 'gamma': 1.8284673408094596, 'reg_alpha': 0.9452572546621641, 'reg_lambda': 0.7979171941145979}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:16,586] Trial 123 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.07598650847147163, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8043823776320487, 'colsample_bytree': 0.6377173896928927, 'gamma': 2.2485992025373145, 'reg_alpha': 0.9764837294979404, 'reg_lambda': 0.7144243574463907}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:16,861] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.07569633671389123, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8164623817456544, 'colsample_bytree': 0.6374267933068176, 'gamma': 2.100897987428477, 'reg_alpha': 0.8193701494892021, 'reg_lambda': 0.5732945297975225}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,026] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 65, 'learning_rate': 0.05450771470027971, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8086191239361825, 'colsample_bytree': 0.6197712306132666, 'gamma': 2.25993061623722, 'reg_alpha': 0.8589638990731107, 'reg_lambda': 0.7412047348350594}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,120] Trial 126 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.048449831600939346, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.7795579998665289, 'colsample_bytree': 0.6508179123234643, 'gamma': 2.665905526888144, 'reg_alpha': 0.9118193152958447, 'reg_lambda': 0.6091604763577448}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,275] Trial 127 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 73, 'learning_rate': 0.06032966952992063, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8581799744335797, 'colsample_bytree': 0.6082104456429899, 'gamma': 0.8308179665813741, 'reg_alpha': 0.9734025076392241, 'reg_lambda': 0.695258834105108}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,447] Trial 128 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 84, 'learning_rate': 0.0722571051434366, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8466990652090275, 'colsample_bytree': 0.6731177419957829, 'gamma': 2.3216646918911796, 'reg_alpha': 0.9816319759898942, 'reg_lambda': 0.5334957715501145}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,607] Trial 129 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 67, 'learning_rate': 0.04347163822245602, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.822332016760038, 'colsample_bytree': 0.6349498999609918, 'gamma': 1.5200022114983667, 'reg_alpha': 0.9986793037966174, 'reg_lambda': 1.049758349545222}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,763] Trial 130 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 75, 'learning_rate': 0.045306564089089035, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8345652578024314, 'colsample_bytree': 0.625401750338121, 'gamma': 1.529919393472381, 'reg_alpha': 0.8734809576809719, 'reg_lambda': 1.0812137428763633}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,911] Trial 131 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.04248160608726135, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.8188557688531813, 'colsample_bytree': 0.6353274220699063, 'gamma': 3.994034481183263, 'reg_alpha': 0.9319783884061195, 'reg_lambda': 0.9158371971967747}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:18,173] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.05089376101298248, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8033625399529088, 'colsample_bytree': 0.6537613504124525, 'gamma': 1.6742717293406069, 'reg_alpha': 0.9998185765436562, 'reg_lambda': 0.654560522289432}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:18,337] Trial 133 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 60, 'learning_rate': 0.0392479676241485, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8272786124232758, 'colsample_bytree': 0.6429687175346913, 'gamma': 1.9619349207033263, 'reg_alpha': 0.5354979771059177, 'reg_lambda': 0.747474059602933}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:18,488] Trial 134 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 59, 'learning_rate': 0.034717863624240744, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8241044047263621, 'colsample_bytree': 0.637209210999704, 'gamma': 1.9959533821104065, 'reg_alpha': 0.474558251603261, 'reg_lambda': 1.0202821138063678}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:18,752] Trial 135 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 60, 'learning_rate': 0.03494711805759054, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8428948350537884, 'colsample_bytree': 0.6410243178671337, 'gamma': 2.2346056877818903, 'reg_alpha': 0.4692513723731251, 'reg_lambda': 1.1352949713029683}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:18,978] Trial 136 finished with value: 0.761904761904762 and parameters: {'n_estimators': 45, 'learning_rate': 0.03990299509428109, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8331717687587451, 'colsample_bytree': 0.6466131440527366, 'gamma': 1.9472874911018714, 'reg_alpha': 0.5285493212687452, 'reg_lambda': 1.0035906117748083}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:19,292] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 177, 'learning_rate': 0.03315815802046064, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8250661560563399, 'colsample_bytree': 0.633869437448463, 'gamma': 1.4530266949555966, 'reg_alpha': 0.4924745247047227, 'reg_lambda': 0.762157488340857}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:19,454] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 49, 'learning_rate': 0.03052409872082931, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8113941074452601, 'colsample_bytree': 0.6159014463654509, 'gamma': 1.718275315928638, 'reg_alpha': 0.4149651080473386, 'reg_lambda': 1.025297372002888}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:19,607] Trial 139 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 61, 'learning_rate': 0.04653167366250817, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8060229210462749, 'colsample_bytree': 0.624989908096035, 'gamma': 2.5601445289825397, 'reg_alpha': 0.7757838696273756, 'reg_lambda': 0.9578647260536158}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:19,818] Trial 140 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 71, 'learning_rate': 0.03697524439206361, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8551230249376485, 'colsample_bytree': 0.6567472432845355, 'gamma': 2.0185259018408757, 'reg_alpha': 0.4608559733531359, 'reg_lambda': 1.2067680534092937}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:19,968] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.03413768688190597, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8561752919610385, 'colsample_bytree': 0.6546643174160076, 'gamma': 2.037206652013152, 'reg_alpha': 0.48511157934937943, 'reg_lambda': 0.8733853463107332}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:20,240] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 56, 'learning_rate': 0.037021360192299416, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8291002927786709, 'colsample_bytree': 0.6405010259293974, 'gamma': 2.4665222386309327, 'reg_alpha': 0.44177881289854115, 'reg_lambda': 1.1907888547263987}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:20,399] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.04232251329404404, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8733792795037949, 'colsample_bytree': 0.6576188431353786, 'gamma': 2.151687491732299, 'reg_alpha': 0.45188552696277023, 'reg_lambda': 1.1236547478368846}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:20,644] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 63, 'learning_rate': 0.057025442732402454, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8486025593776155, 'colsample_bytree': 0.6702357240590177, 'gamma': 1.293849800460434, 'reg_alpha': 0.529527151031582, 'reg_lambda': 1.085625377456954}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:20,817] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 70, 'learning_rate': 0.040152420182215084, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7869425074565358, 'colsample_bytree': 0.6456228807179404, 'gamma': 2.0092708645850945, 'reg_alpha': 0.4091443231349438, 'reg_lambda': 0.9565408121690226}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:21,004] Trial 146 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 81, 'learning_rate': 0.049842970759772814, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.818867872048438, 'colsample_bytree': 0.6815444835911798, 'gamma': 1.2190678811799487, 'reg_alpha': 0.9426150488581878, 'reg_lambda': 1.244711558114162}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:21,268] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 53, 'learning_rate': 0.043858966842562706, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6286267103054913, 'colsample_bytree': 0.6340944788032774, 'gamma': 2.2851258550773483, 'reg_alpha': 0.3747429452842882, 'reg_lambda': 0.7031092560009584}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:21,578] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 77, 'learning_rate': 0.03740474675463552, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.839443845253186, 'colsample_bytree': 0.6908208495115268, 'gamma': 1.5829296356180953, 'reg_alpha': 0.6369708709751847, 'reg_lambda': 0.8826744882971438}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:21,748] Trial 149 finished with value: 0.738095238095238 and parameters: {'n_estimators': 58, 'learning_rate': 0.04735232671702262, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8001032563845457, 'colsample_bytree': 0.6267684441687649, 'gamma': 2.181683920811849, 'reg_alpha': 0.9713183116470503, 'reg_lambda': 0.8003824876075716}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:21,903] Trial 150 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 64, 'learning_rate': 0.026189910384498853, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8245994624178474, 'colsample_bytree': 0.6508163135582228, 'gamma': 1.926276021101867, 'reg_alpha': 0.6957091991618076, 'reg_lambda': 0.7260368953710025}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:22,195] Trial 151 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 80, 'learning_rate': 0.04918303742083087, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8159925629601237, 'colsample_bytree': 0.6840800566897127, 'gamma': 1.2240120750753547, 'reg_alpha': 0.9404770871167404, 'reg_lambda': 1.3307599040707656}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:22,359] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.06268939566080663, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8216912132937162, 'colsample_bytree': 0.6644756945358591, 'gamma': 1.3200757039834627, 'reg_alpha': 0.7300118066845395, 'reg_lambda': 1.2552253834440128}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:22,523] Trial 153 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 86, 'learning_rate': 0.05517209981615365, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8109959944616651, 'colsample_bytree': 0.6771485441401109, 'gamma': 1.4318153110443874, 'reg_alpha': 0.8999717641125775, 'reg_lambda': 0.777849247411621}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:22,761] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 73, 'learning_rate': 0.042253375219348834, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8317101006881125, 'colsample_bytree': 0.6589572897985354, 'gamma': 1.0032649166696932, 'reg_alpha': 0.9169984755283987, 'reg_lambda': 0.8419760235744189}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:22,930] Trial 155 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 60, 'learning_rate': 0.05003368252448938, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7939037503532649, 'colsample_bytree': 0.6389561423964962, 'gamma': 1.185060188860917, 'reg_alpha': 0.9513985811852618, 'reg_lambda': 0.5478915255269063}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:23,199] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 59, 'learning_rate': 0.03879777101703099, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7872099335454895, 'colsample_bytree': 0.634746315840172, 'gamma': 1.7411863949297457, 'reg_alpha': 0.9675597794859401, 'reg_lambda': 0.5675527366624042}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:23,400] Trial 157 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 51, 'learning_rate': 0.04405805732363755, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7956469821413668, 'colsample_bytree': 0.6196655583861992, 'gamma': 1.1576255293957542, 'reg_alpha': 0.8228075451679796, 'reg_lambda': 0.655495435922048}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:23,571] Trial 158 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 63, 'learning_rate': 0.036144180029172766, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8022364642698886, 'colsample_bytree': 0.6436840102933463, 'gamma': 0.08922130978479859, 'reg_alpha': 0.9281216054402627, 'reg_lambda': 0.510708866737369}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:23,819] Trial 159 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 47, 'learning_rate': 0.05230618003819065, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7652125081597819, 'colsample_bytree': 0.6068461628964729, 'gamma': 2.106212100166446, 'reg_alpha': 0.5534909530038301, 'reg_lambda': 0.6063626595497411}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:24,070] Trial 160 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 67, 'learning_rate': 0.046412523564024664, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7758102561482858, 'colsample_bytree': 0.648209526647146, 'gamma': 1.9894246891779197, 'reg_alpha': 0.5174252293599282, 'reg_lambda': 0.9191019668790643}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:24,230] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 78, 'learning_rate': 0.049336080203694316, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8167117414257531, 'colsample_bytree': 0.6551954873756581, 'gamma': 1.2131165382478082, 'reg_alpha': 0.9532313977946555, 'reg_lambda': 1.2328507832115243}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:24,387] Trial 162 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 55, 'learning_rate': 0.05793417137040874, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8094017927268838, 'colsample_bytree': 0.6347245315978167, 'gamma': 1.0627008005222993, 'reg_alpha': 0.9416340738096194, 'reg_lambda': 0.6879779931531682}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:25,097] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 55, 'learning_rate': 0.09503580888117893, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8084709851192656, 'colsample_bytree': 0.6368969691350183, 'gamma': 1.0813508371814602, 'reg_alpha': 0.47259868563849655, 'reg_lambda': 0.6876267956179458}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:25,283] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.05850828485384708, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7910671796529768, 'colsample_bytree': 0.6295075352254639, 'gamma': 1.57338291217424, 'reg_alpha': 0.8991329125518468, 'reg_lambda': 0.5539771598628146}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:25,432] Trial 165 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 43, 'learning_rate': 0.06840896723706533, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8417193939776528, 'colsample_bytree': 0.6135614627672127, 'gamma': 0.9672661647723062, 'reg_alpha': 0.9696509925383038, 'reg_lambda': 0.7511814159980266}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:25,620] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 38, 'learning_rate': 0.05559773998584944, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8270624540073247, 'colsample_bytree': 0.6415373729720518, 'gamma': 1.3559274411972015, 'reg_alpha': 0.5844576866393734, 'reg_lambda': 0.6559835118502237}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:25,785] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 63, 'learning_rate': 0.061014518758831106, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.781373248750943, 'colsample_bytree': 0.6259377850264002, 'gamma': 0.24913053532126395, 'reg_alpha': 0.8496517429601709, 'reg_lambda': 0.852017570108537}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:25,946] Trial 168 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 70, 'learning_rate': 0.040694013263053275, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7992471599778291, 'colsample_bytree': 0.6493930018319483, 'gamma': 0.870528032252212, 'reg_alpha': 0.9307041482618965, 'reg_lambda': 0.619489755319237}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:26,109] Trial 169 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 53, 'learning_rate': 0.04505838967780787, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8613665100003703, 'colsample_bytree': 0.6687442136730202, 'gamma': 1.1078798719643996, 'reg_alpha': 0.876775519752531, 'reg_lambda': 0.7219508161398367}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:26,331] Trial 170 finished with value: 0.738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.07575792771906711, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8514269982295284, 'colsample_bytree': 0.6210238704069324, 'gamma': 1.4503925723418862, 'reg_alpha': 0.9562644421489576, 'reg_lambda': 0.5500429792177234}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:26,502] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.051379042852870836, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8179010340958747, 'colsample_bytree': 0.6578241786474165, 'gamma': 1.2740290384655877, 'reg_alpha': 0.990298034241369, 'reg_lambda': 0.9893600637877974}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:26,734] Trial 172 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 72, 'learning_rate': 0.049653387367544675, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8130111207717045, 'colsample_bytree': 0.6415372855717177, 'gamma': 1.1632538621125788, 'reg_alpha': 0.9433996892184563, 'reg_lambda': 1.4728802724621493}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:26,879] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 73, 'learning_rate': 0.047412682960936474, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8090457668298688, 'colsample_bytree': 0.6382256330464507, 'gamma': 0.9957758570472222, 'reg_alpha': 0.9160889348782959, 'reg_lambda': 1.7198812991295354}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:27,097] Trial 174 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 69, 'learning_rate': 0.03931608986744631, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8350489924573175, 'colsample_bytree': 0.6457246588718429, 'gamma': 1.8969686582524847, 'reg_alpha': 0.9804161890990828, 'reg_lambda': 0.7986132174954063}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:27,269] Trial 175 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 63, 'learning_rate': 0.05449607986770566, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8032894170013376, 'colsample_bytree': 0.6319725345810157, 'gamma': 1.1374518044055997, 'reg_alpha': 0.9442020829658019, 'reg_lambda': 1.450493997604243}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:27,500] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.05391330745061585, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7938721959095401, 'colsample_bytree': 0.6294540266029619, 'gamma': 1.103073346299983, 'reg_alpha': 0.7505694792811497, 'reg_lambda': 1.5305967329791055}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:27,701] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 56, 'learning_rate': 0.058092201712231124, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.825612286607983, 'colsample_bytree': 0.6155828866775306, 'gamma': 1.1861968402434107, 'reg_alpha': 0.8901182537290655, 'reg_lambda': 1.449441789983675}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:27,977] Trial 178 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 76, 'learning_rate': 0.042860031585017215, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8117991319128436, 'colsample_bytree': 0.6520182076999634, 'gamma': 1.3773806435648113, 'reg_alpha': 0.9403862405839211, 'reg_lambda': 1.0873138496841}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:28,133] Trial 179 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 76, 'learning_rate': 0.04361334593580896, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8121141709547823, 'colsample_bytree': 0.6599087468575889, 'gamma': 1.3879709716619295, 'reg_alpha': 0.9442400036256295, 'reg_lambda': 1.0346562070435021}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:28,426] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 220, 'learning_rate': 0.033633275333502875, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8336692618973249, 'colsample_bytree': 0.6524028304520452, 'gamma': 1.3058262328468193, 'reg_alpha': 0.8649723915537202, 'reg_lambda': 1.0481987613950121}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:28,577] Trial 181 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 62, 'learning_rate': 0.04780536142836899, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7992456890213759, 'colsample_bytree': 0.6405713484920529, 'gamma': 1.4823436931997866, 'reg_alpha': 0.9130617253043293, 'reg_lambda': 1.0892400167464955}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:28,738] Trial 182 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 72, 'learning_rate': 0.048488004966123426, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8036566701586773, 'colsample_bytree': 0.6319797278483348, 'gamma': 1.4224698824925688, 'reg_alpha': 0.9076247591363452, 'reg_lambda': 1.1186524324545861}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:29,009] Trial 183 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.04168605367806922, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8143352557177094, 'colsample_bytree': 0.6407550906204559, 'gamma': 1.515267918323092, 'reg_alpha': 0.9197154706589256, 'reg_lambda': 1.1011931057163098}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:29,252] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 62, 'learning_rate': 0.045244819332352824, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8227383021748694, 'colsample_bytree': 0.6003957774549427, 'gamma': 1.6514777846826343, 'reg_alpha': 0.9412848398566305, 'reg_lambda': 1.1819665108984239}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:29,517] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.052650475347472046, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7999808445353166, 'colsample_bytree': 0.6240424087503361, 'gamma': 1.1485079822364266, 'reg_alpha': 0.8934240248941597, 'reg_lambda': 1.2081812487292853}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:29,683] Trial 186 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 69, 'learning_rate': 0.03727725037608356, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8089171719934415, 'colsample_bytree': 0.667333506444377, 'gamma': 1.293765109262675, 'reg_alpha': 0.4988651532359049, 'reg_lambda': 1.3992348622571638}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:29,931] Trial 187 finished with value: 0.761904761904762 and parameters: {'n_estimators': 140, 'learning_rate': 0.04680352819238305, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8440158918728098, 'colsample_bytree': 0.6510716069491136, 'gamma': 0.8557080079982684, 'reg_alpha': 0.92646740033854, 'reg_lambda': 1.2759256366193048}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:30,108] Trial 188 finished with value: 0.761904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.04014158960302591, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8285007334205511, 'colsample_bytree': 0.6356428007865886, 'gamma': 1.0369355721141302, 'reg_alpha': 0.9534253973056068, 'reg_lambda': 1.6275365355167997}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:30,318] Trial 189 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 58, 'learning_rate': 0.050822608818339124, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8187215127986626, 'colsample_bytree': 0.6120574944279166, 'gamma': 1.5257693833282253, 'reg_alpha': 0.8836021477430734, 'reg_lambda': 1.5505184085922115}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:30,541] Trial 190 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 157, 'learning_rate': 0.04224797943049095, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8059005292586356, 'colsample_bytree': 0.657698168150336, 'gamma': 1.3656721234339941, 'reg_alpha': 0.9978364973845382, 'reg_lambda': 0.9825813111719549}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:30,690] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 64, 'learning_rate': 0.06461438182235861, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7905725355162881, 'colsample_bytree': 0.6444242628450987, 'gamma': 1.2146912563671415, 'reg_alpha': 0.9594048640886214, 'reg_lambda': 0.9407971251739883}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:30,956] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.055901969624766186, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.779654772487591, 'colsample_bytree': 0.6462153625030794, 'gamma': 0.34948990165090676, 'reg_alpha': 0.45349979563949716, 'reg_lambda': 0.502899078041695}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:31,110] Trial 193 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 70, 'learning_rate': 0.04491210966312947, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7949503557384273, 'colsample_bytree': 0.6310960912878436, 'gamma': 1.0769915785832764, 'reg_alpha': 0.8008814879039584, 'reg_lambda': 1.1491783458824876}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:31,347] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.04911230171330057, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7864447134936098, 'colsample_bytree': 0.6504910549741163, 'gamma': 1.8260893512307244, 'reg_alpha': 0.4289008195553963, 'reg_lambda': 1.0287777865212877}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:31,553] Trial 195 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.05906085539776912, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8141423598624064, 'colsample_bytree': 0.6397656681639927, 'gamma': 1.6142778212386053, 'reg_alpha': 0.9325763386790986, 'reg_lambda': 0.8840794975361905}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:31,947] Trial 196 finished with value: 0.755952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.03621833053716786, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8001033002454325, 'colsample_bytree': 0.66264435929703, 'gamma': 0.7176010631856815, 'reg_alpha': 0.6489146545658602, 'reg_lambda': 0.5819301567219585}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:32,108] Trial 197 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 77, 'learning_rate': 0.05256782523272234, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8232731653195556, 'colsample_bytree': 0.6219663734820554, 'gamma': 1.7610234865554748, 'reg_alpha': 0.6133160652101683, 'reg_lambda': 1.3721508382787864}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:32,290] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.05375047146783844, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8371165061584123, 'colsample_bytree': 0.6085873805753287, 'gamma': 1.7634143054513958, 'reg_alpha': 0.5735654203627326, 'reg_lambda': 1.3876711704305984}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:32,576] Trial 199 finished with value: 0.761904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.04374814336145399, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8261050523343233, 'colsample_bytree': 0.6204678971412986, 'gamma': 1.7116050474435254, 'reg_alpha': 0.6018524805090307, 'reg_lambda': 1.4764755603660027}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:32,579] A new study created in memory with name: no-name-a25febac-a540-4208-9c18-e5c886238056
[I 2025-11-03 19:54:32,847] Trial 0 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.18046943672330826, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9446255175762286, 'colsample_bytree': 0.9344121284150798, 'gamma': 1.5437494088427144, 'reg_alpha': 0.5620212666647684, 'reg_lambda': 1.5476317206782093}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:33,079] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.011381448258698986, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.7145474281409976, 'colsample_bytree': 0.9275348979174869, 'gamma': 1.9245040400945768, 'reg_alpha': 0.05562182033152008, 'reg_lambda': 2.0402274889582017}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:33,284] Trial 2 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 169, 'learning_rate': 0.17407233313404705, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9335240713809156, 'colsample_bytree': 0.919449593870093, 'gamma': 1.1799029769765772, 'reg_alpha': 0.6465609843150248, 'reg_lambda': 1.8136987642019358}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:33,507] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 143, 'learning_rate': 0.010184120056699546, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7292422897486327, 'colsample_bytree': 0.8738250427375887, 'gamma': 2.4513187528817317, 'reg_alpha': 0.6280377961841779, 'reg_lambda': 1.7688483224611746}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:33,578] Trial 4 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 33, 'learning_rate': 0.013194818437960436, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8934700366304743, 'colsample_bytree': 0.679471986779985, 'gamma': 4.724679176223807, 'reg_alpha': 0.16227387530213522, 'reg_lambda': 1.825492068290979}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:33,805] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.08648920850025033, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8010006509085025, 'colsample_bytree': 0.6588426456037267, 'gamma': 0.35757985989681274, 'reg_alpha': 0.30450114535234873, 'reg_lambda': 2.2022847406178494}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:34,039] Trial 6 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.01002487162616308, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9538015223021724, 'colsample_bytree': 0.8355995105183813, 'gamma': 2.5320899326194546, 'reg_alpha': 0.3125491040418441, 'reg_lambda': 2.903907088041748}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:34,284] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.029341154363148554, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.7670056917440956, 'colsample_bytree': 0.9093693068027136, 'gamma': 3.4729980486428906, 'reg_alpha': 0.2661261906735243, 'reg_lambda': 1.3555332363239683}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:34,490] Trial 8 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.11480837080699785, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9067807719796946, 'colsample_bytree': 0.6615111430150292, 'gamma': 1.9995614299155262, 'reg_alpha': 0.7896623490647776, 'reg_lambda': 2.1664062499875807}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:34,696] Trial 9 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 156, 'learning_rate': 0.0511609181459056, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6374937758504533, 'colsample_bytree': 0.7982790307536288, 'gamma': 4.294024902389836, 'reg_alpha': 0.41251426264613467, 'reg_lambda': 0.8191282795283229}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:34,866] Trial 10 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 102, 'learning_rate': 0.24946944304491056, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9947931979671922, 'colsample_bytree': 0.9839282999132662, 'gamma': 0.04318755720899503, 'reg_alpha': 0.9825438846049405, 'reg_lambda': 0.5176651762296907}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:35,174] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 188, 'learning_rate': 0.12720493045795989, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8541809407997387, 'colsample_bytree': 0.7539012179529958, 'gamma': 1.7028803718720502, 'reg_alpha': 0.8768391927847027, 'reg_lambda': 2.5261173273490347}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:35,360] Trial 12 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 118, 'learning_rate': 0.29248920800707195, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8613049940309344, 'colsample_bytree': 0.6051764097528418, 'gamma': 1.1140857882072663, 'reg_alpha': 0.734770008313037, 'reg_lambda': 1.1768015648113297}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:35,646] Trial 13 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.08191762751602634, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9845710239235229, 'colsample_bytree': 0.7417110177288511, 'gamma': 3.127451842417104, 'reg_alpha': 0.5314923139891933, 'reg_lambda': 1.3751179749106828}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:35,932] Trial 14 finished with value: 0.699404761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.13354186144311173, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8967727069470975, 'colsample_bytree': 0.9737072714913264, 'gamma': 0.8217697056736963, 'reg_alpha': 0.808873766231733, 'reg_lambda': 2.459765083089697}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:36,130] Trial 15 finished with value: 0.744047619047619 and parameters: {'n_estimators': 129, 'learning_rate': 0.048820517646411314, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.830202455962664, 'colsample_bytree': 0.7192091615636692, 'gamma': 2.1122716887716924, 'reg_alpha': 0.5106625289557458, 'reg_lambda': 1.4422983195802064}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:36,410] Trial 16 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 196, 'learning_rate': 0.19591727975110976, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.917310932873511, 'colsample_bytree': 0.8072293165067919, 'gamma': 2.999247694885242, 'reg_alpha': 0.6889337185057147, 'reg_lambda': 2.25579603589268}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:36,682] Trial 17 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 160, 'learning_rate': 0.08472939441844897, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9726579093099486, 'colsample_bytree': 0.6018280589013107, 'gamma': 1.6274496046198363, 'reg_alpha': 0.9795823699028405, 'reg_lambda': 2.910425935985753}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:36,979] Trial 18 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 103, 'learning_rate': 0.031993711545181616, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6096663037080289, 'colsample_bytree': 0.6694714659882507, 'gamma': 3.774802288735863, 'reg_alpha': 0.8474613800125896, 'reg_lambda': 1.027372150073551}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:37,496] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 218, 'learning_rate': 0.12078865424731818, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8921078142347356, 'colsample_bytree': 0.7843208942662265, 'gamma': 0.7478075079969462, 'reg_alpha': 0.41347651992043827, 'reg_lambda': 1.5736124496727766}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:37,729] Trial 20 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.18879340415102214, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9421963373966586, 'colsample_bytree': 0.8566480090539823, 'gamma': 2.498397885322196, 'reg_alpha': 0.6046982338603388, 'reg_lambda': 2.530469167181426}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:37,987] Trial 21 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 203, 'learning_rate': 0.017876003497768807, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9611719775226408, 'colsample_bytree': 0.8556013847948433, 'gamma': 2.884731892883247, 'reg_alpha': 0.3858354626426105, 'reg_lambda': 2.987143450717931}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:38,204] Trial 22 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 178, 'learning_rate': 0.032544306586222205, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9398050535399319, 'colsample_bytree': 0.8229304224394031, 'gamma': 2.245300904756549, 'reg_alpha': 0.21065944784694246, 'reg_lambda': 2.717695203794414}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:38,530] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 172, 'learning_rate': 0.03653814888753967, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8641160603086074, 'colsample_bytree': 0.9507957797004607, 'gamma': 1.4531663513821826, 'reg_alpha': 0.1540741906427814, 'reg_lambda': 2.6925083968109758}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:38,750] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.01955452766297588, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9161187720222025, 'colsample_bytree': 0.8814162874454978, 'gamma': 2.001771398145681, 'reg_alpha': 0.7584195667362815, 'reg_lambda': 2.194434806834668}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:38,938] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 126, 'learning_rate': 0.0639060132741685, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8111543556324294, 'colsample_bytree': 0.8165063994965885, 'gamma': 2.2661113232925967, 'reg_alpha': 0.032856223517006844, 'reg_lambda': 1.9943023282322905}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:39,121] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 150, 'learning_rate': 0.10583729572154511, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9330677071397413, 'colsample_bytree': 0.7128152316962088, 'gamma': 1.3680874241567933, 'reg_alpha': 0.5613220963365424, 'reg_lambda': 1.5930170959031877}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:39,411] Trial 27 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.06663699413190785, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.994852047212669, 'colsample_bytree': 0.7578022080139006, 'gamma': 2.733743074779606, 'reg_alpha': 0.46376114858502454, 'reg_lambda': 2.684470780757281}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:39,591] Trial 28 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 109, 'learning_rate': 0.04287416214502764, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8408429728378916, 'colsample_bytree': 0.9535357554926767, 'gamma': 3.3964232359987694, 'reg_alpha': 0.15910246813282639, 'reg_lambda': 1.9969318589925276}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:39,821] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.028048025703744858, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.7650807284522639, 'colsample_bytree': 0.912768368748074, 'gamma': 1.7695487473390044, 'reg_alpha': 0.9005943629971964, 'reg_lambda': 2.389251408402256}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:40,071] Trial 30 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 171, 'learning_rate': 0.15560335246309634, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8762288461883233, 'colsample_bytree': 0.6428213460024929, 'gamma': 0.8711775405139426, 'reg_alpha': 0.10906366158989679, 'reg_lambda': 2.724090006411861}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:40,367] Trial 31 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 167, 'learning_rate': 0.03569536712531048, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9054583520990709, 'colsample_bytree': 0.942691546162959, 'gamma': 1.3592218698301217, 'reg_alpha': 0.23616059300744235, 'reg_lambda': 2.714642061625626}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:40,654] Trial 32 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 179, 'learning_rate': 0.021707029669321302, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.865608063223091, 'colsample_bytree': 0.9990688264986667, 'gamma': 1.9659867323040467, 'reg_alpha': 0.11730843070228356, 'reg_lambda': 2.322854018472642}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:40,925] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.03847517718799683, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9320085292887281, 'colsample_bytree': 0.8928329396626058, 'gamma': 1.4904686015735662, 'reg_alpha': 0.20260198301626403, 'reg_lambda': 2.087702044771309}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:41,251] Trial 34 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 139, 'learning_rate': 0.23954102675717093, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9654914125759364, 'colsample_bytree': 0.9611453403728863, 'gamma': 1.0903382551026253, 'reg_alpha': 0.045009770331987276, 'reg_lambda': 1.8913230557423304}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:41,467] Trial 35 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.024316063606409838, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8817958458419979, 'colsample_bytree': 0.9002612239049538, 'gamma': 2.263441974660692, 'reg_alpha': 0.3405144650958174, 'reg_lambda': 1.6779211971975914}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:41,699] Trial 36 finished with value: 0.75 and parameters: {'n_estimators': 192, 'learning_rate': 0.06406311130203013, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8287010718625807, 'colsample_bytree': 0.9386172617820107, 'gamma': 0.6124371602615064, 'reg_alpha': 0.006322517585299836, 'reg_lambda': 2.6711089188048898}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:42,028] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.016009801545707216, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9325856890787964, 'colsample_bytree': 0.858412824277001, 'gamma': 2.5724519207183922, 'reg_alpha': 0.6749447902046793, 'reg_lambda': 2.078223478773734}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:42,210] Trial 38 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 86, 'learning_rate': 0.10274758340979079, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.687861999573109, 'colsample_bytree': 0.9271089245324854, 'gamma': 1.801705727168073, 'reg_alpha': 0.6084348318089515, 'reg_lambda': 2.8630538447465477}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:42,633] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 210, 'learning_rate': 0.013777133212681404, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9479239551908131, 'colsample_bytree': 0.8359975402250075, 'gamma': 2.215619010340157, 'reg_alpha': 0.4520560113205506, 'reg_lambda': 1.8570034656448529}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:42,822] Trial 40 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.15184527721411017, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9143583506478488, 'colsample_bytree': 0.6378397843380246, 'gamma': 1.450525197636541, 'reg_alpha': 0.29048388148185367, 'reg_lambda': 2.597024670132949}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:43,070] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 192, 'learning_rate': 0.05876902838633344, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7841495252943002, 'colsample_bytree': 0.9232574771838246, 'gamma': 0.4991665431222343, 'reg_alpha': 0.00706542425257306, 'reg_lambda': 2.716793994252889}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:43,407] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.045754949395994574, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8225509659629587, 'colsample_bytree': 0.9371673818841232, 'gamma': 0.07088611558933999, 'reg_alpha': 0.07889063671419308, 'reg_lambda': 2.794753282379426}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:43,503] Trial 43 finished with value: 0.755952380952381 and parameters: {'n_estimators': 41, 'learning_rate': 0.07310546778390303, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8447414333482649, 'colsample_bytree': 0.6964060225248794, 'gamma': 0.502873911766829, 'reg_alpha': 0.1901434002383935, 'reg_lambda': 2.5599804083942295}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:43,639] Trial 44 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.0778391403759086, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8520591606006297, 'colsample_bytree': 0.6985673500187151, 'gamma': 0.9916601283955717, 'reg_alpha': 0.23284512212838515, 'reg_lambda': 2.402772277013561}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:43,771] Trial 45 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 50, 'learning_rate': 0.10116459367223904, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8801570118301497, 'colsample_bytree': 0.6844891926515422, 'gamma': 1.166851416308665, 'reg_alpha': 0.17949175597415196, 'reg_lambda': 2.5621993177645606}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:44,057] Trial 46 finished with value: 0.755952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.07296119321921628, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8972412983515813, 'colsample_bytree': 0.7718521459346968, 'gamma': 0.3138581958112523, 'reg_alpha': 0.125490410879058, 'reg_lambda': 2.1841270517723888}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:44,181] Trial 47 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 24, 'learning_rate': 0.07704478835993156, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9782324969340835, 'colsample_bytree': 0.7365289426259864, 'gamma': 0.40720812194053846, 'reg_alpha': 0.24152638194889745, 'reg_lambda': 2.1719569905107936}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:44,359] Trial 48 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.21892850546184198, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9013851916692578, 'colsample_bytree': 0.7705032694777354, 'gamma': 0.21224261236485575, 'reg_alpha': 0.3499672259662395, 'reg_lambda': 2.3366734097012354}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:44,795] Trial 49 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 126, 'learning_rate': 0.1548557329769623, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9219442152192862, 'colsample_bytree': 0.6250708934512849, 'gamma': 0.6305598573357094, 'reg_alpha': 0.7355432173087487, 'reg_lambda': 1.2260423000000964}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:45,056] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.29604484435577516, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.7374712665318456, 'colsample_bytree': 0.7253298288014023, 'gamma': 0.37976674057839743, 'reg_alpha': 0.10667750214921254, 'reg_lambda': 1.6860387971798139}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:45,411] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 162, 'learning_rate': 0.03997788739860971, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8438254958421892, 'colsample_bytree': 0.78685170352498, 'gamma': 1.614050196034357, 'reg_alpha': 0.144441202028603, 'reg_lambda': 2.4944881832454224}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:45,637] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.051416123755642196, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8678047101513112, 'colsample_bytree': 0.667138336166339, 'gamma': 1.2796824693175828, 'reg_alpha': 0.19973637183832255, 'reg_lambda': 2.9793781197923943}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:45,952] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.03247033182794188, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8892572955152622, 'colsample_bytree': 0.7012711778992968, 'gamma': 1.8743191146058067, 'reg_alpha': 0.314274317445413, 'reg_lambda': 2.250203317677361}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:46,136] Trial 54 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 118, 'learning_rate': 0.12032844736694992, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9526736512174311, 'colsample_bytree': 0.8295569746906241, 'gamma': 2.3844464859464227, 'reg_alpha': 0.08176507576027102, 'reg_lambda': 2.840583503377003}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:46,452] Trial 55 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 161, 'learning_rate': 0.09700992633942256, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8935401400197779, 'colsample_bytree': 0.6874594933062302, 'gamma': 4.880551975562971, 'reg_alpha': 0.14683824200615206, 'reg_lambda': 2.610202601162672}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:46,623] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 85, 'learning_rate': 0.055612605184758204, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7987141534304292, 'colsample_bytree': 0.9733171105925611, 'gamma': 0.17952702120165553, 'reg_alpha': 0.27494854963226556, 'reg_lambda': 1.932246262009541}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:46,971] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 176, 'learning_rate': 0.02659797965612598, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9074905809380427, 'colsample_bytree': 0.6536615574103112, 'gamma': 0.9239282588038261, 'reg_alpha': 0.9455838672267878, 'reg_lambda': 1.4802725005710688}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:47,151] Trial 58 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 131, 'learning_rate': 0.07230578638100191, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8503201615084859, 'colsample_bytree': 0.8785823380165216, 'gamma': 2.0507242627902476, 'reg_alpha': 0.8186078794302998, 'reg_lambda': 1.7991293277817801}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:47,422] Trial 59 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 203, 'learning_rate': 0.08854293638834043, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9439962787065822, 'colsample_bytree': 0.6244879307330022, 'gamma': 2.7213617527079554, 'reg_alpha': 0.36851034272270444, 'reg_lambda': 2.1316617843453893}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:47,621] Trial 60 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.13147829806348024, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9245650735157357, 'colsample_bytree': 0.7582119973835775, 'gamma': 0.7296607384999516, 'reg_alpha': 0.5351261401585233, 'reg_lambda': 2.4830777531139665}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:48,040] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 190, 'learning_rate': 0.06304262327290824, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8323900128179245, 'colsample_bytree': 0.9933960406042287, 'gamma': 0.5973361932086259, 'reg_alpha': 0.019854692375542493, 'reg_lambda': 2.626503130388275}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:48,268] Trial 62 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 198, 'learning_rate': 0.050450143647064294, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8709194106033278, 'colsample_bytree': 0.9542192889735055, 'gamma': 1.588899966849731, 'reg_alpha': 0.05223115734846286, 'reg_lambda': 2.770103904235367}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:48,531] Trial 63 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 216, 'learning_rate': 0.04488938609463529, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8581243683450032, 'colsample_bytree': 0.9746330290445331, 'gamma': 1.6023050757055208, 'reg_alpha': 0.06856823650701675, 'reg_lambda': 2.787508872109175}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:48,920] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.035345763206050915, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8691285622737158, 'colsample_bytree': 0.9504324460168382, 'gamma': 1.197086304751477, 'reg_alpha': 0.12212821885231669, 'reg_lambda': 0.5359743957752916}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:49,202] Trial 65 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 249, 'learning_rate': 0.0492425931173488, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9621644797284727, 'colsample_bytree': 0.9650459833414118, 'gamma': 2.172348031694456, 'reg_alpha': 0.18601166404520073, 'reg_lambda': 2.917459169233192}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:49,538] Trial 66 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 166, 'learning_rate': 0.08661200237037726, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8120705172214311, 'colsample_bytree': 0.9034217412607062, 'gamma': 4.052913985815404, 'reg_alpha': 0.2274913969571305, 'reg_lambda': 2.4441361068036556}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:49,771] Trial 67 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 199, 'learning_rate': 0.1825096871494749, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.887302814675211, 'colsample_bytree': 0.8072481059537072, 'gamma': 1.7522478774600894, 'reg_alpha': 0.5745939541084781, 'reg_lambda': 2.351842497108179}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:50,127] Trial 68 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 176, 'learning_rate': 0.030990730858430477, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9080812660141896, 'colsample_bytree': 0.7416974061487754, 'gamma': 1.9228897184537028, 'reg_alpha': 0.6578009036838968, 'reg_lambda': 2.297506015721428}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:50,351] Trial 69 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.055525242853874626, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8763873876073348, 'colsample_bytree': 0.9132450845071122, 'gamma': 3.2026892126133952, 'reg_alpha': 0.4299388991653952, 'reg_lambda': 1.52706508541142}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:50,618] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.11458222519915051, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.929019803111911, 'colsample_bytree': 0.8635291919480996, 'gamma': 1.5256256516534072, 'reg_alpha': 0.053670524158678706, 'reg_lambda': 1.3532061734327225}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:50,849] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.06728432126960053, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8348003804055325, 'colsample_bytree': 0.9365029598989472, 'gamma': 0.23434996044950687, 'reg_alpha': 0.0920404024667367, 'reg_lambda': 2.66969542567996}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:51,184] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 157, 'learning_rate': 0.06965262586138507, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8160603311435947, 'colsample_bytree': 0.9491053561601942, 'gamma': 0.028561480014630325, 'reg_alpha': 0.004246692586079634, 'reg_lambda': 2.7414180748977484}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:51,518] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.0600285448943812, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7972004208362374, 'colsample_bytree': 0.9631028218030788, 'gamma': 0.6518950244557502, 'reg_alpha': 0.0423409237120297, 'reg_lambda': 2.7948342557798442}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:51,794] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.039629814516203156, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7918685921282909, 'colsample_bytree': 0.9821315611194781, 'gamma': 0.9716598814562869, 'reg_alpha': 0.13668963294609, 'reg_lambda': 2.9143680932881586}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:52,050] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.14490461012354006, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.771419446317142, 'colsample_bytree': 0.8943183216900529, 'gamma': 1.3614749992304436, 'reg_alpha': 0.04392269292199524, 'reg_lambda': 2.8152746439166774}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:52,350] Trial 76 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 168, 'learning_rate': 0.09161393368796952, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9882272226787033, 'colsample_bytree': 0.9616717152450128, 'gamma': 2.3290364709878313, 'reg_alpha': 0.17956975694524216, 'reg_lambda': 2.9947752900432323}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:52,575] Trial 77 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.05798733130399046, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7526215170581998, 'colsample_bytree': 0.8428644397113477, 'gamma': 2.5722071074836546, 'reg_alpha': 0.7863629973826414, 'reg_lambda': 2.55298739264318}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:52,894] Trial 78 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.21318256636005498, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8999770908218638, 'colsample_bytree': 0.9309216219392488, 'gamma': 0.7436644060725002, 'reg_alpha': 0.7094623265992892, 'reg_lambda': 1.687033087431601}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:53,149] Trial 79 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.03426568639906379, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7016832124586931, 'colsample_bytree': 0.9833619609076492, 'gamma': 0.47149815740225337, 'reg_alpha': 0.10182440776944152, 'reg_lambda': 2.862467446347314}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:53,358] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.024134369757935353, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9388656288704551, 'colsample_bytree': 0.672466323389355, 'gamma': 2.0766351550296576, 'reg_alpha': 0.49570430541297833, 'reg_lambda': 2.7337571480946674}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:53,723] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 197, 'learning_rate': 0.042705227087962275, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8057215505989401, 'colsample_bytree': 0.9452526045429531, 'gamma': 1.7140790248338331, 'reg_alpha': 0.06671327049591658, 'reg_lambda': 2.6597590014734243}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:53,945] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 185, 'learning_rate': 0.07813182253471904, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8211381286753485, 'colsample_bytree': 0.9224362065128059, 'gamma': 0.5806986416126294, 'reg_alpha': 0.03130426259998563, 'reg_lambda': 2.5400387337021106}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:54,190] Trial 83 finished with value: 0.75 and parameters: {'n_estimators': 194, 'learning_rate': 0.061852731021577574, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8395966027037776, 'colsample_bytree': 0.9593810997961207, 'gamma': 0.27278778318997476, 'reg_alpha': 0.1679850427529911, 'reg_lambda': 2.453172097480107}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:54,441] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 163, 'learning_rate': 0.05039913151356181, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8503346459957211, 'colsample_bytree': 0.652600895737292, 'gamma': 1.0620864747315775, 'reg_alpha': 0.12917269731318656, 'reg_lambda': 2.7957385284793874}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:54,789] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 192, 'learning_rate': 0.05178849426307712, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8673074796826677, 'colsample_bytree': 0.7835337539911758, 'gamma': 0.805620045280073, 'reg_alpha': 0.21439792941839284, 'reg_lambda': 2.624198898857596}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:54,984] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.16648623234527027, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.915377986090366, 'colsample_bytree': 0.9702886784779088, 'gamma': 1.270992301712448, 'reg_alpha': 0.2541688402984058, 'reg_lambda': 2.6843784671183215}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:55,287] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.26199336451679645, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8267928273601242, 'colsample_bytree': 0.9345727374521807, 'gamma': 0.3296866030253583, 'reg_alpha': 0.0019679994289643343, 'reg_lambda': 1.9907616638233785}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:55,481] Trial 88 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 151, 'learning_rate': 0.2595615718429748, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.6489672534387282, 'colsample_bytree': 0.9151933081647327, 'gamma': 0.38452792639797917, 'reg_alpha': 0.052335581734745285, 'reg_lambda': 2.0050739517362697}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:55,671] Trial 89 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 142, 'learning_rate': 0.2335031428491546, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7849599678463992, 'colsample_bytree': 0.8696757680832409, 'gamma': 0.13735679389357747, 'reg_alpha': 0.0902875598877994, 'reg_lambda': 2.247206873884563}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:55,913] Trial 90 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 74, 'learning_rate': 0.1712438580984036, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8805535857894977, 'colsample_bytree': 0.7113064496915319, 'gamma': 2.4399594327303915, 'reg_alpha': 0.1545759186473069, 'reg_lambda': 1.9382610914950222}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:56,121] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.07322617797006631, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8262837683931239, 'colsample_bytree': 0.9355877813773793, 'gamma': 0.30211379462082055, 'reg_alpha': 0.005426149796711975, 'reg_lambda': 2.06505509744302}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:56,455] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.047087161785554284, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8008705866371021, 'colsample_bytree': 0.8867811140889936, 'gamma': 0.529144634697683, 'reg_alpha': 0.8805850066776488, 'reg_lambda': 1.739961163426572}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:56,711] Trial 93 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 170, 'learning_rate': 0.26410779800108075, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8433690236286348, 'colsample_bytree': 0.9537291205574233, 'gamma': 0.7023319675871922, 'reg_alpha': 0.027027915894486335, 'reg_lambda': 2.1575885718838785}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:57,161] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 172, 'learning_rate': 0.27186246019521415, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8600291821438761, 'colsample_bytree': 0.9546724610538462, 'gamma': 1.8536823380650458, 'reg_alpha': 0.04041431702853951, 'reg_lambda': 2.136944907836133}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:57,480] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.1932214178527558, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8458052479606301, 'colsample_bytree': 0.9958102408519178, 'gamma': 1.4629718369317843, 'reg_alpha': 0.024864038382609824, 'reg_lambda': 2.156795700638208}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:57,666] Trial 96 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 119, 'learning_rate': 0.2308622198773949, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8887187347134171, 'colsample_bytree': 0.9251081719198002, 'gamma': 0.9141856346018845, 'reg_alpha': 0.08098669261798433, 'reg_lambda': 2.2121583019581728}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:57,968] Trial 97 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 148, 'learning_rate': 0.21239276435221993, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9539524687238852, 'colsample_bytree': 0.615352155090986, 'gamma': 0.7022653059853639, 'reg_alpha': 0.116034873690117, 'reg_lambda': 2.4143712557194075}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:58,175] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 157, 'learning_rate': 0.1112804102131927, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9726185955419698, 'colsample_bytree': 0.942911044399772, 'gamma': 1.6258579628678818, 'reg_alpha': 0.06399765535543978, 'reg_lambda': 1.5938687145097694}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:58,390] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 99, 'learning_rate': 0.2876822510511572, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9635231443866876, 'colsample_bytree': 0.7311680871245678, 'gamma': 0.4791245498074862, 'reg_alpha': 0.07782302958742394, 'reg_lambda': 1.3940970202718963}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:58,577] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 158, 'learning_rate': 0.10881476794366406, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9740677250467388, 'colsample_bytree': 0.817009761021671, 'gamma': 1.975575695961693, 'reg_alpha': 0.05961467965461149, 'reg_lambda': 1.2838701994447448}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:58,812] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 132, 'learning_rate': 0.14202005033649565, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9844245235779505, 'colsample_bytree': 0.9465708937767271, 'gamma': 1.6113906007559164, 'reg_alpha': 0.023720474960834632, 'reg_lambda': 1.5821635765248254}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:59,012] Trial 102 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.26061691313038454, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8729662174498042, 'colsample_bytree': 0.988810801456332, 'gamma': 2.1597068072957066, 'reg_alpha': 0.10984144431460854, 'reg_lambda': 1.6482748652896817}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:59,312] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.02943336722041761, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9524869729446367, 'colsample_bytree': 0.9684715095746077, 'gamma': 1.2979551726662628, 'reg_alpha': 0.20346586592398055, 'reg_lambda': 1.7580121428141111}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:59,509] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.09356518824368701, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8556353024394242, 'colsample_bytree': 0.9054331887011553, 'gamma': 1.0987407998724081, 'reg_alpha': 0.1407668687631567, 'reg_lambda': 1.9366420861677345}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:59,885] Trial 105 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 141, 'learning_rate': 0.20206711257899912, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8376537953923214, 'colsample_bytree': 0.9784630403582125, 'gamma': 0.10182054795564643, 'reg_alpha': 0.1669445656055691, 'reg_lambda': 1.5198948865031736}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:00,080] Trial 106 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 139, 'learning_rate': 0.1961436791981799, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.834175288721334, 'colsample_bytree': 0.9804983618659293, 'gamma': 0.1428364803831227, 'reg_alpha': 0.623782908430678, 'reg_lambda': 1.5117651464735036}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:00,281] Trial 107 finished with value: 0.744047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.24705693504137713, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9999993431920745, 'colsample_bytree': 0.9574952715682973, 'gamma': 0.0034334090786689586, 'reg_alpha': 0.0011807915105206553, 'reg_lambda': 1.0916392955526573}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:00,501] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.07986139366148629, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9234115700700588, 'colsample_bytree': 0.9761941374021282, 'gamma': 0.29888516909076146, 'reg_alpha': 0.9459484986680357, 'reg_lambda': 1.6449027645448175}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:00,708] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.12081676497310526, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9378747193736544, 'colsample_bytree': 0.7635347977206096, 'gamma': 0.6811069141818237, 'reg_alpha': 0.1682089345088887, 'reg_lambda': 1.4182321612825703}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:00,959] Trial 110 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 124, 'learning_rate': 0.1984464769502347, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8084539438707583, 'colsample_bytree': 0.9887807826799073, 'gamma': 0.8367530215652753, 'reg_alpha': 0.06097567023924445, 'reg_lambda': 1.464422730438988}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:01,268] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.17933350285829813, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8431972164959851, 'colsample_bytree': 0.9651268744355501, 'gamma': 1.6930407169071626, 'reg_alpha': 0.276126482694944, 'reg_lambda': 1.8143515815482403}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:01,592] Trial 112 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 183, 'learning_rate': 0.2743249190299508, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8634038445075171, 'colsample_bytree': 0.9406576100584721, 'gamma': 0.4151703577167607, 'reg_alpha': 0.12603527830699807, 'reg_lambda': 2.7600311358193697}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:01,863] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.29029177734217865, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8185473287839478, 'colsample_bytree': 0.9409293289924606, 'gamma': 0.39331273214809515, 'reg_alpha': 0.10564695375773625, 'reg_lambda': 2.7561242789567735}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:02,188] Trial 114 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 188, 'learning_rate': 0.22185554918011235, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.897734662688311, 'colsample_bytree': 0.9314918873730608, 'gamma': 0.09124127851169994, 'reg_alpha': 0.03769512989550432, 'reg_lambda': 1.5357846694348567}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:02,443] Trial 115 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 206, 'learning_rate': 0.27478626322137095, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8608299251867292, 'colsample_bytree': 0.9305507822360133, 'gamma': 0.0962452947290167, 'reg_alpha': 0.5824818280426571, 'reg_lambda': 1.5391388494635956}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:02,678] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.2757330265663254, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8572021205430982, 'colsample_bytree': 0.9319959295155439, 'gamma': 0.1161883235230427, 'reg_alpha': 0.03588028158205236, 'reg_lambda': 1.3371492635259115}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:03,117] Trial 117 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 208, 'learning_rate': 0.2670291759167635, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8639416032628081, 'colsample_bytree': 0.9291117923973871, 'gamma': 0.12121392083558288, 'reg_alpha': 0.035074247104302535, 'reg_lambda': 1.3123722849963326}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:03,349] Trial 118 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.22268394197946043, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8371845995326103, 'colsample_bytree': 0.9128935920146102, 'gamma': 0.20758195358079862, 'reg_alpha': 0.09088999024800962, 'reg_lambda': 1.548483207103226}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:03,582] Trial 119 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 227, 'learning_rate': 0.2449135771474574, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8634675275095198, 'colsample_bytree': 0.9201630463063898, 'gamma': 0.33991031748241196, 'reg_alpha': 0.022284435900659455, 'reg_lambda': 1.1832410964023279}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:03,976] Trial 120 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.24916955711899, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8646900696197904, 'colsample_bytree': 0.9206526515608449, 'gamma': 5.003012800763873e-05, 'reg_alpha': 0.024003954714211823, 'reg_lambda': 1.1891348241926092}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:04,284] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 209, 'learning_rate': 0.2712048994469393, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8479637420525948, 'colsample_bytree': 0.9425531504106192, 'gamma': 0.3309521614386149, 'reg_alpha': 0.04728141665435019, 'reg_lambda': 1.0590347490407137}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:04,618] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.20840034814644273, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8269285440876432, 'colsample_bytree': 0.930566646137558, 'gamma': 0.44711172065389404, 'reg_alpha': 0.06832093603931154, 'reg_lambda': 0.9651938577568808}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:04,848] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 213, 'learning_rate': 0.29983154050211086, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8841192386954021, 'colsample_bytree': 0.9495540118339214, 'gamma': 0.548117851637969, 'reg_alpha': 0.02094948867587725, 'reg_lambda': 1.266876504924973}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:05,175] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.23908346934198973, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8760690265948912, 'colsample_bytree': 0.9563621081920766, 'gamma': 0.11946522887070835, 'reg_alpha': 0.12612800770855678, 'reg_lambda': 1.1256617252384558}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:05,402] Trial 125 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 223, 'learning_rate': 0.25592164209574986, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8985348000638009, 'colsample_bytree': 0.9202302549034994, 'gamma': 0.22704692825264622, 'reg_alpha': 0.0007050219229847374, 'reg_lambda': 1.6096296081097499}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:05,726] Trial 126 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 228, 'learning_rate': 0.2544672844141926, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8710789218753858, 'colsample_bytree': 0.8952308784150051, 'gamma': 0.20847830524544625, 'reg_alpha': 0.0018818315448650633, 'reg_lambda': 1.2945797296879384}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:05,970] Trial 127 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 224, 'learning_rate': 0.22788876193818122, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8981416150815087, 'colsample_bytree': 0.9207737642698656, 'gamma': 0.3416232356075454, 'reg_alpha': 0.03733434902305016, 'reg_lambda': 1.44702539675515}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:06,274] Trial 128 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.22568263771611333, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9019483717022342, 'colsample_bytree': 0.9052640187705037, 'gamma': 0.0829413534777293, 'reg_alpha': 0.0454054558199376, 'reg_lambda': 1.504171117017167}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:06,573] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 241, 'learning_rate': 0.21639950447892917, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8974166395798491, 'colsample_bytree': 0.907853982335441, 'gamma': 0.11043014994914883, 'reg_alpha': 0.586239848896019, 'reg_lambda': 1.4485381606083414}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:06,814] Trial 130 finished with value: 0.755952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.23313499015807074, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9081488858189124, 'colsample_bytree': 0.9224649882318376, 'gamma': 0.23732596847613946, 'reg_alpha': 0.09428577089336879, 'reg_lambda': 1.4886997159256103}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:07,173] Trial 131 finished with value: 0.755952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.2310251275975719, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9067306654352922, 'colsample_bytree': 0.917205695646194, 'gamma': 0.2527275503677737, 'reg_alpha': 0.09889047890768977, 'reg_lambda': 1.374000695224036}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:07,431] Trial 132 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.22777972858949896, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9071316939553716, 'colsample_bytree': 0.9176507994593132, 'gamma': 0.2320829478880091, 'reg_alpha': 0.09212959448183153, 'reg_lambda': 1.501352451055985}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:07,769] Trial 133 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.204907612322504, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8944618288342862, 'colsample_bytree': 0.8987840343121704, 'gamma': 0.3987772112226748, 'reg_alpha': 0.08140796302671027, 'reg_lambda': 1.490163257786109}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:07,995] Trial 134 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 235, 'learning_rate': 0.23779869362069464, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9093719696658589, 'colsample_bytree': 0.8844321899947439, 'gamma': 0.08304955174746502, 'reg_alpha': 0.13005956851702394, 'reg_lambda': 1.6150124988938126}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:08,267] Trial 135 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 242, 'learning_rate': 0.24498858960905784, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9120019118789272, 'colsample_bytree': 0.8855734088007278, 'gamma': 0.08925530377195136, 'reg_alpha': 0.14768844921589971, 'reg_lambda': 1.5740510357497777}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:08,491] Trial 136 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 229, 'learning_rate': 0.27755583636491776, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8869345798072669, 'colsample_bytree': 0.9086746985284723, 'gamma': 0.05308161979144188, 'reg_alpha': 0.5323739605253739, 'reg_lambda': 1.6304091320851888}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:08,913] Trial 137 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 234, 'learning_rate': 0.22138130470066636, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8977994141259441, 'colsample_bytree': 0.9242066807984136, 'gamma': 0.4538596354126144, 'reg_alpha': 0.1256569205361096, 'reg_lambda': 1.4333417341250412}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:09,155] Trial 138 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 222, 'learning_rate': 0.18470634742122233, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8800768577628467, 'colsample_bytree': 0.889274046425746, 'gamma': 0.3143892701754085, 'reg_alpha': 0.18922428664595753, 'reg_lambda': 1.7010717900074759}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:09,493] Trial 139 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 221, 'learning_rate': 0.1653045857803117, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8808163829831703, 'colsample_bytree': 0.8921677788349861, 'gamma': 0.1765008200132766, 'reg_alpha': 0.05256787334831685, 'reg_lambda': 1.7171990255854768}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:09,727] Trial 140 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 220, 'learning_rate': 0.1661340596617565, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9193127761239314, 'colsample_bytree': 0.8901265502171122, 'gamma': 0.17268502096482763, 'reg_alpha': 0.030792266485948645, 'reg_lambda': 1.7086480656866425}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:10,112] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 221, 'learning_rate': 0.16550348416570493, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9210213419659905, 'colsample_bytree': 0.873664356830937, 'gamma': 0.17560925798875954, 'reg_alpha': 0.03514501464574613, 'reg_lambda': 1.727289365868646}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:10,352] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.18483613330761003, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8808727660207182, 'colsample_bytree': 0.8894524428921082, 'gamma': 0.30914367310033747, 'reg_alpha': 0.02283508467055107, 'reg_lambda': 1.6940737707465088}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:10,574] Trial 143 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 244, 'learning_rate': 0.19253762982285988, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8848604906993985, 'colsample_bytree': 0.8816485711717411, 'gamma': 0.32139331356630846, 'reg_alpha': 0.0186342164468337, 'reg_lambda': 1.7028592933897406}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:10,880] Trial 144 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 225, 'learning_rate': 0.18430738878966554, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.900749942401325, 'colsample_bytree': 0.8893734021837288, 'gamma': 0.00875412957377722, 'reg_alpha': 0.061898835296797905, 'reg_lambda': 1.6303872941895852}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:11,125] Trial 145 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 232, 'learning_rate': 0.1753147864818811, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9014104903622417, 'colsample_bytree': 0.8561965741288565, 'gamma': 0.01473558314150776, 'reg_alpha': 0.06461737771413403, 'reg_lambda': 1.8557006000102487}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:11,478] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 227, 'learning_rate': 0.20340940370317429, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9184686528648784, 'colsample_bytree': 0.9005376086353951, 'gamma': 0.20359463549198076, 'reg_alpha': 0.07663791345545333, 'reg_lambda': 1.632739225415554}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:11,717] Trial 147 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 219, 'learning_rate': 0.22361450872787048, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8918060614528961, 'colsample_bytree': 0.8452814497418217, 'gamma': 0.5781882689055028, 'reg_alpha': 0.04973728675009095, 'reg_lambda': 1.7860485519958624}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:11,969] Trial 148 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.15371685484358452, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9039799674300468, 'colsample_bytree': 0.8681237011202381, 'gamma': 0.3849495452588879, 'reg_alpha': 0.10843817390412083, 'reg_lambda': 1.5284648495206605}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:12,219] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 217, 'learning_rate': 0.2550053300125746, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.912028079143406, 'colsample_bytree': 0.8772765262275122, 'gamma': 0.0034636673553261055, 'reg_alpha': 0.047471251595179495, 'reg_lambda': 1.6070471806852928}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:12,454] Trial 150 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 213, 'learning_rate': 0.1658259985408586, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.931204843654317, 'colsample_bytree': 0.8928221021246385, 'gamma': 0.1949551654005236, 'reg_alpha': 0.07459364352208198, 'reg_lambda': 1.553460052101753}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:12,735] Trial 151 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 215, 'learning_rate': 0.16637619120611238, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9288230149596328, 'colsample_bytree': 0.8925401232836583, 'gamma': 0.21306584033044867, 'reg_alpha': 0.07206460627626993, 'reg_lambda': 1.552028146078578}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:12,983] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.18756643098753265, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9290286048753335, 'colsample_bytree': 0.9031858962698963, 'gamma': 0.2637894137186605, 'reg_alpha': 0.07893404002850801, 'reg_lambda': 1.556963417307558}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:13,383] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.14172800142559613, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.877526028136745, 'colsample_bytree': 0.9136242245698661, 'gamma': 0.09775093778674267, 'reg_alpha': 0.15723420818094175, 'reg_lambda': 1.533955867804555}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:13,660] Trial 154 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 225, 'learning_rate': 0.20644000943881222, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.931005572124628, 'colsample_bytree': 0.8994553960497272, 'gamma': 4.534948078652402, 'reg_alpha': 0.06311398666835064, 'reg_lambda': 0.9483663462019977}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:13,886] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 203, 'learning_rate': 0.24140748558055275, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.892726499884598, 'colsample_bytree': 0.9076748524280569, 'gamma': 0.4791150088847092, 'reg_alpha': 0.09452091421721168, 'reg_lambda': 1.645947227476422}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:14,170] Trial 156 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 214, 'learning_rate': 0.17499873333527852, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9013513916805477, 'colsample_bytree': 0.8838459635214755, 'gamma': 0.2466451133158989, 'reg_alpha': 0.1279001580749547, 'reg_lambda': 1.600226565287859}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:14,398] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.16136205584660093, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8993019371832423, 'colsample_bytree': 0.8931898544096362, 'gamma': 0.37262759906487297, 'reg_alpha': 0.4994131855836769, 'reg_lambda': 1.4773798220313583}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:14,749] Trial 158 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 206, 'learning_rate': 0.18169010118864953, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8614124997213684, 'colsample_bytree': 0.9142814713407984, 'gamma': 0.21860672677561666, 'reg_alpha': 0.05076464707599385, 'reg_lambda': 1.426408325816182}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:14,974] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 205, 'learning_rate': 0.18428221851779217, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8575000162418931, 'colsample_bytree': 0.8646855431039173, 'gamma': 0.5491740912770036, 'reg_alpha': 0.11462051206105456, 'reg_lambda': 1.4292651144937254}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:15,359] Trial 160 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.17506682326363268, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8715775742267998, 'colsample_bytree': 0.9120219974222102, 'gamma': 0.30789882309811367, 'reg_alpha': 0.07599745842385175, 'reg_lambda': 1.5481956823071863}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:15,648] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.15569353556652196, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.871313598399205, 'colsample_bytree': 0.9123411630788563, 'gamma': 0.28168994013760107, 'reg_alpha': 0.07218123220782083, 'reg_lambda': 1.37362499048329}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:15,964] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.17703232002728791, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.88007339925335, 'colsample_bytree': 0.8986824760456755, 'gamma': 0.16736100019528988, 'reg_alpha': 0.05331560073320726, 'reg_lambda': 1.5689952096283846}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:16,190] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 215, 'learning_rate': 0.14780418919695232, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8640685503959944, 'colsample_bytree': 0.8769105054141108, 'gamma': 0.4199651048435395, 'reg_alpha': 0.09431967248682734, 'reg_lambda': 1.480331438582324}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:16,491] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 207, 'learning_rate': 0.1358373338300931, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8847130916770939, 'colsample_bytree': 0.9169520909908484, 'gamma': 0.32264522048495536, 'reg_alpha': 0.08287895118330452, 'reg_lambda': 1.5152133244761676}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:16,814] Trial 165 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 230, 'learning_rate': 0.1715806370932383, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8512838465388676, 'colsample_bytree': 0.9292772187234702, 'gamma': 0.20553668043999762, 'reg_alpha': 0.05429857231978591, 'reg_lambda': 1.6691813340308814}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:17,241] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 209, 'learning_rate': 0.1939513315447081, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8749943274670029, 'colsample_bytree': 0.9357747456686615, 'gamma': 0.08903064165476882, 'reg_alpha': 0.11688311819261925, 'reg_lambda': 1.4156567476590212}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:17,464] Trial 167 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 211, 'learning_rate': 0.19665673411533163, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8751271371251861, 'colsample_bytree': 0.9059378607129196, 'gamma': 0.04965889781516404, 'reg_alpha': 0.04249601363626868, 'reg_lambda': 1.3808391490896266}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:17,822] Trial 168 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.21643193846380107, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.8910115883358815, 'colsample_bytree': 0.8921170722322107, 'gamma': 0.13977534289366783, 'reg_alpha': 0.17597914569313358, 'reg_lambda': 1.412499509146388}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:18,053] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.190508367991308, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.871307993611951, 'colsample_bytree': 0.9228665185316485, 'gamma': 0.27629780937054527, 'reg_alpha': 0.10778668769923688, 'reg_lambda': 1.761832775025479}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:18,416] Trial 170 finished with value: 0.755952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.1776768195955262, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9250188796688071, 'colsample_bytree': 0.9125563993735415, 'gamma': 0.024180783327520744, 'reg_alpha': 0.07038798984847382, 'reg_lambda': 1.5775613741496575}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:18,662] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 200, 'learning_rate': 0.2005131898251634, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8540071397219339, 'colsample_bytree': 0.926554670441047, 'gamma': 0.449417686619356, 'reg_alpha': 0.1370160992003824, 'reg_lambda': 1.5302093508343628}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:18,888] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 225, 'learning_rate': 0.2134384748642968, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8614771495074193, 'colsample_bytree': 0.9395272785592378, 'gamma': 0.16289511653918712, 'reg_alpha': 0.025401230782282742, 'reg_lambda': 1.4555736528660652}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:19,227] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 226, 'learning_rate': 0.16219366597503412, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8621902571653781, 'colsample_bytree': 0.9353763936421403, 'gamma': 0.16979802185509302, 'reg_alpha': 0.02743601553268263, 'reg_lambda': 1.2286971102322057}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:19,427] Trial 174 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.2134642161461002, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8812881839534212, 'colsample_bytree': 0.8823675558253814, 'gamma': 3.6950746130503793, 'reg_alpha': 0.024254707429802486, 'reg_lambda': 1.4523451817805617}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:19,740] Trial 175 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 223, 'learning_rate': 0.18311659726089102, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8427292859798599, 'colsample_bytree': 0.9349313021957625, 'gamma': 0.003977849367162167, 'reg_alpha': 0.05196092761990692, 'reg_lambda': 1.3409881524283405}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:19,960] Trial 176 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 230, 'learning_rate': 0.22075731219712522, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8906603788434491, 'colsample_bytree': 0.8994033608326225, 'gamma': 0.2741049057323914, 'reg_alpha': 0.08114797848721272, 'reg_lambda': 1.5088136699728227}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:20,340] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.20408863425867055, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9054603163745325, 'colsample_bytree': 0.9060202393214393, 'gamma': 0.1199762078182437, 'reg_alpha': 0.01681889747085786, 'reg_lambda': 1.4245166920591237}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:20,580] Trial 178 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 220, 'learning_rate': 0.17271586711164294, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.869880334728604, 'colsample_bytree': 0.9167223036785923, 'gamma': 0.330947767543444, 'reg_alpha': 0.04162704551730026, 'reg_lambda': 1.5718581170259354}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:20,888] Trial 179 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 220, 'learning_rate': 0.15216183953986415, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.871019811750424, 'colsample_bytree': 0.9169750275957868, 'gamma': 0.5250719641862402, 'reg_alpha': 0.03821874660466528, 'reg_lambda': 1.5803535852848458}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:21,109] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.16978082072749628, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9153399830103977, 'colsample_bytree': 0.9477191555485553, 'gamma': 0.3712330105588378, 'reg_alpha': 0.07088257454916451, 'reg_lambda': 1.6549068452624287}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:21,345] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 226, 'learning_rate': 0.19347209821463432, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8572471929196382, 'colsample_bytree': 0.9278923360241251, 'gamma': 0.22999795788236255, 'reg_alpha': 0.6450380999542111, 'reg_lambda': 1.542738892324971}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:21,686] Trial 182 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 222, 'learning_rate': 0.178484486468718, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8666554614200982, 'colsample_bytree': 0.8915938554719904, 'gamma': 0.1187955445791786, 'reg_alpha': 0.0002295586417233944, 'reg_lambda': 1.467097758647917}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:21,911] Trial 183 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 231, 'learning_rate': 0.23024984375738028, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8778413898347064, 'colsample_bytree': 0.9094091639105394, 'gamma': 0.3168294060268546, 'reg_alpha': 0.09775432686055868, 'reg_lambda': 1.6031353567455222}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:22,140] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 205, 'learning_rate': 0.1638549820075371, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9450734819582941, 'colsample_bytree': 0.9204514133755365, 'gamma': 0.19812680073165687, 'reg_alpha': 0.041967952118384624, 'reg_lambda': 1.525927248185728}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:22,401] Trial 185 finished with value: 0.5 and parameters: {'n_estimators': 217, 'learning_rate': 0.20598847050710103, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.8484710738709951, 'colsample_bytree': 0.9423021833816719, 'gamma': 0.09042182070311566, 'reg_alpha': 0.0530547634366978, 'reg_lambda': 1.7330281882536174}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:22,626] Trial 186 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 238, 'learning_rate': 0.2213800999214373, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8864885000221315, 'colsample_bytree': 0.9355908221140724, 'gamma': 4.577068089745007e-05, 'reg_alpha': 0.08659047265961972, 'reg_lambda': 1.6732699150184762}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:22,854] Trial 187 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 239, 'learning_rate': 0.23126160164245768, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.88481164819766, 'colsample_bytree': 0.9369952580847681, 'gamma': 0.629619916360381, 'reg_alpha': 0.06355866257051673, 'reg_lambda': 1.6840246229374933}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:23,195] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.2433783409504494, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8875155356522826, 'colsample_bytree': 0.9471908027365674, 'gamma': 0.6442445571602323, 'reg_alpha': 0.08737106530493072, 'reg_lambda': 1.6932388971403942}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:23,535] Trial 189 finished with value: 0.761904761904762 and parameters: {'n_estimators': 247, 'learning_rate': 0.22854230950027637, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9009142933580859, 'colsample_bytree': 0.9374361214238955, 'gamma': 0.007784244579300381, 'reg_alpha': 0.06298203692381425, 'reg_lambda': 1.8194511623325642}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:23,771] Trial 190 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 237, 'learning_rate': 0.21933094599934952, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8935869278074144, 'colsample_bytree': 0.9346279112592958, 'gamma': 0.2156801933570215, 'reg_alpha': 0.10561852477463474, 'reg_lambda': 1.6438089718656108}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:24,183] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 232, 'learning_rate': 0.18966060484143585, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8782617811155119, 'colsample_bytree': 0.9249241661734108, 'gamma': 0.3535116172781274, 'reg_alpha': 0.020980887478773812, 'reg_lambda': 1.5897471472949085}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:24,448] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 245, 'learning_rate': 0.1855481694276015, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8828948264313651, 'colsample_bytree': 0.9281887257741105, 'gamma': 0.4804517522536771, 'reg_alpha': 0.4684502864671641, 'reg_lambda': 1.74457047148961}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:24,777] Trial 193 finished with value: 0.755952380952381 and parameters: {'n_estimators': 231, 'learning_rate': 0.2524405128341404, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8769966653204533, 'colsample_bytree': 0.9237211208561397, 'gamma': 0.37542250763103224, 'reg_alpha': 0.021724381797548053, 'reg_lambda': 1.6711382850685588}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:25,097] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.011850101433661511, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8905758249757537, 'colsample_bytree': 0.9030761577025262, 'gamma': 0.18659754622376595, 'reg_alpha': 0.016524351858777472, 'reg_lambda': 1.6220294135465316}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:25,558] Trial 195 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 234, 'learning_rate': 0.21227547209429976, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9034773328318696, 'colsample_bytree': 0.9394795402590777, 'gamma': 0.2652734323313388, 'reg_alpha': 0.06375474582048377, 'reg_lambda': 1.4492525324588073}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:25,799] Trial 196 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.22936161870057004, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9114056403132899, 'colsample_bytree': 0.8845506635177393, 'gamma': 0.2848804379609588, 'reg_alpha': 0.06591789813100249, 'reg_lambda': 0.6496081563383007}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:26,133] Trial 197 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.23335035498724738, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9124736802567086, 'colsample_bytree': 0.951714639238954, 'gamma': 0.6259730007413349, 'reg_alpha': 0.03582183385531943, 'reg_lambda': 0.5400255904046662}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:26,363] Trial 198 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 233, 'learning_rate': 0.28688005113354986, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.907117474022458, 'colsample_bytree': 0.9415157221238556, 'gamma': 0.427553785431697, 'reg_alpha': 0.07494027575613363, 'reg_lambda': 0.7613879219386404}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:26,676] Trial 199 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 240, 'learning_rate': 0.26635969589786973, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.934144262993842, 'colsample_bytree': 0.9129884607911188, 'gamma': 0.2831427910043006, 'reg_alpha': 0.05866601110247285, 'reg_lambda': 0.7587807936565252}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:26,681] A new study created in memory with name: no-name-6453943c-7031-4e4c-a38e-d6eb345e63e6
[I 2025-11-03 19:55:27,042] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 84, 'learning_rate': 0.014087622631903317, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.9036389633498292, 'colsample_bytree': 0.9285839229403885, 'gamma': 1.435993599818095, 'reg_alpha': 0.6933969060891645, 'reg_lambda': 0.7571656982272924}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:55:27,112] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 45, 'learning_rate': 0.12918773700468308, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8136485124937467, 'colsample_bytree': 0.7934809314858311, 'gamma': 1.2730828139915795, 'reg_alpha': 0.6412622919779436, 'reg_lambda': 1.7704199962096887}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:55:27,386] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.1434769507907899, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.9238343104829767, 'colsample_bytree': 0.8848593569313046, 'gamma': 2.367068396201481, 'reg_alpha': 0.03790470647891497, 'reg_lambda': 1.956801185301386}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:55:27,546] Trial 3 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.12369265562592527, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9324981919015072, 'colsample_bytree': 0.6328411116168909, 'gamma': 4.0547756296285495, 'reg_alpha': 0.08678476318090844, 'reg_lambda': 2.25426879455889}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:27,764] Trial 4 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 219, 'learning_rate': 0.04603218734000052, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8099861963653469, 'colsample_bytree': 0.6975805673297734, 'gamma': 0.6028842243088417, 'reg_alpha': 0.8971542858486077, 'reg_lambda': 1.941617014154415}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:27,997] Trial 5 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 167, 'learning_rate': 0.2047191658845456, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9654533438622479, 'colsample_bytree': 0.7437112434323061, 'gamma': 2.170234571096679, 'reg_alpha': 0.12838051297928466, 'reg_lambda': 0.881830936208152}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:28,166] Trial 6 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 91, 'learning_rate': 0.1893572012229154, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7595954620233729, 'colsample_bytree': 0.8590031426011389, 'gamma': 4.1876721794350775, 'reg_alpha': 0.5707774743268945, 'reg_lambda': 2.3533236099192005}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:28,529] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.021872106967542406, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8571801757987683, 'colsample_bytree': 0.9602939124500571, 'gamma': 3.679597242553378, 'reg_alpha': 0.49726658032976234, 'reg_lambda': 1.2880576482750508}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:28,691] Trial 8 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 118, 'learning_rate': 0.07880395420501496, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9143655793633257, 'colsample_bytree': 0.8804837422883167, 'gamma': 0.6815513526028005, 'reg_alpha': 0.7658037869397368, 'reg_lambda': 2.8056960580361}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:28,912] Trial 9 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 67, 'learning_rate': 0.010839109445505124, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7578338622651756, 'colsample_bytree': 0.8139781156709914, 'gamma': 0.8215792827531765, 'reg_alpha': 0.13115028309250343, 'reg_lambda': 1.5090433228609927}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:29,155] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 144, 'learning_rate': 0.04398070224788634, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6485766772698318, 'colsample_bytree': 0.6027636425711017, 'gamma': 4.979584063336592, 'reg_alpha': 0.32158355904367153, 'reg_lambda': 2.662860453582638}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:29,418] Trial 11 finished with value: 0.5 and parameters: {'n_estimators': 122, 'learning_rate': 0.08588921404129027, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.996464675419, 'colsample_bytree': 0.641529330298461, 'gamma': 3.3688915182046184, 'reg_alpha': 0.990149000247513, 'reg_lambda': 2.9101346047569194}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:29,712] Trial 12 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.07810690091171044, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9037314599052126, 'colsample_bytree': 0.7030851159296818, 'gamma': 0.029762011363546725, 'reg_alpha': 0.3334064779583371, 'reg_lambda': 2.374192874732593}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:29,914] Trial 13 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 22, 'learning_rate': 0.09082827291599287, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9418347898002113, 'colsample_bytree': 0.9908768163612285, 'gamma': 3.029690600908987, 'reg_alpha': 0.7888916111817973, 'reg_lambda': 2.392414029318065}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:30,104] Trial 14 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 116, 'learning_rate': 0.028770083592828597, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.863462606908708, 'colsample_bytree': 0.8827549510145073, 'gamma': 4.970264307957917, 'reg_alpha': 0.4195858392774183, 'reg_lambda': 2.8597953453874956}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:30,390] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.25476114476297584, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.62561758099194, 'colsample_bytree': 0.8254519046484111, 'gamma': 4.109760131518319, 'reg_alpha': 0.7994761725869425, 'reg_lambda': 2.2168501504818474}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:30,604] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 107, 'learning_rate': 0.06224156039558754, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.991660812824335, 'colsample_bytree': 0.7534183332736912, 'gamma': 1.7914945084396336, 'reg_alpha': 0.25418843564618415, 'reg_lambda': 2.6490342902139115}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:30,893] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 188, 'learning_rate': 0.05849084099203755, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9955871135621166, 'colsample_bytree': 0.7544497727105327, 'gamma': 1.912320650527648, 'reg_alpha': 0.2828657689411972, 'reg_lambda': 2.5949415614733473}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:31,103] Trial 18 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 97, 'learning_rate': 0.03222318129877517, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7020784566453315, 'colsample_bytree': 0.6688400901522265, 'gamma': 2.804638295881962, 'reg_alpha': 0.1784531800735345, 'reg_lambda': 2.1175126634222394}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:31,293] Trial 19 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 51, 'learning_rate': 0.12608563134203254, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8615789310945106, 'colsample_bytree': 0.6084793753450745, 'gamma': 1.7446478571600457, 'reg_alpha': 0.016009492779433976, 'reg_lambda': 2.555538295194188}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:31,470] Trial 20 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 106, 'learning_rate': 0.059990044161261545, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9613933483708869, 'colsample_bytree': 0.7523008956365836, 'gamma': 4.341509207012083, 'reg_alpha': 0.21158357261265592, 'reg_lambda': 1.5682456359327666}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:31,647] Trial 21 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.12507101560126546, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8741621388131471, 'colsample_bytree': 0.6133131648247612, 'gamma': 1.668939651812333, 'reg_alpha': 0.005161830653788269, 'reg_lambda': 2.5760087668229814}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:31,831] Trial 22 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 56, 'learning_rate': 0.29810823926103974, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8786368907485076, 'colsample_bytree': 0.6496500597413148, 'gamma': 2.6275526785944225, 'reg_alpha': 0.06348105219026001, 'reg_lambda': 2.626879413981439}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:31,903] Trial 23 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 21, 'learning_rate': 0.10871245045544628, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9588572495687402, 'colsample_bytree': 0.6944887237739408, 'gamma': 1.374372126339619, 'reg_alpha': 0.22951343600130766, 'reg_lambda': 2.129055881390662}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:32,275] Trial 24 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 135, 'learning_rate': 0.17240038927951953, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8271541544776502, 'colsample_bytree': 0.643324624290258, 'gamma': 2.136158276844114, 'reg_alpha': 0.11930297183519684, 'reg_lambda': 2.494686785882377}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:32,468] Trial 25 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 37, 'learning_rate': 0.09645794016097496, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9922807387994892, 'colsample_bytree': 0.7254395123210972, 'gamma': 3.206257901609384, 'reg_alpha': 0.4021443708769762, 'reg_lambda': 2.9953424872192915}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:32,688] Trial 26 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 65, 'learning_rate': 0.061801510549847324, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9291679022766194, 'colsample_bytree': 0.6211921592159253, 'gamma': 1.0496715779529875, 'reg_alpha': 0.09569019903138931, 'reg_lambda': 2.72657987295023}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:32,802] Trial 27 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 79, 'learning_rate': 0.1673670801039703, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7650815406189759, 'colsample_bytree': 0.668762690953212, 'gamma': 1.811822994680036, 'reg_alpha': 0.00376809134161106, 'reg_lambda': 2.2421207028716124}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:32,967] Trial 28 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 102, 'learning_rate': 0.039542812350082106, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.889708914633364, 'colsample_bytree': 0.7873062857976464, 'gamma': 0.32166567960136794, 'reg_alpha': 0.1802632736198464, 'reg_lambda': 1.9297911074797358}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:33,158] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 79, 'learning_rate': 0.022347750317747037, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8450408299180039, 'colsample_bytree': 0.6872903467927506, 'gamma': 3.8344607800789254, 'reg_alpha': 0.27473112253166077, 'reg_lambda': 0.6511978899856516}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:33,347] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 132, 'learning_rate': 0.1157734785375657, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.942176694289083, 'colsample_bytree': 0.6339914812610549, 'gamma': 1.6336838510953866, 'reg_alpha': 0.40889786947786466, 'reg_lambda': 1.026952609484674}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:33,595] Trial 31 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 44, 'learning_rate': 0.14145179795584847, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8894694386829158, 'colsample_bytree': 0.6137429216292412, 'gamma': 1.543563977500579, 'reg_alpha': 0.005333051324262632, 'reg_lambda': 2.5299499124537213}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:33,751] Trial 32 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 57, 'learning_rate': 0.06985566718320432, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7867979208357643, 'colsample_bytree': 0.6632145607981446, 'gamma': 1.974819979159861, 'reg_alpha': 0.06905201255625477, 'reg_lambda': 2.7501781796698115}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:34,014] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.07888179054140008, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7807450125008565, 'colsample_bytree': 0.7215062680402793, 'gamma': 2.474380430523952, 'reg_alpha': 0.07155447971372615, 'reg_lambda': 2.7008568305230236}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:34,167] Trial 34 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 66, 'learning_rate': 0.06502817846075631, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7208270745470126, 'colsample_bytree': 0.6653774444758876, 'gamma': 2.1036259519577882, 'reg_alpha': 0.15763406118061782, 'reg_lambda': 2.9947069093359024}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:34,449] Trial 35 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 90, 'learning_rate': 0.10992794180737157, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7910904314473033, 'colsample_bytree': 0.663948166362016, 'gamma': 1.153103140477394, 'reg_alpha': 0.06183055393317151, 'reg_lambda': 1.7958234158780484}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:34,715] Trial 36 finished with value: 0.75 and parameters: {'n_estimators': 87, 'learning_rate': 0.10410229814021195, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8199891451315348, 'colsample_bytree': 0.6745595588162707, 'gamma': 1.1375124629206832, 'reg_alpha': 0.06838780343233589, 'reg_lambda': 1.8756265616819499}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:34,967] Trial 37 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 87, 'learning_rate': 0.15245436692394454, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7962383331197164, 'colsample_bytree': 0.6745606708554015, 'gamma': 1.124628072959667, 'reg_alpha': 0.06828269009276336, 'reg_lambda': 1.7422685300219838}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:35,144] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 58, 'learning_rate': 0.21085498804501024, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8273759248486581, 'colsample_bytree': 0.78229918002667, 'gamma': 0.9567555960770038, 'reg_alpha': 0.6275891941336096, 'reg_lambda': 1.4496491386661274}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:35,413] Trial 39 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 75, 'learning_rate': 0.15039663943718987, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7121177374082169, 'colsample_bytree': 0.7226589726797263, 'gamma': 1.2273372611904314, 'reg_alpha': 0.10454401765410182, 'reg_lambda': 1.1989722179866693}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:35,589] Trial 40 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 34, 'learning_rate': 0.20054981321643742, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7377117864665986, 'colsample_bytree': 0.6888912334640054, 'gamma': 0.516220266093765, 'reg_alpha': 0.17453590360033724, 'reg_lambda': 1.6904899921735104}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:35,811] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 87, 'learning_rate': 0.10705751527392504, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7919608087928319, 'colsample_bytree': 0.660974853523878, 'gamma': 1.196910457005866, 'reg_alpha': 0.05330036222429078, 'reg_lambda': 1.7967877966817978}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:35,991] Trial 42 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 85, 'learning_rate': 0.09985701115170671, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8082693691239038, 'colsample_bytree': 0.6243175972310632, 'gamma': 1.498503928920126, 'reg_alpha': 0.051918692153301985, 'reg_lambda': 1.8553383813619588}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:36,215] Trial 43 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.10247851682160602, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8160852937415219, 'colsample_bytree': 0.6231947176044478, 'gamma': 1.468363782955426, 'reg_alpha': 0.03800033234895543, 'reg_lambda': 1.9680417765287146}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:36,415] Trial 44 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 48, 'learning_rate': 0.04973928266913364, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8420406163488, 'colsample_bytree': 0.6488323031500951, 'gamma': 2.299802929542887, 'reg_alpha': 0.13248220613534237, 'reg_lambda': 1.8698250711592768}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:36,596] Trial 45 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 86, 'learning_rate': 0.07244581702504954, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7741440322090192, 'colsample_bytree': 0.9210254215732256, 'gamma': 0.8915896632598317, 'reg_alpha': 0.0470593270453633, 'reg_lambda': 2.0549859183684247}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:36,741] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 59, 'learning_rate': 0.13400024072214367, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7499936227168799, 'colsample_bytree': 0.6008491234202263, 'gamma': 1.9891565357988392, 'reg_alpha': 0.20506449815296285, 'reg_lambda': 1.6312298631739313}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:36,892] Trial 47 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 70, 'learning_rate': 0.0908303677696866, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8124460752951846, 'colsample_bytree': 0.7093257840965562, 'gamma': 1.373501069421145, 'reg_alpha': 0.13937136923526794, 'reg_lambda': 1.4423829420375534}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:37,189] Trial 48 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 94, 'learning_rate': 0.07147118354774339, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6871161306738135, 'colsample_bytree': 0.6304540403670235, 'gamma': 0.6893105769438799, 'reg_alpha': 0.09697104354481795, 'reg_lambda': 1.3005141254601524}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:37,367] Trial 49 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 115, 'learning_rate': 0.08509035613924906, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8008745199695328, 'colsample_bytree': 0.6524698737725293, 'gamma': 0.45886192490808153, 'reg_alpha': 0.33577450433786477, 'reg_lambda': 2.309518108197882}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:37,570] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 44, 'learning_rate': 0.12223492966820222, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8459112289690789, 'colsample_bytree': 0.8495061269755685, 'gamma': 1.5672337204767286, 'reg_alpha': 0.005278656449319394, 'reg_lambda': 2.419068724719692}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:37,730] Trial 51 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 90, 'learning_rate': 0.15599214018768842, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7873470564599848, 'colsample_bytree': 0.6815075832991315, 'gamma': 1.1984510855189716, 'reg_alpha': 0.06019231366037453, 'reg_lambda': 1.7750082653730022}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:37,959] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 82, 'learning_rate': 0.09929129852333873, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7814338126898339, 'colsample_bytree': 0.6810674247771711, 'gamma': 0.8050233872516794, 'reg_alpha': 0.031771351502156334, 'reg_lambda': 1.8083573701838662}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:38,145] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 123, 'learning_rate': 0.23141357378368232, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.745887433565858, 'colsample_bytree': 0.6289177582355979, 'gamma': 1.3258269538178853, 'reg_alpha': 0.5175257219836721, 'reg_lambda': 1.983972489068066}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:38,330] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 100, 'learning_rate': 0.16391763300853757, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8282315422362563, 'colsample_bytree': 0.6562963133808422, 'gamma': 1.692089800323989, 'reg_alpha': 0.09545290344197276, 'reg_lambda': 1.6265166926795287}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:38,699] Trial 55 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 216, 'learning_rate': 0.0517774899979557, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8751213211701482, 'colsample_bytree': 0.708031057053244, 'gamma': 2.0306031299709053, 'reg_alpha': 0.14740944497661027, 'reg_lambda': 2.1061296217688676}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:38,871] Trial 56 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 60, 'learning_rate': 0.11919677415080548, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.730067682637588, 'colsample_bytree': 0.6124831277047462, 'gamma': 0.22566468239416726, 'reg_alpha': 0.047912784300398886, 'reg_lambda': 2.798521489887604}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:39,011] Trial 57 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 30, 'learning_rate': 0.18635547666432664, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7636964657635952, 'colsample_bytree': 0.7706253756000075, 'gamma': 2.3148318808212327, 'reg_alpha': 0.9913712215289285, 'reg_lambda': 1.8750598403906062}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:39,228] Trial 58 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 112, 'learning_rate': 0.13195421943359553, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7993200632818641, 'colsample_bytree': 0.7354629508308953, 'gamma': 1.8430552749917521, 'reg_alpha': 0.23878427283280867, 'reg_lambda': 1.4904482203704714}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:39,382] Trial 59 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 53, 'learning_rate': 0.0845282454470535, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8177713475872938, 'colsample_bytree': 0.6000108152328638, 'gamma': 1.0852947148440886, 'reg_alpha': 0.11052573019003083, 'reg_lambda': 2.1841341245529042}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:39,759] Trial 60 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.10246284477463725, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8380408975136056, 'colsample_bytree': 0.6382809933380882, 'gamma': 0.7117248735167969, 'reg_alpha': 0.2005754197945647, 'reg_lambda': 1.3101441779739682}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:39,929] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.15185354541044088, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7929347081555854, 'colsample_bytree': 0.6776893902820851, 'gamma': 1.268473872137989, 'reg_alpha': 0.07219162623997231, 'reg_lambda': 1.7405733719330918}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:40,195] Trial 62 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 93, 'learning_rate': 0.14386953263782493, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7823780976642796, 'colsample_bytree': 0.6781797328844321, 'gamma': 1.3009563531069062, 'reg_alpha': 0.03394312030286015, 'reg_lambda': 1.7393839728015814}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:40,462] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.18156085612922102, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7749955942114428, 'colsample_bytree': 0.7019169246460003, 'gamma': 1.490845907179465, 'reg_alpha': 0.01958032392322289, 'reg_lambda': 2.0355505042622917}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:40,653] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.11272558122690403, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7562201865625615, 'colsample_bytree': 0.6598229503042672, 'gamma': 0.93107269739476, 'reg_alpha': 0.8696823663538302, 'reg_lambda': 1.6658691310544311}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:40,881] Trial 65 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 67, 'learning_rate': 0.012092283575318875, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8065629352449715, 'colsample_bytree': 0.6429376107741573, 'gamma': 1.7089409350694487, 'reg_alpha': 0.0360432971874743, 'reg_lambda': 1.842877555291214}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:41,108] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 109, 'learning_rate': 0.07231549516505094, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8652623670998781, 'colsample_bytree': 0.6822610799372216, 'gamma': 1.9301132871756148, 'reg_alpha': 0.12998886341788418, 'reg_lambda': 1.5743284210076467}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:41,311] Trial 67 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 79, 'learning_rate': 0.09242593937193805, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7876781971877469, 'colsample_bytree': 0.6180404603422156, 'gamma': 2.6234890731195186, 'reg_alpha': 0.697776444189771, 'reg_lambda': 1.391562299798652}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:41,477] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 72, 'learning_rate': 0.0943349501929855, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6747612593207508, 'colsample_bytree': 0.6201744155773206, 'gamma': 2.7282354926090977, 'reg_alpha': 0.6832325722234213, 'reg_lambda': 0.991898034866494}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:41,638] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 79, 'learning_rate': 0.13772587243342274, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7717935618357893, 'colsample_bytree': 0.6388637729959836, 'gamma': 2.5241109970728344, 'reg_alpha': 0.7466134158795735, 'reg_lambda': 1.1229047953022349}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:41,834] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 95, 'learning_rate': 0.2782759116555067, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9150974423812157, 'colsample_bytree': 0.6234556325143188, 'gamma': 2.9912725793643444, 'reg_alpha': 0.5771263376428075, 'reg_lambda': 1.3728197766373944}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:42,002] Trial 71 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 105, 'learning_rate': 0.07972336076570398, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7898970659153375, 'colsample_bytree': 0.656451717506875, 'gamma': 2.234179733959198, 'reg_alpha': 0.9186348196870432, 'reg_lambda': 1.9312953602518563}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:42,224] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.06752681705589529, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7861810132791115, 'colsample_bytree': 0.6942866957940959, 'gamma': 1.379582184300696, 'reg_alpha': 0.08196765015903307, 'reg_lambda': 1.5460951823494191}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:42,556] Trial 73 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 63, 'learning_rate': 0.12443922966749563, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8221713267184104, 'colsample_bytree': 0.6665503487120902, 'gamma': 1.595178907383404, 'reg_alpha': 0.0009717440828477947, 'reg_lambda': 0.8348951035957202}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:42,760] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.10510108396971155, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8543452832204373, 'colsample_bytree': 0.6104064323258117, 'gamma': 1.0484247150917778, 'reg_alpha': 0.493570763139823, 'reg_lambda': 1.728200743254078}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:43,113] Trial 75 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.057494123150341865, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8072818775141904, 'colsample_bytree': 0.6484999920609144, 'gamma': 2.4446107634658487, 'reg_alpha': 0.1743643284717182, 'reg_lambda': 2.9013352169388664}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:43,259] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.09256414655231703, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8347877449651603, 'colsample_bytree': 0.673249379353438, 'gamma': 3.47223566253124, 'reg_alpha': 0.058217475442076665, 'reg_lambda': 1.8953207025821384}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:43,487] Trial 77 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 85, 'learning_rate': 0.15695738317939117, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7639400770356312, 'colsample_bytree': 0.7166457479702913, 'gamma': 1.2533833119104847, 'reg_alpha': 0.0880614495009859, 'reg_lambda': 2.7456983616758364}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:43,647] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 71, 'learning_rate': 0.22620131861329898, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7465564981516983, 'colsample_bytree': 0.6323458109369445, 'gamma': 2.1214584997885, 'reg_alpha': 0.030696017747383394, 'reg_lambda': 2.4584298801603266}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:43,751] Trial 79 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 27, 'learning_rate': 0.11491800735646512, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8086651092077217, 'colsample_bytree': 0.6142681436719872, 'gamma': 1.8415100908600084, 'reg_alpha': 0.11284692351092075, 'reg_lambda': 1.1909108415607423}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:43,907] Trial 80 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 92, 'learning_rate': 0.1402616142341804, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.73551583472608, 'colsample_bytree': 0.6886957847241337, 'gamma': 2.9399812412508988, 'reg_alpha': 0.055425337011019926, 'reg_lambda': 1.377006575763566}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:44,122] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 84, 'learning_rate': 0.17708921493947133, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7872216637609301, 'colsample_bytree': 0.6748708869768529, 'gamma': 1.1951173557390562, 'reg_alpha': 0.07187222470635542, 'reg_lambda': 1.6922788931336243}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:44,358] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 89, 'learning_rate': 0.1455300471259026, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7997005094059535, 'colsample_bytree': 0.6607363050024243, 'gamma': 1.4446129285668545, 'reg_alpha': 0.025180499125331192, 'reg_lambda': 1.7958294847410954}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:44,596] Trial 83 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 104, 'learning_rate': 0.12913914064701845, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7740619117454935, 'colsample_bytree': 0.6466430277434799, 'gamma': 1.014492053604711, 'reg_alpha': 0.08128262102498643, 'reg_lambda': 1.764393149803455}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:44,822] Trial 84 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 39, 'learning_rate': 0.08341773320745922, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7911198115844575, 'colsample_bytree': 0.6775455812630189, 'gamma': 0.8386020714783746, 'reg_alpha': 0.15040223764974534, 'reg_lambda': 2.031985158840815}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:44,997] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 64, 'learning_rate': 0.09978466942706006, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.81786797872915, 'colsample_bytree': 0.6983249893748135, 'gamma': 1.319627616671428, 'reg_alpha': 0.003167154391448136, 'reg_lambda': 1.5530372831995436}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:45,222] Trial 86 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 56, 'learning_rate': 0.16452834672037267, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7533835029094095, 'colsample_bytree': 0.7352788228324629, 'gamma': 1.700419910926282, 'reg_alpha': 0.12779247078831343, 'reg_lambda': 2.311202085117875}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:45,465] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 98, 'learning_rate': 0.041281424975409924, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8532236748418947, 'colsample_bytree': 0.6285430501325089, 'gamma': 1.2150486825984546, 'reg_alpha': 0.06655855357220458, 'reg_lambda': 2.5768236171216903}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:45,674] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 77, 'learning_rate': 0.15138764017370182, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8316616176366343, 'colsample_bytree': 0.9047069699470859, 'gamma': 1.5257752390400785, 'reg_alpha': 0.730396448149984, 'reg_lambda': 1.6253796216951213}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:45,849] Trial 89 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 87, 'learning_rate': 0.017142854891501417, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7790399258936344, 'colsample_bytree': 0.6383968565392829, 'gamma': 4.736128043759689, 'reg_alpha': 0.362533528003814, 'reg_lambda': 1.8308309449159226}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:46,022] Trial 90 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 119, 'learning_rate': 0.19936127658112335, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7666388858877198, 'colsample_bytree': 0.8235996243605104, 'gamma': 0.5421754578357699, 'reg_alpha': 0.46479329376901635, 'reg_lambda': 2.000215162718131}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:46,272] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 92, 'learning_rate': 0.1120561005832526, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7994947469172325, 'colsample_bytree': 0.6623703535671468, 'gamma': 1.4682129627683815, 'reg_alpha': 0.023763129539659093, 'reg_lambda': 1.7497327156184435}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:46,441] Trial 92 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 111, 'learning_rate': 0.14321515939763027, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6001281606227368, 'colsample_bytree': 0.6853422795089216, 'gamma': 1.3193539654903585, 'reg_alpha': 0.043204038849687744, 'reg_lambda': 1.812204640228503}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:46,697] Trial 93 finished with value: 0.755952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.12588944396468105, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8000964151665693, 'colsample_bytree': 0.9925250203164092, 'gamma': 1.113172048173278, 'reg_alpha': 0.11382544818891305, 'reg_lambda': 1.9194130688538156}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:46,839] Trial 94 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 69, 'learning_rate': 0.1241224433246877, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8927483633751407, 'colsample_bytree': 0.8947855488458099, 'gamma': 0.780570238968586, 'reg_alpha': 0.15663289334869923, 'reg_lambda': 2.1558751253509727}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:47,057] Trial 95 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 81, 'learning_rate': 0.08927830540288552, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7924980385188959, 'colsample_bytree': 0.8602698214445113, 'gamma': 1.1080440313154039, 'reg_alpha': 0.11589267079017834, 'reg_lambda': 1.9266282192523305}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:47,278] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.09019490045219584, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8104680402211917, 'colsample_bytree': 0.9370120317433597, 'gamma': 1.1025679826608368, 'reg_alpha': 0.11168372407232374, 'reg_lambda': 1.9321867372444772}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:47,444] Trial 97 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 74, 'learning_rate': 0.10616131454494852, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7826925225336681, 'colsample_bytree': 0.9992654146222023, 'gamma': 0.9389099813066561, 'reg_alpha': 0.10445305982126815, 'reg_lambda': 1.8681736909855495}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:47,671] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.07418654319864895, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8205205478389954, 'colsample_bytree': 0.971739549807948, 'gamma': 1.179659930514034, 'reg_alpha': 0.2727093240418158, 'reg_lambda': 2.8342771856294635}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:47,920] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 249, 'learning_rate': 0.0655308610997114, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8038451338498861, 'colsample_bytree': 0.8014216630911556, 'gamma': 0.9950903718702964, 'reg_alpha': 0.8158410058892678, 'reg_lambda': 2.084192455055522}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:48,085] Trial 100 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 60, 'learning_rate': 0.08852277884875223, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7564470389430745, 'colsample_bytree': 0.765960679737299, 'gamma': 0.6529892280876601, 'reg_alpha': 0.18588531373293407, 'reg_lambda': 2.650074723914618}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:48,290] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 79, 'learning_rate': 0.09830406093589522, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7948648689642259, 'colsample_bytree': 0.8762301867476474, 'gamma': 1.588696578921358, 'reg_alpha': 0.08528655087160271, 'reg_lambda': 1.7007870878726072}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:48,509] Trial 102 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 78, 'learning_rate': 0.09687877352203235, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.795317459905172, 'colsample_bytree': 0.8516600795910446, 'gamma': 1.6323315968127559, 'reg_alpha': 0.05238958394282017, 'reg_lambda': 1.6969036323173505}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:48,661] Trial 103 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.09808912738951953, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.7663465853341789, 'colsample_bytree': 0.8533917240695653, 'gamma': 1.6056288916324193, 'reg_alpha': 0.041635120098073984, 'reg_lambda': 1.6834476001114198}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:48,821] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 53, 'learning_rate': 0.08436499049824867, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.78296084020285, 'colsample_bytree': 0.8710144824423648, 'gamma': 1.7934163999900985, 'reg_alpha': 0.09258859261985863, 'reg_lambda': 1.470851590363998}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:49,031] Trial 105 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 46, 'learning_rate': 0.07907077391957969, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.825349260988587, 'colsample_bytree': 0.839877462264186, 'gamma': 1.958836432201375, 'reg_alpha': 0.12984908649392596, 'reg_lambda': 1.905843275248116}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:49,188] Trial 106 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 68, 'learning_rate': 0.11849413391358445, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8132430376133368, 'colsample_bytree': 0.9441171235646562, 'gamma': 1.4145373302831294, 'reg_alpha': 0.024025809135803065, 'reg_lambda': 1.6160140214955203}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:49,456] Trial 107 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 63, 'learning_rate': 0.09421512157622242, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.975031777381153, 'colsample_bytree': 0.8695079646839723, 'gamma': 2.055056833773884, 'reg_alpha': 0.08251892930918284, 'reg_lambda': 1.9549811002808761}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:49,676] Trial 108 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 74, 'learning_rate': 0.0686202063382197, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7975570373366778, 'colsample_bytree': 0.8067823640260056, 'gamma': 1.6481957284608417, 'reg_alpha': 0.05947719809867966, 'reg_lambda': 1.520593356796557}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:49,820] Trial 109 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 40, 'learning_rate': 0.0548746917228606, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7721434568924378, 'colsample_bytree': 0.8471925916398778, 'gamma': 1.6780062369981565, 'reg_alpha': 0.6214366664435826, 'reg_lambda': 1.3692756448681533}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:50,035] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.06734833644306194, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7955202320844648, 'colsample_bytree': 0.8340685185985721, 'gamma': 2.619977468330848, 'reg_alpha': 0.2226346189135004, 'reg_lambda': 1.4188803732659574}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:50,263] Trial 111 finished with value: 0.755952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.0749858175778, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8030524468423138, 'colsample_bytree': 0.7960515661021187, 'gamma': 1.5649429094393132, 'reg_alpha': 0.05985426482483662, 'reg_lambda': 1.5206500938187508}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:50,487] Trial 112 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 73, 'learning_rate': 0.06261986815655604, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8026927889699127, 'colsample_bytree': 0.8061787515643478, 'gamma': 1.7744011149353147, 'reg_alpha': 0.04957889549163112, 'reg_lambda': 1.5092473784940512}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:50,632] Trial 113 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.07532523510987504, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7818897669642607, 'colsample_bytree': 0.8614391377179749, 'gamma': 1.8881198866874667, 'reg_alpha': 0.017912894921455945, 'reg_lambda': 1.5207313376067608}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:50,778] Trial 114 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 66, 'learning_rate': 0.08063312516486429, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7931979999505747, 'colsample_bytree': 0.8197321875589203, 'gamma': 1.567621784759792, 'reg_alpha': 0.11742219243113425, 'reg_lambda': 1.7051672950633978}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:50,952] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.13122198397194895, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8127901079820267, 'colsample_bytree': 0.7888807645501374, 'gamma': 1.6375332955006028, 'reg_alpha': 0.09503109778160071, 'reg_lambda': 1.2462295199379168}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:51,248] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.06800108203722224, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7762596610507935, 'colsample_bytree': 0.9132747767131525, 'gamma': 1.4420077963114222, 'reg_alpha': 0.06545018080041201, 'reg_lambda': 1.5936693959859796}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:51,430] Trial 117 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 95, 'learning_rate': 0.08754463036782789, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7429766989970803, 'colsample_bytree': 0.9767902376961491, 'gamma': 2.2592713122424106, 'reg_alpha': 0.16211366957305648, 'reg_lambda': 1.6367318329830443}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:51,615] Trial 118 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 60, 'learning_rate': 0.05922437738917475, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8442957236659713, 'colsample_bytree': 0.8775766502144313, 'gamma': 1.524608550739191, 'reg_alpha': 0.04677049501963532, 'reg_lambda': 1.429177082633252}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:51,788] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 61, 'learning_rate': 0.0530375199222791, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8703920464908437, 'colsample_bytree': 0.8776387234111032, 'gamma': 1.3677410490074897, 'reg_alpha': 0.0034577793056446704, 'reg_lambda': 1.4227769042732081}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:52,109] Trial 120 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 69, 'learning_rate': 0.11246720082248154, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8836734934619772, 'colsample_bytree': 0.8841670595667075, 'gamma': 1.5418431246128717, 'reg_alpha': 0.03898604730731259, 'reg_lambda': 1.7654645425181141}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:52,249] Trial 121 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 49, 'learning_rate': 0.11242103681177414, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8815733008733879, 'colsample_bytree': 0.8904989219427594, 'gamma': 1.280149157740459, 'reg_alpha': 0.03765878250138036, 'reg_lambda': 1.760949166730751}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:52,526] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 69, 'learning_rate': 0.04769050759452612, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9004803294730366, 'colsample_bytree': 0.8995294493043103, 'gamma': 1.5167879289372157, 'reg_alpha': 0.07952833535699749, 'reg_lambda': 2.7498123994200614}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:52,720] Trial 123 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.09847871787460122, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8426797818982662, 'colsample_bytree': 0.8804841873914105, 'gamma': 1.7478720891468558, 'reg_alpha': 0.024888799600882153, 'reg_lambda': 1.66447682760191}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:52,981] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.05888787834046423, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8605394388651089, 'colsample_bytree': 0.8566039019522246, 'gamma': 1.5321382081514325, 'reg_alpha': 0.14004825697356904, 'reg_lambda': 1.3114687951477433}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:53,159] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.10624722642747152, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8295102834000052, 'colsample_bytree': 0.8666176151293358, 'gamma': 1.900690039322996, 'reg_alpha': 0.04805996243150753, 'reg_lambda': 1.8430030008437384}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:53,362] Trial 126 finished with value: 0.744047619047619 and parameters: {'n_estimators': 43, 'learning_rate': 0.12261679062034644, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8503263659273338, 'colsample_bytree': 0.8858436033621641, 'gamma': 1.094235164569169, 'reg_alpha': 0.09008173793179086, 'reg_lambda': 0.5683285465590457}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:53,542] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.1362350842632024, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9125766848093068, 'colsample_bytree': 0.8394104228404499, 'gamma': 3.132275366998367, 'reg_alpha': 0.11432339875629638, 'reg_lambda': 1.5577095651154877}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:53,763] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 65, 'learning_rate': 0.0762687659319773, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8779363405485225, 'colsample_bytree': 0.9138292411631602, 'gamma': 2.8655819771435502, 'reg_alpha': 0.0005575774215053134, 'reg_lambda': 2.9303408914440467}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:53,962] Trial 129 finished with value: 0.7023809523809522 and parameters: {'n_estimators': 78, 'learning_rate': 0.09403436518704077, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7883833584287132, 'colsample_bytree': 0.6224604594389976, 'gamma': 2.1778921486527265, 'reg_alpha': 0.6737481659167672, 'reg_lambda': 1.7292350930648297}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:54,310] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 91, 'learning_rate': 0.1644104158100523, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8873473470408815, 'colsample_bytree': 0.6080543252574456, 'gamma': 2.407386275771734, 'reg_alpha': 0.060262526065525554, 'reg_lambda': 1.7870698420893576}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:54,483] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 84, 'learning_rate': 0.0691900454187706, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7982091743933215, 'colsample_bytree': 0.7771676645626222, 'gamma': 1.6549839403930706, 'reg_alpha': 0.06275107972259733, 'reg_lambda': 1.5062787144455214}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:54,868] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 102, 'learning_rate': 0.06336056070432937, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.806264947353149, 'colsample_bytree': 0.814956460368688, 'gamma': 1.3789731304199107, 'reg_alpha': 0.02721465412973892, 'reg_lambda': 1.4044707298454973}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:55,072] Trial 133 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 73, 'learning_rate': 0.11701412784333402, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8376183428186057, 'colsample_bytree': 0.8299749021260987, 'gamma': 1.7998077826161016, 'reg_alpha': 0.04425968014458451, 'reg_lambda': 1.5793565289738138}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:55,233] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.11909668202182723, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8211097841955995, 'colsample_bytree': 0.8321704096990644, 'gamma': 2.0262484011249033, 'reg_alpha': 0.09975057411919844, 'reg_lambda': 1.6818461204252377}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:55,431] Trial 135 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 53, 'learning_rate': 0.10697108325402932, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8687660806980243, 'colsample_bytree': 0.8628618511562027, 'gamma': 1.7964485049965844, 'reg_alpha': 0.04262624050749492, 'reg_lambda': 1.5918086786154688}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:55,596] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.03534825952688699, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8379244674752234, 'colsample_bytree': 0.881464979962796, 'gamma': 1.2410530090443497, 'reg_alpha': 0.07920334667569909, 'reg_lambda': 1.9903730489550993}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:55,754] Trial 137 finished with value: 0.75 and parameters: {'n_estimators': 81, 'learning_rate': 0.12937633800166448, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7872462364283888, 'colsample_bytree': 0.8505853536221933, 'gamma': 1.4609050809898738, 'reg_alpha': 0.017981496637841488, 'reg_lambda': 1.6424935965353844}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:56,059] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 66, 'learning_rate': 0.10123062231240183, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7591244660729483, 'colsample_bytree': 0.8742615752531737, 'gamma': 1.5327520580602327, 'reg_alpha': 0.9518887584782655, 'reg_lambda': 1.3473945023585028}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:56,248] Trial 139 finished with value: 0.761904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.11128782102682029, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8996082364862752, 'colsample_bytree': 0.8300335977223716, 'gamma': 1.3199611705512577, 'reg_alpha': 0.04411754508367863, 'reg_lambda': 1.2319393334906121}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:56,577] Trial 140 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.13888028714276407, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9041190536502753, 'colsample_bytree': 0.8439683911281195, 'gamma': 1.3419631040158684, 'reg_alpha': 0.046245815302320234, 'reg_lambda': 1.224940096930944}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:56,772] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.11279607936764488, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8974803577642844, 'colsample_bytree': 0.8274633287485448, 'gamma': 1.1460087297081103, 'reg_alpha': 0.07311485017076849, 'reg_lambda': 1.4554627485180394}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:56,993] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 77, 'learning_rate': 0.09199718753716547, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9374168668593608, 'colsample_bytree': 0.8574352419763303, 'gamma': 1.5837565265641502, 'reg_alpha': 0.01743542360565079, 'reg_lambda': 1.1695884389858482}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:57,188] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.0869920577625799, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8850973609868386, 'colsample_bytree': 0.9524342996105899, 'gamma': 1.7096423902510283, 'reg_alpha': 0.10069674454781602, 'reg_lambda': 2.5086651808099174}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:57,587] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.11810673050786191, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8606376402002236, 'colsample_bytree': 0.8348676512047458, 'gamma': 1.266592463666178, 'reg_alpha': 0.04005029648354261, 'reg_lambda': 1.0191291032452874}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:57,814] Trial 145 finished with value: 0.755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.15130976878852007, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9125437431369187, 'colsample_bytree': 0.7966078997749129, 'gamma': 1.4371229195248514, 'reg_alpha': 0.5431869431070102, 'reg_lambda': 1.1516237152030664}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:58,154] Trial 146 finished with value: 0.75 and parameters: {'n_estimators': 146, 'learning_rate': 0.15235556987967747, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9249720569155733, 'colsample_bytree': 0.8131802938630783, 'gamma': 0.8839227735440986, 'reg_alpha': 0.43090259599082453, 'reg_lambda': 1.2736022130390605}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:58,369] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 162, 'learning_rate': 0.17001269743064057, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9140243830632672, 'colsample_bytree': 0.7641875115368599, 'gamma': 1.0235785224793343, 'reg_alpha': 0.8427370900659454, 'reg_lambda': 0.9463896179296698}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:58,642] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.130757359033227, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9112734487592903, 'colsample_bytree': 0.7971204635994178, 'gamma': 1.4162054985469597, 'reg_alpha': 0.5308781605490984, 'reg_lambda': 1.121355759142841}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:58,837] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 161, 'learning_rate': 0.14256527279480036, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.850020865528902, 'colsample_bytree': 0.6055158631992718, 'gamma': 2.61114513062065, 'reg_alpha': 0.5913014423298304, 'reg_lambda': 1.0977735686430194}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:59,103] Trial 150 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.15882292282350008, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8731200885455245, 'colsample_bytree': 0.8211834311527773, 'gamma': 1.180055852396387, 'reg_alpha': 0.1275972335503825, 'reg_lambda': 1.3367487487467846}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:59,278] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 90, 'learning_rate': 0.10419939186515005, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.771628888337313, 'colsample_bytree': 0.791585974370962, 'gamma': 1.4441692034676574, 'reg_alpha': 0.0009420759845545782, 'reg_lambda': 1.7214736031641542}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:59,496] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.09608960443171279, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8080740095739466, 'colsample_bytree': 0.6174195172587676, 'gamma': 1.858309896827906, 'reg_alpha': 0.6597633944179794, 'reg_lambda': 1.8632658256823145}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:59,753] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 140, 'learning_rate': 0.12521847024229515, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7807529194533266, 'colsample_bytree': 0.7417639450930296, 'gamma': 1.600488700234548, 'reg_alpha': 0.739440809429199, 'reg_lambda': 1.7953065429546788}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:59,975] Trial 154 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 84, 'learning_rate': 0.11013377297302593, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8923951348498045, 'colsample_bytree': 0.9313560148914751, 'gamma': 1.3353415963569248, 'reg_alpha': 0.6987529201805417, 'reg_lambda': 1.466438493282619}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:00,156] Trial 155 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.11132733354924026, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9028307666295083, 'colsample_bytree': 0.9180002335960079, 'gamma': 1.2391528087483579, 'reg_alpha': 0.5470886220111688, 'reg_lambda': 1.0865680140739362}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:00,452] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 131, 'learning_rate': 0.11438525889606872, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8947386112330259, 'colsample_bytree': 0.912478904860727, 'gamma': 1.2962432690028605, 'reg_alpha': 0.6213736060228124, 'reg_lambda': 1.1389701413954956}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:00,658] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 96, 'learning_rate': 0.14645976222378573, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.927948054828846, 'colsample_bytree': 0.9218234438183426, 'gamma': 1.1295383348655175, 'reg_alpha': 0.5527415644627536, 'reg_lambda': 1.0840704099433458}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:00,915] Trial 158 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.1101342178014117, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9063954457397556, 'colsample_bytree': 0.9314824902433302, 'gamma': 0.9725720388137559, 'reg_alpha': 0.7218951510078521, 'reg_lambda': 1.4758057741458186}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:01,073] Trial 159 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.1787640206111918, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9210082217253335, 'colsample_bytree': 0.903141409314165, 'gamma': 1.238886200652003, 'reg_alpha': 0.47186714207843156, 'reg_lambda': 1.2804846930096085}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:01,302] Trial 160 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 74, 'learning_rate': 0.0823322685185575, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8928291523240013, 'colsample_bytree': 0.9467762854288946, 'gamma': 2.729880153826593, 'reg_alpha': 0.7851961845563871, 'reg_lambda': 0.948538260171827}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:01,496] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.1238341508311965, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8826954920696757, 'colsample_bytree': 0.9574639637037164, 'gamma': 1.3555621089610157, 'reg_alpha': 0.5285908260215586, 'reg_lambda': 1.0486865608977045}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:01,672] Trial 162 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 83, 'learning_rate': 0.10390062887447664, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9059189758238351, 'colsample_bytree': 0.63060753733695, 'gamma': 1.4899525919374805, 'reg_alpha': 0.7203114070979437, 'reg_lambda': 1.2263104618118388}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:01,841] Trial 163 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 95, 'learning_rate': 0.13355000822068117, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.91849518501381, 'colsample_bytree': 0.8426117878371737, 'gamma': 1.7084996451753836, 'reg_alpha': 0.3628432561013083, 'reg_lambda': 1.5817271871261274}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:02,045] Trial 164 finished with value: 0.761904761904762 and parameters: {'n_estimators': 63, 'learning_rate': 0.11594517889622166, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8884242001237094, 'colsample_bytree': 0.9851494583838847, 'gamma': 1.06309359645445, 'reg_alpha': 0.5548951773298096, 'reg_lambda': 1.4317983132799599}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:02,197] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 62, 'learning_rate': 0.11961137890603879, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8979626861292627, 'colsample_bytree': 0.9840169380013782, 'gamma': 1.0457005577411287, 'reg_alpha': 0.5524934405570111, 'reg_lambda': 1.4565816643725429}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:02,351] Trial 166 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 69, 'learning_rate': 0.10931510538118779, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.945893652445396, 'colsample_bytree': 0.9709920503801284, 'gamma': 0.8074893276259674, 'reg_alpha': 0.49381886365317307, 'reg_lambda': 1.3659283487137721}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:02,643] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.13851355297180284, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8798560139843489, 'colsample_bytree': 0.9892360185550766, 'gamma': 1.1295073849646635, 'reg_alpha': 0.6446221412520705, 'reg_lambda': 1.407537885004621}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:02,913] Trial 168 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.12656055412479852, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8897362052022223, 'colsample_bytree': 0.8900599564044432, 'gamma': 1.2951126051698392, 'reg_alpha': 0.5246896631753548, 'reg_lambda': 2.681033143447645}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:03,210] Trial 169 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 65, 'learning_rate': 0.11620603272542637, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8662744170153935, 'colsample_bytree': 0.9984884468673187, 'gamma': 1.370806036517121, 'reg_alpha': 0.5610712087841452, 'reg_lambda': 1.5485114562012032}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:03,378] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 75, 'learning_rate': 0.0904518066559143, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9057455597912037, 'colsample_bytree': 0.9675437532367337, 'gamma': 1.1887767304573766, 'reg_alpha': 0.7007085799345294, 'reg_lambda': 1.4942409232244527}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:03,646] Trial 171 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 89, 'learning_rate': 0.07443249867387258, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7909349370969947, 'colsample_bytree': 0.6001421549793312, 'gamma': 0.9294196657503988, 'reg_alpha': 0.5720795749799854, 'reg_lambda': 1.9225226605830146}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:03,833] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 85, 'learning_rate': 0.09909657577168553, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8149258738140813, 'colsample_bytree': 0.9792849859366436, 'gamma': 1.4851684721092284, 'reg_alpha': 0.6009238488902909, 'reg_lambda': 1.8257366966068818}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:04,085] Trial 173 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.11144731624782638, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.873591475938498, 'colsample_bytree': 0.8623723449499026, 'gamma': 1.057000946815348, 'reg_alpha': 0.7617131751551549, 'reg_lambda': 1.1778031900811015}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:04,244] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 80, 'learning_rate': 0.08485655480605793, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8882634540183441, 'colsample_bytree': 0.9900143827381376, 'gamma': 1.4172076868232502, 'reg_alpha': 0.04623026924431435, 'reg_lambda': 1.3191995835444517}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:04,471] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 71, 'learning_rate': 0.05649770062299015, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7996651255101432, 'colsample_bytree': 0.8476695477108831, 'gamma': 1.7226799153186776, 'reg_alpha': 0.060131103575608955, 'reg_lambda': 2.5988654418943193}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:04,644] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 100, 'learning_rate': 0.10329887634991024, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.785453375102882, 'colsample_bytree': 0.7826171392126864, 'gamma': 1.568263418699724, 'reg_alpha': 0.027427565804761713, 'reg_lambda': 1.6094446148507733}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:04,821] Trial 177 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 59, 'learning_rate': 0.13144234051705397, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.832169753505199, 'colsample_bytree': 0.9366215104781281, 'gamma': 1.2883905056088136, 'reg_alpha': 0.07706150144895947, 'reg_lambda': 2.7808236115362894}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:04,987] Trial 178 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.15043251206255992, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7757989347816634, 'colsample_bytree': 0.8700874492336647, 'gamma': 1.7919268886428972, 'reg_alpha': 0.5998118865405714, 'reg_lambda': 1.7559144714230008}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:05,356] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.07866601187305637, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9016941038212356, 'colsample_bytree': 0.7120781607867981, 'gamma': 1.9732176915074509, 'reg_alpha': 0.03283599449917873, 'reg_lambda': 1.4187178746372633}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:05,563] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.09212876783291134, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8050879365849165, 'colsample_bytree': 0.9641926629852025, 'gamma': 1.6481902894170082, 'reg_alpha': 0.05901628797922752, 'reg_lambda': 1.6438556277954182}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:05,799] Trial 181 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 79, 'learning_rate': 0.09746418253350769, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7949528682560039, 'colsample_bytree': 0.87596241750786, 'gamma': 1.4446808570095284, 'reg_alpha': 0.6961041420841675, 'reg_lambda': 1.6828563089373803}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:05,974] Trial 182 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 86, 'learning_rate': 0.11847039589449303, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7901965400701123, 'colsample_bytree': 0.8940709587226472, 'gamma': 1.4947435118414845, 'reg_alpha': 0.6870321692499497, 'reg_lambda': 1.5666928361824362}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:06,169] Trial 183 finished with value: 0.761904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.09563369611619979, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7667804957165665, 'colsample_bytree': 0.880478102692234, 'gamma': 1.3805663156772479, 'reg_alpha': 0.6412724234090385, 'reg_lambda': 1.6796470847678844}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:06,322] Trial 184 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.09788442779273825, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7680434135692505, 'colsample_bytree': 0.8838490635282126, 'gamma': 1.1792643724609142, 'reg_alpha': 0.7021985018333763, 'reg_lambda': 1.6750427684579656}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:06,625] Trial 185 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.10662838225418172, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7820023197134431, 'colsample_bytree': 0.867814342946214, 'gamma': 1.3635208650160622, 'reg_alpha': 0.6725080550222606, 'reg_lambda': 1.5249788006257796}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:06,759] Trial 186 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 63, 'learning_rate': 0.08645867562939016, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7660826346059474, 'colsample_bytree': 0.8773752749920039, 'gamma': 1.2028458080767552, 'reg_alpha': 0.5122140565467103, 'reg_lambda': 1.726302406210038}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:06,998] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.09434440458498365, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7980912815818929, 'colsample_bytree': 0.8596839005156909, 'gamma': 1.4089289391123767, 'reg_alpha': 0.7030745912843244, 'reg_lambda': 2.2192332188523616}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:07,147] Trial 188 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.11223680328089847, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7757686852652526, 'colsample_bytree': 0.9077904792935967, 'gamma': 1.288437055763082, 'reg_alpha': 0.6481751270290783, 'reg_lambda': 1.6160545243897042}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:07,353] Trial 189 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.12391058124687028, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7587267108175308, 'colsample_bytree': 0.8950589518576906, 'gamma': 1.0490535859407042, 'reg_alpha': 0.7630868961101872, 'reg_lambda': 1.456938144272061}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:07,498] Trial 190 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 78, 'learning_rate': 0.14280469479710034, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8800560597940659, 'colsample_bytree': 0.8859415619512321, 'gamma': 1.5649466008965436, 'reg_alpha': 0.657211758603523, 'reg_lambda': 1.2583483806838425}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:07,705] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 91, 'learning_rate': 0.10176544856802643, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.814060291126977, 'colsample_bytree': 0.8530277391966344, 'gamma': 1.483078314834158, 'reg_alpha': 0.5461486993490727, 'reg_lambda': 1.8009398811548698}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:07,951] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 93, 'learning_rate': 0.10233813277591025, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8215635916837888, 'colsample_bytree': 0.8488856070305285, 'gamma': 1.451732609233468, 'reg_alpha': 0.5854797510471503, 'reg_lambda': 1.7775102028444052}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:08,134] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 99, 'learning_rate': 0.1010400043804879, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.828596374505635, 'colsample_bytree': 0.8534322633050944, 'gamma': 1.4517706395530783, 'reg_alpha': 0.5864863585217461, 'reg_lambda': 1.884141310940549}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:08,298] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 92, 'learning_rate': 0.10652399039584723, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8464391103399005, 'colsample_bytree': 0.8317461329591124, 'gamma': 1.331819422292233, 'reg_alpha': 0.5485484101033125, 'reg_lambda': 1.7751780857728126}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:08,638] Trial 195 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 95, 'learning_rate': 0.09154333118497486, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8170905630399288, 'colsample_bytree': 0.8533327586318572, 'gamma': 1.5327787835630056, 'reg_alpha': 0.617725718740488, 'reg_lambda': 1.7126008054867645}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:08,817] Trial 196 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.11568085921296305, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8236959899945048, 'colsample_bytree': 0.8399744946152621, 'gamma': 1.2222178327978812, 'reg_alpha': 0.5362721766362202, 'reg_lambda': 1.655923117473568}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:09,156] Trial 197 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 202, 'learning_rate': 0.10318129736148858, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8099746363542216, 'colsample_bytree': 0.8666508745226436, 'gamma': 1.637505304249705, 'reg_alpha': 0.5780449234786746, 'reg_lambda': 1.823029646672359}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:09,401] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.09774600796938238, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8098343692443607, 'colsample_bytree': 0.8676029023341442, 'gamma': 1.3821360870844182, 'reg_alpha': 0.5673889175493294, 'reg_lambda': 1.799877020294726}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:09,718] Trial 199 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.1013509355537823, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8086606681706489, 'colsample_bytree': 0.8712699468818077, 'gamma': 1.1027047896708158, 'reg_alpha': 0.5728837577209563, 'reg_lambda': 1.8267116148792995}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:09,721] A new study created in memory with name: no-name-dd4aa067-6833-4bfc-9d6c-6c86abc14d21
[I 2025-11-03 19:56:10,037] Trial 0 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.19871582157531884, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8911676780807753, 'colsample_bytree': 0.9246789999922458, 'gamma': 4.316686557418679, 'reg_alpha': 0.5971174000576879, 'reg_lambda': 1.6996620773187017}. Best is trial 0 with value: 0.6755952380952381.
[I 2025-11-03 19:56:10,254] Trial 1 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.05608455523347469, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7453561995963823, 'colsample_bytree': 0.6137312337678092, 'gamma': 3.394245750121579, 'reg_alpha': 0.3351426528393274, 'reg_lambda': 2.782922760714787}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:10,494] Trial 2 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 249, 'learning_rate': 0.036304756765091734, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6933626425848035, 'colsample_bytree': 0.9443804486240013, 'gamma': 4.975203957394304, 'reg_alpha': 0.10625805911718988, 'reg_lambda': 0.5256949834644074}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:10,749] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.017499317365180476, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9971748567698614, 'colsample_bytree': 0.7363622365751828, 'gamma': 4.507170245442092, 'reg_alpha': 0.15482811537142693, 'reg_lambda': 1.8611768176961525}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:10,958] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.01933381467937878, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8900845690652611, 'colsample_bytree': 0.7585165020819297, 'gamma': 4.141356220102185, 'reg_alpha': 0.025371912109101835, 'reg_lambda': 1.1562892850627553}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:11,143] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 145, 'learning_rate': 0.08567525188150511, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9404230375164931, 'colsample_bytree': 0.718520082261473, 'gamma': 1.9963335713520391, 'reg_alpha': 0.596996604580424, 'reg_lambda': 2.8421016135443082}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:11,514] Trial 6 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 248, 'learning_rate': 0.01126274679062645, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9284445418347534, 'colsample_bytree': 0.690041251662062, 'gamma': 3.9340446799538547, 'reg_alpha': 0.04017240446525938, 'reg_lambda': 2.2677071063996186}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:11,743] Trial 7 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 184, 'learning_rate': 0.08115960276734636, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.676172283735283, 'colsample_bytree': 0.6073796034675379, 'gamma': 3.9870396606743386, 'reg_alpha': 0.315353174931713, 'reg_lambda': 1.0633872918982499}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:11,960] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.041168011582270465, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.9668578387047695, 'colsample_bytree': 0.7682432089683103, 'gamma': 2.52634930412992, 'reg_alpha': 0.5096746076722193, 'reg_lambda': 2.0088451897540183}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:12,023] Trial 9 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 32, 'learning_rate': 0.02046858887871204, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9554861212607608, 'colsample_bytree': 0.6412100224941868, 'gamma': 3.51237293890955, 'reg_alpha': 0.4419983814541075, 'reg_lambda': 2.6542600393752553}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:12,301] Trial 10 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 184, 'learning_rate': 0.26826399850075233, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7699862487829794, 'colsample_bytree': 0.8616434256509595, 'gamma': 0.28025296972876257, 'reg_alpha': 0.9187904285417399, 'reg_lambda': 2.4634728994989765}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:12,539] Trial 11 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 248, 'learning_rate': 0.045585390879090686, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6347664078364018, 'colsample_bytree': 0.9946763357904627, 'gamma': 4.959127991700821, 'reg_alpha': 0.2584731061755274, 'reg_lambda': 0.5100659659975812}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:12,799] Trial 12 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 196, 'learning_rate': 0.07515037421401718, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.605574199156067, 'colsample_bytree': 0.8365597584337496, 'gamma': 2.9554693388195017, 'reg_alpha': 0.2919886957923886, 'reg_lambda': 0.5760509182888898}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:13,101] Trial 13 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 213, 'learning_rate': 0.1427324026772844, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.777474703889076, 'colsample_bytree': 0.9938496973168102, 'gamma': 1.6799449413784564, 'reg_alpha': 0.31144761886588657, 'reg_lambda': 1.371714826346097}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:13,277] Trial 14 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 104, 'learning_rate': 0.04574048088522519, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.6996689050071457, 'colsample_bytree': 0.8275442770175215, 'gamma': 3.2451183808360486, 'reg_alpha': 0.899977712234066, 'reg_lambda': 2.9354744541005617}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:13,558] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 166, 'learning_rate': 0.028809385819086483, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.6502701006764187, 'colsample_bytree': 0.8948586603821905, 'gamma': 4.967525856004022, 'reg_alpha': 0.22621472128047893, 'reg_lambda': 0.8636557647701255}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:13,850] Trial 16 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.06124813203103686, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8298502088576543, 'colsample_bytree': 0.9955057275685849, 'gamma': 1.044417164439924, 'reg_alpha': 0.7617644550078555, 'reg_lambda': 1.5872469769749458}. Best is trial 16 with value: 0.7440476190476191.
[I 2025-11-03 19:56:14,086] Trial 17 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 219, 'learning_rate': 0.10645914836378502, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8179788550423466, 'colsample_bytree': 0.6844203092638412, 'gamma': 0.6448785354110802, 'reg_alpha': 0.769058424304172, 'reg_lambda': 2.184700007111748}. Best is trial 16 with value: 0.7440476190476191.
[I 2025-11-03 19:56:14,367] Trial 18 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 214, 'learning_rate': 0.11145249741042254, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8391712157152185, 'colsample_bytree': 0.6708660425033692, 'gamma': 0.29514055331661493, 'reg_alpha': 0.7430136092415931, 'reg_lambda': 1.5456245867058587}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:14,598] Trial 19 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 206, 'learning_rate': 0.14222618484709157, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8330612001241233, 'colsample_bytree': 0.7995815773856625, 'gamma': 1.057359754682689, 'reg_alpha': 0.7678791229793689, 'reg_lambda': 1.5782533012353122}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:14,810] Trial 20 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.1352847176201103, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8600598592381057, 'colsample_bytree': 0.666707667219302, 'gamma': 0.008478115890288462, 'reg_alpha': 0.7281968346569174, 'reg_lambda': 1.4940760180702874}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:14,992] Trial 21 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.13333736291171036, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8587196440457963, 'colsample_bytree': 0.6633185256849818, 'gamma': 0.0007361493098301253, 'reg_alpha': 0.7564897439455608, 'reg_lambda': 1.4748456062851685}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:15,158] Trial 22 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 65, 'learning_rate': 0.22794703513679093, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8603914406745388, 'colsample_bytree': 0.7119585240391038, 'gamma': 1.0761151610642865, 'reg_alpha': 0.6656425563626015, 'reg_lambda': 1.2886057162086129}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:15,453] Trial 23 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 117, 'learning_rate': 0.06300870570903887, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8008568708972734, 'colsample_bytree': 0.6464551587883774, 'gamma': 0.6895887109484181, 'reg_alpha': 0.8396578379425376, 'reg_lambda': 1.8154487118327223}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:15,823] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.10630662489127868, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8922481875419678, 'colsample_bytree': 0.7721989947521473, 'gamma': 1.524042157502697, 'reg_alpha': 0.9735600770844497, 'reg_lambda': 0.9273887250074351}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:16,082] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 60, 'learning_rate': 0.1932542793132109, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7349083178357647, 'colsample_bytree': 0.6818499450144864, 'gamma': 0.43934537789642514, 'reg_alpha': 0.6418565288741813, 'reg_lambda': 1.5948709720511636}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:16,362] Trial 26 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 232, 'learning_rate': 0.09751621701599769, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8449258439133055, 'colsample_bytree': 0.9554908087785001, 'gamma': 0.012939525069408684, 'reg_alpha': 0.6889804348578221, 'reg_lambda': 2.0129518096782832}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:16,810] Trial 27 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.06475044675363285, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8367354042704558, 'colsample_bytree': 0.9604291409977481, 'gamma': 0.9526251394663863, 'reg_alpha': 0.5028827347535385, 'reg_lambda': 2.050716063945252}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:17,063] Trial 28 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.10681514179255966, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7911748992406806, 'colsample_bytree': 0.9086410884131347, 'gamma': 1.3708340239376906, 'reg_alpha': 0.8405322699655072, 'reg_lambda': 2.391030114045073}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:17,288] Trial 29 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 232, 'learning_rate': 0.18266784054774893, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9064401351757282, 'colsample_bytree': 0.9097235348161283, 'gamma': 1.4981250048108488, 'reg_alpha': 0.8349604400611473, 'reg_lambda': 2.356745355143663}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:17,594] Trial 30 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 200, 'learning_rate': 0.10351401839510571, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7813302044744944, 'colsample_bytree': 0.8800577564683494, 'gamma': 1.9390729833707014, 'reg_alpha': 0.6270739640627769, 'reg_lambda': 2.5494308810484387}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:17,851] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.09395892521582724, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8070035320199179, 'colsample_bytree': 0.9469724807257942, 'gamma': 0.3215191617962366, 'reg_alpha': 0.8374129143009519, 'reg_lambda': 1.739280613826774}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:18,217] Trial 32 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 229, 'learning_rate': 0.06980856093220827, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7509294923573537, 'colsample_bytree': 0.9211117567369543, 'gamma': 1.2344761280016967, 'reg_alpha': 0.6926215048053372, 'reg_lambda': 2.0094198100793803}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:18,515] Trial 33 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 195, 'learning_rate': 0.058499363189796635, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.830084869437279, 'colsample_bytree': 0.9670066873269237, 'gamma': 0.6518851772427973, 'reg_alpha': 0.5524840188458102, 'reg_lambda': 2.113035271118801}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:18,747] Trial 34 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.051634334239780304, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7251301751860117, 'colsample_bytree': 0.9595069397875289, 'gamma': 0.5505873419674121, 'reg_alpha': 0.5878463793560242, 'reg_lambda': 2.1808233274459847}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:19,122] Trial 35 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 169, 'learning_rate': 0.028889301821636813, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8746202976256063, 'colsample_bytree': 0.969518997766863, 'gamma': 0.7847687729681775, 'reg_alpha': 0.42329849479607384, 'reg_lambda': 1.8764537235820864}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:19,391] Trial 36 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 239, 'learning_rate': 0.17268455296080565, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7840077779447768, 'colsample_bytree': 0.9244447039493603, 'gamma': 0.2137190028726927, 'reg_alpha': 0.5843194678784053, 'reg_lambda': 2.1204739366360883}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:19,745] Trial 37 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 211, 'learning_rate': 0.11471932133638456, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8428846363682013, 'colsample_bytree': 0.8668106163397526, 'gamma': 2.2890541796686104, 'reg_alpha': 0.3794036821419474, 'reg_lambda': 2.3866496790712883}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:20,003] Trial 38 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 188, 'learning_rate': 0.08976352177186889, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9167901304367634, 'colsample_bytree': 0.9363158006403483, 'gamma': 1.3106334687866252, 'reg_alpha': 0.564728760180568, 'reg_lambda': 2.6286673714589006}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:20,427] Trial 39 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.03354933358424969, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8139161244641792, 'colsample_bytree': 0.8973226691305491, 'gamma': 0.7077895388529001, 'reg_alpha': 0.6968282596071613, 'reg_lambda': 1.9342950626919897}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:20,649] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.08019236758763174, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.7529812125730303, 'colsample_bytree': 0.9751732475178599, 'gamma': 0.17877371227366273, 'reg_alpha': 0.9134532282823176, 'reg_lambda': 2.3000884112503135}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:21,132] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 224, 'learning_rate': 0.057490483410301205, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8247532679207746, 'colsample_bytree': 0.9779381899125646, 'gamma': 0.8485826697033565, 'reg_alpha': 0.7932115067103043, 'reg_lambda': 1.6801013906037872}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:21,386] Trial 42 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 221, 'learning_rate': 0.05324213926937263, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8833924230884858, 'colsample_bytree': 0.93979335158646, 'gamma': 0.4830686142901959, 'reg_alpha': 0.8150366587229254, 'reg_lambda': 1.7556209893094838}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:21,748] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 207, 'learning_rate': 0.0392737330334962, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.791394033533776, 'colsample_bytree': 0.979600007499496, 'gamma': 0.835907321777918, 'reg_alpha': 0.9901908344160586, 'reg_lambda': 1.6792485580303238}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:22,027] Trial 44 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 241, 'learning_rate': 0.12152399388433527, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8517731125892704, 'colsample_bytree': 0.9545121020639811, 'gamma': 0.4324171266200668, 'reg_alpha': 0.5278046963140983, 'reg_lambda': 1.2980353249021248}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:22,431] Trial 45 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.15684861868265706, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8549182983653653, 'colsample_bytree': 0.9522193249378138, 'gamma': 0.43214777876302446, 'reg_alpha': 0.5438798311308991, 'reg_lambda': 1.2542986199268005}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:22,718] Trial 46 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.2205597698370286, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8979732853739173, 'colsample_bytree': 0.7366670518319681, 'gamma': 0.17459590872988018, 'reg_alpha': 0.5209730524705662, 'reg_lambda': 1.0407957046244434}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:23,063] Trial 47 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 238, 'learning_rate': 0.23263662929335063, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9695740917924799, 'colsample_bytree': 0.7285450389206835, 'gamma': 0.005643100992418002, 'reg_alpha': 0.46086643547650197, 'reg_lambda': 0.7674336089085065}. Best is trial 47 with value: 0.7678571428571428.
[I 2025-11-03 19:56:23,274] Trial 48 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 180, 'learning_rate': 0.2920194096924199, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.979912347832283, 'colsample_bytree': 0.7363841149061605, 'gamma': 0.006372966508373823, 'reg_alpha': 0.4583041051982444, 'reg_lambda': 0.7140834930979627}. Best is trial 47 with value: 0.7678571428571428.
[I 2025-11-03 19:56:23,473] Trial 49 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 152, 'learning_rate': 0.2396620514761816, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9467496373828148, 'colsample_bytree': 0.7154202598759322, 'gamma': 0.17653469482441503, 'reg_alpha': 0.3814143030626147, 'reg_lambda': 0.8802744827956883}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:23,742] Trial 50 finished with value: 0.75 and parameters: {'n_estimators': 130, 'learning_rate': 0.22946796264184013, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9420738721008725, 'colsample_bytree': 0.7096617417479031, 'gamma': 0.1615525476523093, 'reg_alpha': 0.3684403312633959, 'reg_lambda': 1.030919671639223}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:23,924] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.23649093472315286, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9904876751651843, 'colsample_bytree': 0.7414364943905288, 'gamma': 0.2502290116932474, 'reg_alpha': 0.4576494114112878, 'reg_lambda': 0.7773569313297104}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:24,185] Trial 52 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.2643397278606996, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.9590914128776377, 'colsample_bytree': 0.7891792928568115, 'gamma': 0.21383045610479018, 'reg_alpha': 0.48349482063107296, 'reg_lambda': 0.6292911550892555}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:24,502] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 237, 'learning_rate': 0.20092874925599818, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9343221372973188, 'colsample_bytree': 0.6999292848060669, 'gamma': 0.5904016556884278, 'reg_alpha': 0.3975218907817644, 'reg_lambda': 1.0095662030784118}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:24,879] Trial 54 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 190, 'learning_rate': 0.15912960214082372, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9097792010709245, 'colsample_bytree': 0.7492226022061194, 'gamma': 0.03595938998176418, 'reg_alpha': 0.20066493144290204, 'reg_lambda': 0.8508392028538881}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:25,139] Trial 55 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 202, 'learning_rate': 0.013190384928793592, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9468346002130719, 'colsample_bytree': 0.8252445648050077, 'gamma': 0.6002778476696211, 'reg_alpha': 0.334082938711622, 'reg_lambda': 1.139496098781373}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:25,441] Trial 56 finished with value: 0.6875 and parameters: {'n_estimators': 213, 'learning_rate': 0.2996807521289575, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9721246725051299, 'colsample_bytree': 0.6285772269871706, 'gamma': 2.853617421757457, 'reg_alpha': 0.6389345072725393, 'reg_lambda': 0.6374982624649397}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:25,652] Trial 57 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 176, 'learning_rate': 0.25445446959949974, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9263692666242882, 'colsample_bytree': 0.7217486684620535, 'gamma': 0.30679615319253656, 'reg_alpha': 0.4240508483719595, 'reg_lambda': 1.1467616322378502}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:26,458] Trial 58 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 174, 'learning_rate': 0.209482479087682, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9185865068286231, 'colsample_bytree': 0.7216496984275534, 'gamma': 0.38997979174281255, 'reg_alpha': 0.28611128217880133, 'reg_lambda': 1.1653111677890338}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:26,730] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 155, 'learning_rate': 0.2484090086437569, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9013057644165362, 'colsample_bytree': 0.7720680812603582, 'gamma': 4.531003260971123, 'reg_alpha': 0.4214911495579545, 'reg_lambda': 0.9207735790546068}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:26,998] Trial 60 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.20608735266384334, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9559678997194099, 'colsample_bytree': 0.7279677630068937, 'gamma': 0.13052426238198625, 'reg_alpha': 0.06528920281604783, 'reg_lambda': 0.7602203606167565}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:27,232] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 214, 'learning_rate': 0.17795948735293754, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.873775048847046, 'colsample_bytree': 0.6696153381942548, 'gamma': 0.32018153165741503, 'reg_alpha': 0.4948504669056607, 'reg_lambda': 1.1544002007769276}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:27,548] Trial 62 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 192, 'learning_rate': 0.17073736005414858, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.874994513430545, 'colsample_bytree': 0.752658103976095, 'gamma': 0.32772308400318667, 'reg_alpha': 0.48777186215768, 'reg_lambda': 1.1206749344886668}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:27,755] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.24937887144839507, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9310105711371429, 'colsample_bytree': 0.6935690523939624, 'gamma': 0.009804437653254755, 'reg_alpha': 0.40158636537199743, 'reg_lambda': 1.3785062606082954}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:27,959] Trial 64 finished with value: 0.675595238095238 and parameters: {'n_estimators': 219, 'learning_rate': 0.21782247890565642, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8937578114204515, 'colsample_bytree': 0.6410563017242674, 'gamma': 3.665839481279947, 'reg_alpha': 0.3568739642319453, 'reg_lambda': 0.9894631756594705}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:28,221] Trial 65 finished with value: 0.755952380952381 and parameters: {'n_estimators': 180, 'learning_rate': 0.2738737208245602, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9943928173767244, 'colsample_bytree': 0.7063340151579282, 'gamma': 0.9391637438532783, 'reg_alpha': 0.5432628558519691, 'reg_lambda': 0.8950991630598827}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:28,468] Trial 66 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 244, 'learning_rate': 0.15387946781014297, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.873150026166941, 'colsample_bytree': 0.6761028436160357, 'gamma': 0.5527929007962981, 'reg_alpha': 0.4748163235861698, 'reg_lambda': 1.2217910434396095}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:28,732] Trial 67 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.19062809480862514, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9190036211755933, 'colsample_bytree': 0.6519063259448555, 'gamma': 0.3647694628186724, 'reg_alpha': 0.515354773846891, 'reg_lambda': 1.3806730444569537}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:29,046] Trial 68 finished with value: 0.75 and parameters: {'n_estimators': 204, 'learning_rate': 0.17827015595205287, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9780378597174199, 'colsample_bytree': 0.6184775296313059, 'gamma': 0.7541031690320809, 'reg_alpha': 0.4309319217440418, 'reg_lambda': 0.8189232548433276}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:29,273] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.1325684898827951, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8851527083778846, 'colsample_bytree': 0.7914515308838797, 'gamma': 1.108272979778387, 'reg_alpha': 0.6203346496773561, 'reg_lambda': 1.0773905929370597}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:29,457] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 22, 'learning_rate': 0.2625522106963609, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.95020059701826, 'colsample_bytree': 0.6604580813619902, 'gamma': 1.834510521909603, 'reg_alpha': 0.5661838153238204, 'reg_lambda': 0.7176088199821633}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:29,706] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.15317833713773132, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8686811172741081, 'colsample_bytree': 0.6798201751538477, 'gamma': 0.5715000889460464, 'reg_alpha': 0.4649616979544464, 'reg_lambda': 1.2556616957854296}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:30,048] Trial 72 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 225, 'learning_rate': 0.22252672981730387, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8438552332549171, 'colsample_bytree': 0.7623839279108393, 'gamma': 0.14687375941142158, 'reg_alpha': 0.4975889237797395, 'reg_lambda': 1.174501727167212}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:30,272] Trial 73 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.14508092888746799, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8989035155778548, 'colsample_bytree': 0.727149166291992, 'gamma': 0.5181769042356655, 'reg_alpha': 0.607263928854841, 'reg_lambda': 0.9631857780819287}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:30,778] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 240, 'learning_rate': 0.16796302908552505, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9237396554197421, 'colsample_bytree': 0.689026793099655, 'gamma': 0.31731385428518194, 'reg_alpha': 0.3419269746425503, 'reg_lambda': 0.5088024333376078}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:31,005] Trial 75 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.12656974763664683, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8722009798617283, 'colsample_bytree': 0.6759153838129014, 'gamma': 0.6910736641817691, 'reg_alpha': 0.6720159353804973, 'reg_lambda': 2.1045955577660727}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:31,324] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 209, 'learning_rate': 0.09813541368885491, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9081782327813014, 'colsample_bytree': 0.7174662315061462, 'gamma': 0.11214275040062113, 'reg_alpha': 0.40400868266586143, 'reg_lambda': 1.9079858306560293}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:31,577] Trial 77 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.19013941142237312, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8192199461750768, 'colsample_bytree': 0.6958121092376416, 'gamma': 0.2897040348041216, 'reg_alpha': 0.448458786557736, 'reg_lambda': 1.460429207255001}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:31,826] Trial 78 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.19263639095661023, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8244801742295731, 'colsample_bytree': 0.6941447370855925, 'gamma': 2.2075050291162914, 'reg_alpha': 0.44207344593125697, 'reg_lambda': 1.4633735981834235}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:32,052] Trial 79 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 196, 'learning_rate': 0.28324736034848197, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.805981504804111, 'colsample_bytree': 0.7422193232025099, 'gamma': 0.2837090738002163, 'reg_alpha': 0.2761684080653691, 'reg_lambda': 1.069028691364148}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:32,304] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.24754408072248962, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7663871516557282, 'colsample_bytree': 0.7026262224205193, 'gamma': 0.13241319417226066, 'reg_alpha': 0.3169916900056077, 'reg_lambda': 2.193973189903157}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:32,536] Trial 81 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.21452495486716625, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9657231007111539, 'colsample_bytree': 0.6580046773251462, 'gamma': 0.4522809328100536, 'reg_alpha': 0.47603915532939484, 'reg_lambda': 1.2095089191130115}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:32,923] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.04686736250980312, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9680260938997846, 'colsample_bytree': 0.6563575109287455, 'gamma': 0.438847135847781, 'reg_alpha': 0.5245399141892289, 'reg_lambda': 1.3113064578527498}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:33,154] Trial 83 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 231, 'learning_rate': 0.2111267608442044, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9628444786972299, 'colsample_bytree': 0.6390146228939172, 'gamma': 0.8846520001315805, 'reg_alpha': 0.5569069656275892, 'reg_lambda': 1.4228719902265021}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:33,512] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 218, 'learning_rate': 0.23590555826972004, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9346916381339812, 'colsample_bytree': 0.6679362381777245, 'gamma': 0.2539528319357499, 'reg_alpha': 0.38034172304532865, 'reg_lambda': 1.215940862975053}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:33,751] Trial 85 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.17906857362243123, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8341253722344472, 'colsample_bytree': 0.6063817096317485, 'gamma': 0.7143835707555852, 'reg_alpha': 0.4343738344399082, 'reg_lambda': 1.9831051687427221}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:34,170] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.07716113983790283, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9865175206318473, 'colsample_bytree': 0.7279284927778042, 'gamma': 0.08617256149264838, 'reg_alpha': 0.5018859527955509, 'reg_lambda': 1.3321093455706432}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:34,393] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.1953430740801412, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8168795830217261, 'colsample_bytree': 0.6864439869502116, 'gamma': 0.4666073851602225, 'reg_alpha': 0.5826421507698994, 'reg_lambda': 1.1008816702440796}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:34,630] Trial 88 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 210, 'learning_rate': 0.26368497700721777, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9424166966789831, 'colsample_bytree': 0.8216524790508295, 'gamma': 0.0021288599175407485, 'reg_alpha': 0.4481736477058795, 'reg_lambda': 1.6333600345526618}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:34,959] Trial 89 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 186, 'learning_rate': 0.22389738483476335, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8488732279261011, 'colsample_bytree': 0.9868045188941267, 'gamma': 0.23401350181950042, 'reg_alpha': 0.7151131876878273, 'reg_lambda': 1.5237643497818991}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:35,234] Trial 90 finished with value: 0.755952380952381 and parameters: {'n_estimators': 197, 'learning_rate': 0.0855436508997049, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9287045659476095, 'colsample_bytree': 0.8433116294512332, 'gamma': 0.39097320003620456, 'reg_alpha': 0.5326939073479375, 'reg_lambda': 1.8157163019260452}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:35,630] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 243, 'learning_rate': 0.15985217105957467, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8913305036512491, 'colsample_bytree': 0.7140215878239603, 'gamma': 0.6130693005547742, 'reg_alpha': 0.47518822594489996, 'reg_lambda': 1.1837048691736902}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:35,910] Trial 92 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.022012728407567482, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8604173262972853, 'colsample_bytree': 0.6733060009266527, 'gamma': 0.5425816249081924, 'reg_alpha': 0.41243234024216285, 'reg_lambda': 0.9550946211047059}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:36,243] Trial 93 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 222, 'learning_rate': 0.20530968772996963, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8640014605063815, 'colsample_bytree': 0.6276243836340538, 'gamma': 0.2242311516261896, 'reg_alpha': 0.47959699668707884, 'reg_lambda': 1.0438445199465058}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:36,490] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.24177249393429673, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.865553669047566, 'colsample_bytree': 0.6250082554862746, 'gamma': 0.20637471731840312, 'reg_alpha': 0.5089907909074294, 'reg_lambda': 1.0318528180807052}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:36,846] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.06722705965492778, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8242956677924668, 'colsample_bytree': 0.6967962762133095, 'gamma': 0.3202678945361077, 'reg_alpha': 0.3607423762528948, 'reg_lambda': 0.8660369417533502}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:37,097] Trial 96 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.18534281465041175, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9527021525970906, 'colsample_bytree': 0.631167334051792, 'gamma': 0.17040927777241055, 'reg_alpha': 0.3914389503109974, 'reg_lambda': 0.7800711387933004}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:37,591] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.20217033198933687, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8803315430363402, 'colsample_bytree': 0.7815749118801649, 'gamma': 0.4383090938526317, 'reg_alpha': 0.4556537503954062, 'reg_lambda': 2.2621739875355398}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:37,777] Trial 98 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.28743803511793714, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8509081585617776, 'colsample_bytree': 0.6496395466999594, 'gamma': 1.015529950356017, 'reg_alpha': 0.48531917674215347, 'reg_lambda': 0.645751116513831}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:38,164] Trial 99 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 204, 'learning_rate': 0.21853767555556938, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7967266545527932, 'colsample_bytree': 0.6005527318402624, 'gamma': 0.07296052301289802, 'reg_alpha': 0.5527478285092359, 'reg_lambda': 1.02707391041962}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:38,398] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 204, 'learning_rate': 0.21460524487302757, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8096419997356732, 'colsample_bytree': 0.6182548139004479, 'gamma': 0.051352810285224565, 'reg_alpha': 0.23957330983929823, 'reg_lambda': 1.0096179363791065}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:38,722] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.2562576977946715, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7976971651661577, 'colsample_bytree': 0.6363311674066144, 'gamma': 0.29950689852209345, 'reg_alpha': 0.5559876080509494, 'reg_lambda': 1.1099043154488029}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:39,004] Trial 102 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 192, 'learning_rate': 0.23014648380318248, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8386130696836296, 'colsample_bytree': 0.6087823221489661, 'gamma': 0.11266436511221725, 'reg_alpha': 0.5753915729249881, 'reg_lambda': 0.9071947610330102}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:39,324] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.17009428163089074, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7747493616567744, 'colsample_bytree': 0.6001134086595058, 'gamma': 2.681114796787676, 'reg_alpha': 0.6093790295649697, 'reg_lambda': 0.8353762508814029}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:39,542] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.20465673168124762, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9712318562879407, 'colsample_bytree': 0.9679187278204272, 'gamma': 0.37626445247155393, 'reg_alpha': 0.6561509255337601, 'reg_lambda': 1.06221348386621}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:39,729] Trial 105 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.14071198682555827, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9115331047784222, 'colsample_bytree': 0.6626324971178743, 'gamma': 0.2412180166152757, 'reg_alpha': 0.4191853812759338, 'reg_lambda': 1.2236878205826103}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:40,079] Trial 106 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 199, 'learning_rate': 0.269496846899204, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7881276839944009, 'colsample_bytree': 0.8101175441256454, 'gamma': 0.801013522821834, 'reg_alpha': 0.537686496628208, 'reg_lambda': 0.953556277670913}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:40,321] Trial 107 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 183, 'learning_rate': 0.11791732449300672, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8301194080711136, 'colsample_bytree': 0.7492956209193375, 'gamma': 0.6526850271018518, 'reg_alpha': 0.5102541746046464, 'reg_lambda': 2.0793747154453435}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:40,591] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.05872942226096412, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7975148477685434, 'colsample_bytree': 0.7373810819343738, 'gamma': 0.4981412952197905, 'reg_alpha': 0.47129299807512526, 'reg_lambda': 0.7012090378693339}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:40,908] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.18536895228454553, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9989491829746224, 'colsample_bytree': 0.7609810298754734, 'gamma': 0.08332592754046153, 'reg_alpha': 0.4413144397044561, 'reg_lambda': 1.1420545627377963}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:41,263] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.22322585521787877, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9806783625210221, 'colsample_bytree': 0.7100582275952301, 'gamma': 0.17855897822449918, 'reg_alpha': 0.5989263646318003, 'reg_lambda': 0.8981064474325885}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:41,522] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 241, 'learning_rate': 0.14916514350225077, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8779027823411374, 'colsample_bytree': 0.6819357291773788, 'gamma': 0.5337549056268465, 'reg_alpha': 0.48447244287814345, 'reg_lambda': 1.0433114904742575}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:41,802] Trial 112 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 245, 'learning_rate': 0.1683721844986854, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8570598237669602, 'colsample_bytree': 0.7219677200081853, 'gamma': 0.3744936466518765, 'reg_alpha': 0.4665556157365049, 'reg_lambda': 1.246025415093016}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:42,122] Trial 113 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.24089181169060003, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8998394977303321, 'colsample_bytree': 0.64650235334743, 'gamma': 0.011772172383084792, 'reg_alpha': 0.3840995614493793, 'reg_lambda': 1.3275853304307383}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:42,582] Trial 114 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 217, 'learning_rate': 0.2501331280270963, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9008126979013045, 'colsample_bytree': 0.6446833112774182, 'gamma': 0.04277032748331955, 'reg_alpha': 0.38389017053428615, 'reg_lambda': 1.4134051460490806}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:42,856] Trial 115 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.27243999731872776, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8433201836504125, 'colsample_bytree': 0.9990574859702114, 'gamma': 0.2713402113668646, 'reg_alpha': 0.3444763930891432, 'reg_lambda': 1.3338659404874125}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:43,166] Trial 116 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.2990027423911231, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.942134085420846, 'colsample_bytree': 0.6243157502667226, 'gamma': 0.13076374059831958, 'reg_alpha': 0.41118787724459743, 'reg_lambda': 1.19294934319531}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:43,401] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.23174289432587822, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8863892691912678, 'colsample_bytree': 0.6600011723552757, 'gamma': 0.019829681715554576, 'reg_alpha': 0.5221469133192466, 'reg_lambda': 0.9965029096263713}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:43,670] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.20095194372672412, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9229774548497556, 'colsample_bytree': 0.6135845504679637, 'gamma': 0.331196015010581, 'reg_alpha': 0.3114958822605051, 'reg_lambda': 1.2885688615547246}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:43,904] Trial 119 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 234, 'learning_rate': 0.21227543739592603, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9604305105497171, 'colsample_bytree': 0.6532464075553535, 'gamma': 3.103642296320539, 'reg_alpha': 0.8635945342153823, 'reg_lambda': 1.1092080279313798}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:44,109] Trial 120 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.24261946625238065, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7630519779374859, 'colsample_bytree': 0.6341309761576971, 'gamma': 0.2041007384153738, 'reg_alpha': 0.43208294747614123, 'reg_lambda': 1.1540054795361907}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:44,375] Trial 121 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 146, 'learning_rate': 0.24490543859729524, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8186227901019953, 'colsample_bytree': 0.6000320465805943, 'gamma': 0.17400362853132345, 'reg_alpha': 0.4293961034616707, 'reg_lambda': 1.1523522506806312}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:44,577] Trial 122 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 159, 'learning_rate': 0.2428317151447238, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7595831561959732, 'colsample_bytree': 0.6029504393124234, 'gamma': 0.21633790356675509, 'reg_alpha': 0.4274461742187806, 'reg_lambda': 1.9881140826896482}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:44,810] Trial 123 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 158, 'learning_rate': 0.2436540388499188, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7168613673538383, 'colsample_bytree': 0.6003410049439044, 'gamma': 0.21367868224093045, 'reg_alpha': 0.4306252113528675, 'reg_lambda': 2.1752999826203867}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:45,158] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 160, 'learning_rate': 0.2485028887648549, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6898257107996495, 'colsample_bytree': 0.6088058792800674, 'gamma': 0.0010771306890097754, 'reg_alpha': 0.37382147240649366, 'reg_lambda': 2.2563160804715627}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:45,352] Trial 125 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 150, 'learning_rate': 0.2732023532196554, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7226622860101064, 'colsample_bytree': 0.6182224653840572, 'gamma': 0.2114023718823645, 'reg_alpha': 0.4239585950954915, 'reg_lambda': 1.9784526674767517}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:45,556] Trial 126 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 145, 'learning_rate': 0.28059035289538237, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.724755270521797, 'colsample_bytree': 0.6012478167383405, 'gamma': 0.14711916523246527, 'reg_alpha': 0.42889092518618666, 'reg_lambda': 2.1801212177470823}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:45,851] Trial 127 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 146, 'learning_rate': 0.275887687088256, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.74200846545375, 'colsample_bytree': 0.6212698160972904, 'gamma': 0.4440056910323815, 'reg_alpha': 0.3957756996932559, 'reg_lambda': 1.8072312096687815}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:46,074] Trial 128 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 168, 'learning_rate': 0.288713772396053, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7687082536875383, 'colsample_bytree': 0.6100942712857066, 'gamma': 0.12038029284198495, 'reg_alpha': 0.44559863045787573, 'reg_lambda': 1.999526504378395}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:46,293] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 153, 'learning_rate': 0.25706741161481006, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7199837970417877, 'colsample_bytree': 0.6368928193074558, 'gamma': 0.24390765660812727, 'reg_alpha': 0.41198576155254324, 'reg_lambda': 2.793627805043527}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:46,598] Trial 130 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 140, 'learning_rate': 0.23208247661656972, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7567569368315028, 'colsample_bytree': 0.6315201215631236, 'gamma': 0.3932902104515499, 'reg_alpha': 0.3499719772883375, 'reg_lambda': 1.2827819470227864}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:46,860] Trial 131 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 144, 'learning_rate': 0.23386548263049847, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7614739612701261, 'colsample_bytree': 0.6321989761484632, 'gamma': 0.37563600617844395, 'reg_alpha': 0.3319892757646332, 'reg_lambda': 1.4322002709907844}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:47,137] Trial 132 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 140, 'learning_rate': 0.23496051255577885, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7328221091745402, 'colsample_bytree': 0.6277287377403878, 'gamma': 0.39272282132160496, 'reg_alpha': 0.3263873247882126, 'reg_lambda': 1.4730266360510074}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:47,340] Trial 133 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 142, 'learning_rate': 0.22997496330511782, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7040322083540547, 'colsample_bytree': 0.6296674844971779, 'gamma': 0.46056554303876496, 'reg_alpha': 0.2637053939844257, 'reg_lambda': 1.4532810331763883}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:47,608] Trial 134 finished with value: 0.7857142857142856 and parameters: {'n_estimators': 140, 'learning_rate': 0.22253732292133332, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7085144902864587, 'colsample_bytree': 0.6308305435266027, 'gamma': 0.4244182849139071, 'reg_alpha': 0.26820107472704857, 'reg_lambda': 1.4686350342093515}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:47,805] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 122, 'learning_rate': 0.21951743810157667, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.703518458088023, 'colsample_bytree': 0.6315230706241912, 'gamma': 0.48151718475129734, 'reg_alpha': 0.25133017130443885, 'reg_lambda': 1.5585011320224904}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:48,002] Trial 136 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 140, 'learning_rate': 0.19492198779789127, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7343790314307616, 'colsample_bytree': 0.6300042741373333, 'gamma': 0.6277189368144593, 'reg_alpha': 0.18312072117657904, 'reg_lambda': 1.4259826390053953}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:48,304] Trial 137 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 139, 'learning_rate': 0.22819226668834316, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6662409725795098, 'colsample_bytree': 0.6450034944590323, 'gamma': 0.37572541593655784, 'reg_alpha': 0.27715523980443063, 'reg_lambda': 1.3520812312356065}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:48,491] Trial 138 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 136, 'learning_rate': 0.23137700530016944, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6614551386496429, 'colsample_bytree': 0.6469352443648901, 'gamma': 0.7592935577396569, 'reg_alpha': 0.2735112286752413, 'reg_lambda': 1.5050456671665153}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:48,797] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.23412385156061852, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6796463361265763, 'colsample_bytree': 0.6460726225605568, 'gamma': 0.7810781210077457, 'reg_alpha': 0.21059658157102348, 'reg_lambda': 1.4763469467149053}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:49,047] Trial 140 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.20972524425899453, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6539080399825159, 'colsample_bytree': 0.6382469448182265, 'gamma': 0.6741111804918517, 'reg_alpha': 0.28222140658181993, 'reg_lambda': 1.6167649790323917}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:49,356] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.23199314412374603, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7118213501471196, 'colsample_bytree': 0.6451399989761707, 'gamma': 0.4125910985900356, 'reg_alpha': 0.32514139182220236, 'reg_lambda': 1.3668200960632333}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:49,562] Trial 142 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 133, 'learning_rate': 0.2613476559516983, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6451272726799071, 'colsample_bytree': 0.6275444642939912, 'gamma': 0.5613664808991491, 'reg_alpha': 0.29738865179070184, 'reg_lambda': 1.5129000115844569}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:49,772] Trial 143 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 146, 'learning_rate': 0.1892071492249176, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6692544055535516, 'colsample_bytree': 0.6150932778329615, 'gamma': 0.4674545910098511, 'reg_alpha': 0.25460929696317175, 'reg_lambda': 1.4416608149946186}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:50,103] Trial 144 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 139, 'learning_rate': 0.19769715062237683, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6690125424144716, 'colsample_bytree': 0.6184928921604668, 'gamma': 0.3806915100765052, 'reg_alpha': 0.25833980135445983, 'reg_lambda': 1.4533297178865463}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:50,390] Trial 145 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 145, 'learning_rate': 0.18763191675510657, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6653805223708082, 'colsample_bytree': 0.6157938473967154, 'gamma': 0.5309465300744172, 'reg_alpha': 0.24732812847514687, 'reg_lambda': 1.3594940899714636}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:50,568] Trial 146 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 108, 'learning_rate': 0.2046819501856003, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6770166198217594, 'colsample_bytree': 0.6534466979918949, 'gamma': 0.7218995218888117, 'reg_alpha': 0.2672252197803225, 'reg_lambda': 1.5589404645505813}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:50,845] Trial 147 finished with value: 0.7916666666666665 and parameters: {'n_estimators': 126, 'learning_rate': 0.19140394835351268, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6896249166741104, 'colsample_bytree': 0.6358375330022393, 'gamma': 0.3166908108289404, 'reg_alpha': 0.21890097534242686, 'reg_lambda': 1.416836492026084}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:51,030] Trial 148 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 130, 'learning_rate': 0.178313202428198, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6907455937347882, 'colsample_bytree': 0.6139587107073068, 'gamma': 0.4782376517885063, 'reg_alpha': 0.1461926745911895, 'reg_lambda': 1.3037042789892541}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:51,328] Trial 149 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 137, 'learning_rate': 0.2034748558698159, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6662379643186048, 'colsample_bytree': 0.6213789982103283, 'gamma': 0.8696295141695543, 'reg_alpha': 0.23059431477778414, 'reg_lambda': 1.388492576569194}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:51,518] Trial 150 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.18357294495167054, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7013578891579122, 'colsample_bytree': 0.6371225597230533, 'gamma': 1.1914215382207856, 'reg_alpha': 0.1941624845596292, 'reg_lambda': 1.6781904565663974}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:51,778] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 145, 'learning_rate': 0.21987255177082288, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6192805606550211, 'colsample_bytree': 0.634430681707241, 'gamma': 0.36466562846757855, 'reg_alpha': 0.2924100109464167, 'reg_lambda': 1.4399847440199933}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:52,039] Trial 152 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.1971131063652334, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6647343179544559, 'colsample_bytree': 0.6445250983396652, 'gamma': 0.3323703783042312, 'reg_alpha': 0.26181978632778113, 'reg_lambda': 1.5153025020486228}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:52,377] Trial 153 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.15994989237745472, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6866792494724243, 'colsample_bytree': 0.6223948443399278, 'gamma': 0.5649233921801358, 'reg_alpha': 0.22086270317189055, 'reg_lambda': 1.2798859612081706}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:52,569] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.2606287116937595, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6578378508139101, 'colsample_bytree': 0.6123026478540993, 'gamma': 0.3842871136866089, 'reg_alpha': 0.16009276183395876, 'reg_lambda': 1.4504689466527312}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:52,843] Trial 155 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 117, 'learning_rate': 0.22065631097378102, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.640221993833231, 'colsample_bytree': 0.6558387979571614, 'gamma': 0.2948427692859059, 'reg_alpha': 0.3054216191963692, 'reg_lambda': 1.33709060134021}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:53,018] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 112, 'learning_rate': 0.1919942963998209, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6301946139434912, 'colsample_bytree': 0.6665043033831003, 'gamma': 0.2778712289975409, 'reg_alpha': 0.2969039818614785, 'reg_lambda': 1.3548086126859638}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:53,328] Trial 157 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 94, 'learning_rate': 0.2101140238545075, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6408027907478094, 'colsample_bytree': 0.6497170696872092, 'gamma': 4.46609686231218, 'reg_alpha': 0.3532429321366538, 'reg_lambda': 1.251491709968314}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:53,509] Trial 158 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 120, 'learning_rate': 0.28265155283708454, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6740784498969153, 'colsample_bytree': 0.6577074001575893, 'gamma': 0.6341183926681001, 'reg_alpha': 0.27257765231573206, 'reg_lambda': 2.4884720156499}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:53,690] Trial 159 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.28421126381940814, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6740972298148349, 'colsample_bytree': 0.6556740916879652, 'gamma': 0.6247906781549488, 'reg_alpha': 0.2654882334047777, 'reg_lambda': 2.6659097889802355}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:53,945] Trial 160 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 119, 'learning_rate': 0.29505699656881235, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6806539608237464, 'colsample_bytree': 0.6615166466644709, 'gamma': 0.5169770027399672, 'reg_alpha': 0.2304145646877982, 'reg_lambda': 1.6166183351361683}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:54,126] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 101, 'learning_rate': 0.25080689553579755, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6975521781367879, 'colsample_bytree': 0.6395298575415931, 'gamma': 0.4706216425121758, 'reg_alpha': 0.2524077468027091, 'reg_lambda': 2.5616863832961627}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:54,386] Trial 162 finished with value: 0.761904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.22201347713053685, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7079347094794778, 'colsample_bytree': 0.6443362161959927, 'gamma': 0.30336968440090617, 'reg_alpha': 0.29402994212317884, 'reg_lambda': 1.3295424865357084}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:54,583] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 134, 'learning_rate': 0.2670675516921849, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6710866227689581, 'colsample_bytree': 0.625086622879917, 'gamma': 0.13776258038891998, 'reg_alpha': 0.30627225662244373, 'reg_lambda': 1.5259657236701114}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:54,918] Trial 164 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 154, 'learning_rate': 0.21816454051476433, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6546384627495632, 'colsample_bytree': 0.6084530883532583, 'gamma': 0.7114072862938645, 'reg_alpha': 0.27898695789515315, 'reg_lambda': 1.3833180504751958}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:55,102] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 122, 'learning_rate': 0.2443998673199485, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6850588982700057, 'colsample_bytree': 0.6175992672789454, 'gamma': 0.2475821736159407, 'reg_alpha': 0.18367954967946243, 'reg_lambda': 1.2634229557482988}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:55,281] Trial 166 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 129, 'learning_rate': 0.17410323180576293, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6292326177186082, 'colsample_bytree': 0.6553112233041803, 'gamma': 0.44241043183165807, 'reg_alpha': 0.21133697351098407, 'reg_lambda': 2.92119400807099}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:55,627] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.010747089844843525, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6601573589234209, 'colsample_bytree': 0.6693536274251004, 'gamma': 0.15827210566086333, 'reg_alpha': 0.24140805297530923, 'reg_lambda': 1.486103362210413}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:55,829] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 135, 'learning_rate': 0.19375803531624675, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7496595175646517, 'colsample_bytree': 0.6307104719702078, 'gamma': 0.612401104059136, 'reg_alpha': 0.2730215015531609, 'reg_lambda': 2.4528123277766225}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:56,094] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 148, 'learning_rate': 0.014837433933390288, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6455169500424426, 'colsample_bytree': 0.6486207313439244, 'gamma': 0.3081363180326614, 'reg_alpha': 0.34544841108867, 'reg_lambda': 1.2260962022711623}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:56,312] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 124, 'learning_rate': 0.27468707906530987, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6958599571805437, 'colsample_bytree': 0.6390832057855672, 'gamma': 0.45511696160835763, 'reg_alpha': 0.2577238553352148, 'reg_lambda': 1.4025798372488507}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:56,738] Trial 171 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 142, 'learning_rate': 0.23548791690884638, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.757837709109717, 'colsample_bytree': 0.6313729831502874, 'gamma': 0.3774174334320818, 'reg_alpha': 0.3248089839446098, 'reg_lambda': 1.4224500374951359}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:56,940] Trial 172 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 144, 'learning_rate': 0.22418534531283832, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7793522636786855, 'colsample_bytree': 0.6241595633610497, 'gamma': 0.20241205693068684, 'reg_alpha': 0.3665849513374632, 'reg_lambda': 1.3180155974935719}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:57,129] Trial 173 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 139, 'learning_rate': 0.20816223765193098, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7117917719860319, 'colsample_bytree': 0.6121412502220209, 'gamma': 0.3802399818239262, 'reg_alpha': 0.3235477992609304, 'reg_lambda': 1.5565583832669663}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:57,331] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.25108614731751044, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7277672482404633, 'colsample_bytree': 0.6340234858138053, 'gamma': 1.5374686195903302, 'reg_alpha': 0.3035824497694202, 'reg_lambda': 1.4469903735344134}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:57,558] Trial 175 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 150, 'learning_rate': 0.23220992719745134, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6691711939969806, 'colsample_bytree': 0.6430231323681718, 'gamma': 0.2716133725591604, 'reg_alpha': 0.23762029026944562, 'reg_lambda': 1.188819698814533}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:57,885] Trial 176 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 112, 'learning_rate': 0.26134528259411816, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.760742436790682, 'colsample_bytree': 0.6603120535230763, 'gamma': 0.5627395701743738, 'reg_alpha': 0.3441613699210253, 'reg_lambda': 1.3410771560224601}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:58,073] Trial 177 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 132, 'learning_rate': 0.2984817477402278, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6799967303898615, 'colsample_bytree': 0.6050963777742615, 'gamma': 0.13364118646380369, 'reg_alpha': 0.27546513128765604, 'reg_lambda': 1.2861601497438229}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:58,389] Trial 178 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 145, 'learning_rate': 0.2118892356249528, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.696195798609039, 'colsample_bytree': 0.6204372014501498, 'gamma': 0.46414764162851696, 'reg_alpha': 0.3093783491907687, 'reg_lambda': 1.4725054387761973}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:58,642] Trial 179 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.23800594262147623, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7432826120570722, 'colsample_bytree': 0.6512263416646986, 'gamma': 0.8129019403242881, 'reg_alpha': 0.38985041323099984, 'reg_lambda': 1.3924280715486}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:58,919] Trial 180 finished with value: 0.761904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.18729838511428587, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.63759613975415, 'colsample_bytree': 0.6309883343384781, 'gamma': 0.0895463450903062, 'reg_alpha': 0.21881830607135133, 'reg_lambda': 1.5109316705426499}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:59,100] Trial 181 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 141, 'learning_rate': 0.22765960410611286, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6517982101680243, 'colsample_bytree': 0.6271771330488379, 'gamma': 0.39109720025231415, 'reg_alpha': 0.3325425724590935, 'reg_lambda': 1.4742262983079693}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:59,427] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.24508596378835534, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7376164398367535, 'colsample_bytree': 0.6155982156180738, 'gamma': 0.31409017637774345, 'reg_alpha': 0.2783326462663584, 'reg_lambda': 1.5943066645178232}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:59,606] Trial 183 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 133, 'learning_rate': 0.19907894033165938, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7499894697600454, 'colsample_bytree': 0.639933733407624, 'gamma': 3.6831071608669674, 'reg_alpha': 0.3649408316223367, 'reg_lambda': 1.4331692361627988}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:59,869] Trial 184 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 139, 'learning_rate': 0.23204541654496327, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7293539870943312, 'colsample_bytree': 0.6248273717483951, 'gamma': 0.640640117568312, 'reg_alpha': 0.32165951089142986, 'reg_lambda': 1.3575357152876673}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:00,043] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.21986341823119204, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.726764645613342, 'colsample_bytree': 0.6214794552431359, 'gamma': 0.550211996138184, 'reg_alpha': 0.45543066524106673, 'reg_lambda': 1.359788013923655}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:00,346] Trial 186 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 149, 'learning_rate': 0.2703276446605499, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6722151295277694, 'colsample_bytree': 0.6077522256149194, 'gamma': 0.6564758286663657, 'reg_alpha': 0.29324083043785537, 'reg_lambda': 1.2016753885188385}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:00,563] Trial 187 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 138, 'learning_rate': 0.21088233903523879, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7033452797351489, 'colsample_bytree': 0.6350185234351698, 'gamma': 0.735326120741425, 'reg_alpha': 0.2488851145773901, 'reg_lambda': 1.3248163997202014}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:00,834] Trial 188 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 136, 'learning_rate': 0.20304587557821624, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7051123385535476, 'colsample_bytree': 0.6007720741965159, 'gamma': 0.7662370177989674, 'reg_alpha': 0.25462012173729764, 'reg_lambda': 1.1416515237220213}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:01,080] Trial 189 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.16811159968738926, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6919838341983745, 'colsample_bytree': 0.6474513224557901, 'gamma': 0.9108420944454485, 'reg_alpha': 0.20037864267512162, 'reg_lambda': 1.2903230763168905}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:01,267] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 114, 'learning_rate': 0.1827094894591606, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7171955385684802, 'colsample_bytree': 0.6367780094303594, 'gamma': 1.0095336685261957, 'reg_alpha': 0.23582145219948292, 'reg_lambda': 1.319540444404239}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:01,553] Trial 191 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 156, 'learning_rate': 0.2319250655801528, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7103325137722782, 'colsample_bytree': 0.6314376427415764, 'gamma': 0.6350002366778057, 'reg_alpha': 0.2659488517721558, 'reg_lambda': 1.3934543201154017}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:01,744] Trial 192 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 157, 'learning_rate': 0.2195249446532231, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7067530748697709, 'colsample_bytree': 0.6159767937983194, 'gamma': 0.6210818072643196, 'reg_alpha': 0.25925959583890684, 'reg_lambda': 1.2491733242348007}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:01,931] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 162, 'learning_rate': 0.2510475342155877, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6852294910722008, 'colsample_bytree': 0.6548925321175255, 'gamma': 0.7014925022129272, 'reg_alpha': 0.2699264523950695, 'reg_lambda': 1.3863471749857337}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:02,116] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 147, 'learning_rate': 0.19882857560012973, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7149794181686074, 'colsample_bytree': 0.6257012282820272, 'gamma': 0.5190383078526981, 'reg_alpha': 0.3068969614285714, 'reg_lambda': 1.314384543821726}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:02,405] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 152, 'learning_rate': 0.21250644363863022, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8162993516226345, 'colsample_bytree': 0.6429923669524467, 'gamma': 2.4067503692386367, 'reg_alpha': 0.21905561928912187, 'reg_lambda': 1.3570860869194354}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:02,590] Trial 196 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 141, 'learning_rate': 0.2365422253346817, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7049319834556308, 'colsample_bytree': 0.6357567932284383, 'gamma': 0.8204389008036754, 'reg_alpha': 0.0033425055352450106, 'reg_lambda': 1.175950534548475}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:02,874] Trial 197 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 135, 'learning_rate': 0.27963533873201846, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6077959631409714, 'colsample_bytree': 0.6668561258141517, 'gamma': 0.2284385867253576, 'reg_alpha': 0.28109744502272777, 'reg_lambda': 1.4208917491032207}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:03,040] Trial 198 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.2560005326111645, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.6974066433807571, 'colsample_bytree': 0.6117306767932671, 'gamma': 0.4770603475605623, 'reg_alpha': 0.24483183402310318, 'reg_lambda': 1.2365212416564229}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:03,330] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.025652214671050125, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7216904866410002, 'colsample_bytree': 0.6751476376095333, 'gamma': 0.649956678112539, 'reg_alpha': 0.4413471405751043, 'reg_lambda': 1.5222230096134362}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:03,335] A new study created in memory with name: no-name-fe38104f-3e39-40be-8cf6-ce3ce1e17a17
[I 2025-11-03 19:57:03,685] Trial 0 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 174, 'learning_rate': 0.04006246236473737, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8490424783998379, 'colsample_bytree': 0.8177873516355876, 'gamma': 0.4507684196215622, 'reg_alpha': 0.6297354639286141, 'reg_lambda': 2.6740867638327592}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:03,855] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.024329725258742878, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.7675496537987635, 'colsample_bytree': 0.7668670914046457, 'gamma': 3.036831051330886, 'reg_alpha': 0.6694211941331798, 'reg_lambda': 1.3599354458641926}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:04,145] Trial 2 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 211, 'learning_rate': 0.032857526386663574, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9071670921851878, 'colsample_bytree': 0.6906468915032912, 'gamma': 2.03461557125632, 'reg_alpha': 0.3959113154943562, 'reg_lambda': 2.4646567984501035}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:04,375] Trial 3 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 191, 'learning_rate': 0.06832584379294258, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6400442918066476, 'colsample_bytree': 0.6057376666889182, 'gamma': 3.5352896443560584, 'reg_alpha': 0.5729119485901151, 'reg_lambda': 2.0250959882884887}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:04,579] Trial 4 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 164, 'learning_rate': 0.03210915344731607, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9509760574189536, 'colsample_bytree': 0.9511648760537373, 'gamma': 2.8751853445907836, 'reg_alpha': 0.5542889175523662, 'reg_lambda': 2.3215580515149883}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:04,662] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.14282187863600196, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7863179072506187, 'colsample_bytree': 0.7709956802698512, 'gamma': 0.9444588968964701, 'reg_alpha': 0.10855862557884033, 'reg_lambda': 2.2440001479939005}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:04,884] Trial 6 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.03497517017017683, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6269557015266009, 'colsample_bytree': 0.6961234969325367, 'gamma': 3.4703716697675384, 'reg_alpha': 0.3900623350318039, 'reg_lambda': 1.8535528619225337}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:05,031] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.01663952289616171, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.6916430472128958, 'colsample_bytree': 0.7816862621489449, 'gamma': 1.8264283475460164, 'reg_alpha': 0.03343555472341453, 'reg_lambda': 0.6978888541473339}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:05,338] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.07847188703985566, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8574122240000543, 'colsample_bytree': 0.6322805401825616, 'gamma': 3.7279368469283636, 'reg_alpha': 0.8689465308998265, 'reg_lambda': 0.6110903123779666}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:05,617] Trial 9 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 198, 'learning_rate': 0.04532950992444016, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6768553711733766, 'colsample_bytree': 0.7495404062739444, 'gamma': 1.1622157343484052, 'reg_alpha': 0.21121498115962112, 'reg_lambda': 1.0465420855344663}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:05,856] Trial 10 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.26139655824275015, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8488512116689538, 'colsample_bytree': 0.8985948500330477, 'gamma': 0.0856600657616286, 'reg_alpha': 0.9260101736536619, 'reg_lambda': 2.9891368683934507}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:06,154] Trial 11 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 133, 'learning_rate': 0.012825525354294345, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7320135773175869, 'colsample_bytree': 0.8490481255620675, 'gamma': 4.841273007651619, 'reg_alpha': 0.34254265603507267, 'reg_lambda': 1.6468602836206274}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:06,427] Trial 12 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 133, 'learning_rate': 0.09466716274685394, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9804966943517209, 'colsample_bytree': 0.6934355574336212, 'gamma': 4.551893466862302, 'reg_alpha': 0.7045872049999029, 'reg_lambda': 2.9354314314963017}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:06,527] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 34, 'learning_rate': 0.021909120798117795, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6104833762241704, 'colsample_bytree': 0.8432208792142853, 'gamma': 0.2541877325092594, 'reg_alpha': 0.37772834964431945, 'reg_lambda': 1.8314622823329603}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:06,745] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 102, 'learning_rate': 0.046228782741309565, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8671793709886395, 'colsample_bytree': 0.7000113915999082, 'gamma': 3.8559763498932345, 'reg_alpha': 0.7977257139923006, 'reg_lambda': 2.6387473367597982}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:06,998] Trial 15 finished with value: 0.6577380952380953 and parameters: {'n_estimators': 162, 'learning_rate': 0.12186157936012773, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8137611817967906, 'colsample_bytree': 0.8400634971266121, 'gamma': 2.1702391604153464, 'reg_alpha': 0.4611691791055812, 'reg_lambda': 1.3763163358918962}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:07,363] Trial 16 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 164, 'learning_rate': 0.010954534100158382, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.741254077466291, 'colsample_bytree': 0.9910919833376967, 'gamma': 1.4546686419087316, 'reg_alpha': 0.24798275737974107, 'reg_lambda': 2.6115031915648785}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:07,473] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.03626512232478229, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.8975231244117604, 'colsample_bytree': 0.8940974919330777, 'gamma': 0.6492827738355224, 'reg_alpha': 0.6237901949092158, 'reg_lambda': 1.979236488995698}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:07,700] Trial 18 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 243, 'learning_rate': 0.055863482963958516, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8168832283430802, 'colsample_bytree': 0.7213905001402224, 'gamma': 2.637202184716133, 'reg_alpha': 0.7328342980027276, 'reg_lambda': 1.5296110752011811}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:07,918] Trial 19 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 117, 'learning_rate': 0.02563462263006217, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7019703502181441, 'colsample_bytree': 0.6570656074851736, 'gamma': 4.307947411960246, 'reg_alpha': 0.49681445428471444, 'reg_lambda': 1.119148720575669}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:08,103] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.016251322816395054, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9308013103440841, 'colsample_bytree': 0.8192193849391449, 'gamma': 3.411835463543664, 'reg_alpha': 0.24627918523755393, 'reg_lambda': 2.104116857872481}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:08,300] Trial 21 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 114, 'learning_rate': 0.026396460438837664, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6827356669606454, 'colsample_bytree': 0.6527146890735689, 'gamma': 4.452073377625731, 'reg_alpha': 0.48146551736270815, 'reg_lambda': 1.0281010420229415}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:08,513] Trial 22 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.01865937343636292, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.6091691773501419, 'colsample_bytree': 0.6709264515346297, 'gamma': 4.304206111352651, 'reg_alpha': 0.5028392073028779, 'reg_lambda': 1.042441978667128}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:08,699] Trial 23 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 116, 'learning_rate': 0.04019441269156788, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6528697729760582, 'colsample_bytree': 0.7380994808268634, 'gamma': 3.0626455405349584, 'reg_alpha': 0.3258805216100648, 'reg_lambda': 1.2500622964749124}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:08,979] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 178, 'learning_rate': 0.05784704363908595, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.7361600400634027, 'colsample_bytree': 0.6254739044992937, 'gamma': 4.029137119042842, 'reg_alpha': 0.583788388225335, 'reg_lambda': 0.8427630492912509}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:09,218] Trial 25 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 140, 'learning_rate': 0.028745879015330694, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7017714384240453, 'colsample_bytree': 0.6577917955593019, 'gamma': 4.985035781620466, 'reg_alpha': 0.43813268421585555, 'reg_lambda': 2.7786065788285192}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:09,391] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.020949816002295608, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6422342405910804, 'colsample_bytree': 0.8026056484341675, 'gamma': 3.342101390421444, 'reg_alpha': 0.7834484906736655, 'reg_lambda': 1.7437221113232027}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:09,654] Trial 27 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.04445395363323522, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7091606231669167, 'colsample_bytree': 0.7280453832246783, 'gamma': 4.118891413559499, 'reg_alpha': 0.5334444656734342, 'reg_lambda': 1.5189565228228579}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:09,887] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 126, 'learning_rate': 0.013936920798147108, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7780052327919266, 'colsample_bytree': 0.8833427179339776, 'gamma': 2.4429896217000304, 'reg_alpha': 0.6437381479388933, 'reg_lambda': 2.3006495530192606}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:10,169] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.02533011926324684, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.7512778525241055, 'colsample_bytree': 0.60096223825045, 'gamma': 2.9896666022556344, 'reg_alpha': 0.1523363913954346, 'reg_lambda': 1.304725965648962}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:10,355] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.07240963330782331, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.6586039148918731, 'colsample_bytree': 0.7609120140079262, 'gamma': 4.645793449838204, 'reg_alpha': 0.6596104996849693, 'reg_lambda': 1.8807155011359378}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:10,665] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.04366397123837603, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6800251447180857, 'colsample_bytree': 0.7459763395726458, 'gamma': 1.178058270468847, 'reg_alpha': 0.2673464313804999, 'reg_lambda': 1.0627579073049742}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:10,891] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 221, 'learning_rate': 0.03405190190931806, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6267970762418217, 'colsample_bytree': 0.7111478892733125, 'gamma': 0.5032313855305053, 'reg_alpha': 0.3169033273168601, 'reg_lambda': 0.8442123552988448}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:11,314] Trial 33 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 230, 'learning_rate': 0.035970581654528974, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6193069394720631, 'colsample_bytree': 0.7097439964703028, 'gamma': 0.5238893420011507, 'reg_alpha': 0.29149217287675294, 'reg_lambda': 0.7551510711610783}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:11,668] Trial 34 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 224, 'learning_rate': 0.032714863479043524, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6243393213301954, 'colsample_bytree': 0.7866653960374708, 'gamma': 1.6388090652473404, 'reg_alpha': 0.42175097470210154, 'reg_lambda': 0.5888177237332815}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:11,950] Trial 35 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 190, 'learning_rate': 0.05975292912550424, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6004196477662794, 'colsample_bytree': 0.6806152608978919, 'gamma': 0.9590698436582998, 'reg_alpha': 0.15929133854166538, 'reg_lambda': 0.8142040669849859}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:12,261] Trial 36 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 207, 'learning_rate': 0.04885151632751107, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6676690937278567, 'colsample_bytree': 0.8114717165165802, 'gamma': 0.5078759534938073, 'reg_alpha': 0.3814052049977191, 'reg_lambda': 2.4384278203880108}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:12,490] Trial 37 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 182, 'learning_rate': 0.08409167768773153, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6390068512941097, 'colsample_bytree': 0.7617469001604499, 'gamma': 1.2646833618031983, 'reg_alpha': 0.031951271527481895, 'reg_lambda': 0.942323818412504}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:12,805] Trial 38 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 222, 'learning_rate': 0.030335441233154143, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9026153427605668, 'colsample_bytree': 0.7382564425460221, 'gamma': 0.7880666888344765, 'reg_alpha': 0.28733682655503767, 'reg_lambda': 2.176472806492045}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:13,061] Trial 39 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 204, 'learning_rate': 0.039134306729613696, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.835910368583849, 'colsample_bytree': 0.7777692905028354, 'gamma': 0.371527169763842, 'reg_alpha': 0.10145750277683901, 'reg_lambda': 1.4451085665731271}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:13,406] Trial 40 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 173, 'learning_rate': 0.11311613626381546, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8329997042735722, 'colsample_bytree': 0.7838996342999368, 'gamma': 0.08929319876225589, 'reg_alpha': 0.11686959951738252, 'reg_lambda': 1.4985999154986238}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:13,632] Trial 41 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 174, 'learning_rate': 0.14277874129744186, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8367078999120521, 'colsample_bytree': 0.7820039533190662, 'gamma': 0.0969033174405064, 'reg_alpha': 0.09412448687517544, 'reg_lambda': 1.5618519259545844}. Best is trial 41 with value: 0.7678571428571429.
[I 2025-11-03 19:57:13,920] Trial 42 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.13170850955729516, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8366950786467242, 'colsample_bytree': 0.7854216668834862, 'gamma': 0.1439742385886506, 'reg_alpha': 0.07735895215443733, 'reg_lambda': 1.5045967553092285}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:14,157] Trial 43 finished with value: 0.738095238095238 and parameters: {'n_estimators': 196, 'learning_rate': 0.17262173246641538, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8780647260908646, 'colsample_bytree': 0.8245634514456038, 'gamma': 0.2543300660910652, 'reg_alpha': 0.08259022614482556, 'reg_lambda': 1.1919440527493297}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:14,443] Trial 44 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 204, 'learning_rate': 0.19848282564255743, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7934513537960608, 'colsample_bytree': 0.8640037837109373, 'gamma': 1.0203965558952328, 'reg_alpha': 0.059597522969384184, 'reg_lambda': 1.6698072537970416}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:14,709] Trial 45 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.17302524234270483, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8489354663758935, 'colsample_bytree': 0.7856951185075542, 'gamma': 0.022207577817905222, 'reg_alpha': 0.18034691937820252, 'reg_lambda': 1.6160387238015115}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:15,038] Trial 46 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 185, 'learning_rate': 0.28163391270154553, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8791699641195717, 'colsample_bytree': 0.7928666866754274, 'gamma': 0.03700847400889362, 'reg_alpha': 0.18657689873124333, 'reg_lambda': 1.6140841804026331}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:15,280] Trial 47 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 185, 'learning_rate': 0.29816138198860154, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9256106488087066, 'colsample_bytree': 0.8656990191397776, 'gamma': 0.04095070483431479, 'reg_alpha': 0.1929000963511026, 'reg_lambda': 1.6249031157256566}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:15,667] Trial 48 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 185, 'learning_rate': 0.299150130953992, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9305347899047313, 'colsample_bytree': 0.9207951830309108, 'gamma': 0.010707332255549745, 'reg_alpha': 0.1783213070216078, 'reg_lambda': 1.618197598266621}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:15,903] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 172, 'learning_rate': 0.23144611946174035, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9830239047566915, 'colsample_bytree': 0.863505446624983, 'gamma': 0.7859613572882296, 'reg_alpha': 0.2039011627174493, 'reg_lambda': 1.9485384484371873}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:16,232] Trial 50 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.16159529086826796, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8764274022031127, 'colsample_bytree': 0.7964677453419812, 'gamma': 0.2563443360783392, 'reg_alpha': 0.004111586563375208, 'reg_lambda': 1.7493980001358929}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:16,460] Trial 51 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 170, 'learning_rate': 0.22568811082042986, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8527060983505048, 'colsample_bytree': 0.8387685703771957, 'gamma': 0.04959361403171478, 'reg_alpha': 0.13008799871948326, 'reg_lambda': 1.3819827089788623}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:16,682] Trial 52 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 189, 'learning_rate': 0.2279512363768206, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8474424152429635, 'colsample_bytree': 0.8341908017306542, 'gamma': 0.06345025766903786, 'reg_alpha': 0.14426679511171836, 'reg_lambda': 1.3977785692208786}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:17,015] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.2283935745073357, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8110033332600589, 'colsample_bytree': 0.8309382219727535, 'gamma': 0.6920656837009247, 'reg_alpha': 0.12232388478627569, 'reg_lambda': 1.3940069196323306}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:17,277] Trial 54 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.1359926908497058, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.846533297508123, 'colsample_bytree': 0.926080006906267, 'gamma': 0.2985629317619879, 'reg_alpha': 0.2215082264214926, 'reg_lambda': 1.2904763977096625}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:17,591] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 191, 'learning_rate': 0.192209800342331, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9636960009949562, 'colsample_bytree': 0.851872857317263, 'gamma': 0.16299894677886023, 'reg_alpha': 0.06873523376138929, 'reg_lambda': 1.5816170937560554}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:17,823] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.24561595866858, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9226208582491333, 'colsample_bytree': 0.8164338268618954, 'gamma': 0.3719855253312041, 'reg_alpha': 0.012963755731867976, 'reg_lambda': 1.4181349553950504}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:18,132] Trial 57 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 148, 'learning_rate': 0.20101459532322927, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8606378015683767, 'colsample_bytree': 0.8780408741943673, 'gamma': 0.017010300844035556, 'reg_alpha': 0.14273092132843107, 'reg_lambda': 1.8087886592883595}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:18,345] Trial 58 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 145, 'learning_rate': 0.10501632510195881, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8312880762163748, 'colsample_bytree': 0.8804367396629798, 'gamma': 0.5929342446107995, 'reg_alpha': 0.048430472139986885, 'reg_lambda': 1.8508027879992057}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:18,640] Trial 59 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 150, 'learning_rate': 0.15052291055015082, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8909461459572297, 'colsample_bytree': 0.923705520589882, 'gamma': 0.8674803174959826, 'reg_alpha': 0.2232053016835061, 'reg_lambda': 2.067154220775997}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:18,974] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.19247173618783778, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8009698508411572, 'colsample_bytree': 0.8619675699518702, 'gamma': 0.40179410515865266, 'reg_alpha': 0.1429487688254741, 'reg_lambda': 1.8020978858241634}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:19,198] Trial 61 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 170, 'learning_rate': 0.21115211058786518, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8588972081466534, 'colsample_bytree': 0.8318387176410399, 'gamma': 0.18616149454084086, 'reg_alpha': 0.08491645517039076, 'reg_lambda': 1.7213373176040094}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:19,479] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.261628075067404, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8499221539834814, 'colsample_bytree': 0.9007301989553116, 'gamma': 0.02210848734908115, 'reg_alpha': 0.15468220143553676, 'reg_lambda': 1.1736074211537837}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:19,722] Trial 63 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.17753231175737758, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8235820595856543, 'colsample_bytree': 0.8021129648665607, 'gamma': 0.17033990209323202, 'reg_alpha': 0.12740177028006466, 'reg_lambda': 1.4506854601085968}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:20,055] Trial 64 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 179, 'learning_rate': 0.13526560209775518, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8615904092195161, 'colsample_bytree': 0.8753829972154016, 'gamma': 0.39227759396813433, 'reg_alpha': 0.9764504289874446, 'reg_lambda': 1.3346959334921793}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:20,260] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.1545785571780428, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7645027562781271, 'colsample_bytree': 0.839941463091759, 'gamma': 0.6957978138420093, 'reg_alpha': 0.18293913936844275, 'reg_lambda': 1.6955748806295883}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:20,531] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 156, 'learning_rate': 0.22016217699240642, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9155122344294532, 'colsample_bytree': 0.9084115352012659, 'gamma': 0.015244722308534268, 'reg_alpha': 0.09526355049515714, 'reg_lambda': 1.4986572236374527}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:20,721] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.25970949146390443, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8894082057746275, 'colsample_bytree': 0.9598853697982233, 'gamma': 0.5798846390321619, 'reg_alpha': 0.2566463273699243, 'reg_lambda': 1.5614333308046648}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:21,115] Trial 68 finished with value: 0.75 and parameters: {'n_estimators': 178, 'learning_rate': 0.12087755567493526, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9469692029028589, 'colsample_bytree': 0.7719130524070853, 'gamma': 0.20341648102857252, 'reg_alpha': 0.03413332685240733, 'reg_lambda': 1.9633661597639727}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:21,322] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.1773684365339998, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8444426163487906, 'colsample_bytree': 0.8087777518814575, 'gamma': 0.43693474752109707, 'reg_alpha': 0.2281699380873374, 'reg_lambda': 1.2467056014560296}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:21,635] Trial 70 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 212, 'learning_rate': 0.09183137052327678, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8120475451232452, 'colsample_bytree': 0.8472144167160546, 'gamma': 2.071582029985241, 'reg_alpha': 0.16676018676727608, 'reg_lambda': 1.9034206436056582}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:21,846] Trial 71 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.1342139798538774, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8694070060744487, 'colsample_bytree': 0.8733984803746406, 'gamma': 0.2895467381178952, 'reg_alpha': 0.21448657082986364, 'reg_lambda': 1.2620538415543887}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:22,109] Trial 72 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.13281249974555787, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.866958152941237, 'colsample_bytree': 0.886021326424217, 'gamma': 0.3077713084468073, 'reg_alpha': 0.3502071314068901, 'reg_lambda': 1.8106941529673488}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:22,412] Trial 73 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 154, 'learning_rate': 0.20829680586672025, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8252650759597451, 'colsample_bytree': 0.8593815567306056, 'gamma': 0.12399698026378012, 'reg_alpha': 0.13096536852960614, 'reg_lambda': 1.6310849667108431}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:22,632] Trial 74 finished with value: 0.738095238095238 and parameters: {'n_estimators': 188, 'learning_rate': 0.16476268858885526, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9972687541355569, 'colsample_bytree': 0.8734881023512213, 'gamma': 0.4936482250588114, 'reg_alpha': 0.19755088140052546, 'reg_lambda': 1.151215009045639}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:22,951] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.10623119377135452, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8529210877518126, 'colsample_bytree': 0.8214224858423187, 'gamma': 0.19578562922177808, 'reg_alpha': 0.06824291510840919, 'reg_lambda': 1.35934177645077}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:23,192] Trial 76 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 164, 'learning_rate': 0.24962487850026902, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8411821857352726, 'colsample_bytree': 0.7594738235618745, 'gamma': 0.0007508825910825245, 'reg_alpha': 0.10652783959590752, 'reg_lambda': 1.4866844801369428}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:23,444] Trial 77 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 180, 'learning_rate': 0.27695611866340175, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8725637766478163, 'colsample_bytree': 0.8328772404199773, 'gamma': 0.635936542982861, 'reg_alpha': 0.27926106701804676, 'reg_lambda': 1.2523278493822003}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:23,649] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 175, 'learning_rate': 0.14986046473475104, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8876019508886573, 'colsample_bytree': 0.8519409433574892, 'gamma': 1.0605349851366699, 'reg_alpha': 0.23411423036255602, 'reg_lambda': 1.5742295467928447}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:23,919] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.18789843649385995, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9089051949809799, 'colsample_bytree': 0.8939002498029748, 'gamma': 0.30687389846064095, 'reg_alpha': 0.1422700049534419, 'reg_lambda': 1.369296392535195}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:24,121] Trial 80 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 127, 'learning_rate': 0.1260973364052853, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7985264227899659, 'colsample_bytree': 0.7744631199190242, 'gamma': 1.322419649887452, 'reg_alpha': 0.044563037793947546, 'reg_lambda': 0.9552691918463574}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:24,431] Trial 81 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 136, 'learning_rate': 0.11810569476298317, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8012322345960362, 'colsample_bytree': 0.769535867310015, 'gamma': 1.5783884013109364, 'reg_alpha': 0.03607816253249885, 'reg_lambda': 0.6819205067721485}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:24,624] Trial 82 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 127, 'learning_rate': 0.12927728007686298, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7751641491787056, 'colsample_bytree': 0.7869207496678469, 'gamma': 0.14078136368830757, 'reg_alpha': 0.0006888726824283709, 'reg_lambda': 0.5143015095635881}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:24,845] Trial 83 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 167, 'learning_rate': 0.10010120345102923, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8219894886832456, 'colsample_bytree': 0.7467368859879656, 'gamma': 2.3022419276848383, 'reg_alpha': 0.0959383452427848, 'reg_lambda': 1.1178795343633694}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:25,208] Trial 84 finished with value: 0.738095238095238 and parameters: {'n_estimators': 184, 'learning_rate': 0.23168175467791458, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8358433737683675, 'colsample_bytree': 0.7998687763088744, 'gamma': 0.47370468411100647, 'reg_alpha': 0.19759564115472775, 'reg_lambda': 1.783600994401885}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:25,460] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.16887569243650613, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8630032072579146, 'colsample_bytree': 0.776933611817485, 'gamma': 1.8275147146281587, 'reg_alpha': 0.06922235019326858, 'reg_lambda': 1.6852644254938667}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:25,759] Trial 86 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 160, 'learning_rate': 0.29788033908501443, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7881105109022406, 'colsample_bytree': 0.7564666139649406, 'gamma': 1.3127570555145454, 'reg_alpha': 0.1697173416050835, 'reg_lambda': 1.223183004665173}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:26,008] Trial 87 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 174, 'learning_rate': 0.14667886994965454, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8027980846116043, 'colsample_bytree': 0.8130715785701742, 'gamma': 0.8326209336568231, 'reg_alpha': 0.1162440263473817, 'reg_lambda': 0.9291850155438579}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:26,308] Trial 88 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 121, 'learning_rate': 0.14380092966988642, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8118137577597061, 'colsample_bytree': 0.812220268785714, 'gamma': 0.7424154629103987, 'reg_alpha': 0.31272535280767827, 'reg_lambda': 0.9436200177327169}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:26,535] Trial 89 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 197, 'learning_rate': 0.1130116863756175, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.767564786607916, 'colsample_bytree': 0.7320789797293756, 'gamma': 0.8421123440139704, 'reg_alpha': 0.045285078944370685, 'reg_lambda': 0.9143614775201583}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:26,776] Trial 90 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 152, 'learning_rate': 0.08627812690625804, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7962601100314746, 'colsample_bytree': 0.7911645410921697, 'gamma': 0.31065945936830663, 'reg_alpha': 0.022609895265664315, 'reg_lambda': 1.067978722464733}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:27,013] Trial 91 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.20699459569944892, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.85506380972873, 'colsample_bytree': 0.8427733395029309, 'gamma': 0.14798469641556397, 'reg_alpha': 0.12075981902028582, 'reg_lambda': 1.4272761901571223}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:27,249] Trial 92 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 188, 'learning_rate': 0.189195521762187, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8283885726234681, 'colsample_bytree': 0.8267136731594177, 'gamma': 0.09718581177405662, 'reg_alpha': 0.15066548898066529, 'reg_lambda': 1.3168691085357211}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:27,578] Trial 93 finished with value: 0.755952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.15738508524349973, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8039574011931985, 'colsample_bytree': 0.8248536934599565, 'gamma': 0.5777192278758962, 'reg_alpha': 0.15473688781658282, 'reg_lambda': 1.307183815366331}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:27,815] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.17603580282348472, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8253424248617502, 'colsample_bytree': 0.7756777102740756, 'gamma': 0.2699852261521733, 'reg_alpha': 0.08282504983428494, 'reg_lambda': 1.5382923871731353}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:28,132] Trial 95 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 177, 'learning_rate': 0.14161080001302695, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7884646565086854, 'colsample_bytree': 0.8051915889031688, 'gamma': 2.7711127751914466, 'reg_alpha': 0.20787286692673015, 'reg_lambda': 1.0066192876640372}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:28,514] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.12718738567439514, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8399094108146188, 'colsample_bytree': 0.858159319860183, 'gamma': 0.3913470344959336, 'reg_alpha': 0.25153287401174107, 'reg_lambda': 1.6479092865358358}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:28,847] Trial 97 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 194, 'learning_rate': 0.1851647862608735, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8186316351502791, 'colsample_bytree': 0.8726507014696788, 'gamma': 0.9199082152254074, 'reg_alpha': 0.10039091470815747, 'reg_lambda': 1.4565324855256123}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:29,095] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.19014097917938627, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.8315835863990079, 'colsample_bytree': 0.9145161666815074, 'gamma': 1.2243831734612731, 'reg_alpha': 0.05431912944062614, 'reg_lambda': 0.7832396025462085}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:29,349] Trial 99 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 195, 'learning_rate': 0.16067710976774782, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8714096687610997, 'colsample_bytree': 0.8737239837012768, 'gamma': 0.9110629863400231, 'reg_alpha': 0.11285445911126622, 'reg_lambda': 1.478782363970421}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:29,612] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 217, 'learning_rate': 0.1442809750786989, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8182544810969877, 'colsample_bytree': 0.794544246346608, 'gamma': 1.3676635285770935, 'reg_alpha': 0.09862860910859352, 'reg_lambda': 0.8917893633142099}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:29,849] Trial 101 finished with value: 0.693452380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.24377402271952991, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.7785160873478263, 'colsample_bytree': 0.8937753163008222, 'gamma': 1.120411705703057, 'reg_alpha': 0.14468773036105853, 'reg_lambda': 1.5753721504854719}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:30,089] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.2028968338754296, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8076402131250671, 'colsample_bytree': 0.8674304027390523, 'gamma': 0.09932307844694685, 'reg_alpha': 0.17021646531326437, 'reg_lambda': 1.2926159504173698}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:30,321] Trial 103 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.18256442336536913, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8465167632521127, 'colsample_bytree': 0.8187009860795383, 'gamma': 0.24527577955727242, 'reg_alpha': 0.07522971244634635, 'reg_lambda': 1.7448581304906965}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:30,611] Trial 104 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.2680900681016853, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.829678220156993, 'colsample_bytree': 0.8853117593887145, 'gamma': 0.47587159591071054, 'reg_alpha': 0.17688294566910223, 'reg_lambda': 1.4334811771581801}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:30,817] Trial 105 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 143, 'learning_rate': 0.0733853887210801, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8806121501436733, 'colsample_bytree': 0.831716605678845, 'gamma': 0.9675911554939225, 'reg_alpha': 0.13895741971617548, 'reg_lambda': 1.513237367474741}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:31,194] Trial 106 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.2154232889242264, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.8174732958953169, 'colsample_bytree': 0.7811641451650765, 'gamma': 0.09688631267051075, 'reg_alpha': 0.11447745295915311, 'reg_lambda': 1.6097516991017402}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:31,395] Trial 107 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.16847275627500297, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.895433684713775, 'colsample_bytree': 0.9412561891424646, 'gamma': 0.35918667766111145, 'reg_alpha': 0.19236703005935268, 'reg_lambda': 1.2147964652090648}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:31,769] Trial 108 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 193, 'learning_rate': 0.11195331715184298, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8387644100742528, 'colsample_bytree': 0.7650914299698596, 'gamma': 0.005565100188039532, 'reg_alpha': 0.05616112952238131, 'reg_lambda': 1.1152398313765661}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:31,962] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 133, 'learning_rate': 0.23621581469350889, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9478479800456802, 'colsample_bytree': 0.8521519233439021, 'gamma': 0.6755594162303811, 'reg_alpha': 0.21432163377479213, 'reg_lambda': 1.8903696814908768}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:32,272] Trial 110 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 178, 'learning_rate': 0.15266804594436728, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7552583235229952, 'colsample_bytree': 0.9020044245461687, 'gamma': 0.22561462273368077, 'reg_alpha': 0.09287267855574194, 'reg_lambda': 0.7162130431044411}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:32,495] Trial 111 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 187, 'learning_rate': 0.21968213474459086, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8588301713400951, 'colsample_bytree': 0.8378844389331838, 'gamma': 0.1073582272737779, 'reg_alpha': 0.13413782705443533, 'reg_lambda': 1.4029256958276697}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:32,737] Trial 112 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 170, 'learning_rate': 0.12228113581046055, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8483715979913274, 'colsample_bytree': 0.8467200958715111, 'gamma': 0.08719722133350785, 'reg_alpha': 0.15554096395212114, 'reg_lambda': 1.3750120645739956}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:32,961] Trial 113 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 148, 'learning_rate': 0.19166751531645948, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8668775175763183, 'colsample_bytree': 0.8702693472590237, 'gamma': 0.5635036919475402, 'reg_alpha': 0.019304803859889003, 'reg_lambda': 1.3278896601264356}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:33,158] Trial 114 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 156, 'learning_rate': 0.28371369394667617, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8521645992882577, 'colsample_bytree': 0.8080222073786659, 'gamma': 0.4138771300000976, 'reg_alpha': 0.12202575409140595, 'reg_lambda': 1.5427820564167392}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:33,357] Trial 115 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 164, 'learning_rate': 0.13877903493337468, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8293669158125728, 'colsample_bytree': 0.8255946819268417, 'gamma': 0.22004265203592624, 'reg_alpha': 0.24103568215724097, 'reg_lambda': 1.0046703414634848}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:33,663] Trial 116 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 181, 'learning_rate': 0.20222424114789714, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8822294000160175, 'colsample_bytree': 0.7537405457210098, 'gamma': 0.0057750069692655975, 'reg_alpha': 0.07631504681460279, 'reg_lambda': 1.4658508850216598}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:33,902] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.17666450939152584, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8829190520288935, 'colsample_bytree': 0.7406856457885451, 'gamma': 0.007691493306553582, 'reg_alpha': 0.08195297328624083, 'reg_lambda': 1.6914474631919123}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:34,127] Trial 118 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 192, 'learning_rate': 0.1972258052993267, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9021723907497887, 'colsample_bytree': 0.786198594514164, 'gamma': 0.3293197718830009, 'reg_alpha': 0.043943360290347774, 'reg_lambda': 1.4652683100408286}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:34,443] Trial 119 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 199, 'learning_rate': 0.20061845298885853, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9067122384737907, 'colsample_bytree': 0.7535682682450011, 'gamma': 3.1923412577247126, 'reg_alpha': 0.044921760620571294, 'reg_lambda': 1.4642209176818233}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:34,740] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 191, 'learning_rate': 0.15843236562934346, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9001615550461779, 'colsample_bytree': 0.7836068704279395, 'gamma': 0.31964563656853656, 'reg_alpha': 0.5923914514863577, 'reg_lambda': 1.5287193626974451}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:35,008] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 183, 'learning_rate': 0.1650484334782078, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9240743101262742, 'colsample_bytree': 0.7660568414109853, 'gamma': 0.17927287888884086, 'reg_alpha': 0.10637433876918981, 'reg_lambda': 1.2755833437979462}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:35,253] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.16660641977372403, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.932817433351209, 'colsample_bytree': 0.7697486395183807, 'gamma': 0.16995377766451766, 'reg_alpha': 0.06880785432631684, 'reg_lambda': 1.3517708686277623}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:35,518] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.18230996739274286, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9187795371684017, 'colsample_bytree': 0.7183426339626805, 'gamma': 0.46060585114285435, 'reg_alpha': 0.031188866715328584, 'reg_lambda': 1.2602336803582093}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:35,801] Trial 124 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 175, 'learning_rate': 0.1255238776790922, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8741721882966696, 'colsample_bytree': 0.793557097955072, 'gamma': 0.28715615409185974, 'reg_alpha': 0.10482265284886891, 'reg_lambda': 1.4395312035543342}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:36,040] Trial 125 finished with value: 0.755952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.1481233948225735, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9382825506757149, 'colsample_bytree': 0.7511200775875482, 'gamma': 0.17391001581685625, 'reg_alpha': 0.00046173466933140117, 'reg_lambda': 1.178707510268003}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:36,391] Trial 126 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 180, 'learning_rate': 0.13480113407837396, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9138512077804971, 'colsample_bytree': 0.7850275917996503, 'gamma': 0.7600133383710411, 'reg_alpha': 0.09022311729716799, 'reg_lambda': 1.316012251284875}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:36,605] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.1977963131510046, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.794922344441186, 'colsample_bytree': 0.8029503032552424, 'gamma': 0.5955740166289932, 'reg_alpha': 0.8782042158203717, 'reg_lambda': 1.5941125503909859}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:36,824] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.21550160480188124, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.886699900681008, 'colsample_bytree': 0.7615219926837974, 'gamma': 0.36951032474770007, 'reg_alpha': 0.0574345690160382, 'reg_lambda': 1.3960020785727427}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:37,083] Trial 129 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.17027237656546107, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8656576358324594, 'colsample_bytree': 0.7696608197138968, 'gamma': 0.12473441174091365, 'reg_alpha': 0.1599364426837251, 'reg_lambda': 1.4902991138291395}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:37,300] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.14755164215268202, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8071571841406222, 'colsample_bytree': 0.8164772605520224, 'gamma': 1.7936168864828725, 'reg_alpha': 0.026747415090585952, 'reg_lambda': 1.270352116205579}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:37,531] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.2554640137296539, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8936098650606565, 'colsample_bytree': 0.882024287535539, 'gamma': 0.0681234942939398, 'reg_alpha': 0.11598444328524511, 'reg_lambda': 1.6573572950034636}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:37,870] Trial 132 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.23067058686396977, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9220709086182306, 'colsample_bytree': 0.7756708081738716, 'gamma': 0.008973861568450592, 'reg_alpha': 0.1345828216958127, 'reg_lambda': 1.7636865936576553}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:38,170] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.18683488672599596, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9606694609715887, 'colsample_bytree': 0.7977160378916996, 'gamma': 0.2623496488634705, 'reg_alpha': 0.1830237017210271, 'reg_lambda': 1.6348431875595535}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:38,502] Trial 134 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 174, 'learning_rate': 0.15864440384673406, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8395931052832944, 'colsample_bytree': 0.7898911102418495, 'gamma': 3.6522672157519187, 'reg_alpha': 0.07899543671628044, 'reg_lambda': 1.549235967055111}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:38,747] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.2043827358646743, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8168889553991754, 'colsample_bytree': 0.8554843284460489, 'gamma': 0.20452383819904954, 'reg_alpha': 0.14600900293586427, 'reg_lambda': 0.8654271270449141}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:38,997] Trial 136 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 56, 'learning_rate': 0.09764925302009986, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9274946403435158, 'colsample_bytree': 0.7440461145548024, 'gamma': 0.5181178233617479, 'reg_alpha': 0.1092333742261632, 'reg_lambda': 1.7152765427599328}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:39,217] Trial 137 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 194, 'learning_rate': 0.24609606644264867, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9391907822340706, 'colsample_bytree': 0.8112246419728223, 'gamma': 0.364150802295031, 'reg_alpha': 0.059067289037270654, 'reg_lambda': 1.4548902030507125}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:39,568] Trial 138 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 187, 'learning_rate': 0.13127603047195474, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.901414516435737, 'colsample_bytree': 0.763878017616198, 'gamma': 0.1133642691621601, 'reg_alpha': 0.17148220516662205, 'reg_lambda': 1.1008515549114604}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:39,797] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 188, 'learning_rate': 0.10638894124318073, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.899395468025674, 'colsample_bytree': 0.726537517039974, 'gamma': 1.5101630476789363, 'reg_alpha': 0.09575061730066321, 'reg_lambda': 1.0959137220338853}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:40,039] Trial 140 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 211, 'learning_rate': 0.1336751194229333, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8594867418911551, 'colsample_bytree': 0.7605557144730325, 'gamma': 0.13822189938445473, 'reg_alpha': 0.17430627414914868, 'reg_lambda': 0.9549700677080872}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:40,351] Trial 141 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 201, 'learning_rate': 0.11718257900810446, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9076460268063717, 'colsample_bytree': 0.7802262706782066, 'gamma': 0.0007222279040276502, 'reg_alpha': 0.20546966849428527, 'reg_lambda': 1.2149574952902462}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:40,588] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 204, 'learning_rate': 0.11859760280662683, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8737857193309428, 'colsample_bytree': 0.7701537193568272, 'gamma': 0.00048524719201185895, 'reg_alpha': 0.22330941459170847, 'reg_lambda': 1.04371801472819}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:40,833] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 198, 'learning_rate': 0.14364783483595822, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9128826665584169, 'colsample_bytree': 0.7791482846704668, 'gamma': 0.2502603900267172, 'reg_alpha': 0.15608810571372211, 'reg_lambda': 1.162240560650084}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:41,178] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.1277842901165271, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9008673853370729, 'colsample_bytree': 0.7541631663368532, 'gamma': 0.13181718270831574, 'reg_alpha': 0.20107790803998887, 'reg_lambda': 0.9732439314318423}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:41,403] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.11116242523366715, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9066454380934369, 'colsample_bytree': 0.7905939376933334, 'gamma': 0.43543738505217305, 'reg_alpha': 0.12211997023823402, 'reg_lambda': 1.1503228517914532}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:41,729] Trial 146 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.16616485148427562, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8444733195552538, 'colsample_bytree': 0.7659067898707345, 'gamma': 0.3147048772773001, 'reg_alpha': 0.04745455459277903, 'reg_lambda': 1.3242999392921255}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:41,960] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.1802768780704412, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8831545385032039, 'colsample_bytree': 0.7788477485156587, 'gamma': 0.20841453014665007, 'reg_alpha': 0.07409684223877076, 'reg_lambda': 1.214546755802869}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:42,196] Trial 148 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 201, 'learning_rate': 0.15487413913740466, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.825820875073368, 'colsample_bytree': 0.735126618347234, 'gamma': 0.08886399457552352, 'reg_alpha': 0.26048130240161965, 'reg_lambda': 1.2624733705231088}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:42,580] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 162, 'learning_rate': 0.13719486654278995, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8542009550220903, 'colsample_bytree': 0.8012929007057992, 'gamma': 0.33606260086383116, 'reg_alpha': 0.13679012926267212, 'reg_lambda': 1.3939078152090063}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:42,790] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.12039506789390975, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.8328586930407252, 'colsample_bytree': 0.7495463341398991, 'gamma': 1.0530050131173967, 'reg_alpha': 0.17052522817370797, 'reg_lambda': 1.0561822728240617}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:43,104] Trial 151 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.1938012894696553, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9246069936778305, 'colsample_bytree': 0.8886615744746426, 'gamma': 0.00901669635909386, 'reg_alpha': 0.20355913675715448, 'reg_lambda': 1.5108922178709316}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:43,385] Trial 152 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 190, 'learning_rate': 0.1751082823466581, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8913250503622667, 'colsample_bytree': 0.8637233433172429, 'gamma': 0.09430955515908115, 'reg_alpha': 0.1110105247805312, 'reg_lambda': 1.3452372909117005}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:43,807] Trial 153 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 190, 'learning_rate': 0.173893353384947, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.891562778101494, 'colsample_bytree': 0.7884008261251988, 'gamma': 0.11935310100314973, 'reg_alpha': 0.10181491166329665, 'reg_lambda': 1.3396519959442343}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:44,049] Trial 154 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 228, 'learning_rate': 0.21274251972894295, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8914461761787872, 'colsample_bytree': 0.7839573399711237, 'gamma': 0.21172878775205997, 'reg_alpha': 0.10083923801190672, 'reg_lambda': 1.3621770753899662}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:44,295] Trial 155 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 215, 'learning_rate': 0.15115882757014715, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9059672490086107, 'colsample_bytree': 0.8757041850736916, 'gamma': 0.0881052385250594, 'reg_alpha': 0.08732974879981723, 'reg_lambda': 1.3053662872729}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:44,673] Trial 156 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 178, 'learning_rate': 0.15110846695255237, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8897672340421494, 'colsample_bytree': 0.877728234510971, 'gamma': 0.12689008015110037, 'reg_alpha': 0.0864622206210876, 'reg_lambda': 1.2074520150944708}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:44,920] Trial 157 finished with value: 0.761904761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.15588071936570574, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8862664691643652, 'colsample_bytree': 0.8770504619351148, 'gamma': 0.11664669080146843, 'reg_alpha': 0.08878424708687672, 'reg_lambda': 1.1281280967107372}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:45,154] Trial 158 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 168, 'learning_rate': 0.14634815766669387, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8801999341555037, 'colsample_bytree': 0.8670598263789598, 'gamma': 0.1756809941570665, 'reg_alpha': 0.11512914125911308, 'reg_lambda': 1.275152040180642}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:45,371] Trial 159 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 178, 'learning_rate': 0.170579642102661, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8702416518861121, 'colsample_bytree': 0.9049996588397392, 'gamma': 0.4626878405606919, 'reg_alpha': 0.12706304610253757, 'reg_lambda': 1.3031944989385273}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:45,658] Trial 160 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.062357420790214946, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8933477889481156, 'colsample_bytree': 0.8626718118229302, 'gamma': 0.24985773581564352, 'reg_alpha': 0.07731172816407847, 'reg_lambda': 1.1861971459086262}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:46,026] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.12889311596407022, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9139288774930822, 'colsample_bytree': 0.8868130886585082, 'gamma': 0.08632477631881419, 'reg_alpha': 0.15088801023947734, 'reg_lambda': 1.2288923586986844}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:46,258] Trial 162 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.1384389850362853, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7816748727038435, 'colsample_bytree': 0.8953195897754418, 'gamma': 0.11868071581910616, 'reg_alpha': 0.10425662756057427, 'reg_lambda': 1.2100157837820367}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:46,491] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.16433643800568792, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9048670539180167, 'colsample_bytree': 0.8744097111535127, 'gamma': 0.02020478582386615, 'reg_alpha': 0.06097544226054459, 'reg_lambda': 1.3265919363698557}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:46,845] Trial 164 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.05181795797260906, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8774276085707545, 'colsample_bytree': 0.8802129335433087, 'gamma': 0.2338185434264789, 'reg_alpha': 0.1291383246048384, 'reg_lambda': 1.3955419094619093}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:47,037] Trial 165 finished with value: 0.738095238095238 and parameters: {'n_estimators': 112, 'learning_rate': 0.18130239585124283, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8003013801648585, 'colsample_bytree': 0.8437285836906382, 'gamma': 0.0054669581893154184, 'reg_alpha': 0.08257225936651591, 'reg_lambda': 1.0925355446892917}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:47,345] Trial 166 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.14949101798504327, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.8943195541555627, 'colsample_bytree': 0.860487800098192, 'gamma': 0.14065352845049173, 'reg_alpha': 0.5284028604708446, 'reg_lambda': 1.3410376514372921}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:47,575] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.1309836422500532, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8631453531293967, 'colsample_bytree': 0.9976901996680166, 'gamma': 0.4031580101927511, 'reg_alpha': 0.4199032041783048, 'reg_lambda': 1.2874947670709944}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:47,973] Trial 168 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 176, 'learning_rate': 0.11579228480909223, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9105532408091082, 'colsample_bytree': 0.8715428023866372, 'gamma': 0.30759411038881074, 'reg_alpha': 0.021659787356466967, 'reg_lambda': 1.2407119685256425}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:48,204] Trial 169 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 203, 'learning_rate': 0.15724970761930765, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8165648023830273, 'colsample_bytree': 0.833497009614064, 'gamma': 0.18178953634540085, 'reg_alpha': 0.7026282961577873, 'reg_lambda': 1.4332071833035922}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:48,638] Trial 170 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 187, 'learning_rate': 0.13820182421045088, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8857396810125366, 'colsample_bytree': 0.760711852030256, 'gamma': 0.09627662537532308, 'reg_alpha': 0.09236559779241653, 'reg_lambda': 0.9907778930959658}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:48,871] Trial 171 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 185, 'learning_rate': 0.14209636236670592, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8861648296221933, 'colsample_bytree': 0.7642627577117945, 'gamma': 0.10591035063943015, 'reg_alpha': 0.09467867802113297, 'reg_lambda': 0.9295217574618023}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:49,190] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 182, 'learning_rate': 0.14210848305568535, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8843827223494689, 'colsample_bytree': 0.7713873298611919, 'gamma': 0.11613473425912424, 'reg_alpha': 0.09768400215467393, 'reg_lambda': 0.8064225128360614}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:49,447] Trial 173 finished with value: 0.738095238095238 and parameters: {'n_estimators': 179, 'learning_rate': 0.1430671846871147, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8857455177142437, 'colsample_bytree': 0.7693865128854513, 'gamma': 0.2600482012896421, 'reg_alpha': 0.1022955595383019, 'reg_lambda': 0.6472980853285475}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:49,785] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.17468238962549087, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8691400064509437, 'colsample_bytree': 0.7614612720529136, 'gamma': 0.1165095087658548, 'reg_alpha': 0.07945890326498381, 'reg_lambda': 0.7654910110870293}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:50,004] Trial 175 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 182, 'learning_rate': 0.151685382938364, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.875117879298436, 'colsample_bytree': 0.7554805905085246, 'gamma': 0.3895063821214691, 'reg_alpha': 0.06255800913869902, 'reg_lambda': 0.8718297173491522}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:50,306] Trial 176 finished with value: 0.738095238095238 and parameters: {'n_estimators': 191, 'learning_rate': 0.16740586701434154, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8883085878083337, 'colsample_bytree': 0.6221331477959136, 'gamma': 0.2057532777100472, 'reg_alpha': 0.03865797481220761, 'reg_lambda': 0.8036286541607542}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:50,563] Trial 177 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 167, 'learning_rate': 0.010476222125816594, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8802559064827723, 'colsample_bytree': 0.7455420861269048, 'gamma': 0.5186663496998862, 'reg_alpha': 0.10862217497435409, 'reg_lambda': 0.9942826354280044}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:50,892] Trial 178 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.18592242165404427, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8619117590813468, 'colsample_bytree': 0.8247027176297834, 'gamma': 0.28309146465442114, 'reg_alpha': 0.09110578876306877, 'reg_lambda': 0.9018466962970126}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:51,170] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 185, 'learning_rate': 0.14037889600712217, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.841366179247868, 'colsample_bytree': 0.7764029548098402, 'gamma': 0.08678891174829598, 'reg_alpha': 0.13301873305437933, 'reg_lambda': 0.8302275638939528}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:51,504] Trial 180 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 159, 'learning_rate': 0.15566145801223963, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8533226684478429, 'colsample_bytree': 0.8509716351824604, 'gamma': 0.0005069406521542308, 'reg_alpha': 0.06095234757703425, 'reg_lambda': 0.9138779207911365}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:51,759] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.12608114712560892, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.898080889132378, 'colsample_bytree': 0.7645742598457483, 'gamma': 0.15476976877076526, 'reg_alpha': 0.146524987123495, 'reg_lambda': 1.0542958777440392}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:52,095] Trial 182 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 194, 'learning_rate': 0.13928603422329536, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8949699826988541, 'colsample_bytree': 0.7584382589498556, 'gamma': 2.4949756291113463, 'reg_alpha': 0.11775718151983217, 'reg_lambda': 0.9596241051999501}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:52,385] Trial 183 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.1321502417913471, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8852489681192691, 'colsample_bytree': 0.7730931575636353, 'gamma': 0.09823743170687109, 'reg_alpha': 0.09419729119101572, 'reg_lambda': 1.0017319069670088}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:52,595] Trial 184 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 183, 'learning_rate': 0.14814567816648785, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8081392901605406, 'colsample_bytree': 0.7939092009868022, 'gamma': 1.3624724521243177, 'reg_alpha': 0.11971069687047232, 'reg_lambda': 0.9339783027513328}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:52,900] Trial 185 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 188, 'learning_rate': 0.16251897286232683, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8228964944804797, 'colsample_bytree': 0.883026539694395, 'gamma': 0.19068247162968605, 'reg_alpha': 0.07406906829750297, 'reg_lambda': 2.7582514271570737}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:53,101] Trial 186 finished with value: 0.738095238095238 and parameters: {'n_estimators': 120, 'learning_rate': 0.20172549291500622, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8693735744051792, 'colsample_bytree': 0.7402949642866852, 'gamma': 0.2924798536257156, 'reg_alpha': 0.16149391437268235, 'reg_lambda': 1.3693591716308}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:53,317] Trial 187 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 174, 'learning_rate': 0.2231457977479626, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9171921120961025, 'colsample_bytree': 0.7539261479465333, 'gamma': 1.1442935973474269, 'reg_alpha': 0.04316349586348988, 'reg_lambda': 1.1501504743067448}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:53,638] Trial 188 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 180, 'learning_rate': 0.12353129600953706, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7918267778222993, 'colsample_bytree': 0.8945771653686054, 'gamma': 0.09277513044674691, 'reg_alpha': 0.14305218080398588, 'reg_lambda': 1.4251486849545936}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:53,851] Trial 189 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.17852776427106543, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9016920758994676, 'colsample_bytree': 0.8101755942144792, 'gamma': 0.3621512281010323, 'reg_alpha': 0.09940200656686013, 'reg_lambda': 1.091200759089893}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:54,119] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 165, 'learning_rate': 0.13320398819228935, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8348662886474361, 'colsample_bytree': 0.866599442672024, 'gamma': 0.2049660984575934, 'reg_alpha': 0.08436210881517792, 'reg_lambda': 1.0180978173853747}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:54,370] Trial 191 finished with value: 0.761904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.11294099714505643, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9072786834784023, 'colsample_bytree': 0.7784611829770166, 'gamma': 0.002461734418269329, 'reg_alpha': 0.11356408117362381, 'reg_lambda': 1.1960325397239062}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:54,760] Trial 192 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 195, 'learning_rate': 0.12244929489389099, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8867802297586779, 'colsample_bytree': 0.765649996258776, 'gamma': 0.08202714607329435, 'reg_alpha': 0.16948827152279727, 'reg_lambda': 1.2922536883663807}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:55,026] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 191, 'learning_rate': 0.10508950660015044, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8786563505168556, 'colsample_bytree': 0.7598081561980072, 'gamma': 0.10294287807710911, 'reg_alpha': 0.17830314909945022, 'reg_lambda': 1.3545682055788888}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:55,431] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 183, 'learning_rate': 0.14295240204725523, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8915164981401669, 'colsample_bytree': 0.7678982165216148, 'gamma': 0.11991093398782511, 'reg_alpha': 0.1407522007038186, 'reg_lambda': 1.277958825644787}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:55,668] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 177, 'learning_rate': 0.12364135358526464, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8852957025893174, 'colsample_bytree': 0.7487659432856694, 'gamma': 0.23090888849296815, 'reg_alpha': 0.065750190356776, 'reg_lambda': 1.3110332472927797}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:55,942] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 196, 'learning_rate': 0.15922793906471971, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8766226520017358, 'colsample_bytree': 0.7725230389179046, 'gamma': 0.0850377120540301, 'reg_alpha': 0.1598312156317899, 'reg_lambda': 0.870342192556879}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:56,266] Trial 197 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 191, 'learning_rate': 0.18667234443128122, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8981703473192694, 'colsample_bytree': 0.8768023915175042, 'gamma': 1.7305365538820743, 'reg_alpha': 0.12715374723585784, 'reg_lambda': 1.476861730221234}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:56,468] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 186, 'learning_rate': 0.16804327075445016, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8624879025475259, 'colsample_bytree': 0.7953396560320436, 'gamma': 0.28287257816051936, 'reg_alpha': 0.09878063648939683, 'reg_lambda': 0.7252286544332212}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:56,666] Trial 199 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.17065289794709074, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8619066293785731, 'colsample_bytree': 0.8019651157208786, 'gamma': 0.3362825783816881, 'reg_alpha': 0.09192106733504128, 'reg_lambda': 0.5616035253350943}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:56,669] A new study created in memory with name: no-name-02f514b8-a461-4ed0-9596-11759e85b715
[I 2025-11-03 19:57:56,930] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.07593563781085433, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.627240609333091, 'colsample_bytree': 0.9817622555293288, 'gamma': 3.2338465556540963, 'reg_alpha': 0.3780561296828878, 'reg_lambda': 1.6859032229941087}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:57:57,142] Trial 1 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 216, 'learning_rate': 0.06894439197496433, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9620067922157161, 'colsample_bytree': 0.6581067625764239, 'gamma': 1.576269806311671, 'reg_alpha': 0.65125608524178, 'reg_lambda': 1.7410156217117798}. Best is trial 1 with value: 0.7053571428571429.
[I 2025-11-03 19:57:57,462] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.015167429210473484, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.7270413383563264, 'colsample_bytree': 0.7134252445323841, 'gamma': 2.1398168340333106, 'reg_alpha': 0.5558596884766922, 'reg_lambda': 1.9896960233963774}. Best is trial 1 with value: 0.7053571428571429.
[I 2025-11-03 19:57:57,745] Trial 3 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 245, 'learning_rate': 0.021994680988336558, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7228925587045995, 'colsample_bytree': 0.7785097275985654, 'gamma': 1.5575574809681714, 'reg_alpha': 0.2170919532701987, 'reg_lambda': 1.046239247725827}. Best is trial 1 with value: 0.7053571428571429.
[I 2025-11-03 19:57:58,081] Trial 4 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 188, 'learning_rate': 0.11831792223298314, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9552361205849798, 'colsample_bytree': 0.9948740060023475, 'gamma': 4.902669430317968, 'reg_alpha': 0.09065075049261428, 'reg_lambda': 2.1275978443572816}. Best is trial 1 with value: 0.7053571428571429.
[I 2025-11-03 19:57:58,239] Trial 5 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 54, 'learning_rate': 0.042969871649170474, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6754607378972372, 'colsample_bytree': 0.7518953249139345, 'gamma': 3.330555571921943, 'reg_alpha': 0.23696391625766366, 'reg_lambda': 1.6314502386588328}. Best is trial 5 with value: 0.7083333333333334.
[I 2025-11-03 19:57:58,498] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.05302476340093746, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7106271706656302, 'colsample_bytree': 0.6193234495312692, 'gamma': 2.508225235614601, 'reg_alpha': 0.30232788273463096, 'reg_lambda': 0.5310092233248291}. Best is trial 5 with value: 0.7083333333333334.
[I 2025-11-03 19:57:58,682] Trial 7 finished with value: 0.761904761904762 and parameters: {'n_estimators': 109, 'learning_rate': 0.21215335990113426, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9549063742937427, 'colsample_bytree': 0.8311585068120995, 'gamma': 1.3238415631168854, 'reg_alpha': 0.9619700698786817, 'reg_lambda': 1.7823061526471857}. Best is trial 7 with value: 0.761904761904762.
[I 2025-11-03 19:57:58,945] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 93, 'learning_rate': 0.14680568506009312, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.7072822067825352, 'colsample_bytree': 0.7910164966024213, 'gamma': 3.5712235832871455, 'reg_alpha': 0.9353124938826628, 'reg_lambda': 1.2132142277100293}. Best is trial 7 with value: 0.761904761904762.
[I 2025-11-03 19:57:59,241] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 206, 'learning_rate': 0.026868152440334685, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.6688431892764449, 'colsample_bytree': 0.6635357147822935, 'gamma': 2.6307116265265225, 'reg_alpha': 0.09982540821301156, 'reg_lambda': 2.8222175722960445}. Best is trial 7 with value: 0.761904761904762.
[I 2025-11-03 19:57:59,329] Trial 10 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 28, 'learning_rate': 0.2614854409565131, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8572651928976158, 'colsample_bytree': 0.8801574633040041, 'gamma': 0.5689455614664368, 'reg_alpha': 0.9787906829198235, 'reg_lambda': 2.6654541928134865}. Best is trial 7 with value: 0.761904761904762.
[I 2025-11-03 19:57:59,518] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 20, 'learning_rate': 0.2918565419524231, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8756938534751125, 'colsample_bytree': 0.8849747117349364, 'gamma': 0.2979038348968616, 'reg_alpha': 0.9542006942831838, 'reg_lambda': 2.816058654543861}. Best is trial 7 with value: 0.761904761904762.
[I 2025-11-03 19:57:59,746] Trial 12 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 174, 'learning_rate': 0.2993062952058712, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8410560984513231, 'colsample_bytree': 0.8760486401201959, 'gamma': 0.014356453093459454, 'reg_alpha': 0.7783651588758053, 'reg_lambda': 2.4528009881461936}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:57:59,988] Trial 13 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 153, 'learning_rate': 0.1736793107864902, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8058943584446601, 'colsample_bytree': 0.8667191712842668, 'gamma': 0.03229610166766318, 'reg_alpha': 0.7574265496802308, 'reg_lambda': 2.335019083231716}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:00,279] Trial 14 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 163, 'learning_rate': 0.13227371073330169, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7992590134514946, 'colsample_bytree': 0.904839333462673, 'gamma': 0.028609874578430006, 'reg_alpha': 0.7520307609404147, 'reg_lambda': 2.3167542989553613}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:00,546] Trial 15 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.18032296560288427, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8121474543146872, 'colsample_bytree': 0.9389452552811202, 'gamma': 0.6607862795033207, 'reg_alpha': 0.7677092925884687, 'reg_lambda': 2.4408916612417992}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:00,832] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 160, 'learning_rate': 0.1103947233382529, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7911553425561, 'colsample_bytree': 0.8374312930069652, 'gamma': 0.8516126640590275, 'reg_alpha': 0.7835389457394807, 'reg_lambda': 2.5237063319391533}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:01,039] Trial 17 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 134, 'learning_rate': 0.2930243668676506, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8897083152061834, 'colsample_bytree': 0.8309123993424674, 'gamma': 1.0017006562254571, 'reg_alpha': 0.49799834856128194, 'reg_lambda': 2.178839892010713}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:01,301] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 184, 'learning_rate': 0.18499330167673456, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8420789373269325, 'colsample_bytree': 0.9508878382789425, 'gamma': 4.808308180153215, 'reg_alpha': 0.6252284156374734, 'reg_lambda': 1.3222735625280402}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:01,456] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.09226229086154578, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.7619251168008427, 'colsample_bytree': 0.8604806711853639, 'gamma': 0.10435844421899598, 'reg_alpha': 0.82516195858451, 'reg_lambda': 2.9247937634441903}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:01,682] Trial 20 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.0392393964115174, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9067978762633255, 'colsample_bytree': 0.9240516565419193, 'gamma': 1.8452633474218536, 'reg_alpha': 0.44234827441718033, 'reg_lambda': 2.572944351960426}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:01,981] Trial 21 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 119, 'learning_rate': 0.20871100236119033, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9957735786110425, 'colsample_bytree': 0.8215812933172914, 'gamma': 1.3246590837302736, 'reg_alpha': 0.8645337623390448, 'reg_lambda': 1.9326880799984294}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:02,198] Trial 22 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 178, 'learning_rate': 0.20692610941164094, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9359492736992063, 'colsample_bytree': 0.7475931101643379, 'gamma': 0.4699665312931125, 'reg_alpha': 0.6881964454552945, 'reg_lambda': 2.316887617014594}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:02,453] Trial 23 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 151, 'learning_rate': 0.1729924238911617, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8248564238363907, 'colsample_bytree': 0.8572946595603688, 'gamma': 0.9322727637915077, 'reg_alpha': 0.861840995545162, 'reg_lambda': 1.9411892536220492}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:02,605] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.2375810903123579, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7628792613197234, 'colsample_bytree': 0.8056022342336954, 'gamma': 1.152943010203561, 'reg_alpha': 0.8992777019470842, 'reg_lambda': 1.5253527179186146}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:02,813] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 118, 'learning_rate': 0.14676491656185356, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9306391989573918, 'colsample_bytree': 0.9020556365322826, 'gamma': 0.05788939513043741, 'reg_alpha': 0.6846093034513627, 'reg_lambda': 2.1735688053577262}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:03,070] Trial 26 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 138, 'learning_rate': 0.09130651635354077, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.998270840268677, 'colsample_bytree': 0.8548056121512173, 'gamma': 2.051953209583905, 'reg_alpha': 0.5734416619438719, 'reg_lambda': 0.7952542027493549}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:03,374] Trial 27 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.01034938049939656, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.760621901065592, 'colsample_bytree': 0.764015307185612, 'gamma': 0.5025824727998729, 'reg_alpha': 0.9969792755677298, 'reg_lambda': 1.4835744625374063}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:03,728] Trial 28 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 175, 'learning_rate': 0.24675176155401204, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8640635872031494, 'colsample_bytree': 0.7187210733073041, 'gamma': 1.4499171590322548, 'reg_alpha': 0.7346416382407019, 'reg_lambda': 2.6389816136692006}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:03,897] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.0988306273325588, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.603906071197695, 'colsample_bytree': 0.9706366428687916, 'gamma': 2.8377146616867175, 'reg_alpha': 0.8327669609178364, 'reg_lambda': 1.7969736329817314}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:04,197] Trial 30 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.07255915530778206, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9000778182101996, 'colsample_bytree': 0.8049162042895541, 'gamma': 3.7240647887301535, 'reg_alpha': 0.9199765433999632, 'reg_lambda': 2.360267849414392}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:04,403] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.15218238296258552, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9559605539411853, 'colsample_bytree': 0.8557668836007245, 'gamma': 2.0336287298398408, 'reg_alpha': 0.5943507446581714, 'reg_lambda': 0.8259678162266024}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:04,694] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.0811033731064866, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9862956674357387, 'colsample_bytree': 0.8796880646637065, 'gamma': 1.8201419834526311, 'reg_alpha': 0.5054829657724602, 'reg_lambda': 0.623398206158617}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:04,900] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.2248886746950163, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9780369659550618, 'colsample_bytree': 0.9114349235617878, 'gamma': 2.2400669652361387, 'reg_alpha': 0.5637875801627998, 'reg_lambda': 0.8911190505907213}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:05,065] Trial 34 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 103, 'learning_rate': 0.06390448820035925, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9133133592231688, 'colsample_bytree': 0.8393071734244688, 'gamma': 3.03314835909031, 'reg_alpha': 0.680892702930184, 'reg_lambda': 1.723909757040874}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:05,378] Trial 35 finished with value: 0.6875 and parameters: {'n_estimators': 217, 'learning_rate': 0.16984815798436834, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9699156339242634, 'colsample_bytree': 0.8668780462935017, 'gamma': 1.6782705734537178, 'reg_alpha': 0.3831136931683814, 'reg_lambda': 1.1094351059459522}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:05,551] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.11966515433283426, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8395905559527577, 'colsample_bytree': 0.812491075477076, 'gamma': 2.238698862094292, 'reg_alpha': 0.8076757885922151, 'reg_lambda': 2.0476558636418867}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:05,747] Trial 37 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.05688021604202614, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9458297842269555, 'colsample_bytree': 0.7751152832766315, 'gamma': 1.2434751543603326, 'reg_alpha': 0.7288419664535187, 'reg_lambda': 1.440292430353148}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:06,000] Trial 38 finished with value: 0.738095238095238 and parameters: {'n_estimators': 242, 'learning_rate': 0.1005465974099052, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7787839360846858, 'colsample_bytree': 0.9495746778242977, 'gamma': 0.3462371393866269, 'reg_alpha': 0.5007126404062349, 'reg_lambda': 1.8412135406663208}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:06,386] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 145, 'learning_rate': 0.2971836759889525, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7338115047124576, 'colsample_bytree': 0.8946303084610439, 'gamma': 4.190265225873583, 'reg_alpha': 0.6332604930356067, 'reg_lambda': 1.667531989220589}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:06,690] Trial 40 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 67, 'learning_rate': 0.042306176002134085, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9234298857704117, 'colsample_bytree': 0.926239802508859, 'gamma': 0.7485529766781011, 'reg_alpha': 0.40624710499231853, 'reg_lambda': 2.723454063856272}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:07,060] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.13781227750189984, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9514463218060449, 'colsample_bytree': 0.8460313884562163, 'gamma': 1.965533806900936, 'reg_alpha': 0.5825157570580184, 'reg_lambda': 0.8283413802054216}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:07,268] Trial 42 finished with value: 0.738095238095238 and parameters: {'n_estimators': 193, 'learning_rate': 0.1485671637266382, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9588907985382428, 'colsample_bytree': 0.8540114840359332, 'gamma': 2.4608079384128523, 'reg_alpha': 0.6243593525940135, 'reg_lambda': 0.7497025139917695}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:07,533] Trial 43 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 115, 'learning_rate': 0.1958004965886941, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9988983628274619, 'colsample_bytree': 0.7894130526532781, 'gamma': 1.6269549404320844, 'reg_alpha': 0.026048160998110248, 'reg_lambda': 0.9698154611399363}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:07,883] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.16368438198868585, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8870954138783725, 'colsample_bytree': 0.878478826438717, 'gamma': 2.031473396905133, 'reg_alpha': 0.3273158917970729, 'reg_lambda': 1.1476282375932758}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:08,085] Trial 45 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 133, 'learning_rate': 0.12175118961630484, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9634863730172206, 'colsample_bytree': 0.8202630835735286, 'gamma': 2.720071120364481, 'reg_alpha': 0.5452082978319288, 'reg_lambda': 0.6797966107082324}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:08,363] Trial 46 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 169, 'learning_rate': 0.2528310391608306, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8180849685715401, 'colsample_bytree': 0.8635111727307722, 'gamma': 0.26256935366646217, 'reg_alpha': 0.4596366826251988, 'reg_lambda': 0.5206879478156248}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:08,566] Trial 47 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 107, 'learning_rate': 0.22046290892597378, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8618435775954048, 'colsample_bytree': 0.8318474379087155, 'gamma': 1.4967228350094326, 'reg_alpha': 0.5819303027605454, 'reg_lambda': 1.2606873045598284}. Best is trial 47 with value: 0.7738095238095237.
[I 2025-11-03 19:58:08,825] Trial 48 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 94, 'learning_rate': 0.028861106787814114, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8488742389364348, 'colsample_bytree': 0.7299990845306021, 'gamma': 1.005973217674495, 'reg_alpha': 0.8939029698902714, 'reg_lambda': 1.290642690714933}. Best is trial 47 with value: 0.7738095238095237.
[I 2025-11-03 19:58:09,002] Trial 49 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 39, 'learning_rate': 0.27039427111972697, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8759534698977618, 'colsample_bytree': 0.7907155331681589, 'gamma': 2.45639731192138, 'reg_alpha': 0.722787183861723, 'reg_lambda': 2.4270302449051377}. Best is trial 47 with value: 0.7738095238095237.
[I 2025-11-03 19:58:09,340] Trial 50 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 110, 'learning_rate': 0.08315484639982884, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.825762248149004, 'colsample_bytree': 0.8276285641949278, 'gamma': 1.5604767661372798, 'reg_alpha': 0.9464199348431789, 'reg_lambda': 1.015746343341489}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:09,617] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.07899465601901484, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8326647886455338, 'colsample_bytree': 0.8324793438566586, 'gamma': 1.3209886400954631, 'reg_alpha': 0.9863463478587005, 'reg_lambda': 0.9418786374994037}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:09,802] Trial 52 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 76, 'learning_rate': 0.050088657536471806, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8076753751490611, 'colsample_bytree': 0.8264615119437656, 'gamma': 1.4808372324951098, 'reg_alpha': 0.9474648674226389, 'reg_lambda': 1.009951675132946}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:09,985] Trial 53 finished with value: 0.738095238095238 and parameters: {'n_estimators': 100, 'learning_rate': 0.21860388104005976, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.783693775502776, 'colsample_bytree': 0.6049530316859705, 'gamma': 1.1420989373638015, 'reg_alpha': 0.7808136048817929, 'reg_lambda': 1.2784497374028887}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:10,253] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.08410120612683723, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8630006952309143, 'colsample_bytree': 0.873908293671187, 'gamma': 0.6570166190186142, 'reg_alpha': 0.856081920832297, 'reg_lambda': 2.24552533558945}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:10,458] Trial 55 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 113, 'learning_rate': 0.1948290943383891, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8027199101778685, 'colsample_bytree': 0.6839430024900364, 'gamma': 1.7825429708732565, 'reg_alpha': 0.938110023795383, 'reg_lambda': 1.40269362328374}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:10,734] Trial 56 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.06536852236806362, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8285545286984352, 'colsample_bytree': 0.8916949880619496, 'gamma': 0.20799617414493365, 'reg_alpha': 0.19311484741264862, 'reg_lambda': 2.9951761630230824}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:10,973] Trial 57 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 137, 'learning_rate': 0.10727728735113226, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6501764704932115, 'colsample_bytree': 0.8425220838301803, 'gamma': 0.8197705289254688, 'reg_alpha': 0.8942729095032617, 'reg_lambda': 1.5845404253321436}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:11,299] Trial 58 finished with value: 0.755952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.12623901008248506, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8805379288283968, 'colsample_bytree': 0.912997595424359, 'gamma': 0.4662002161009782, 'reg_alpha': 0.6608810793819402, 'reg_lambda': 1.1209509266515527}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:11,405] Trial 59 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 54, 'learning_rate': 0.2753865743355269, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8452586310761403, 'colsample_bytree': 0.7711618077035309, 'gamma': 1.5840362661348748, 'reg_alpha': 0.8181216119809089, 'reg_lambda': 2.046659150005783}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:11,711] Trial 60 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 181, 'learning_rate': 0.09211752098070872, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7340051459845276, 'colsample_bytree': 0.7975430905262969, 'gamma': 1.4153505363507535, 'reg_alpha': 0.7593387744307125, 'reg_lambda': 2.51391859083782}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:11,932] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 122, 'learning_rate': 0.12921867085987676, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8734412656489365, 'colsample_bytree': 0.9165537307203273, 'gamma': 0.3961936909480779, 'reg_alpha': 0.6854931104488249, 'reg_lambda': 1.0777747774123734}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:12,176] Trial 62 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 109, 'learning_rate': 0.23968349440950565, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8916938658480773, 'colsample_bytree': 0.896362179908849, 'gamma': 0.0016948482762927201, 'reg_alpha': 0.6512395179412855, 'reg_lambda': 1.1924508952005115}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:12,454] Trial 63 finished with value: 0.738095238095238 and parameters: {'n_estimators': 139, 'learning_rate': 0.22037752400198093, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8968551635064691, 'colsample_bytree': 0.8897865194227934, 'gamma': 0.10999582020661428, 'reg_alpha': 0.6045972084265168, 'reg_lambda': 1.2441564077092038}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:12,736] Trial 64 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 108, 'learning_rate': 0.2510078014762935, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8532349244051186, 'colsample_bytree': 0.8167337715600387, 'gamma': 0.03808655120159979, 'reg_alpha': 0.5366732869698551, 'reg_lambda': 1.3523650172846935}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:12,923] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 107, 'learning_rate': 0.2435337388477113, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.856437203247129, 'colsample_bytree': 0.8209960105332162, 'gamma': 0.03562148040760328, 'reg_alpha': 0.5427232928881365, 'reg_lambda': 1.599300764634449}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:13,155] Trial 66 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 97, 'learning_rate': 0.29917341663008834, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8159595554888817, 'colsample_bytree': 0.8114097505761547, 'gamma': 0.2001343150971318, 'reg_alpha': 0.7100563360608996, 'reg_lambda': 1.1993780279713968}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:13,344] Trial 67 finished with value: 0.5 and parameters: {'n_estimators': 111, 'learning_rate': 0.18234570505566147, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.8600533094432395, 'colsample_bytree': 0.8481047048575405, 'gamma': 0.02680415152144377, 'reg_alpha': 0.6535064599167599, 'reg_lambda': 1.3742175905835594}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:13,522] Trial 68 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 91, 'learning_rate': 0.2567476418047263, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7942051301827148, 'colsample_bytree': 0.8718282644254012, 'gamma': 0.3583388141613743, 'reg_alpha': 0.5256677762218649, 'reg_lambda': 1.3346606914542498}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:13,774] Trial 69 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 71, 'learning_rate': 0.16208211708991888, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7743385058410924, 'colsample_bytree': 0.8334001689706871, 'gamma': 0.6813197465035141, 'reg_alpha': 0.4686204811366207, 'reg_lambda': 2.786915764187615}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:13,936] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 82, 'learning_rate': 0.20837989293332002, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.829658870803484, 'colsample_bytree': 0.9407989837245461, 'gamma': 1.0586518493391663, 'reg_alpha': 0.9664913941090083, 'reg_lambda': 1.0300014875314045}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:14,240] Trial 71 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 130, 'learning_rate': 0.23473009867455683, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9181024296290381, 'colsample_bytree': 0.8575389803399484, 'gamma': 0.626162515585102, 'reg_alpha': 0.5650548760764939, 'reg_lambda': 1.5301214031522357}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:14,494] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.22435645854426256, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9238840802443521, 'colsample_bytree': 0.8668519384229437, 'gamma': 0.5930338395700655, 'reg_alpha': 0.6045169482334766, 'reg_lambda': 1.5023736283561373}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:14,712] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 102, 'learning_rate': 0.2435323891952572, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.93655644895799, 'colsample_bytree': 0.8992377334115293, 'gamma': 0.20061046635691612, 'reg_alpha': 0.7921053789823435, 'reg_lambda': 1.8436815293550883}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:14,958] Trial 74 finished with value: 0.755952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.1904157889722632, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.904332299386658, 'colsample_bytree': 0.8848172559592675, 'gamma': 0.9012315535693566, 'reg_alpha': 0.4344580093985503, 'reg_lambda': 1.1873777279004338}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:15,309] Trial 75 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 162, 'learning_rate': 0.2669502676098017, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8893920629470957, 'colsample_bytree': 0.84208985840907, 'gamma': 0.5275160209088144, 'reg_alpha': 0.9194418860086696, 'reg_lambda': 1.4621170519526703}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:15,516] Trial 76 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.23400088912414013, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8502066412337362, 'colsample_bytree': 0.782637404614815, 'gamma': 0.2902758830649802, 'reg_alpha': 0.8411299724732859, 'reg_lambda': 2.600009029641046}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:15,758] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.03497626516657845, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9182457523753725, 'colsample_bytree': 0.8031201407660022, 'gamma': 0.020167854530459415, 'reg_alpha': 0.7510781561965695, 'reg_lambda': 1.5623554920687392}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:16,066] Trial 78 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 151, 'learning_rate': 0.20380295590697595, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8686004885440248, 'colsample_bytree': 0.7579924671462698, 'gamma': 0.7405374273641703, 'reg_alpha': 0.6351059597481628, 'reg_lambda': 1.7127663409288196}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:16,305] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 209, 'learning_rate': 0.17748788844805685, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.839169804244984, 'colsample_bytree': 0.814139829447842, 'gamma': 0.539578857272984, 'reg_alpha': 0.5743996439258184, 'reg_lambda': 1.3554792558134459}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:16,648] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 143, 'learning_rate': 0.020818937067433808, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8218578311477865, 'colsample_bytree': 0.8543084124296921, 'gamma': 0.1499157876480533, 'reg_alpha': 0.876304240187959, 'reg_lambda': 2.2561309883413028}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:16,842] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.283757463955009, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9843656321139413, 'colsample_bytree': 0.8280877779257124, 'gamma': 2.1819816865409587, 'reg_alpha': 0.5134970146863783, 'reg_lambda': 0.8247306227497144}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:17,103] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.1529117806603043, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9135328680372486, 'colsample_bytree': 0.8597010974400474, 'gamma': 1.8883295637714033, 'reg_alpha': 0.5579506696845911, 'reg_lambda': 0.9056518133424731}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:17,309] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 156, 'learning_rate': 0.13979913470518193, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9704108449760701, 'colsample_bytree': 0.8472140818130584, 'gamma': 1.211516351667506, 'reg_alpha': 0.6118635677992468, 'reg_lambda': 0.5907089102547594}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:17,659] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 102, 'learning_rate': 0.2588692821858115, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8946107360896169, 'colsample_bytree': 0.8689011435242273, 'gamma': 0.34177936644552076, 'reg_alpha': 0.47314653368300713, 'reg_lambda': 0.7400538867870259}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:17,893] Trial 85 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 190, 'learning_rate': 0.21287771806193645, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8843371987059266, 'colsample_bytree': 0.881575008929579, 'gamma': 1.37293942553212, 'reg_alpha': 0.701066243319298, 'reg_lambda': 2.4131048289585584}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:18,080] Trial 86 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.23202258790658759, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9488833550063538, 'colsample_bytree': 0.9272666260736656, 'gamma': 1.7194731548064237, 'reg_alpha': 0.5821669662118607, 'reg_lambda': 1.6527917962202938}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:18,420] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.2999109225361988, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9912495798731568, 'colsample_bytree': 0.8345269033178371, 'gamma': 1.5692293505881412, 'reg_alpha': 0.5280106686813056, 'reg_lambda': 1.2451121008160022}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:18,622] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.1723327471715292, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9341494028586924, 'colsample_bytree': 0.9022579572740909, 'gamma': 2.344197134241521, 'reg_alpha': 0.6537511930631384, 'reg_lambda': 2.496921319753408}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:18,948] Trial 89 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.05247883582994342, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8109686624123074, 'colsample_bytree': 0.8524032597773076, 'gamma': 2.0495215822326274, 'reg_alpha': 0.4910892120478699, 'reg_lambda': 1.40524565957661}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:19,168] Trial 90 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 165, 'learning_rate': 0.11183550351395972, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9425608247838869, 'colsample_bytree': 0.8161062467366675, 'gamma': 0.8695461219688054, 'reg_alpha': 0.6699644308262112, 'reg_lambda': 0.9792351758365718}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:19,497] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 174, 'learning_rate': 0.0930880660346853, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9423605696353279, 'colsample_bytree': 0.7971639193955017, 'gamma': 1.0940707964810337, 'reg_alpha': 0.6688913327342672, 'reg_lambda': 1.001308176400549}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:19,702] Trial 92 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 161, 'learning_rate': 0.07247294644786077, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9803266628003251, 'colsample_bytree': 0.8237495817201518, 'gamma': 0.9502827085440513, 'reg_alpha': 0.6310362727530987, 'reg_lambda': 1.0819555513693164}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:20,040] Trial 93 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.08578309697731365, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9684974238664261, 'colsample_bytree': 0.8121030619263068, 'gamma': 1.2684186914379503, 'reg_alpha': 0.5627261481395235, 'reg_lambda': 1.1548340584945485}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:20,258] Trial 94 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.19660402037261113, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.8553064360703333, 'colsample_bytree': 0.8385471645241583, 'gamma': 0.8222317262998468, 'reg_alpha': 0.7402515512785268, 'reg_lambda': 0.8721116939762203}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:20,449] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 123, 'learning_rate': 0.10904307633761944, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8371123943345958, 'colsample_bytree': 0.7838080692450925, 'gamma': 1.4830612353595425, 'reg_alpha': 0.796709869118126, 'reg_lambda': 0.7446767297513952}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:20,788] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 117, 'learning_rate': 0.057991006201917134, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9069662313621323, 'colsample_bytree': 0.8627844388672955, 'gamma': 0.4301249956027613, 'reg_alpha': 0.7146471143792956, 'reg_lambda': 1.0538424617823796}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:21,000] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.16093685169853655, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9277751397456814, 'colsample_bytree': 0.8754633293685764, 'gamma': 0.14246786866763436, 'reg_alpha': 0.9983029442908455, 'reg_lambda': 1.2947089829578395}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:21,354] Trial 98 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 136, 'learning_rate': 0.010075091651259416, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8017232736316404, 'colsample_bytree': 0.8171516192546584, 'gamma': 0.27836638085134874, 'reg_alpha': 0.5402606210417166, 'reg_lambda': 0.9733848021932143}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:21,616] Trial 99 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 108, 'learning_rate': 0.27842223420203516, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8674657304891428, 'colsample_bytree': 0.80692610912085, 'gamma': 0.6083768160720662, 'reg_alpha': 0.7696608982850204, 'reg_lambda': 1.525564094652528}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:21,805] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 130, 'learning_rate': 0.10084633089823039, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8471324141120048, 'colsample_bytree': 0.8885507921728145, 'gamma': 0.011862778881263525, 'reg_alpha': 0.96353323475634, 'reg_lambda': 2.1266640022558008}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:22,099] Trial 101 finished with value: 0.744047619047619 and parameters: {'n_estimators': 123, 'learning_rate': 0.11750160185825562, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.874618318520579, 'colsample_bytree': 0.9217301251722172, 'gamma': 0.4492872056933353, 'reg_alpha': 0.6586285034808556, 'reg_lambda': 1.1581778960953921}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:22,323] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 112, 'learning_rate': 0.130033884820981, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8841818436903365, 'colsample_bytree': 0.9642330969224454, 'gamma': 0.7248126482136239, 'reg_alpha': 0.5892081344575125, 'reg_lambda': 1.129188859505701}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:22,504] Trial 103 finished with value: 0.738095238095238 and parameters: {'n_estimators': 92, 'learning_rate': 0.11872476702362889, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8805895208409916, 'colsample_bytree': 0.9049668467889883, 'gamma': 0.4663389168077857, 'reg_alpha': 0.6882560063527898, 'reg_lambda': 0.9132802648286934}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:22,802] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.24596228491595712, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9569708596130261, 'colsample_bytree': 0.9135358837560656, 'gamma': 0.11482315999517294, 'reg_alpha': 0.9166535923275088, 'reg_lambda': 1.247568972939809}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:22,979] Trial 105 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 103, 'learning_rate': 0.2249017748888025, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8952699720666012, 'colsample_bytree': 0.831409499154348, 'gamma': 0.25421335551312213, 'reg_alpha': 0.6187917072047484, 'reg_lambda': 1.4189018668802453}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:23,154] Trial 106 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 104, 'learning_rate': 0.1846634628620582, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9088058542036007, 'colsample_bytree': 0.8289296862980734, 'gamma': 0.2574650124578138, 'reg_alpha': 0.6163636258387037, 'reg_lambda': 1.7992277865784385}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:23,331] Trial 107 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 86, 'learning_rate': 0.21539705465020845, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8971247537723354, 'colsample_bytree': 0.9984724867334982, 'gamma': 4.469829854847399, 'reg_alpha': 0.6373413869450083, 'reg_lambda': 1.453734409943828}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:23,547] Trial 108 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 97, 'learning_rate': 0.23152313626614832, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9402682417245624, 'colsample_bytree': 0.8490551677446434, 'gamma': 0.3550862139750493, 'reg_alpha': 0.5847199413111683, 'reg_lambda': 1.4027867525360689}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:23,721] Trial 109 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 117, 'learning_rate': 0.26200416241106267, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7917408076328287, 'colsample_bytree': 0.8411519899015578, 'gamma': 0.18859696905259718, 'reg_alpha': 0.5530448342712615, 'reg_lambda': 0.8410396098384021}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:24,095] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.20730528133688486, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9199923770521409, 'colsample_bytree': 0.8563365828790405, 'gamma': 1.66344156400522, 'reg_alpha': 0.6019175005142, 'reg_lambda': 2.716618492059814}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:24,315] Trial 111 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 104, 'learning_rate': 0.19631660205703472, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.824615414640669, 'colsample_bytree': 0.8222500875894173, 'gamma': 0.10017620873300011, 'reg_alpha': 0.662863002394525, 'reg_lambda': 1.3255750605950132}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:24,714] Trial 112 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 114, 'learning_rate': 0.08806698377173688, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8675861520739142, 'colsample_bytree': 0.793541690665344, 'gamma': 0.566684270857353, 'reg_alpha': 0.696039656333607, 'reg_lambda': 1.1051724244476595}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:24,946] Trial 113 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 167, 'learning_rate': 0.10328027609144111, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8572963470530557, 'colsample_bytree': 0.9342069336884987, 'gamma': 0.42323875991560955, 'reg_alpha': 0.6405686021372619, 'reg_lambda': 1.2061524536387125}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:25,227] Trial 114 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 121, 'learning_rate': 0.14263625971007418, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8413941315393421, 'colsample_bytree': 0.8944283947887233, 'gamma': 0.26180231329763687, 'reg_alpha': 0.6714932782376973, 'reg_lambda': 1.0389278124988521}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:25,426] Trial 115 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.26847340429227134, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8910844075995573, 'colsample_bytree': 0.8698111801675117, 'gamma': 0.8675998981651438, 'reg_alpha': 0.48689687411121224, 'reg_lambda': 1.9568379860636151}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:25,701] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.24449897351426123, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9008089290499203, 'colsample_bytree': 0.832421565866898, 'gamma': 1.1466914003627355, 'reg_alpha': 0.7289249710738761, 'reg_lambda': 0.9542888562975533}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:25,954] Trial 117 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 178, 'learning_rate': 0.22608146408909252, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8779024699199041, 'colsample_bytree': 0.8619005643454246, 'gamma': 0.009798968829630819, 'reg_alpha': 0.5199514168429953, 'reg_lambda': 1.543340454007727}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:26,162] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.22304738238979227, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9142770758941815, 'colsample_bytree': 0.6406497578634633, 'gamma': 0.08493055849347737, 'reg_alpha': 0.5128848940911229, 'reg_lambda': 1.6151115416506778}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:26,481] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 199, 'learning_rate': 0.17789518004040744, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8340360733564178, 'colsample_bytree': 0.8600164273141904, 'gamma': 1.9099598170095622, 'reg_alpha': 0.5743586795221491, 'reg_lambda': 1.496342681757299}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:26,701] Trial 120 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 177, 'learning_rate': 0.0779435312016194, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8524346972316945, 'colsample_bytree': 0.8451621489837009, 'gamma': 0.1794916382194476, 'reg_alpha': 0.43494717276013184, 'reg_lambda': 1.5626650201370007}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:27,122] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 178, 'learning_rate': 0.06697512153767778, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8185298359560945, 'colsample_bytree': 0.8428829914197871, 'gamma': 0.19381571465297479, 'reg_alpha': 0.5220228884321447, 'reg_lambda': 1.5586307803845483}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:27,388] Trial 122 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 172, 'learning_rate': 0.28063981131118, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.851012296087486, 'colsample_bytree': 0.8795967406124716, 'gamma': 0.005010797710449974, 'reg_alpha': 0.539146872394803, 'reg_lambda': 1.6861174678589792}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:28,128] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 185, 'learning_rate': 0.07726217574402801, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8645475403347316, 'colsample_bytree': 0.8514443010541028, 'gamma': 1.7620286720901963, 'reg_alpha': 0.3562703404030114, 'reg_lambda': 1.763964329057168}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:28,382] Trial 124 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.06157983450716878, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8718091191644989, 'colsample_bytree': 0.8045713872410412, 'gamma': 0.11812089831821151, 'reg_alpha': 0.3917503038455385, 'reg_lambda': 1.455141523140059}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:28,637] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.07454019616443189, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9996954970701786, 'colsample_bytree': 0.8384395827786735, 'gamma': 0.3388859418191633, 'reg_alpha': 0.43214180119363316, 'reg_lambda': 1.4004496385184018}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:28,847] Trial 126 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 165, 'learning_rate': 0.09279256667947061, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9280822368974675, 'colsample_bytree': 0.8643851262180632, 'gamma': 0.009821317203406149, 'reg_alpha': 0.8728184888426223, 'reg_lambda': 1.629688578059368}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:29,101] Trial 127 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 180, 'learning_rate': 0.23256772730263744, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8811222021170463, 'colsample_bytree': 0.8280468249144268, 'gamma': 0.21253592753220102, 'reg_alpha': 0.44432885735070915, 'reg_lambda': 1.5517953638760242}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:29,310] Trial 128 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 187, 'learning_rate': 0.23305893525114846, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8808766746699466, 'colsample_bytree': 0.8184109223667698, 'gamma': 0.24359292372293628, 'reg_alpha': 0.4523783783791759, 'reg_lambda': 1.5494720034949239}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:29,536] Trial 129 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 204, 'learning_rate': 0.2563709813325148, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8596230049283227, 'colsample_bytree': 0.8308274473534555, 'gamma': 0.6583364125611052, 'reg_alpha': 0.4416679679364192, 'reg_lambda': 1.8813601097579726}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:29,857] Trial 130 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 182, 'learning_rate': 0.20442310443743344, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.891093138879614, 'colsample_bytree': 0.8240178869665885, 'gamma': 0.34899301352189016, 'reg_alpha': 0.41231537879048763, 'reg_lambda': 1.2988698772494678}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:30,087] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 191, 'learning_rate': 0.20348828968908916, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8880994592616004, 'colsample_bytree': 0.823653989521577, 'gamma': 0.31987398066506145, 'reg_alpha': 0.41526077762474023, 'reg_lambda': 1.3616961983412352}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:30,466] Trial 132 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.20799766956514662, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8927582403944713, 'colsample_bytree': 0.8116340045600104, 'gamma': 3.5525601393564483, 'reg_alpha': 0.3343610799088317, 'reg_lambda': 1.3484167730055174}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:30,682] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.1930823793024123, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9030289050408477, 'colsample_bytree': 0.8235836354276223, 'gamma': 0.3469090250422974, 'reg_alpha': 0.42103986218747586, 'reg_lambda': 1.2767275216918903}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:30,893] Trial 134 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 191, 'learning_rate': 0.2309542387619263, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8818809091268069, 'colsample_bytree': 0.8280433494031052, 'gamma': 0.5236846010480664, 'reg_alpha': 0.36511046840721784, 'reg_lambda': 2.323880618972177}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:31,141] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 215, 'learning_rate': 0.1545787395122686, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8754549917245644, 'colsample_bytree': 0.8060266712368501, 'gamma': 0.3011028042570536, 'reg_alpha': 0.47494633562995153, 'reg_lambda': 1.4369733783349061}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:31,448] Trial 136 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 201, 'learning_rate': 0.16856340923646487, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8927279134371027, 'colsample_bytree': 0.8162849618915922, 'gamma': 0.10223863650463605, 'reg_alpha': 0.41207103906022924, 'reg_lambda': 1.3108606844169435}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:31,670] Trial 137 finished with value: 0.744047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.21798288986386102, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.910727377070394, 'colsample_bytree': 0.7998673257095614, 'gamma': 0.4190811578121667, 'reg_alpha': 0.2798108848756897, 'reg_lambda': 1.2333473065190934}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:31,944] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.25024472767877803, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.946233823468931, 'colsample_bytree': 0.8368354280052662, 'gamma': 0.744442097753939, 'reg_alpha': 0.3846185929462222, 'reg_lambda': 1.1877480144800514}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:32,156] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 101, 'learning_rate': 0.18727487537228696, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8083970528999557, 'colsample_bytree': 0.7869466969483488, 'gamma': 0.22318470110447036, 'reg_alpha': 0.5043472453975475, 'reg_lambda': 1.3769612583166895}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:32,519] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.2013644292714132, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9214805071874143, 'colsample_bytree': 0.8759863149840217, 'gamma': 0.5207164930420767, 'reg_alpha': 0.9449329987742213, 'reg_lambda': 1.4981277257121972}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:32,765] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.22209265534795325, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8498677454452827, 'colsample_bytree': 0.8509849419616689, 'gamma': 0.16557949410923378, 'reg_alpha': 0.395782239863365, 'reg_lambda': 2.4645748850738936}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:33,072] Trial 142 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 196, 'learning_rate': 0.2415035878784821, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8654135769099438, 'colsample_bytree': 0.8488162383002392, 'gamma': 0.008473531125034961, 'reg_alpha': 0.39169621461563237, 'reg_lambda': 2.477385786022389}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:33,387] Trial 143 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 196, 'learning_rate': 0.2835293778035616, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.845784931308713, 'colsample_bytree': 0.849697601356009, 'gamma': 0.003709802998185605, 'reg_alpha': 0.32850229504321515, 'reg_lambda': 2.487428362489623}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:33,678] Trial 144 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 207, 'learning_rate': 0.2852073719262059, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8415904378969113, 'colsample_bytree': 0.8521373875272727, 'gamma': 0.18365458339302776, 'reg_alpha': 0.3111634759668504, 'reg_lambda': 2.5211280521172497}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:33,961] Trial 145 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 194, 'learning_rate': 0.22289574173925006, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8649028225787176, 'colsample_bytree': 0.8609068832794243, 'gamma': 0.017529986148269748, 'reg_alpha': 0.4087208808973356, 'reg_lambda': 2.4609272512573384}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:34,287] Trial 146 finished with value: 0.75 and parameters: {'n_estimators': 196, 'learning_rate': 0.2983815351498536, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8873046499698085, 'colsample_bytree': 0.8641949492925552, 'gamma': 0.07474515162727927, 'reg_alpha': 0.2676968715295253, 'reg_lambda': 2.5884309511057357}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:34,519] Trial 147 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 210, 'learning_rate': 0.2679049157746173, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8657702227363735, 'colsample_bytree': 0.8841201412436127, 'gamma': 0.007089778007767333, 'reg_alpha': 0.4820112605444062, 'reg_lambda': 2.3559021231708845}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:34,880] Trial 148 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.2690984741592267, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8307859800148237, 'colsample_bytree': 0.8872093610051531, 'gamma': 0.018337030489723197, 'reg_alpha': 0.36937433979493745, 'reg_lambda': 2.385568576187199}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:35,167] Trial 149 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.23982521503041385, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8672096622397855, 'colsample_bytree': 0.8701404997126272, 'gamma': 0.05755427832478246, 'reg_alpha': 0.34032971859443867, 'reg_lambda': 2.351105828686787}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:35,521] Trial 150 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 219, 'learning_rate': 0.26302142125329087, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8618380670541516, 'colsample_bytree': 0.8809007642830328, 'gamma': 0.005123488236905576, 'reg_alpha': 0.4856956365708338, 'reg_lambda': 2.280636877550978}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:35,901] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.2592304635995711, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8613625263241924, 'colsample_bytree': 0.8764233492809163, 'gamma': 0.008760188158245426, 'reg_alpha': 0.48596953403577087, 'reg_lambda': 2.4429619326875645}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:36,221] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.27720922723100483, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.87485338505224, 'colsample_bytree': 0.8585930335456323, 'gamma': 0.11716425615895745, 'reg_alpha': 0.46012917552085675, 'reg_lambda': 2.189275552865285}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:36,494] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.24084966786227005, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8634253549964032, 'colsample_bytree': 0.9065111793428842, 'gamma': 0.22818337315426523, 'reg_alpha': 0.466705496829264, 'reg_lambda': 2.2707154089653683}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:36,772] Trial 154 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 204, 'learning_rate': 0.21941346508816648, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8735625667690234, 'colsample_bytree': 0.8852340827998499, 'gamma': 0.0031583666161390427, 'reg_alpha': 0.4085037919733012, 'reg_lambda': 2.3896102701331294}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:37,086] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.25350095521323274, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8447059512182787, 'colsample_bytree': 0.8945211213495755, 'gamma': 0.15105695169497102, 'reg_alpha': 0.9828234473574575, 'reg_lambda': 2.4907639507641566}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:37,361] Trial 156 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.012518845777175089, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8998638701028686, 'colsample_bytree': 0.867896545742539, 'gamma': 0.2825403398446881, 'reg_alpha': 0.3559614904195647, 'reg_lambda': 2.545351354344175}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:37,657] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 195, 'learning_rate': 0.2327494277596982, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8355571098171444, 'colsample_bytree': 0.8443395354299051, 'gamma': 0.3990981501758723, 'reg_alpha': 0.21949820889683563, 'reg_lambda': 2.3043152492752452}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:37,892] Trial 158 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.27160465277126794, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.879813319808132, 'colsample_bytree': 0.859138716599434, 'gamma': 0.13641899848207018, 'reg_alpha': 0.4970403506647466, 'reg_lambda': 2.5672743833880287}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:38,209] Trial 159 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 209, 'learning_rate': 0.216241001965275, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8237661524614723, 'colsample_bytree': 0.8798361497309464, 'gamma': 0.24872540691747388, 'reg_alpha': 0.44857185476455375, 'reg_lambda': 2.6497985385536085}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:38,491] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.2955849129412773, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8533667033896146, 'colsample_bytree': 0.8990444641115857, 'gamma': 0.09444511320489758, 'reg_alpha': 0.3007389790644673, 'reg_lambda': 2.405179365017647}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:38,708] Trial 161 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 191, 'learning_rate': 0.20209394464200892, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8907428294361098, 'colsample_bytree': 0.8380122061804094, 'gamma': 2.931136123350141, 'reg_alpha': 0.4294121187548015, 'reg_lambda': 2.335362004268983}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:39,026] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.2383582119281381, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8683914142527503, 'colsample_bytree': 0.8269329474402459, 'gamma': 0.33722115624071675, 'reg_alpha': 0.4061527930289294, 'reg_lambda': 2.1161639904035834}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:39,254] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 199, 'learning_rate': 0.20661068681366462, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8852834708038195, 'colsample_bytree': 0.846754059741046, 'gamma': 0.3122748007427622, 'reg_alpha': 0.41544144726989557, 'reg_lambda': 2.407043209384409}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:39,489] Trial 164 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 228, 'learning_rate': 0.1854259761188711, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8812813650361436, 'colsample_bytree': 0.8468678816784929, 'gamma': 0.15105932574473618, 'reg_alpha': 0.8376190677753024, 'reg_lambda': 2.4516752661704317}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:39,899] Trial 165 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.1867406225797838, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8601496319887022, 'colsample_bytree': 0.8479095399769235, 'gamma': 0.008688452505190994, 'reg_alpha': 0.8117689788724026, 'reg_lambda': 2.6237393949379912}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:40,159] Trial 166 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 227, 'learning_rate': 0.18041856092394049, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8611976224914683, 'colsample_bytree': 0.8555216232382516, 'gamma': 0.012694242426381494, 'reg_alpha': 0.8390192920726018, 'reg_lambda': 2.693967066644887}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:40,458] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.1905009936962444, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8720210111888528, 'colsample_bytree': 0.8559274988769342, 'gamma': 0.17252934456799657, 'reg_alpha': 0.83292214447055, 'reg_lambda': 2.710821870108809}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:40,754] Trial 168 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 232, 'learning_rate': 0.17789123774825286, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8446357383751919, 'colsample_bytree': 0.8678776168787663, 'gamma': 0.12676399162239338, 'reg_alpha': 0.8104882093113057, 'reg_lambda': 2.7975065332114837}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:41,117] Trial 169 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.1619315045681201, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8596886299388591, 'colsample_bytree': 0.8471410071977149, 'gamma': 0.00222272280833278, 'reg_alpha': 0.7898075567586178, 'reg_lambda': 2.6596505920112397}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:41,356] Trial 170 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 231, 'learning_rate': 0.17977643065551585, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8797050893041185, 'colsample_bytree': 0.8349461322615892, 'gamma': 0.22672991864926997, 'reg_alpha': 0.8617543974488007, 'reg_lambda': 2.4693303494077226}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:41,652] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 222, 'learning_rate': 0.2544896536917999, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8572400389818909, 'colsample_bytree': 0.873116963720668, 'gamma': 0.0029775516519992013, 'reg_alpha': 0.7557622315665018, 'reg_lambda': 2.550326443207752}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:41,893] Trial 172 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.2273613500192093, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8540090546326685, 'colsample_bytree': 0.8610287690139629, 'gamma': 0.12250546036565388, 'reg_alpha': 0.7626741905072606, 'reg_lambda': 2.5979566249452857}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:42,200] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.01986420522775853, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8663385587755071, 'colsample_bytree': 0.8750794287008933, 'gamma': 0.0975834704468774, 'reg_alpha': 0.8157987764508686, 'reg_lambda': 2.54648224985534}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:42,648] Trial 174 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.2476154426236624, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8980594103893095, 'colsample_bytree': 0.8533697374183822, 'gamma': 0.2266953226674316, 'reg_alpha': 0.7733327447687968, 'reg_lambda': 2.868076693201426}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:42,998] Trial 175 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.1899523269599453, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8388661203892218, 'colsample_bytree': 0.8439622061354911, 'gamma': 0.39560076942110667, 'reg_alpha': 0.9037008339640172, 'reg_lambda': 2.489489168733999}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:43,321] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.21765474895481607, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8756774166115706, 'colsample_bytree': 0.8704133964173878, 'gamma': 0.0975437752241427, 'reg_alpha': 0.7489093035044025, 'reg_lambda': 2.4316065066829755}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:43,654] Trial 177 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 225, 'learning_rate': 0.27721222736336415, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8471587817800464, 'colsample_bytree': 0.8620087695607425, 'gamma': 0.016990556804259663, 'reg_alpha': 0.8291175283138774, 'reg_lambda': 2.6936502059468386}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:43,905] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 236, 'learning_rate': 0.17173352689989244, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8589964862263487, 'colsample_bytree': 0.8372654240878056, 'gamma': 0.20614038224466985, 'reg_alpha': 0.8040140171610946, 'reg_lambda': 2.6223824833492158}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:44,146] Trial 179 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 245, 'learning_rate': 0.2319579134679569, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8333223280779997, 'colsample_bytree': 0.8534915465725574, 'gamma': 0.2888958487950319, 'reg_alpha': 0.7325939188180356, 'reg_lambda': 2.531393495963357}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:44,430] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.25358169340585096, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8371778422061323, 'colsample_bytree': 0.8868460067461389, 'gamma': 0.4732607953391085, 'reg_alpha': 0.78496825297514, 'reg_lambda': 2.5349567761466085}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:44,704] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.22962506080157, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8181219488565415, 'colsample_bytree': 0.8531976376509491, 'gamma': 0.002675803418523538, 'reg_alpha': 0.7351006227643608, 'reg_lambda': 2.626732253341962}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:45,044] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 244, 'learning_rate': 0.2066500654601217, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8116346001023759, 'colsample_bytree': 0.8556204036540798, 'gamma': 0.08950506811453339, 'reg_alpha': 0.8412913750865747, 'reg_lambda': 2.631737110860301}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:45,299] Trial 183 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 246, 'learning_rate': 0.236127652762556, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8158079652338494, 'colsample_bytree': 0.8543070229193587, 'gamma': 0.010957963491875873, 'reg_alpha': 0.8506654887714561, 'reg_lambda': 2.615886202029198}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:45,706] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.20731845880993421, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8151030659370518, 'colsample_bytree': 0.8540235923912906, 'gamma': 0.12454762627001713, 'reg_alpha': 0.8458592258789295, 'reg_lambda': 2.7486201208781824}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:45,968] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.22822082176613395, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8259241977515824, 'colsample_bytree': 0.8457552359448685, 'gamma': 0.008340823841667696, 'reg_alpha': 0.8764339500207744, 'reg_lambda': 2.6210984932230175}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:46,212] Trial 186 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 245, 'learning_rate': 0.24010331216201672, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8061095989260995, 'colsample_bytree': 0.860957786435121, 'gamma': 2.6284015859724827, 'reg_alpha': 0.8504716718342392, 'reg_lambda': 2.6430953285461096}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:46,565] Trial 187 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 246, 'learning_rate': 0.19643937150677263, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7995400416180324, 'colsample_bytree': 0.8513664261355283, 'gamma': 0.1683755529950786, 'reg_alpha': 0.731211872323177, 'reg_lambda': 2.839228237249756}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:46,808] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.19753828451104408, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.796264969241475, 'colsample_bytree': 0.8400412919721405, 'gamma': 0.2985863727976793, 'reg_alpha': 0.7094742285216119, 'reg_lambda': 2.9200998758990657}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:47,185] Trial 189 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 237, 'learning_rate': 0.2399199611459356, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7863356763189672, 'colsample_bytree': 0.8504218296802114, 'gamma': 0.0007744951381185809, 'reg_alpha': 0.8026384319531553, 'reg_lambda': 2.7625159970943787}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:47,428] Trial 190 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 246, 'learning_rate': 0.25585512320704035, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.783305692269265, 'colsample_bytree': 0.866842543495798, 'gamma': 0.18130233249716865, 'reg_alpha': 0.7433610088627198, 'reg_lambda': 2.7820671591414925}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:47,677] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.24268815033315538, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7925831037778993, 'colsample_bytree': 0.8659896716820655, 'gamma': 0.18958465678742556, 'reg_alpha': 0.7473275458925666, 'reg_lambda': 2.8308553328905472}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:48,042] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.25920125219984663, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7801520266477341, 'colsample_bytree': 0.8527565178376294, 'gamma': 0.16131996637264612, 'reg_alpha': 0.7398731692892141, 'reg_lambda': 2.7518325509793384}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:48,342] Trial 193 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.22451630144062332, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7829041630848131, 'colsample_bytree': 0.8704967544623982, 'gamma': 0.35288532491958097, 'reg_alpha': 0.1631222166207541, 'reg_lambda': 2.858574138639109}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:48,693] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.21883977962065668, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7640656755441184, 'colsample_bytree': 0.8725879038560612, 'gamma': 0.3735555794845199, 'reg_alpha': 0.15141280884502673, 'reg_lambda': 2.861875675628677}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:48,945] Trial 195 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.23011678952991724, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8012496540931767, 'colsample_bytree': 0.835352592151875, 'gamma': 0.30972831755133556, 'reg_alpha': 0.7779062871073716, 'reg_lambda': 2.874324646981306}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:49,290] Trial 196 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 234, 'learning_rate': 0.21395150961984696, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8174093449724933, 'colsample_bytree': 0.8605835432253481, 'gamma': 0.006472000460980093, 'reg_alpha': 0.1809850519590419, 'reg_lambda': 2.9166494183135576}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:49,524] Trial 197 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 232, 'learning_rate': 0.21435916617826467, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8210040815422198, 'colsample_bytree': 0.8611071149499406, 'gamma': 0.10336093090024169, 'reg_alpha': 0.1704776233198815, 'reg_lambda': 2.6974347589042837}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:49,900] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 234, 'learning_rate': 0.2040117771997497, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8187178817382473, 'colsample_bytree': 0.8813133738861972, 'gamma': 0.1084817927368151, 'reg_alpha': 0.1384262766752467, 'reg_lambda': 2.67878533436941}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:50,133] Trial 199 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 233, 'learning_rate': 0.21234503784736786, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8279427880401838, 'colsample_bytree': 0.8810126931644375, 'gamma': 0.10151455315324191, 'reg_alpha': 0.14454129763759277, 'reg_lambda': 2.9162292277133006}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:50,136] A new study created in memory with name: no-name-cd1ebf9f-6ed5-46e2-94ea-404b463735c5
[I 2025-11-03 19:58:50,415] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.02216514538492194, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9240935400410941, 'colsample_bytree': 0.8229472601862928, 'gamma': 4.070946920478423, 'reg_alpha': 0.2059976087002009, 'reg_lambda': 1.4746229822679635}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:58:50,801] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.019056677584626203, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.6918009255871498, 'colsample_bytree': 0.7494279461116771, 'gamma': 4.276655409042933, 'reg_alpha': 0.041896262182499644, 'reg_lambda': 2.4286074670831166}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:58:51,047] Trial 2 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 162, 'learning_rate': 0.028548438039405766, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8565689519801178, 'colsample_bytree': 0.689860508138862, 'gamma': 3.234210437527408, 'reg_alpha': 0.7058430288251032, 'reg_lambda': 2.2057259555832807}. Best is trial 2 with value: 0.7083333333333334.
[I 2025-11-03 19:58:51,275] Trial 3 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.023790992219654465, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9909313279196184, 'colsample_bytree': 0.8425235535573711, 'gamma': 3.5811845166383676, 'reg_alpha': 0.29369160446802534, 'reg_lambda': 2.723861575817301}. Best is trial 3 with value: 0.7261904761904762.
[I 2025-11-03 19:58:51,514] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 213, 'learning_rate': 0.26273424005465146, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7440790412674005, 'colsample_bytree': 0.6650900875286486, 'gamma': 4.250319951839234, 'reg_alpha': 0.7661377623259887, 'reg_lambda': 1.6732267594921264}. Best is trial 3 with value: 0.7261904761904762.
[I 2025-11-03 19:58:51,797] Trial 5 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 235, 'learning_rate': 0.17857984682062614, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9903540698614621, 'colsample_bytree': 0.7501823557479439, 'gamma': 4.427671977183389, 'reg_alpha': 0.6177520044831943, 'reg_lambda': 1.7417609951906936}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:52,002] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.05695994362458881, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6562019022782019, 'colsample_bytree': 0.9876914907278802, 'gamma': 2.6286070587035484, 'reg_alpha': 0.9861803864651373, 'reg_lambda': 2.7027235945270003}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:52,189] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.013993827639387595, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9813096416410714, 'colsample_bytree': 0.7324594069112641, 'gamma': 3.536286820959079, 'reg_alpha': 0.17172087962357796, 'reg_lambda': 2.934825599894737}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:52,539] Trial 8 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 116, 'learning_rate': 0.05868895372784743, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7965214826820689, 'colsample_bytree': 0.634989889206179, 'gamma': 0.9661289035084192, 'reg_alpha': 0.6775515806297411, 'reg_lambda': 0.6144364419732175}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:52,651] Trial 9 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 81, 'learning_rate': 0.05060567398265222, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9783554153185765, 'colsample_bytree': 0.8462468106195278, 'gamma': 3.3097056371700866, 'reg_alpha': 0.845655742412795, 'reg_lambda': 1.4571901081752043}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:52,745] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.2723661980360567, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.6001055675197369, 'colsample_bytree': 0.936019104479142, 'gamma': 1.0470709679858878, 'reg_alpha': 0.4432000381058836, 'reg_lambda': 1.092892243035744}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:53,021] Trial 11 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.13888237125021077, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8922631076404365, 'colsample_bytree': 0.8796325217885453, 'gamma': 4.603590259193534, 'reg_alpha': 0.4465869381148108, 'reg_lambda': 2.138798574429762}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:53,248] Trial 12 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 205, 'learning_rate': 0.12949004352505644, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9826173880879672, 'colsample_bytree': 0.7722221400627286, 'gamma': 2.1381365956924654, 'reg_alpha': 0.32185246715151217, 'reg_lambda': 2.006689823811108}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:53,571] Trial 13 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 202, 'learning_rate': 0.11419267033717687, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9162016995891951, 'colsample_bytree': 0.875385341108515, 'gamma': 4.890715913804863, 'reg_alpha': 0.5663818837841097, 'reg_lambda': 0.97706835514785}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:53,749] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.03683355045475828, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.8391439486877389, 'colsample_bytree': 0.800862759495682, 'gamma': 0.09294385330177857, 'reg_alpha': 0.5538105848130448, 'reg_lambda': 2.473762277598258}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:54,086] Trial 15 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.010892974497465374, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9438891451954106, 'colsample_bytree': 0.7172269378004716, 'gamma': 2.470043843765323, 'reg_alpha': 0.3178204038141841, 'reg_lambda': 2.009812148958271}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:54,316] Trial 16 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 200, 'learning_rate': 0.08404709373698417, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9978552180525033, 'colsample_bytree': 0.9130018051149944, 'gamma': 3.8341448429308613, 'reg_alpha': 0.33264699991032687, 'reg_lambda': 2.983945743083233}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:54,585] Trial 17 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 145, 'learning_rate': 0.1889238134126886, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8675135990059334, 'colsample_bytree': 0.7885658644280873, 'gamma': 2.90227811310306, 'reg_alpha': 0.00861118573965347, 'reg_lambda': 1.2451134217561797}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:54,755] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.032803269458211236, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.7922485555926039, 'colsample_bytree': 0.6028214014485732, 'gamma': 1.9485793195439784, 'reg_alpha': 0.20404793127411647, 'reg_lambda': 1.7821476594603014}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:55,134] Trial 19 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 224, 'learning_rate': 0.08542742578218139, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9476499511461763, 'colsample_bytree': 0.8370243803792095, 'gamma': 4.68903025318011, 'reg_alpha': 0.5990536208787274, 'reg_lambda': 2.490276747316593}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:55,396] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.017336631473551325, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.8966635844095251, 'colsample_bytree': 0.9925470394254436, 'gamma': 3.698897467333359, 'reg_alpha': 0.881208035894107, 'reg_lambda': 1.8201510430757282}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:55,625] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.052225406958230275, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7879493944653744, 'colsample_bytree': 0.6076467146938729, 'gamma': 1.3070503721617048, 'reg_alpha': 0.7212825724208717, 'reg_lambda': 0.6022434462098711}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:55,795] Trial 22 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 66, 'learning_rate': 0.07937790973766662, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7421731476586539, 'colsample_bytree': 0.6703892881279615, 'gamma': 0.013777745020518761, 'reg_alpha': 0.6401665303030554, 'reg_lambda': 0.6682141554863685}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:56,154] Trial 23 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 142, 'learning_rate': 0.0404129442480954, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8168802054226467, 'colsample_bytree': 0.642998699545418, 'gamma': 1.4482045145602631, 'reg_alpha': 0.4844802283709434, 'reg_lambda': 0.8513040802830962}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:56,417] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.18455402795682357, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.7632959947744001, 'colsample_bytree': 0.7642196989787622, 'gamma': 0.7282812629661815, 'reg_alpha': 0.4053913892124199, 'reg_lambda': 1.3413759085649186}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:56,619] Trial 25 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 121, 'learning_rate': 0.02274029821974086, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6968990297104405, 'colsample_bytree': 0.7177927864307604, 'gamma': 0.5281356055059181, 'reg_alpha': 0.6581777721097631, 'reg_lambda': 2.6747898962906937}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:56,888] Trial 26 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 154, 'learning_rate': 0.06477835830686651, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8385821560529746, 'colsample_bytree': 0.8059631205166622, 'gamma': 1.8026157270322933, 'reg_alpha': 0.7986014962305242, 'reg_lambda': 1.6025332853074508}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:57,127] Trial 27 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 225, 'learning_rate': 0.16865240367992346, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9481785122792206, 'colsample_bytree': 0.6388035420226329, 'gamma': 3.0538476461815867, 'reg_alpha': 0.5260472394626373, 'reg_lambda': 0.7748153972461082}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:57,303] Trial 28 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 73, 'learning_rate': 0.02720034416384164, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.88162443775557, 'colsample_bytree': 0.8653248426741799, 'gamma': 3.9794137609160822, 'reg_alpha': 0.920126468900348, 'reg_lambda': 1.1310674516961927}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:57,489] Trial 29 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 38, 'learning_rate': 0.026016998693811706, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9161129165182456, 'colsample_bytree': 0.869241486335043, 'gamma': 4.0592646496340485, 'reg_alpha': 0.9899601982028001, 'reg_lambda': 1.1119565768053001}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:57,715] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.013298099554879747, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.9657043459477288, 'colsample_bytree': 0.8263443156216197, 'gamma': 4.51974690856569, 'reg_alpha': 0.9360574222039014, 'reg_lambda': 1.512261705405062}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:57,976] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 91, 'learning_rate': 0.019560641838723643, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8846318463675936, 'colsample_bytree': 0.9156807717439134, 'gamma': 4.029091769225709, 'reg_alpha': 0.12703243302131778, 'reg_lambda': 0.5217599852924342}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:58,157] Trial 32 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 56, 'learning_rate': 0.04320982087262288, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8148379671356465, 'colsample_bytree': 0.8558654571362162, 'gamma': 4.9611692100933675, 'reg_alpha': 0.866014319321785, 'reg_lambda': 0.9380221340073022}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:58,249] Trial 33 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 22, 'learning_rate': 0.028566719119050114, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9288905471160941, 'colsample_bytree': 0.9002748266510648, 'gamma': 3.570811302129458, 'reg_alpha': 0.7207051978621464, 'reg_lambda': 1.2425856308894692}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:58,558] Trial 34 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 185, 'learning_rate': 0.017186543005920932, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8582008655642449, 'colsample_bytree': 0.6903300190899498, 'gamma': 4.339549620635392, 'reg_alpha': 0.27410955268597936, 'reg_lambda': 2.3045433756324214}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:58,725] Trial 35 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 79, 'learning_rate': 0.0245792298726951, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9940101211112797, 'colsample_bytree': 0.9429937584174477, 'gamma': 2.701877554464468, 'reg_alpha': 0.8146714851361164, 'reg_lambda': 1.9109319897060586}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:58,922] Trial 36 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 111, 'learning_rate': 0.03245479222680137, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9603694128525817, 'colsample_bytree': 0.8144562089730651, 'gamma': 3.2787385515365455, 'reg_alpha': 0.10372228950264151, 'reg_lambda': 0.7228378061276438}. Best is trial 36 with value: 0.7440476190476191.
[I 2025-11-03 19:58:59,200] Trial 37 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 106, 'learning_rate': 0.032287582346552504, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9627773124665933, 'colsample_bytree': 0.8139747402963879, 'gamma': 3.4314137701145593, 'reg_alpha': 0.07686453456737219, 'reg_lambda': 0.7590845150846092}. Best is trial 36 with value: 0.7440476190476191.
[I 2025-11-03 19:58:59,420] Trial 38 finished with value: 0.726190476190476 and parameters: {'n_estimators': 102, 'learning_rate': 0.031958308927185756, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9627492973112184, 'colsample_bytree': 0.7503095384703882, 'gamma': 3.191164502509392, 'reg_alpha': 0.0981237160821434, 'reg_lambda': 0.7527238994922082}. Best is trial 36 with value: 0.7440476190476191.
[I 2025-11-03 19:58:59,680] Trial 39 finished with value: 0.75 and parameters: {'n_estimators': 129, 'learning_rate': 0.046524388212519835, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9252645771025853, 'colsample_bytree': 0.8135623724489452, 'gamma': 3.3592542602479973, 'reg_alpha': 0.07408238773060104, 'reg_lambda': 1.0419197340198838}. Best is trial 39 with value: 0.75.
[I 2025-11-03 19:58:59,887] Trial 40 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 135, 'learning_rate': 0.043743415550624436, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9272873714264, 'colsample_bytree': 0.7860976178927854, 'gamma': 3.913827106137594, 'reg_alpha': 0.1623785776081204, 'reg_lambda': 1.052952515137004}. Best is trial 39 with value: 0.75.
[I 2025-11-03 19:59:00,152] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 84, 'learning_rate': 0.03408535719576815, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.966763163418172, 'colsample_bytree': 0.8148321838440792, 'gamma': 3.4200497633752143, 'reg_alpha': 0.06648654276092897, 'reg_lambda': 0.9115055233625216}. Best is trial 39 with value: 0.75.
[I 2025-11-03 19:59:00,407] Trial 42 finished with value: 0.761904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.03777425941470541, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9057507350382051, 'colsample_bytree': 0.8253215074455524, 'gamma': 2.923855053187954, 'reg_alpha': 0.002361539148881431, 'reg_lambda': 1.223428849322105}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:00,690] Trial 43 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.036027032630380505, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9044238938162614, 'colsample_bytree': 0.8267898560048352, 'gamma': 2.895164274427217, 'reg_alpha': 0.013258969474787365, 'reg_lambda': 1.234960655176203}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:00,930] Trial 44 finished with value: 0.755952380952381 and parameters: {'n_estimators': 93, 'learning_rate': 0.04892308440337912, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9063428104786638, 'colsample_bytree': 0.820747821972852, 'gamma': 2.346384981131192, 'reg_alpha': 0.04254540899805238, 'reg_lambda': 0.9037326811717946}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:01,117] Trial 45 finished with value: 0.761904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.06051410827964503, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9094979521214099, 'colsample_bytree': 0.8400047595810632, 'gamma': 2.6164709104948094, 'reg_alpha': 0.001254983941346828, 'reg_lambda': 1.244035798563574}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:01,290] Trial 46 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.06980746372490201, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8929779987009607, 'colsample_bytree': 0.8361842343585295, 'gamma': 2.317762472669258, 'reg_alpha': 0.0023020804401268045, 'reg_lambda': 1.387527143633072}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:01,514] Trial 47 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.049005517934552406, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9071786955912036, 'colsample_bytree': 0.8881474276409401, 'gamma': 2.8059133168000785, 'reg_alpha': 0.039504423440267104, 'reg_lambda': 1.2449419481327793}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:01,684] Trial 48 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 120, 'learning_rate': 0.10273200560396993, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8695623071625773, 'colsample_bytree': 0.7816567116243657, 'gamma': 2.3279307789751265, 'reg_alpha': 0.24484746320867246, 'reg_lambda': 1.5895249093812087}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:01,972] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.059583982346336425, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9279682093178103, 'colsample_bytree': 0.8502666027207882, 'gamma': 2.5505287264409513, 'reg_alpha': 0.16576047819886838, 'reg_lambda': 1.0166689841952254}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:02,148] Trial 50 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 73, 'learning_rate': 0.04843477080341528, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8391067373011745, 'colsample_bytree': 0.7928647080585178, 'gamma': 2.0675845124076777, 'reg_alpha': 0.05011674366742948, 'reg_lambda': 1.1711915757545606}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:02,334] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.042066499644868055, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9388416560137027, 'colsample_bytree': 0.8271309211565225, 'gamma': 3.0080430198949935, 'reg_alpha': 0.11594432428970083, 'reg_lambda': 1.3588648529897966}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:02,648] Trial 52 finished with value: 0.744047619047619 and parameters: {'n_estimators': 114, 'learning_rate': 0.03656084529771725, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8780281489701297, 'colsample_bytree': 0.7648084779708374, 'gamma': 3.174372040992508, 'reg_alpha': 9.174444981877895e-05, 'reg_lambda': 0.8394268110655971}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:02,821] Trial 53 finished with value: 0.761904761904762 and parameters: {'n_estimators': 94, 'learning_rate': 0.06705473900416255, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.906421215788513, 'colsample_bytree': 0.8032322932046704, 'gamma': 2.778481616720238, 'reg_alpha': 0.12667440194400179, 'reg_lambda': 1.0096022613288291}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:02,985] Trial 54 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 44, 'learning_rate': 0.07377376803703439, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9069160330271634, 'colsample_bytree': 0.8426654837400064, 'gamma': 2.7721800696026175, 'reg_alpha': 0.035193173130892104, 'reg_lambda': 1.4620647948396304}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:03,286] Trial 55 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 92, 'learning_rate': 0.04967750186083215, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9066195302100493, 'colsample_bytree': 0.8003287824979672, 'gamma': 2.321378308117316, 'reg_alpha': 0.2046862048567418, 'reg_lambda': 0.9918435173121387}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:03,486] Trial 56 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 68, 'learning_rate': 0.05586948305141115, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8955490615131768, 'colsample_bytree': 0.8622262309168277, 'gamma': 2.545895046274706, 'reg_alpha': 0.13594553822546718, 'reg_lambda': 1.2169486961265128}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:03,712] Trial 57 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 65, 'learning_rate': 0.05772266212640311, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8666122395753326, 'colsample_bytree': 0.8592531667833776, 'gamma': 2.463072470376803, 'reg_alpha': 0.1428537545751692, 'reg_lambda': 0.8935954328692758}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:03,920] Trial 58 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 73, 'learning_rate': 0.07734083198727865, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8523942309110852, 'colsample_bytree': 0.8911568305387129, 'gamma': 1.7280488305366188, 'reg_alpha': 0.23765377516306502, 'reg_lambda': 1.1663123665686228}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:04,150] Trial 59 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 103, 'learning_rate': 0.09415283952871197, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9188309372150374, 'colsample_bytree': 0.7728628696926098, 'gamma': 2.1546093116890326, 'reg_alpha': 0.07571516508009446, 'reg_lambda': 1.0632664576289395}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:04,379] Trial 60 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 156, 'learning_rate': 0.06132238501758999, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9441323701743409, 'colsample_bytree': 0.9535090966143622, 'gamma': 2.562424210449354, 'reg_alpha': 0.1829511298617196, 'reg_lambda': 1.3755390875322648}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:04,691] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.039162312392276286, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8977593145609489, 'colsample_bytree': 0.8287723297081471, 'gamma': 2.952757377736816, 'reg_alpha': 0.0440134879942219, 'reg_lambda': 1.2236637614451311}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:04,907] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.06783607614209783, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9327292302334882, 'colsample_bytree': 0.84553885341815, 'gamma': 2.842668003198172, 'reg_alpha': 0.09257702287539246, 'reg_lambda': 1.2719756792223804}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:05,219] Trial 63 finished with value: 0.755952380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.05400246057255763, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9150129101993978, 'colsample_bytree': 0.8753177931107166, 'gamma': 2.6650090939874898, 'reg_alpha': 0.024067113010550686, 'reg_lambda': 1.2994019192526656}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:05,380] Trial 64 finished with value: 0.738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.05436294272587699, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8864613373555614, 'colsample_bytree': 0.8788728495307394, 'gamma': 2.6268600804911655, 'reg_alpha': 0.1362718049881521, 'reg_lambda': 1.7048820390335782}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:05,677] Trial 65 finished with value: 0.744047619047619 and parameters: {'n_estimators': 51, 'learning_rate': 0.046967459604023806, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8486603824834758, 'colsample_bytree': 0.9142124984833475, 'gamma': 3.10208305778799, 'reg_alpha': 0.38066617156423577, 'reg_lambda': 1.081088421138806}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:05,773] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.08491108501552465, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.621012052363622, 'colsample_bytree': 0.7980123238993324, 'gamma': 1.880005514340139, 'reg_alpha': 0.03133387372744145, 'reg_lambda': 1.5394010230060469}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:05,985] Trial 67 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 23, 'learning_rate': 0.06410227330527704, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9161854500942188, 'colsample_bytree': 0.8667387407970383, 'gamma': 2.4171051886461763, 'reg_alpha': 0.07091364868870624, 'reg_lambda': 1.3152782387281146}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:06,145] Trial 68 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 70, 'learning_rate': 0.05511954679411709, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9788209083077839, 'colsample_bytree': 0.7373136368194416, 'gamma': 2.1315457042592723, 'reg_alpha': 0.11114497562948344, 'reg_lambda': 0.842806872086704}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:06,379] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.09743049676696118, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.9516498590951478, 'colsample_bytree': 0.8114536006041516, 'gamma': 3.719471275314714, 'reg_alpha': 0.1528856823688942, 'reg_lambda': 0.9790475798718365}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:06,531] Trial 70 finished with value: 0.738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.04485343212738379, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8221943279925069, 'colsample_bytree': 0.8958577494281306, 'gamma': 1.59755637494187, 'reg_alpha': 0.18665929059317535, 'reg_lambda': 1.411936979278322}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:06,704] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 98, 'learning_rate': 0.03830602711884348, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9047844908557917, 'colsample_bytree': 0.8320691819177677, 'gamma': 2.9176548016066417, 'reg_alpha': 0.014238643532753663, 'reg_lambda': 1.1644436952230255}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:06,892] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 95, 'learning_rate': 0.052857231143986494, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8765172720576945, 'colsample_bytree': 0.8536679969932535, 'gamma': 2.687875702175627, 'reg_alpha': 0.06402249023097104, 'reg_lambda': 1.1282725945711902}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:07,161] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.039612231779450315, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8961334705548224, 'colsample_bytree': 0.835414733897543, 'gamma': 3.032237276494394, 'reg_alpha': 0.0227025713020257, 'reg_lambda': 1.1794144661609078}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:07,475] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 144, 'learning_rate': 0.03026792916251275, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9334634396943349, 'colsample_bytree': 0.8729273961151527, 'gamma': 3.426546057759578, 'reg_alpha': 0.09180015319171222, 'reg_lambda': 0.9427700822762308}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:07,757] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 109, 'learning_rate': 0.06510313537410599, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9218625866740149, 'colsample_bytree': 0.8197806823480263, 'gamma': 2.260485707160369, 'reg_alpha': 0.0492185603756375, 'reg_lambda': 1.299945574010571}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:07,847] Trial 76 finished with value: 0.761904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.07242045209985996, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.912227862811752, 'colsample_bytree': 0.7768846143433975, 'gamma': 3.2812188909072106, 'reg_alpha': 0.1303159503583773, 'reg_lambda': 0.6398559054695354}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:08,072] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.071429407269324, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9102277676680584, 'colsample_bytree': 0.7750230519768775, 'gamma': 2.663328887902392, 'reg_alpha': 0.2214437935741867, 'reg_lambda': 0.501303255434507}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:08,177] Trial 78 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 32, 'learning_rate': 0.12321485196036154, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8869633330783955, 'colsample_bytree': 0.75354660342391, 'gamma': 3.2445326249640805, 'reg_alpha': 0.1214517693368576, 'reg_lambda': 0.6449287116054374}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:08,377] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 76, 'learning_rate': 0.07892284829521276, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8697019990039541, 'colsample_bytree': 0.8033241204397692, 'gamma': 2.4448081948448417, 'reg_alpha': 0.014840569432963562, 'reg_lambda': 0.6728281109630174}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:08,498] Trial 80 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.06010972033294976, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7185665266279735, 'colsample_bytree': 0.9040586172325247, 'gamma': 2.764207773922961, 'reg_alpha': 0.2911935209105441, 'reg_lambda': 0.5761478584420128}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:08,726] Trial 81 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 68, 'learning_rate': 0.04622947968482127, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8962908131380234, 'colsample_bytree': 0.7881222057425554, 'gamma': 2.9145491977688645, 'reg_alpha': 0.08195260933210724, 'reg_lambda': 0.8000541961299075}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:08,877] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 67, 'learning_rate': 0.05315571215414853, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8992169554283254, 'colsample_bytree': 0.7818625728117248, 'gamma': 2.903277311893803, 'reg_alpha': 0.0957784169279266, 'reg_lambda': 0.8260391776832513}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:09,070] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.03828548920192781, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8611741913488156, 'colsample_bytree': 0.836366649252946, 'gamma': 2.0244891153386178, 'reg_alpha': 0.0008779928805903343, 'reg_lambda': 0.7129300010217146}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:09,329] Trial 84 finished with value: 0.726190476190476 and parameters: {'n_estimators': 87, 'learning_rate': 0.04288212679162056, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8891035687272567, 'colsample_bytree': 0.7924835441390491, 'gamma': 3.116440568330613, 'reg_alpha': 0.05515558086859995, 'reg_lambda': 0.8048133639137706}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:09,572] Trial 85 finished with value: 0.738095238095238 and parameters: {'n_estimators': 93, 'learning_rate': 0.035809789519158405, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9549083000290216, 'colsample_bytree': 0.8591171411431863, 'gamma': 2.517919122528631, 'reg_alpha': 0.14396936079814532, 'reg_lambda': 0.8884331803104982}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:09,922] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.0565597002300376, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9155851379154002, 'colsample_bytree': 0.7322099388046659, 'gamma': 2.2228677996871244, 'reg_alpha': 0.0382897415837447, 'reg_lambda': 0.993750611445604}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:10,103] Trial 87 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 44, 'learning_rate': 0.24138698614669568, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9397347405743183, 'colsample_bytree': 0.821091794797637, 'gamma': 3.5739736791596273, 'reg_alpha': 0.08564026445360673, 'reg_lambda': 0.5746372208324837}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:10,467] Trial 88 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 79, 'learning_rate': 0.09043018299916156, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8757887547511856, 'colsample_bytree': 0.7606711373716721, 'gamma': 2.9491859897678925, 'reg_alpha': 0.11853885361756523, 'reg_lambda': 1.099160135796138}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:10,647] Trial 89 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 67, 'learning_rate': 0.10606233127200165, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9016730719494706, 'colsample_bytree': 0.8853578416313482, 'gamma': 3.3139420678619893, 'reg_alpha': 0.02239942073591882, 'reg_lambda': 1.1977712299254346}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:10,841] Trial 90 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 97, 'learning_rate': 0.05102265568113438, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8304014502457585, 'colsample_bytree': 0.8066103773380424, 'gamma': 2.7021779875749248, 'reg_alpha': 0.062163396371126875, 'reg_lambda': 1.4142644955952928}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:11,003] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.05180498515143929, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.899199850314598, 'colsample_bytree': 0.7824674345071778, 'gamma': 2.8623452865086105, 'reg_alpha': 0.09997303234643168, 'reg_lambda': 0.6981562155276908}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:11,165] Trial 92 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.04609877371271754, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7781566371160197, 'colsample_bytree': 0.781490314820358, 'gamma': 2.6039236003616777, 'reg_alpha': 0.17661311440671335, 'reg_lambda': 0.8089964423963446}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:11,402] Trial 93 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 88, 'learning_rate': 0.07330579526169961, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8808827663886648, 'colsample_bytree': 0.8439715171010455, 'gamma': 2.9455835402640074, 'reg_alpha': 0.12518053394169376, 'reg_lambda': 0.9265115818843441}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:11,591] Trial 94 finished with value: 0.75 and parameters: {'n_estimators': 89, 'learning_rate': 0.07454222700847188, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9140441052442364, 'colsample_bytree': 0.8492696050498606, 'gamma': 3.0397631148597215, 'reg_alpha': 0.12999203530190503, 'reg_lambda': 0.9298166329801382}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:11,855] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 118, 'learning_rate': 0.06717479006438559, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8833846020281896, 'colsample_bytree': 0.8374901961306703, 'gamma': 2.3983070261947366, 'reg_alpha': 0.022495085152937286, 'reg_lambda': 1.055944893166682}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:12,107] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 104, 'learning_rate': 0.08554984805029663, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9277390938826204, 'colsample_bytree': 0.8292281856495741, 'gamma': 3.12059709706161, 'reg_alpha': 0.1926390132481503, 'reg_lambda': 0.886996720941527}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:12,270] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.060141328201040616, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8485069031096386, 'colsample_bytree': 0.8647430154379694, 'gamma': 2.79228983399144, 'reg_alpha': 0.14942901531215128, 'reg_lambda': 1.3068021055520953}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:12,448] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 83, 'learning_rate': 0.07077180208739098, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9356164749275847, 'colsample_bytree': 0.8463497093303948, 'gamma': 3.218120336335326, 'reg_alpha': 5.828390786017062e-05, 'reg_lambda': 0.768037733715358}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:12,588] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 27, 'learning_rate': 0.041525903694449896, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8909492577727609, 'colsample_bytree': 0.7926472551914752, 'gamma': 3.689469993521909, 'reg_alpha': 0.05431763424068797, 'reg_lambda': 1.16521761786334}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:12,769] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 109, 'learning_rate': 0.0630664269226102, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9089984067187118, 'colsample_bytree': 0.8199119352813266, 'gamma': 2.9427350561928725, 'reg_alpha': 0.23347390780774824, 'reg_lambda': 1.1068688840823533}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:12,946] Trial 101 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 81, 'learning_rate': 0.05632759601775434, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9001626746839803, 'colsample_bytree': 0.7694970225577372, 'gamma': 2.850695248173365, 'reg_alpha': 0.08661207294719601, 'reg_lambda': 0.9537887412484907}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:13,202] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.056728049826342386, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9249010283829291, 'colsample_bytree': 0.7628939081331372, 'gamma': 2.5585833155973594, 'reg_alpha': 0.07446807467565544, 'reg_lambda': 1.0292240371637336}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:13,401] Trial 103 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 90, 'learning_rate': 0.04787449861638945, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8771032965530483, 'colsample_bytree': 0.8075661584928147, 'gamma': 2.7284459813087354, 'reg_alpha': 0.038975024190931525, 'reg_lambda': 0.9881821256503641}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:13,615] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.02983450149455436, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9114280146413719, 'colsample_bytree': 0.7967081766415017, 'gamma': 3.345897154917352, 'reg_alpha': 0.11131851192714971, 'reg_lambda': 1.1444499717861933}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:13,763] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.08044019205568274, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.864205779569846, 'colsample_bytree': 0.7395568703944806, 'gamma': 2.810783219681371, 'reg_alpha': 0.16304837642360379, 'reg_lambda': 0.9558283535722667}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:14,049] Trial 106 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 101, 'learning_rate': 0.06668426196880925, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8926066843845903, 'colsample_bytree': 0.857387569405121, 'gamma': 2.372515776154477, 'reg_alpha': 0.0868768039843712, 'reg_lambda': 0.8755531983075547}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:14,277] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.045432141564998196, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9043366219622105, 'colsample_bytree': 0.9253728019544288, 'gamma': 3.0050951453723425, 'reg_alpha': 0.019960793749260727, 'reg_lambda': 1.2594316764216074}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:14,438] Trial 108 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 98, 'learning_rate': 0.0742270861893501, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9425333958399368, 'colsample_bytree': 0.873292399838078, 'gamma': 2.6299627658176714, 'reg_alpha': 0.34625340322926534, 'reg_lambda': 0.6389323561778739}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:14,642] Trial 109 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 38, 'learning_rate': 0.0489991797441913, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.920697588629796, 'colsample_bytree': 0.8813828607233329, 'gamma': 3.5030998970715848, 'reg_alpha': 0.13111872681869746, 'reg_lambda': 2.084291238788471}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:14,815] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.03442363821674283, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8811144447245245, 'colsample_bytree': 0.8293610530472447, 'gamma': 2.485250557154087, 'reg_alpha': 0.05826853326674089, 'reg_lambda': 0.7362009636008264}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:14,969] Trial 111 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 64, 'learning_rate': 0.05400504062717622, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8982494473518595, 'colsample_bytree': 0.7747015365775172, 'gamma': 2.9213790264138435, 'reg_alpha': 0.09895603792246802, 'reg_lambda': 0.7979417964415725}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:15,184] Trial 112 finished with value: 0.738095238095238 and parameters: {'n_estimators': 61, 'learning_rate': 0.058316359061731146, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8955446335044684, 'colsample_bytree': 0.756182723010745, 'gamma': 3.1879814853312403, 'reg_alpha': 0.07994381724196022, 'reg_lambda': 0.7823531792330742}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:15,349] Trial 113 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 55, 'learning_rate': 0.05475445366308444, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9212496948869542, 'colsample_bytree': 0.771659172097852, 'gamma': 2.872128798901691, 'reg_alpha': 0.26026146015439233, 'reg_lambda': 1.0291653598217672}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:15,501] Trial 114 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 75, 'learning_rate': 0.039873316283253885, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.903236862305794, 'colsample_bytree': 0.7699120891407806, 'gamma': 3.068022500099928, 'reg_alpha': 0.10715389866922308, 'reg_lambda': 0.916442033048948}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:15,610] Trial 115 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 49, 'learning_rate': 0.06159318747005816, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8709146139996311, 'colsample_bytree': 0.7424557900682377, 'gamma': 3.1064417951846597, 'reg_alpha': 0.10963054803654297, 'reg_lambda': 0.9554161529018809}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:15,811] Trial 116 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 76, 'learning_rate': 0.043729528243574324, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8867602804959077, 'colsample_bytree': 0.7690546204316557, 'gamma': 2.6643906379004503, 'reg_alpha': 0.13660761408402686, 'reg_lambda': 0.854647582706878}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:16,010] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.050805619486216765, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9126613928299453, 'colsample_bytree': 0.7776717910088192, 'gamma': 3.0163067260988, 'reg_alpha': 0.21653584009119894, 'reg_lambda': 0.6106172085000232}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:16,223] Trial 118 finished with value: 0.738095238095238 and parameters: {'n_estimators': 72, 'learning_rate': 0.03982979831258729, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9303899170414095, 'colsample_bytree': 0.7860128100292795, 'gamma': 2.7745367076312615, 'reg_alpha': 0.16455875372008108, 'reg_lambda': 0.7279704447131776}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:16,450] Trial 119 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.06914538168001194, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8550845150763432, 'colsample_bytree': 0.7475975299912869, 'gamma': 2.211556060748029, 'reg_alpha': 0.19543015205695852, 'reg_lambda': 0.9069749761206176}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:16,610] Trial 120 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 87, 'learning_rate': 0.06316351885346452, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9709956202461422, 'colsample_bytree': 0.8020410210166272, 'gamma': 2.501265493608462, 'reg_alpha': 0.0371453328860377, 'reg_lambda': 1.5290741364728988}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:16,793] Trial 121 finished with value: 0.755952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.03774867152985977, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9027778051528671, 'colsample_bytree': 0.7236391956922823, 'gamma': 2.858612706233348, 'reg_alpha': 0.057775956963130606, 'reg_lambda': 1.0801016265017447}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:17,071] Trial 122 finished with value: 0.761904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.04166723936290405, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9011060191650619, 'colsample_bytree': 0.7284657733930057, 'gamma': 3.2568373725990303, 'reg_alpha': 0.09754845682278061, 'reg_lambda': 1.069528970117244}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:17,319] Trial 123 finished with value: 0.761904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.03721432603630375, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9030609053562242, 'colsample_bytree': 0.7059932810746654, 'gamma': 3.2333415168498654, 'reg_alpha': 0.09744801792763583, 'reg_lambda': 1.0790075502943115}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:17,664] Trial 124 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 77, 'learning_rate': 0.041332772303767105, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9162686560952822, 'colsample_bytree': 0.6949361922235164, 'gamma': 3.2692803742990857, 'reg_alpha': 0.09938963558976466, 'reg_lambda': 0.8405408205173353}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:17,853] Trial 125 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 78, 'learning_rate': 0.035233168820077765, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8914609427336432, 'colsample_bytree': 0.6865681788501792, 'gamma': 3.465647809621924, 'reg_alpha': 0.10034030934308498, 'reg_lambda': 0.8192757813268472}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:18,037] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.032254061570514525, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8912300201378877, 'colsample_bytree': 0.6911894126160157, 'gamma': 3.4665070262837054, 'reg_alpha': 0.10763076200366324, 'reg_lambda': 0.7961555094047881}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:18,264] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 82, 'learning_rate': 0.03390944675155968, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8819128771031115, 'colsample_bytree': 0.7030974006192475, 'gamma': 3.297806534493101, 'reg_alpha': 0.47910321861423444, 'reg_lambda': 0.5491677872786674}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:18,475] Trial 128 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.041824980501543395, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.920460067967775, 'colsample_bytree': 0.6803256766732816, 'gamma': 3.716417033136427, 'reg_alpha': 0.09014347455039715, 'reg_lambda': 0.6639273546716244}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:18,692] Trial 129 finished with value: 0.738095238095238 and parameters: {'n_estimators': 178, 'learning_rate': 0.037232134195347384, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9051643606336801, 'colsample_bytree': 0.6584971737483025, 'gamma': 3.4142054445911247, 'reg_alpha': 0.15399885221352866, 'reg_lambda': 0.9311975606242985}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:18,926] Trial 130 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 70, 'learning_rate': 0.02727321882643771, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9492510857377358, 'colsample_bytree': 0.7068786365410106, 'gamma': 3.885347852853005, 'reg_alpha': 0.12180825119773803, 'reg_lambda': 0.8310226649635442}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:19,112] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.030164785728776004, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.898233108372984, 'colsample_bytree': 0.7034718637445053, 'gamma': 3.23895183010476, 'reg_alpha': 0.07316971639138396, 'reg_lambda': 0.9921272633834666}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:19,331] Trial 132 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 87, 'learning_rate': 0.04596965176112721, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9113361857611514, 'colsample_bytree': 0.7127748523452844, 'gamma': 3.131935762879667, 'reg_alpha': 0.09891321005582264, 'reg_lambda': 0.7561122594011361}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:19,510] Trial 133 finished with value: 0.755952380952381 and parameters: {'n_estimators': 93, 'learning_rate': 0.03563788555499837, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9316595838238071, 'colsample_bytree': 0.693623118540855, 'gamma': 3.6663130021012202, 'reg_alpha': 0.07948957688148743, 'reg_lambda': 0.91875840687198}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:19,818] Trial 134 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 106, 'learning_rate': 0.04048133567292161, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8743297349122947, 'colsample_bytree': 0.7214690412753446, 'gamma': 3.5436109650719265, 'reg_alpha': 0.17691625464322358, 'reg_lambda': 0.8674325364621993}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:19,978] Trial 135 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.043788934547373204, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.8885817561716646, 'colsample_bytree': 0.7294752835238314, 'gamma': 3.270326603019228, 'reg_alpha': 0.05128956366661777, 'reg_lambda': 1.0280145938614123}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:20,162] Trial 136 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 91, 'learning_rate': 0.010051192135099049, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9004159389396446, 'colsample_bytree': 0.685910884892574, 'gamma': 3.3926567714811577, 'reg_alpha': 0.12296325717659568, 'reg_lambda': 0.6906492351392695}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:20,419] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 82, 'learning_rate': 0.04927061169117979, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.916847264341606, 'colsample_bytree': 0.663451746654887, 'gamma': 3.0205130875775805, 'reg_alpha': 0.09870631669505797, 'reg_lambda': 0.8275711465742741}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:20,582] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.02458042583355445, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.90769667669691, 'colsample_bytree': 0.6814510231315374, 'gamma': 4.208277407830636, 'reg_alpha': 0.039174097370436964, 'reg_lambda': 0.9594133747428054}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:20,756] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 88, 'learning_rate': 0.04045678890564501, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9259880435442324, 'colsample_bytree': 0.7121440026830462, 'gamma': 3.1119206956116225, 'reg_alpha': 0.14238074171773868, 'reg_lambda': 1.0941525513821737}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:21,015] Trial 140 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 71, 'learning_rate': 0.03610271791497498, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8821128051219657, 'colsample_bytree': 0.6503440797114757, 'gamma': 2.9551923938455995, 'reg_alpha': 0.08044636833320422, 'reg_lambda': 0.8701100548389741}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:21,183] Trial 141 finished with value: 0.744047619047619 and parameters: {'n_estimators': 71, 'learning_rate': 0.03426008195984606, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8825961272885894, 'colsample_bytree': 0.6192388106760323, 'gamma': 3.213279701124586, 'reg_alpha': 0.07657006684558412, 'reg_lambda': 0.8819428273728968}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:21,419] Trial 142 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 77, 'learning_rate': 0.037098415330337295, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.895153594407295, 'colsample_bytree': 0.6237673617705412, 'gamma': 2.9628589595391133, 'reg_alpha': 0.11633414406658439, 'reg_lambda': 0.7826544055028247}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:21,584] Trial 143 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 61, 'learning_rate': 0.04247095797960868, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8666324900538946, 'colsample_bytree': 0.6541361665594081, 'gamma': 3.3094282961588384, 'reg_alpha': 0.0639786028006746, 'reg_lambda': 1.0102443171962439}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:21,851] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 62, 'learning_rate': 0.032148309577498965, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8609909120090816, 'colsample_bytree': 0.6491579826548034, 'gamma': 3.3645146015286946, 'reg_alpha': 0.06369290600262614, 'reg_lambda': 1.0320177485897768}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:22,060] Trial 145 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 66, 'learning_rate': 0.043062917549406235, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8712805379644932, 'colsample_bytree': 0.6730128214309787, 'gamma': 3.126410644665223, 'reg_alpha': 0.15188098560903682, 'reg_lambda': 1.8629520719310961}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:22,212] Trial 146 finished with value: 0.761904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.042780992950021524, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8909290033835249, 'colsample_bytree': 0.6726106728970325, 'gamma': 3.1853299112566154, 'reg_alpha': 0.09753982589853735, 'reg_lambda': 1.7882300871804566}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:22,362] Trial 147 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.045804048899892216, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8999696164650561, 'colsample_bytree': 0.6554336639522211, 'gamma': 0.2597534569633244, 'reg_alpha': 0.15217699890030123, 'reg_lambda': 1.9397614000556773}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:22,560] Trial 148 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 72, 'learning_rate': 0.0389679587365243, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8671677303368284, 'colsample_bytree': 0.639964456533436, 'gamma': 3.0662067702209965, 'reg_alpha': 0.026843074536203576, 'reg_lambda': 1.967213937839648}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:22,746] Trial 149 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 49, 'learning_rate': 0.03548394775623222, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.872923370842454, 'colsample_bytree': 0.671270755053172, 'gamma': 3.5671095481505284, 'reg_alpha': 0.08769502771169019, 'reg_lambda': 1.722013441415234}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:22,901] Trial 150 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.030586927537286823, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8439971846359079, 'colsample_bytree': 0.6949972098346008, 'gamma': 3.2951765934451047, 'reg_alpha': 0.5756537194175343, 'reg_lambda': 1.8319460892351096}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:23,142] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 68, 'learning_rate': 0.028258891544199114, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8343385796759663, 'colsample_bytree': 0.6798066756440652, 'gamma': 3.3251588009499056, 'reg_alpha': 0.5669115485343175, 'reg_lambda': 1.8038769963055328}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:23,303] Trial 152 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.031384269034742014, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8428391596260097, 'colsample_bytree': 0.6678736772093669, 'gamma': 3.2670504963611164, 'reg_alpha': 0.6182995106891854, 'reg_lambda': 2.8108686406881183}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:23,448] Trial 153 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 62, 'learning_rate': 0.02587446146255767, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8521515596476676, 'colsample_bytree': 0.6969061222694496, 'gamma': 3.4937465220370054, 'reg_alpha': 0.6554709416790483, 'reg_lambda': 1.8607711563303784}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:23,744] Trial 154 finished with value: 0.744047619047619 and parameters: {'n_estimators': 80, 'learning_rate': 0.03993662378108996, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.858666339156187, 'colsample_bytree': 0.6564896468177595, 'gamma': 3.8037507163534627, 'reg_alpha': 0.5374476059687836, 'reg_lambda': 2.0283497972067517}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:23,911] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.020876952216942676, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.80150325379514, 'colsample_bytree': 0.634422326573894, 'gamma': 3.1385029091840524, 'reg_alpha': 0.057883003474310996, 'reg_lambda': 1.1247143322393394}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:24,145] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.03382132746410152, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8874481791907488, 'colsample_bytree': 0.6998774023383073, 'gamma': 2.8659060110375725, 'reg_alpha': 0.694694893986751, 'reg_lambda': 1.863222452686998}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:24,398] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 44, 'learning_rate': 0.037125722128206876, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8759200741018314, 'colsample_bytree': 0.6490689028442109, 'gamma': 3.038843717415905, 'reg_alpha': 0.5774660440659071, 'reg_lambda': 1.6725289846568023}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:24,563] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.043127368915113484, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9100522590910389, 'colsample_bytree': 0.7657324045540312, 'gamma': 3.419355103166098, 'reg_alpha': 0.10898006962466546, 'reg_lambda': 1.8816479154116301}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:24,733] Trial 159 finished with value: 0.738095238095238 and parameters: {'n_estimators': 83, 'learning_rate': 0.05123390951616799, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.918214656338424, 'colsample_bytree': 0.6877143917910201, 'gamma': 3.6313389220380965, 'reg_alpha': 0.5187364572976892, 'reg_lambda': 2.235999118505174}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:24,915] Trial 160 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.046585648928386424, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8944878632109154, 'colsample_bytree': 0.7893014878702185, 'gamma': 2.7762803677737202, 'reg_alpha': 0.14037244870450766, 'reg_lambda': 0.9976257017401092}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:25,112] Trial 161 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 62, 'learning_rate': 0.04242442061751436, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8852118008221379, 'colsample_bytree': 0.7105539437850513, 'gamma': 3.1702351813601277, 'reg_alpha': 0.09662467268242288, 'reg_lambda': 1.782307857495406}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:25,286] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.041569012034557234, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8829381015512257, 'colsample_bytree': 0.6793991296150125, 'gamma': 3.2264264546756882, 'reg_alpha': 0.07616635828328595, 'reg_lambda': 1.759825049814174}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:25,454] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.03841688539691495, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8686184023490392, 'colsample_bytree': 0.7098660558226637, 'gamma': 2.937139087185001, 'reg_alpha': 0.12555985307783896, 'reg_lambda': 1.586349918287766}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:25,800] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.04809351660172616, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8454931594128352, 'colsample_bytree': 0.7124527137290143, 'gamma': 2.945890161240049, 'reg_alpha': 0.1312517569100833, 'reg_lambda': 1.8129979386556898}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:25,952] Trial 165 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 54, 'learning_rate': 0.02977645626698243, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8662921210450317, 'colsample_bytree': 0.6738108891776857, 'gamma': 3.107944147983797, 'reg_alpha': 0.16720166535389755, 'reg_lambda': 1.7368605639008625}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:26,102] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.03067012220746725, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8631440960838699, 'colsample_bytree': 0.6668016108394489, 'gamma': 3.0610974106652784, 'reg_alpha': 0.17505676947656776, 'reg_lambda': 1.6998120207504286}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:26,425] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.02900494198550073, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8671000187582175, 'colsample_bytree': 0.6766963086065713, 'gamma': 2.741503549501881, 'reg_alpha': 0.21065184789621927, 'reg_lambda': 1.6060825023705576}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:26,567] Trial 168 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 51, 'learning_rate': 0.034035017458404954, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8732771329177096, 'colsample_bytree': 0.6928581617545693, 'gamma': 2.8272717207691986, 'reg_alpha': 0.4477011703665261, 'reg_lambda': 1.5883799124519684}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:26,793] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.03338340991087408, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8767438263156087, 'colsample_bytree': 0.695781181292634, 'gamma': 2.8662944217886, 'reg_alpha': 0.45762415164848813, 'reg_lambda': 1.6538124847325635}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:26,934] Trial 170 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 52, 'learning_rate': 0.027002499705107222, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8682209661181071, 'colsample_bytree': 0.6861948099405757, 'gamma': 2.8283575665840477, 'reg_alpha': 0.00045405427326259827, 'reg_lambda': 1.480290665061731}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:27,211] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 39, 'learning_rate': 0.032071808169729425, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8833602084039559, 'colsample_bytree': 0.6628908493670608, 'gamma': 2.964359225494174, 'reg_alpha': 0.608416467127538, 'reg_lambda': 1.6415497825874459}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:27,359] Trial 172 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 42, 'learning_rate': 0.03507133038947127, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8823901706845749, 'colsample_bytree': 0.6642113069207296, 'gamma': 3.007011652640494, 'reg_alpha': 0.6181803172783362, 'reg_lambda': 1.5965231995841114}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:27,612] Trial 173 finished with value: 0.744047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.0348908456713105, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8615428464378081, 'colsample_bytree': 0.6624400292624869, 'gamma': 2.9887715548705343, 'reg_alpha': 0.604695914114855, 'reg_lambda': 1.7494131045938037}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:27,761] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 42, 'learning_rate': 0.03004493163417506, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8531773482247569, 'colsample_bytree': 0.645957079163556, 'gamma': 3.1158689203403642, 'reg_alpha': 0.5791635418673925, 'reg_lambda': 1.5989938238909045}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:27,910] Trial 175 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.032289135711654496, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8732176730812462, 'colsample_bytree': 0.6346158012403914, 'gamma': 2.9519883628064685, 'reg_alpha': 0.599793431429226, 'reg_lambda': 1.6349478160851014}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:28,208] Trial 176 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 64, 'learning_rate': 0.038172016378876086, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8829900678803531, 'colsample_bytree': 0.6714501539085157, 'gamma': 3.053942797384801, 'reg_alpha': 0.7684950832874852, 'reg_lambda': 1.5926042372214082}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:28,417] Trial 177 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 27, 'learning_rate': 0.03541092780016749, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6526058962722376, 'colsample_bytree': 0.6524284529907965, 'gamma': 2.6850839331968577, 'reg_alpha': 0.6327712930346129, 'reg_lambda': 1.7355097337822365}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:28,693] Trial 178 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 58, 'learning_rate': 0.032342554332605244, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8289447188344159, 'colsample_bytree': 0.662035165287468, 'gamma': 2.9016362224888765, 'reg_alpha': 0.6737139036542706, 'reg_lambda': 1.5206409035027377}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:28,841] Trial 179 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 35, 'learning_rate': 0.028039618090013624, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8859451335319636, 'colsample_bytree': 0.6748301413409699, 'gamma': 3.007350153654633, 'reg_alpha': 0.7319949177932592, 'reg_lambda': 1.8379484718153394}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:28,995] Trial 180 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.039316259184480576, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8557447431838947, 'colsample_bytree': 0.6911124628579739, 'gamma': 3.12462048150184, 'reg_alpha': 0.6250015003443448, 'reg_lambda': 1.6937892948185977}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:29,183] Trial 181 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 46, 'learning_rate': 0.039742919148925686, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8716947725560406, 'colsample_bytree': 0.6916976305142092, 'gamma': 3.1436462057742656, 'reg_alpha': 0.6287041362712971, 'reg_lambda': 1.6785900534713483}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:29,337] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 48, 'learning_rate': 0.03832622152172499, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8525108556738049, 'colsample_bytree': 0.6912961017715727, 'gamma': 3.1615399260943793, 'reg_alpha': 0.6322697023927107, 'reg_lambda': 1.6740554087459811}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:29,437] Trial 183 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 45, 'learning_rate': 0.0440964267375062, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8681506437122053, 'colsample_bytree': 0.684896040591477, 'gamma': 3.3401839540974616, 'reg_alpha': 0.66227003148732, 'reg_lambda': 1.6460372760188255}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:29,591] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 41, 'learning_rate': 0.04052541838255252, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8585572533655825, 'colsample_bytree': 0.6845213515919437, 'gamma': 3.397349443375002, 'reg_alpha': 0.6266444863513275, 'reg_lambda': 1.5711177294340868}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:29,746] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 45, 'learning_rate': 0.04443439460562871, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8710121447744088, 'colsample_bytree': 0.6963156906658603, 'gamma': 3.155898219676073, 'reg_alpha': 0.6879652288618143, 'reg_lambda': 1.692595700025367}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:29,922] Trial 186 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 36, 'learning_rate': 0.03598998309961218, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8641254951968204, 'colsample_bytree': 0.7072907093270145, 'gamma': 3.2897856063741866, 'reg_alpha': 0.6482262419215425, 'reg_lambda': 1.7836268098626644}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:30,069] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.042143544142591145, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.840224522911222, 'colsample_bytree': 0.6900502621464544, 'gamma': 3.1030199325739987, 'reg_alpha': 0.5947324165012291, 'reg_lambda': 1.6299359895297716}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:30,239] Trial 188 finished with value: 0.732142857142857 and parameters: {'n_estimators': 51, 'learning_rate': 0.045158379557617374, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8785005488994558, 'colsample_bytree': 0.7163659683337961, 'gamma': 3.350362702581897, 'reg_alpha': 0.6635000104594365, 'reg_lambda': 1.9124046232777552}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:30,482] Trial 189 finished with value: 0.755952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.0393594620969907, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8684648212974422, 'colsample_bytree': 0.667526401754563, 'gamma': 3.1674074810375816, 'reg_alpha': 0.40124041317565806, 'reg_lambda': 1.5623282025584286}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:30,742] Trial 190 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 52, 'learning_rate': 0.03358815478775169, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.877191388883532, 'colsample_bytree': 0.7011837036448165, 'gamma': 3.4658115068503403, 'reg_alpha': 0.5440170327034387, 'reg_lambda': 1.4806453118883804}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:30,925] Trial 191 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 53, 'learning_rate': 0.03128609954476644, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8795637862075419, 'colsample_bytree': 0.6976386261712717, 'gamma': 3.4998141267076237, 'reg_alpha': 0.5438967597926624, 'reg_lambda': 1.4798986706177648}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:31,088] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.03531549897091139, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8746040594260648, 'colsample_bytree': 0.7060003182349324, 'gamma': 3.499724975409001, 'reg_alpha': 0.5491589819457395, 'reg_lambda': 1.4720411517446996}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:31,281] Trial 193 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 48, 'learning_rate': 0.03557764062154664, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.878278878078072, 'colsample_bytree': 0.6976128093957635, 'gamma': 3.441894944395889, 'reg_alpha': 0.5409527645372809, 'reg_lambda': 1.474782385774832}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:31,420] Trial 194 finished with value: 0.744047619047619 and parameters: {'n_estimators': 47, 'learning_rate': 0.03461121020655297, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8906644741067066, 'colsample_bytree': 0.7022421917268333, 'gamma': 3.5182935711805454, 'reg_alpha': 0.5441817371445836, 'reg_lambda': 1.4292690072696945}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:31,575] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 51, 'learning_rate': 0.03568597415771559, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8741042606212942, 'colsample_bytree': 0.7198817941809207, 'gamma': 3.6017949534355624, 'reg_alpha': 0.5172320365925305, 'reg_lambda': 1.492569072827603}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:31,768] Trial 196 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 43, 'learning_rate': 0.03752554382675882, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8791579211752358, 'colsample_bytree': 0.6946995687144347, 'gamma': 3.7623099119045875, 'reg_alpha': 0.5043250157232635, 'reg_lambda': 1.539484086651975}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:31,944] Trial 197 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.03299299159085951, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8483786833667044, 'colsample_bytree': 0.6841203123807488, 'gamma': 3.4595724991386048, 'reg_alpha': 0.5478084541159101, 'reg_lambda': 1.4560353459531654}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:32,207] Trial 198 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 52, 'learning_rate': 0.039427796605614275, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8576565376439103, 'colsample_bytree': 0.7060577682051589, 'gamma': 3.47517173481831, 'reg_alpha': 0.5862155376947223, 'reg_lambda': 1.4045916100706368}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:32,318] Trial 199 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 31, 'learning_rate': 0.038748334301640375, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8591640232177532, 'colsample_bytree': 0.70822252507284, 'gamma': 3.516129315220584, 'reg_alpha': 0.5257107694951856, 'reg_lambda': 1.364718819925773}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:32,321] A new study created in memory with name: no-name-0f0287a0-2299-4957-83ea-4c5c08ffcb83
[I 2025-11-03 19:59:32,732] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 83, 'learning_rate': 0.06679628169034553, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.6083168162824042, 'colsample_bytree': 0.9990350635394847, 'gamma': 2.9192519093826226, 'reg_alpha': 0.27283241830196014, 'reg_lambda': 2.0835651550572223}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:59:32,813] Trial 1 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.21268881582921584, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.789874223800658, 'colsample_bytree': 0.8056095302701097, 'gamma': 3.0181213821003516, 'reg_alpha': 0.9992807482081726, 'reg_lambda': 1.0902541342330712}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:33,072] Trial 2 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 148, 'learning_rate': 0.06065326597537989, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7297433164280909, 'colsample_bytree': 0.609283145405845, 'gamma': 4.956532654834264, 'reg_alpha': 0.9919522654772797, 'reg_lambda': 0.7027862975307746}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:33,222] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 51, 'learning_rate': 0.17560306174027496, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.9400956321604363, 'colsample_bytree': 0.9919425345802603, 'gamma': 4.3605676522993235, 'reg_alpha': 0.8929531325993318, 'reg_lambda': 1.4817080925162969}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:33,462] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 115, 'learning_rate': 0.010135299523089515, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.8908208981943592, 'colsample_bytree': 0.6483940086300978, 'gamma': 1.6493838938182515, 'reg_alpha': 0.5193516481011281, 'reg_lambda': 1.4608392177116216}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:33,647] Trial 5 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 146, 'learning_rate': 0.22057647621500026, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.91341289320173, 'colsample_bytree': 0.7182390220227498, 'gamma': 4.625825699883071, 'reg_alpha': 0.13625017431623976, 'reg_lambda': 1.3055901087078132}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:33,906] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.03856402198678352, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.6048528185075324, 'colsample_bytree': 0.8363311242626542, 'gamma': 2.6494905618149556, 'reg_alpha': 0.5334696036854139, 'reg_lambda': 0.7520969822213004}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:34,189] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.03465179653432212, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8379090180012428, 'colsample_bytree': 0.6234788249394302, 'gamma': 2.4235208750212496, 'reg_alpha': 0.35201988472474144, 'reg_lambda': 2.2575145369743814}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:34,453] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.010985208556500203, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9739381006707883, 'colsample_bytree': 0.7971686637487185, 'gamma': 4.199475863586958, 'reg_alpha': 0.6823600720738444, 'reg_lambda': 2.846916387177819}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:34,680] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.05670275300122008, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.73657849818328, 'colsample_bytree': 0.805351579552718, 'gamma': 3.583097481856547, 'reg_alpha': 0.6615047867185269, 'reg_lambda': 2.8231579729392187}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:34,852] Trial 10 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.11959302433332943, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7626380152776117, 'colsample_bytree': 0.9123422748020653, 'gamma': 0.3142055660385217, 'reg_alpha': 0.7983734018785902, 'reg_lambda': 1.0413652746579867}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:35,102] Trial 11 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 24, 'learning_rate': 0.11984756794445967, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7616654175739644, 'colsample_bytree': 0.9023859883338525, 'gamma': 0.006194565428761234, 'reg_alpha': 0.8102812712897047, 'reg_lambda': 1.0597402829965725}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:35,236] Trial 12 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 25, 'learning_rate': 0.1101205062895293, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8285771107452452, 'colsample_bytree': 0.8738195608591008, 'gamma': 0.7111567449973684, 'reg_alpha': 0.7999082005416791, 'reg_lambda': 0.5549068412919418}. Best is trial 12 with value: 0.7321428571428571.
[I 2025-11-03 19:59:35,457] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.2331093638965062, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8380295657622746, 'colsample_bytree': 0.7259778233229324, 'gamma': 1.189862993959418, 'reg_alpha': 0.9600895270949874, 'reg_lambda': 0.7095420559086597}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:35,622] Trial 14 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.2944190461850169, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8463054180104417, 'colsample_bytree': 0.7344560652569655, 'gamma': 0.9960930042667107, 'reg_alpha': 0.6932562690839189, 'reg_lambda': 0.579632125487851}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:35,968] Trial 15 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 111, 'learning_rate': 0.1100663718255881, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6861742534237428, 'colsample_bytree': 0.7049958187789261, 'gamma': 1.395600168603238, 'reg_alpha': 0.8286468619855157, 'reg_lambda': 1.9125482208446525}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:36,037] Trial 16 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.09147122355951735, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8471330686754652, 'colsample_bytree': 0.8722684022895489, 'gamma': 0.7874162647121787, 'reg_alpha': 0.9067387534564567, 'reg_lambda': 0.5568778198669823}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:36,253] Trial 17 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 68, 'learning_rate': 0.01949350990594753, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8703294706419963, 'colsample_bytree': 0.7673817342351886, 'gamma': 1.9314905226810155, 'reg_alpha': 0.9190277186018055, 'reg_lambda': 0.8905045389530395}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:36,496] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.0800033987769526, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9776156024469739, 'colsample_bytree': 0.6655496147062342, 'gamma': 1.014547537744338, 'reg_alpha': 0.038866546783015266, 'reg_lambda': 2.4914916350200285}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:36,690] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 116, 'learning_rate': 0.03616342369403162, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8116642489279288, 'colsample_bytree': 0.9466693089564145, 'gamma': 2.0602305418599625, 'reg_alpha': 0.36823239050424916, 'reg_lambda': 1.3794442897000434}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:36,968] Trial 20 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 46, 'learning_rate': 0.18015742138562926, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6807615708962779, 'colsample_bytree': 0.8611961689803369, 'gamma': 0.5890652041319917, 'reg_alpha': 0.614127210989276, 'reg_lambda': 1.7072158891001743}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:37,158] Trial 21 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 23, 'learning_rate': 0.09337321546431566, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8169776054287313, 'colsample_bytree': 0.8682002095292042, 'gamma': 0.8799319636194012, 'reg_alpha': 0.8903803932082898, 'reg_lambda': 0.5209614714846701}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:37,343] Trial 22 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.08357675491572684, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8650749212148028, 'colsample_bytree': 0.8461452709023651, 'gamma': 1.2467085430222895, 'reg_alpha': 0.9029740606606136, 'reg_lambda': 0.5205932193402326}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:37,437] Trial 23 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 41, 'learning_rate': 0.15001967934506644, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7912787050722309, 'colsample_bytree': 0.7596621231337224, 'gamma': 0.43868484064488533, 'reg_alpha': 0.7234947920932326, 'reg_lambda': 0.8441696027807437}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:37,702] Trial 24 finished with value: 0.6875 and parameters: {'n_estimators': 63, 'learning_rate': 0.2908437952877485, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9216014195563567, 'colsample_bytree': 0.9372107265896829, 'gamma': 1.6794582784787926, 'reg_alpha': 0.9060642735192113, 'reg_lambda': 0.893197600711632}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:37,886] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 95, 'learning_rate': 0.026475229671930712, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.881637509733314, 'colsample_bytree': 0.8820043162543303, 'gamma': 0.10317406259963935, 'reg_alpha': 0.9953370549869692, 'reg_lambda': 0.6993523170727146}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:38,061] Trial 26 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 41, 'learning_rate': 0.08557319717436909, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8086910100990332, 'colsample_bytree': 0.8216188097624921, 'gamma': 0.8280672388819434, 'reg_alpha': 0.7444231829824528, 'reg_lambda': 1.1084451921896008}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:38,247] Trial 27 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.0435561536607085, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8550518750998299, 'colsample_bytree': 0.6893572118312328, 'gamma': 1.2317774609359968, 'reg_alpha': 0.5949259045396762, 'reg_lambda': 0.5567297981373271}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:38,351] Trial 28 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 35, 'learning_rate': 0.1527047018988885, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9003410067826118, 'colsample_bytree': 0.7615792208792875, 'gamma': 2.035879051237739, 'reg_alpha': 0.8485820936989241, 'reg_lambda': 1.2559516857181627}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:38,576] Trial 29 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 68, 'learning_rate': 0.07426733461638661, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.6675061906006375, 'colsample_bytree': 0.968204667711208, 'gamma': 1.6007930157557921, 'reg_alpha': 0.41063132533407354, 'reg_lambda': 1.6635863825595718}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:38,767] Trial 30 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 102, 'learning_rate': 0.04910097966811466, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9456160940041032, 'colsample_bytree': 0.9040392337121995, 'gamma': 3.330807435099081, 'reg_alpha': 0.9234918739992537, 'reg_lambda': 0.8991934249895448}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:39,020] Trial 31 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 44, 'learning_rate': 0.15237633958123395, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7719654778455602, 'colsample_bytree': 0.7690866450973254, 'gamma': 0.4795666403476456, 'reg_alpha': 0.7464214809774989, 'reg_lambda': 0.8084496828970975}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:39,325] Trial 32 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 56, 'learning_rate': 0.23722949526245388, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7923460797463275, 'colsample_bytree': 0.7377810289672815, 'gamma': 0.31983653851475535, 'reg_alpha': 0.9528405012490485, 'reg_lambda': 0.6750275034988672}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:39,491] Trial 33 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 56, 'learning_rate': 0.24504480720603672, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8219657703413225, 'colsample_bytree': 0.7419415047167064, 'gamma': 0.913393150724618, 'reg_alpha': 0.9569636842162847, 'reg_lambda': 0.6859538555088144}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:39,701] Trial 34 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 80, 'learning_rate': 0.20017668457079588, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7294129998641596, 'colsample_bytree': 0.7899862208646585, 'gamma': 0.3260048434484146, 'reg_alpha': 0.9959191244379468, 'reg_lambda': 0.5032945398312612}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:39,854] Trial 35 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 53, 'learning_rate': 0.09819703870297691, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7930038696954572, 'colsample_bytree': 0.6910170339795391, 'gamma': 1.3997770830247345, 'reg_alpha': 0.8513054445865966, 'reg_lambda': 1.025678728163578}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:40,107] Trial 36 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.24775771472039612, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7881039534469886, 'colsample_bytree': 0.6565530257286326, 'gamma': 1.36093132347865, 'reg_alpha': 0.8415777609324986, 'reg_lambda': 1.1281634976741874}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:40,309] Trial 37 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.06056323041689407, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7156568972016142, 'colsample_bytree': 0.6885026636042091, 'gamma': 2.3803989705674926, 'reg_alpha': 0.8690124319863028, 'reg_lambda': 0.9721229232671793}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:40,707] Trial 38 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 77, 'learning_rate': 0.17499049437635125, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7886760759291471, 'colsample_bytree': 0.7056050511194062, 'gamma': 1.174267115078866, 'reg_alpha': 0.9605203334789862, 'reg_lambda': 1.227595280477885}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:40,881] Trial 39 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 75, 'learning_rate': 0.13953404572925632, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6447343522054793, 'colsample_bytree': 0.6384949323823145, 'gamma': 1.6220470269560245, 'reg_alpha': 0.7750500706529548, 'reg_lambda': 1.571283539830798}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:41,076] Trial 40 finished with value: 0.755952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.18364878771081491, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7497386137011782, 'colsample_bytree': 0.6093441886394431, 'gamma': 0.1941211610075202, 'reg_alpha': 0.4502671624443577, 'reg_lambda': 1.1668573728792}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:41,297] Trial 41 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 158, 'learning_rate': 0.19175032800139097, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7476944907912442, 'colsample_bytree': 0.678922752819784, 'gamma': 0.1709015620488259, 'reg_alpha': 0.47090812243933894, 'reg_lambda': 1.209670891666272}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:41,557] Trial 42 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 165, 'learning_rate': 0.18009755213744588, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7595150935359345, 'colsample_bytree': 0.6231222740911786, 'gamma': 0.1266085841552751, 'reg_alpha': 0.4306713296172826, 'reg_lambda': 1.2323674475910478}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:41,811] Trial 43 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 129, 'learning_rate': 0.09684727241737874, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.741907418418538, 'colsample_bytree': 0.603440690710855, 'gamma': 0.5760951339472808, 'reg_alpha': 0.2551861311914022, 'reg_lambda': 1.47251770319235}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:42,032] Trial 44 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 168, 'learning_rate': 0.13026381277907823, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7117012186029329, 'colsample_bytree': 0.6771288327706348, 'gamma': 1.0789540012941603, 'reg_alpha': 0.27212211721942164, 'reg_lambda': 1.1969657262421884}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:42,604] Trial 45 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.06950940706976606, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7530574712899664, 'colsample_bytree': 0.6370426055993704, 'gamma': 0.6811665109780825, 'reg_alpha': 0.48933575701941073, 'reg_lambda': 1.3625977876024529}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:42,850] Trial 46 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 146, 'learning_rate': 0.20120189642867914, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7853304796944748, 'colsample_bytree': 0.7075662333247206, 'gamma': 0.2238782161747632, 'reg_alpha': 0.4925837909856808, 'reg_lambda': 1.5119692637594142}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:43,057] Trial 47 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 180, 'learning_rate': 0.09856344661414304, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7764106144978979, 'colsample_bytree': 0.6199028777972493, 'gamma': 2.822703448764959, 'reg_alpha': 0.44314085036610984, 'reg_lambda': 1.9270340513902076}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:43,329] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 209, 'learning_rate': 0.1739960018707761, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7151646454140472, 'colsample_bytree': 0.6729777278461666, 'gamma': 3.9751743452544694, 'reg_alpha': 0.608811027029782, 'reg_lambda': 1.0146798163182857}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:43,582] Trial 49 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 243, 'learning_rate': 0.11109091773343774, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8115758333482584, 'colsample_bytree': 0.6465627765623417, 'gamma': 0.004885278134169335, 'reg_alpha': 0.5543661324722357, 'reg_lambda': 1.3637294367509023}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:43,997] Trial 50 finished with value: 0.75 and parameters: {'n_estimators': 120, 'learning_rate': 0.1266695383025276, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7426377307955463, 'colsample_bytree': 0.6036168465827585, 'gamma': 1.4404055137023384, 'reg_alpha': 0.321749597241734, 'reg_lambda': 1.8100270717708646}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:44,146] Trial 51 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 32, 'learning_rate': 0.2566979898375161, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7991465249247671, 'colsample_bytree': 0.7141749170054394, 'gamma': 0.31570618772973524, 'reg_alpha': 0.956246804408112, 'reg_lambda': 0.6410351907083587}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:44,393] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 152, 'learning_rate': 0.20720696859082027, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7750422869975259, 'colsample_bytree': 0.6935728488578765, 'gamma': 0.41816395082865343, 'reg_alpha': 0.8788539876937402, 'reg_lambda': 0.9705221360424874}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:44,651] Trial 53 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 91, 'learning_rate': 0.16367329760011018, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8308301152101236, 'colsample_bytree': 0.7415233838743186, 'gamma': 0.860892815942105, 'reg_alpha': 0.2129944994048859, 'reg_lambda': 1.1334510968278513}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:44,867] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 54, 'learning_rate': 0.21937707716134697, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8015431672350428, 'colsample_bytree': 0.7227467702900442, 'gamma': 0.6549645138470055, 'reg_alpha': 0.9558064528208462, 'reg_lambda': 0.7808730920012261}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:45,112] Trial 55 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 144, 'learning_rate': 0.2999953934526476, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.754142641322568, 'colsample_bytree': 0.6600228592243806, 'gamma': 1.0955230197617054, 'reg_alpha': 0.6506606642752766, 'reg_lambda': 2.9575701517408883}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:45,310] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 154, 'learning_rate': 0.2966894909715014, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.7492688509047329, 'colsample_bytree': 0.6540847813317878, 'gamma': 1.899109483428124, 'reg_alpha': 0.5422476471542178, 'reg_lambda': 2.9974744364985755}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:45,547] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.012967807690119406, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.6895385011390399, 'colsample_bytree': 0.6305794686342221, 'gamma': 1.1173188858803573, 'reg_alpha': 0.4673378036333563, 'reg_lambda': 2.215079456030349}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:45,748] Trial 58 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 177, 'learning_rate': 0.19347001172655068, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7246348939312891, 'colsample_bytree': 0.6647740371024308, 'gamma': 1.4490423943951762, 'reg_alpha': 0.7891963514893363, 'reg_lambda': 1.601597993001942}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:45,934] Trial 59 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 107, 'learning_rate': 0.2675977292058376, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7650589246628153, 'colsample_bytree': 0.6798506761479064, 'gamma': 1.0008832228172606, 'reg_alpha': 0.6624009029149663, 'reg_lambda': 2.534635429358894}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:46,174] Trial 60 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 125, 'learning_rate': 0.10789944620857615, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8202016011323584, 'colsample_bytree': 0.6171881815535043, 'gamma': 4.974578843728875, 'reg_alpha': 0.38068485136071417, 'reg_lambda': 1.3058977475300095}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:46,411] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.2257870236284174, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7832881876554121, 'colsample_bytree': 0.7000297162466855, 'gamma': 0.23174371646117004, 'reg_alpha': 0.941746346205607, 'reg_lambda': 2.608986372626647}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:46,740] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 161, 'learning_rate': 0.13874237759667551, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7776526101306214, 'colsample_bytree': 0.6947311573002167, 'gamma': 0.5340309865430055, 'reg_alpha': 0.8251716842379752, 'reg_lambda': 2.762138934344783}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:46,976] Trial 63 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.2184298249900735, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7546614757700193, 'colsample_bytree': 0.7072570897013195, 'gamma': 0.7504341841264988, 'reg_alpha': 0.5677614993914047, 'reg_lambda': 2.620605764908903}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:47,185] Trial 64 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 141, 'learning_rate': 0.27459496944262685, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8402128514620515, 'colsample_bytree': 0.702479696757198, 'gamma': 0.7765611761216992, 'reg_alpha': 0.5750501219009162, 'reg_lambda': 2.6340377814940803}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:47,451] Trial 65 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.22962006331098805, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.7038969207939436, 'colsample_bytree': 0.7214905093888566, 'gamma': 1.2230948877246666, 'reg_alpha': 0.7116799976297146, 'reg_lambda': 2.3456215033429095}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:47,702] Trial 66 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 196, 'learning_rate': 0.1656189603567642, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7338552900852909, 'colsample_bytree': 0.7521017003398106, 'gamma': 0.9657543431031315, 'reg_alpha': 0.6496466366592126, 'reg_lambda': 2.9860463536933572}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:47,910] Trial 67 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 147, 'learning_rate': 0.22085405802069275, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7650084762323637, 'colsample_bytree': 0.823442937912557, 'gamma': 1.7327791970482598, 'reg_alpha': 0.8749289436625985, 'reg_lambda': 2.741060301813249}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:48,159] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 138, 'learning_rate': 0.031494096110821816, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8580365729418473, 'colsample_bytree': 0.7931633168792073, 'gamma': 0.6365205173941448, 'reg_alpha': 0.9303616711271261, 'reg_lambda': 2.8714834268575746}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:48,452] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.05384884445871939, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8034592748431287, 'colsample_bytree': 0.6720999116437497, 'gamma': 2.1803192208266746, 'reg_alpha': 0.0010202613519014192, 'reg_lambda': 2.379219494025012}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:48,622] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 99, 'learning_rate': 0.26194644296404407, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8173703546082447, 'colsample_bytree': 0.7298535392130605, 'gamma': 0.8351417464138187, 'reg_alpha': 0.510885470022743, 'reg_lambda': 2.0992973590558828}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:48,904] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.181509426194566, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7456404646985957, 'colsample_bytree': 0.7775177126233334, 'gamma': 0.18042671062332438, 'reg_alpha': 0.6406598961480825, 'reg_lambda': 2.6541430627006584}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:49,100] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.19439476875372086, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7588404489694817, 'colsample_bytree': 0.710355221437961, 'gamma': 0.41561115649848135, 'reg_alpha': 0.5250470986411269, 'reg_lambda': 2.5433506454462744}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:49,272] Trial 73 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.2191103256657636, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.7859491197635404, 'colsample_bytree': 0.6471286131025806, 'gamma': 0.09266956777475671, 'reg_alpha': 0.3361115156064435, 'reg_lambda': 2.9203054601956326}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:49,362] Trial 74 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 29, 'learning_rate': 0.14528766924700107, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7234018200292277, 'colsample_bytree': 0.6606984435866596, 'gamma': 0.5337722909673178, 'reg_alpha': 0.4099091246956055, 'reg_lambda': 1.1757010254041227}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:49,630] Trial 75 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 134, 'learning_rate': 0.29713108053290344, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6961984406432262, 'colsample_bytree': 0.6797571496370294, 'gamma': 1.335153516179012, 'reg_alpha': 0.46595578049232855, 'reg_lambda': 1.052600745498282}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:49,907] Trial 76 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 153, 'learning_rate': 0.1638083081812577, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7959590117808902, 'colsample_bytree': 0.6966142881559679, 'gamma': 0.3000996033104214, 'reg_alpha': 0.9829738958868455, 'reg_lambda': 1.2845757869130425}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:50,002] Trial 77 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.2370135157977784, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.7695409080998636, 'colsample_bytree': 0.8486206074803325, 'gamma': 1.522095015453417, 'reg_alpha': 0.7643663274070605, 'reg_lambda': 1.4064701362284453}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:50,384] Trial 78 finished with value: 0.738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.07649378319984053, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7519961571228998, 'colsample_bytree': 0.9261116565992692, 'gamma': 0.7104453794606913, 'reg_alpha': 0.9295541886292409, 'reg_lambda': 0.942025466910571}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:50,526] Trial 79 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 38, 'learning_rate': 0.18201999164056315, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6660394201160813, 'colsample_bytree': 0.7512097503772659, 'gamma': 1.7818004035090937, 'reg_alpha': 0.8552529090552763, 'reg_lambda': 1.8244437072242894}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:50,726] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 77, 'learning_rate': 0.12874463484745524, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7810537750118777, 'colsample_bytree': 0.8890669485495967, 'gamma': 1.1379867253268554, 'reg_alpha': 0.8180734697668068, 'reg_lambda': 2.7676870724760247}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:50,940] Trial 81 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 61, 'learning_rate': 0.2431534111012404, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.789544087081148, 'colsample_bytree': 0.6881725873471789, 'gamma': 0.2547052850021364, 'reg_alpha': 0.9821143611142725, 'reg_lambda': 0.6351578788910066}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:51,037] Trial 82 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 26, 'learning_rate': 0.26636119894740257, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8274372091318316, 'colsample_bytree': 0.7349242550935959, 'gamma': 0.3984774937186518, 'reg_alpha': 0.9019410664315188, 'reg_lambda': 0.8419419648169967}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:51,169] Trial 83 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 48, 'learning_rate': 0.20921258292251302, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.735593182429078, 'colsample_bytree': 0.7141433076152998, 'gamma': 0.04184144722570554, 'reg_alpha': 0.9438248690073247, 'reg_lambda': 0.7395074799427831}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:51,375] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 73, 'learning_rate': 0.16168916066693428, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7938429787502588, 'colsample_bytree': 0.685724215963566, 'gamma': 0.5013334549906062, 'reg_alpha': 0.5690628176937881, 'reg_lambda': 2.6529366677405832}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:51,542] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 83, 'learning_rate': 0.19359525756539364, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7534829563707536, 'colsample_bytree': 0.9900098561854774, 'gamma': 0.20755252645519057, 'reg_alpha': 0.9010417931671342, 'reg_lambda': 0.6180652173998503}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:51,806] Trial 86 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 144, 'learning_rate': 0.23990969931209932, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8100496678288068, 'colsample_bytree': 0.7058106680439922, 'gamma': 0.9292904581958966, 'reg_alpha': 0.9994563168683568, 'reg_lambda': 2.3955579212129603}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:52,014] Trial 87 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 61, 'learning_rate': 0.06510238041725376, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7708681829289016, 'colsample_bytree': 0.6683562930093713, 'gamma': 0.755013854718038, 'reg_alpha': 0.9731115206481443, 'reg_lambda': 1.0861684529133309}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:52,228] Trial 88 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 184, 'learning_rate': 0.0878239211194432, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.779802613051233, 'colsample_bytree': 0.7007130806522704, 'gamma': 0.3157418524804509, 'reg_alpha': 0.8548628841522272, 'reg_lambda': 2.0423136476194395}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:52,472] Trial 89 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 131, 'learning_rate': 0.2137483739076151, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7417512567848259, 'colsample_bytree': 0.6347480739381008, 'gamma': 3.2005854472751003, 'reg_alpha': 0.8905893791425061, 'reg_lambda': 1.1845907114420593}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:52,647] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 87, 'learning_rate': 0.27561164612062833, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7590899876312835, 'colsample_bytree': 0.6519230278476189, 'gamma': 1.2905927181208214, 'reg_alpha': 0.4591983150812896, 'reg_lambda': 0.8967285082398885}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:52,975] Trial 91 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 235, 'learning_rate': 0.10050010380952722, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8100868620971063, 'colsample_bytree': 0.6437863291323088, 'gamma': 0.04737523573098079, 'reg_alpha': 0.5630251934032375, 'reg_lambda': 1.3069149406030953}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:53,226] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.11561541269480058, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.834208433109113, 'colsample_bytree': 0.6622390512268906, 'gamma': 0.025529970729224732, 'reg_alpha': 0.6148273971727668, 'reg_lambda': 1.3682304135371115}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:53,589] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.12129391270721036, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8182370023393584, 'colsample_bytree': 0.6095789889407233, 'gamma': 0.20296218067257743, 'reg_alpha': 0.5479563317697933, 'reg_lambda': 1.2304164330358447}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:53,831] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.1394667872466219, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8478785192483245, 'colsample_bytree': 0.6278009221579653, 'gamma': 0.5592727761164461, 'reg_alpha': 0.49387845120732493, 'reg_lambda': 1.4528263265272565}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:54,116] Trial 95 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 213, 'learning_rate': 0.15501431493310966, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8027084263008055, 'colsample_bytree': 0.6814279287800583, 'gamma': 1.0559604359187909, 'reg_alpha': 0.4160769061518535, 'reg_lambda': 1.0058869836625515}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:54,405] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.10982560518743265, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.793253482630643, 'colsample_bytree': 0.6451057360688999, 'gamma': 0.4142905488899675, 'reg_alpha': 0.6769170386045389, 'reg_lambda': 0.50068336956446}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:54,683] Trial 97 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 158, 'learning_rate': 0.17555782876473067, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8766931300939663, 'colsample_bytree': 0.7193825637550083, 'gamma': 0.16258740712626732, 'reg_alpha': 0.939282395443489, 'reg_lambda': 1.142578514644062}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:54,913] Trial 98 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 52, 'learning_rate': 0.09381314945207095, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7256150742089433, 'colsample_bytree': 0.6728374127065505, 'gamma': 4.487181106255796, 'reg_alpha': 0.5883807602494283, 'reg_lambda': 1.5389538435980956}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:55,004] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.081727916578844, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7681470750419006, 'colsample_bytree': 0.740084705986981, 'gamma': 0.6456392437103996, 'reg_alpha': 0.3780473882241411, 'reg_lambda': 1.6320634306210926}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:55,223] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.22512484121394702, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.783684534260883, 'colsample_bytree': 0.7827812242783581, 'gamma': 0.9110747648869559, 'reg_alpha': 0.6253674073372144, 'reg_lambda': 1.4189444412511814}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:55,398] Trial 101 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 106, 'learning_rate': 0.24749183992994442, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7626826784326769, 'colsample_bytree': 0.6813458949982174, 'gamma': 1.001138275379566, 'reg_alpha': 0.7148086039010617, 'reg_lambda': 2.2729257373543494}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:55,647] Trial 102 finished with value: 0.738095238095238 and parameters: {'n_estimators': 111, 'learning_rate': 0.2854083321716517, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8056177640689803, 'colsample_bytree': 0.6932686584485955, 'gamma': 0.7573844972147392, 'reg_alpha': 0.6634562642147536, 'reg_lambda': 2.7103222447715303}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:55,856] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.2551051913767473, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7727737225409861, 'colsample_bytree': 0.8128139852915351, 'gamma': 0.36120614585855193, 'reg_alpha': 0.5312325946888332, 'reg_lambda': 1.330098876026832}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:56,095] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 94, 'learning_rate': 0.19324024493850084, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7555606588747192, 'colsample_bytree': 0.6582915031251344, 'gamma': 1.1836736233999114, 'reg_alpha': 0.5073896530167585, 'reg_lambda': 2.483469883540415}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:56,403] Trial 105 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 136, 'learning_rate': 0.2757089858075121, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8262097338204458, 'colsample_bytree': 0.7272863058498282, 'gamma': 0.01093500282920662, 'reg_alpha': 0.9186553934057735, 'reg_lambda': 2.5828849926756816}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:56,601] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 125, 'learning_rate': 0.2070227995795271, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7418009297247541, 'colsample_bytree': 0.6749599046860715, 'gamma': 1.5417940377293509, 'reg_alpha': 0.693833410296117, 'reg_lambda': 2.8351972218808847}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:56,718] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.23116796131668063, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7978211337584341, 'colsample_bytree': 0.6131747256444982, 'gamma': 0.8354926740319191, 'reg_alpha': 0.7417905762306661, 'reg_lambda': 2.5177510965315326}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:57,034] Trial 108 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.299896539531836, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.815825369269096, 'colsample_bytree': 0.7012217713441239, 'gamma': 0.14313086125815097, 'reg_alpha': 0.44897010106046553, 'reg_lambda': 2.4327683501996638}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:57,367] Trial 109 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 241, 'learning_rate': 0.18392139624632198, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.817299139468418, 'colsample_bytree': 0.7072559477502812, 'gamma': 0.12731181231080385, 'reg_alpha': 0.4379903168143225, 'reg_lambda': 2.4415744877859193}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:57,765] Trial 110 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 248, 'learning_rate': 0.2568738582029212, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8427805224555006, 'colsample_bytree': 0.7010508505025025, 'gamma': 0.2690592323078507, 'reg_alpha': 0.39090672258528936, 'reg_lambda': 1.2499158012382976}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:58,011] Trial 111 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.2973079541856533, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.774893954505713, 'colsample_bytree': 0.6855274141466664, 'gamma': 0.5822873421394559, 'reg_alpha': 0.95865800291748, 'reg_lambda': 0.6827736923315004}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:58,253] Trial 112 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 232, 'learning_rate': 0.29305387198432903, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7877838340004659, 'colsample_bytree': 0.7134657786939065, 'gamma': 0.5314223203688885, 'reg_alpha': 0.9527749877109689, 'reg_lambda': 0.6722684700848958}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:58,615] Trial 113 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 247, 'learning_rate': 0.2924766475917597, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7882287354164581, 'colsample_bytree': 0.7149547844539843, 'gamma': 0.47307124133236544, 'reg_alpha': 0.9717515621391486, 'reg_lambda': 0.6006859600701353}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:58,876] Trial 114 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 249, 'learning_rate': 0.28794838031142905, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7729344594791073, 'colsample_bytree': 0.7155881759479433, 'gamma': 0.4602750934601828, 'reg_alpha': 0.9564574689854924, 'reg_lambda': 0.5649551439942504}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:59,162] Trial 115 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 234, 'learning_rate': 0.29311990720320047, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7827759363111878, 'colsample_bytree': 0.7173313969692025, 'gamma': 0.47715424364478776, 'reg_alpha': 0.9688455800115143, 'reg_lambda': 0.5840955039253232}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:59,416] Trial 116 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.2939590171957094, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7741319177903725, 'colsample_bytree': 0.7529047340108125, 'gamma': 0.6049110510169282, 'reg_alpha': 0.9220614309719115, 'reg_lambda': 0.702651553684142}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:59,756] Trial 117 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 229, 'learning_rate': 0.27348784146944455, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7905854433290704, 'colsample_bytree': 0.7314658704954542, 'gamma': 0.7400751668324457, 'reg_alpha': 0.8779648177298043, 'reg_lambda': 0.6013806154414864}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:59,992] Trial 118 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 247, 'learning_rate': 0.04466972303659864, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.766906972767617, 'colsample_bytree': 0.689232863292903, 'gamma': 0.6153077422497066, 'reg_alpha': 0.9519529836579071, 'reg_lambda': 0.7845531349523327}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 20:00:00,342] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.2545177221820716, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7996054601147231, 'colsample_bytree': 0.7120418594467237, 'gamma': 0.47344993835719085, 'reg_alpha': 0.9706186154252588, 'reg_lambda': 0.6745690637899708}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 20:00:00,677] Trial 120 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.29890964547757964, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7850199939801216, 'colsample_bytree': 0.724785335513647, 'gamma': 2.596759746584201, 'reg_alpha': 0.9119450279975728, 'reg_lambda': 0.5320772314376552}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 20:00:00,925] Trial 121 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 239, 'learning_rate': 0.23011434001503484, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7519852042360285, 'colsample_bytree': 0.6992369071362665, 'gamma': 0.36156908697834467, 'reg_alpha': 0.4785397735884775, 'reg_lambda': 0.8329628324605963}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 20:00:01,210] Trial 122 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 228, 'learning_rate': 0.2586911827478355, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7450123393688841, 'colsample_bytree': 0.7087651802449688, 'gamma': 0.8751710161119952, 'reg_alpha': 0.9389406760962855, 'reg_lambda': 0.5520343857100561}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:01,434] Trial 123 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 230, 'learning_rate': 0.27136290479359976, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6155156495128604, 'colsample_bytree': 0.7073121478352906, 'gamma': 0.8892400001927198, 'reg_alpha': 0.9956783303332826, 'reg_lambda': 0.7343505762969254}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:01,730] Trial 124 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 223, 'learning_rate': 0.270372127415332, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6548622377319837, 'colsample_bytree': 0.6943417896249985, 'gamma': 1.091915669282431, 'reg_alpha': 0.9982358077452592, 'reg_lambda': 0.7351200067578085}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:01,957] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.2496662152074316, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6005154912216605, 'colsample_bytree': 0.7076186948213369, 'gamma': 0.8321483614738701, 'reg_alpha': 0.9423896941676773, 'reg_lambda': 0.6485492921640192}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:02,292] Trial 126 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 214, 'learning_rate': 0.2733206002659769, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7347373115148056, 'colsample_bytree': 0.7163161277888256, 'gamma': 0.67264518228482, 'reg_alpha': 0.9680963511222368, 'reg_lambda': 0.5689551554717526}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:02,608] Trial 127 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 232, 'learning_rate': 0.23629295110812135, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6213555756427455, 'colsample_bytree': 0.6880193171281005, 'gamma': 0.5497784819073579, 'reg_alpha': 0.9843601059584834, 'reg_lambda': 0.7424563299210181}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:03,077] Trial 128 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 244, 'learning_rate': 0.2814812620323109, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7091050635301636, 'colsample_bytree': 0.7449158692112967, 'gamma': 0.9215250572566513, 'reg_alpha': 0.9343641402551078, 'reg_lambda': 0.556588728810512}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:03,330] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 249, 'learning_rate': 0.21447343046092782, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7765705746671512, 'colsample_bytree': 0.7226697371496642, 'gamma': 1.2439164098256739, 'reg_alpha': 0.9585528746486798, 'reg_lambda': 2.901690414075497}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:03,559] Trial 130 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 237, 'learning_rate': 0.2593558484419113, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.6278479109916223, 'colsample_bytree': 0.7017464328989026, 'gamma': 0.4655324378792639, 'reg_alpha': 0.8363807673925274, 'reg_lambda': 0.6843253990132179}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:03,900] Trial 131 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 228, 'learning_rate': 0.2976755709942619, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9645504722676791, 'colsample_bytree': 0.6830763709711353, 'gamma': 0.9766099314489182, 'reg_alpha': 0.8862545202856857, 'reg_lambda': 0.602332168018615}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:04,147] Trial 132 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 244, 'learning_rate': 0.2610380129199308, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8134859550346462, 'colsample_bytree': 0.6672839817015928, 'gamma': 1.3874868301317518, 'reg_alpha': 0.907412014479525, 'reg_lambda': 0.5041046141776364}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:04,414] Trial 133 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 245, 'learning_rate': 0.24794956604453783, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8107487430515653, 'colsample_bytree': 0.6635391285861464, 'gamma': 1.4693747131811068, 'reg_alpha': 0.9071228802519085, 'reg_lambda': 0.6444474913696009}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:04,722] Trial 134 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.24650485774183478, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8067128553699985, 'colsample_bytree': 0.6674253694388326, 'gamma': 1.4138443757211652, 'reg_alpha': 0.8679526415159584, 'reg_lambda': 0.6425977029078234}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:04,994] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.24784895170778742, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8044333646493892, 'colsample_bytree': 0.665272008757709, 'gamma': 1.3961157080400612, 'reg_alpha': 0.9052466420735985, 'reg_lambda': 0.6378653640157368}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:05,288] Trial 136 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 218, 'learning_rate': 0.20613309843899524, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.792150416427984, 'colsample_bytree': 0.6557146454400723, 'gamma': 1.6520444739196276, 'reg_alpha': 0.8595232788215414, 'reg_lambda': 0.7906766300965946}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:05,538] Trial 137 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.2116364205684227, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7937929193514, 'colsample_bytree': 0.6684212108471982, 'gamma': 1.5055917587735372, 'reg_alpha': 0.7973401067483445, 'reg_lambda': 0.7810667918161137}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:05,915] Trial 138 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 230, 'learning_rate': 0.19744633499167766, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8104881069783308, 'colsample_bytree': 0.6509616151153436, 'gamma': 1.788929266896133, 'reg_alpha': 0.8488733921357859, 'reg_lambda': 0.8724403996133037}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:06,163] Trial 139 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 239, 'learning_rate': 0.23247294829869472, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9981797066542065, 'colsample_bytree': 0.657396668498237, 'gamma': 1.6059891561654225, 'reg_alpha': 0.8774637795267723, 'reg_lambda': 0.9492728383347901}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:06,552] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 208, 'learning_rate': 0.26333800791093576, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8315499776594001, 'colsample_bytree': 0.6762675578863742, 'gamma': 1.301405896802964, 'reg_alpha': 0.8589844941460008, 'reg_lambda': 0.8107576987073869}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:06,770] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.27880469463277147, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7622664836108891, 'colsample_bytree': 0.6408852978914534, 'gamma': 1.4139994624243633, 'reg_alpha': 0.9051708445328172, 'reg_lambda': 0.5047152581493731}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:07,112] Trial 142 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 242, 'learning_rate': 0.238824271990877, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7881030174746402, 'colsample_bytree': 0.6696774905365886, 'gamma': 1.1455464614651767, 'reg_alpha': 0.9199215586231321, 'reg_lambda': 0.7163211897567898}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:07,346] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.21893733984052702, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7877780374246552, 'colsample_bytree': 0.6667250340395926, 'gamma': 1.2117864322481025, 'reg_alpha': 0.9259981622521858, 'reg_lambda': 0.7134867452124184}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:07,711] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.23870723090986307, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9020756139648414, 'colsample_bytree': 0.6765862714853161, 'gamma': 1.6882548198959229, 'reg_alpha': 0.8098485051046826, 'reg_lambda': 0.6490488141035445}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:07,976] Trial 145 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 232, 'learning_rate': 0.2015592895933088, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7977474217428924, 'colsample_bytree': 0.6604280586143365, 'gamma': 1.1046868744298401, 'reg_alpha': 0.8661598649273163, 'reg_lambda': 0.7626050219191468}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:08,298] Trial 146 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 244, 'learning_rate': 0.2068537938614718, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7988554369932205, 'colsample_bytree': 0.655025021736352, 'gamma': 1.145577060062732, 'reg_alpha': 0.8625960970964365, 'reg_lambda': 0.6821651018816491}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:08,585] Trial 147 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.015967506535624114, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7995760910462419, 'colsample_bytree': 0.6543950344601651, 'gamma': 1.100292053999602, 'reg_alpha': 0.8329267412794655, 'reg_lambda': 0.6847386035413838}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:08,820] Trial 148 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 219, 'learning_rate': 0.20377536280501793, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.808147364714816, 'colsample_bytree': 0.6620329641773197, 'gamma': 1.3728872079605567, 'reg_alpha': 0.7707671663264797, 'reg_lambda': 0.78998065052522}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:09,152] Trial 149 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 234, 'learning_rate': 0.19150285507299858, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8206546764645808, 'colsample_bytree': 0.6330486888973093, 'gamma': 1.9173267744171731, 'reg_alpha': 0.8880711719091036, 'reg_lambda': 0.621764068735051}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:09,393] Trial 150 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.22092403705751218, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7792608322724555, 'colsample_bytree': 0.6443990687249239, 'gamma': 1.4928693592615623, 'reg_alpha': 0.8642583775032094, 'reg_lambda': 0.8708025859194871}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:09,629] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 234, 'learning_rate': 0.1705484123634937, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7911455528335317, 'colsample_bytree': 0.6690436729540363, 'gamma': 1.3015395692197436, 'reg_alpha': 0.9196895272584721, 'reg_lambda': 0.543001582461359}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:09,989] Trial 152 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 245, 'learning_rate': 0.24825054540450128, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8010930847364108, 'colsample_bytree': 0.6860174826606745, 'gamma': 1.14259348635332, 'reg_alpha': 0.871376389352288, 'reg_lambda': 0.7428976484912657}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:10,304] Trial 153 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 225, 'learning_rate': 0.2534873471473309, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8002392004952186, 'colsample_bytree': 0.6534379729308764, 'gamma': 1.139811957944466, 'reg_alpha': 0.8339137694378538, 'reg_lambda': 0.7421066996608308}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:10,533] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.24590297107891446, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8039889014761863, 'colsample_bytree': 0.6518927991516893, 'gamma': 1.1773989975591448, 'reg_alpha': 0.8244398961150892, 'reg_lambda': 0.7557973115560724}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:10,789] Trial 155 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 224, 'learning_rate': 0.20468555545275877, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8232905852167464, 'colsample_bytree': 0.6583227742586569, 'gamma': 1.0596855770597546, 'reg_alpha': 0.8501235059074594, 'reg_lambda': 0.8428731589107819}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:11,088] Trial 156 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.23085187367504453, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8132921633135234, 'colsample_bytree': 0.6831584256161227, 'gamma': 1.3204796580490805, 'reg_alpha': 0.8735460871816608, 'reg_lambda': 0.6032829458215045}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:11,329] Trial 157 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 250, 'learning_rate': 0.25590150558605207, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7977501127425681, 'colsample_bytree': 0.638513295352288, 'gamma': 1.1445147264391413, 'reg_alpha': 0.8308474767749937, 'reg_lambda': 0.708566727014722}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:11,714] Trial 158 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.20948988422819487, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7998672178900232, 'colsample_bytree': 0.6288618831409399, 'gamma': 1.1762836789072768, 'reg_alpha': 0.7936951204750746, 'reg_lambda': 0.912899302565794}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:11,950] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.24802258574906644, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7958712031424323, 'colsample_bytree': 0.6377360469690411, 'gamma': 1.4743175577539112, 'reg_alpha': 0.837457602900855, 'reg_lambda': 0.7125129637012981}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:12,241] Trial 160 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 241, 'learning_rate': 0.2226441198152266, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8107075563771893, 'colsample_bytree': 0.6208573812898383, 'gamma': 1.2383179924676302, 'reg_alpha': 0.1358933154289345, 'reg_lambda': 0.7680589568042856}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:12,580] Trial 161 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 245, 'learning_rate': 0.2599643523654252, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7473527661123535, 'colsample_bytree': 0.6690848985480538, 'gamma': 1.0103622415250055, 'reg_alpha': 0.8144922445632534, 'reg_lambda': 0.6553945849466309}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:12,822] Trial 162 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 246, 'learning_rate': 0.2569252284943436, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7475899912513259, 'colsample_bytree': 0.6705846132124365, 'gamma': 1.0161866176929377, 'reg_alpha': 0.8160235611011273, 'reg_lambda': 0.5842551121678605}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:13,105] Trial 163 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 237, 'learning_rate': 0.2409483777733134, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8042797808238783, 'colsample_bytree': 0.6501963218073687, 'gamma': 1.5978093797250188, 'reg_alpha': 0.89222622609765, 'reg_lambda': 0.6578014527359051}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:13,486] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.23088553025170852, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.825809295694537, 'colsample_bytree': 0.6746295487440851, 'gamma': 1.6017176521783318, 'reg_alpha': 0.8930050441947089, 'reg_lambda': 0.6529510635496512}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:13,861] Trial 165 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 244, 'learning_rate': 0.1985746109696311, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7794926664196028, 'colsample_bytree': 0.6470394847318429, 'gamma': 1.427539361155219, 'reg_alpha': 0.8613069814924711, 'reg_lambda': 0.8189914399578804}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:14,104] Trial 166 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 237, 'learning_rate': 0.18758065113780417, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.767446859690239, 'colsample_bytree': 0.6851093524199289, 'gamma': 2.0920016330348363, 'reg_alpha': 0.8921535948920453, 'reg_lambda': 0.6823804147737143}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:14,501] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.18402789363115865, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7609440708391242, 'colsample_bytree': 0.6922243391157112, 'gamma': 1.7869597037086398, 'reg_alpha': 0.8966100059222045, 'reg_lambda': 0.5445656045939723}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:14,739] Trial 168 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.23904082528802315, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7215564702378069, 'colsample_bytree': 0.6858378399462323, 'gamma': 2.1791206750365113, 'reg_alpha': 0.9102993740163274, 'reg_lambda': 0.6855714700953975}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:14,969] Trial 169 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 241, 'learning_rate': 0.26580408752678514, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7431984939245556, 'colsample_bytree': 0.6793493082733563, 'gamma': 2.3006902051036633, 'reg_alpha': 0.8739516109311447, 'reg_lambda': 0.5044479935856853}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:15,247] Trial 170 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 232, 'learning_rate': 0.220130645130075, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7721036361399332, 'colsample_bytree': 0.665683110670693, 'gamma': 1.0041963223505923, 'reg_alpha': 0.9344490060021319, 'reg_lambda': 0.6130231495317117}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:15,487] Trial 171 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 244, 'learning_rate': 0.19166593916339647, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7906144236287601, 'colsample_bytree': 0.6610038280353864, 'gamma': 1.9907631823344614, 'reg_alpha': 0.8654003996611093, 'reg_lambda': 0.7031346790053673}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:15,738] Trial 172 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 246, 'learning_rate': 0.02670950217098326, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7831655000807487, 'colsample_bytree': 0.6620878434100131, 'gamma': 3.777173088571555, 'reg_alpha': 0.8893114761051718, 'reg_lambda': 0.6536897287666857}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:16,079] Trial 173 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.1866065566924736, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7665894420496964, 'colsample_bytree': 0.6728259143094081, 'gamma': 2.086267665896538, 'reg_alpha': 0.9180664084910143, 'reg_lambda': 0.71815997985715}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:16,331] Trial 174 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.1572297948016666, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7307671996190717, 'colsample_bytree': 0.6947143398045462, 'gamma': 2.0171951625548554, 'reg_alpha': 0.8105690277027348, 'reg_lambda': 0.5684983307594775}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:16,655] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.26352656300857275, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8077361480705497, 'colsample_bytree': 0.6837353935741675, 'gamma': 1.8656240129104047, 'reg_alpha': 0.8467906376287868, 'reg_lambda': 0.6298772102916564}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:16,997] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.2301932567227735, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8170422734038618, 'colsample_bytree': 0.6406712725361924, 'gamma': 1.336807881316487, 'reg_alpha': 0.8867818809317222, 'reg_lambda': 0.6785397017094896}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:17,247] Trial 177 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 243, 'learning_rate': 0.24376590337481607, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.797152887972928, 'colsample_bytree': 0.6648631315777773, 'gamma': 2.524707925523429, 'reg_alpha': 0.866042066170035, 'reg_lambda': 0.5836613016568653}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:17,470] Trial 178 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 229, 'learning_rate': 0.2746930199611275, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7551181080568473, 'colsample_bytree': 0.6897564444973213, 'gamma': 1.569549989796942, 'reg_alpha': 0.9032845463917888, 'reg_lambda': 0.7125876289476575}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:17,777] Trial 179 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.1701117711628651, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7571512228970579, 'colsample_bytree': 0.6845450901010772, 'gamma': 0.8156548578496945, 'reg_alpha': 0.9106970472416055, 'reg_lambda': 0.7394399655758765}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:18,114] Trial 180 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.27799984845655235, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7483438883059192, 'colsample_bytree': 0.6915353023620562, 'gamma': 1.5875059931364959, 'reg_alpha': 0.9319310998099304, 'reg_lambda': 0.8019420069804208}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:18,483] Trial 181 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.2614118004694589, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7412666315841799, 'colsample_bytree': 0.673738788961102, 'gamma': 1.5031967788328024, 'reg_alpha': 0.8715194191904025, 'reg_lambda': 0.684572251838228}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:18,718] Trial 182 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 243, 'learning_rate': 0.21527866352555725, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7869719599065538, 'colsample_bytree': 0.6788063756617932, 'gamma': 1.705539090556602, 'reg_alpha': 0.9084760202773242, 'reg_lambda': 0.6279943111903554}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:19,079] Trial 183 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 247, 'learning_rate': 0.213659309212497, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.777299014636332, 'colsample_bytree': 0.6807908243355378, 'gamma': 1.671082544096091, 'reg_alpha': 0.9393689457029367, 'reg_lambda': 0.6148407540330758}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:19,305] Trial 184 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 238, 'learning_rate': 0.19627294391889177, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7656440707541815, 'colsample_bytree': 0.690351504067581, 'gamma': 1.832468600735501, 'reg_alpha': 0.8908393763310762, 'reg_lambda': 0.7307877577713596}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:19,609] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 229, 'learning_rate': 0.2793783722368667, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7865260704814594, 'colsample_bytree': 0.6490300711820753, 'gamma': 0.9285458457631782, 'reg_alpha': 0.9024660634407158, 'reg_lambda': 0.536649053510051}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:19,930] Trial 186 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 250, 'learning_rate': 0.21950161906298057, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7540194560394453, 'colsample_bytree': 0.676953064800009, 'gamma': 2.0146618443692854, 'reg_alpha': 0.9239900983140814, 'reg_lambda': 0.701374524934439}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:20,266] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.23080476347466453, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7710754744416496, 'colsample_bytree': 0.6606304473958258, 'gamma': 1.6958114713270676, 'reg_alpha': 0.97209031173106, 'reg_lambda': 0.5902565228756239}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:20,498] Trial 188 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 243, 'learning_rate': 0.26197961688487176, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7884740980386471, 'colsample_bytree': 0.6968943074857876, 'gamma': 2.873822305188487, 'reg_alpha': 0.8421446595676584, 'reg_lambda': 0.7677757221470257}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:20,789] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 240, 'learning_rate': 0.17806877921509937, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7944045667104918, 'colsample_bytree': 0.6716294560771736, 'gamma': 2.3146829315350317, 'reg_alpha': 0.948454464989485, 'reg_lambda': 0.8541417955347504}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:21,034] Trial 190 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 250, 'learning_rate': 0.24289597951675782, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7362508355041523, 'colsample_bytree': 0.6852936485757629, 'gamma': 1.2893503801944015, 'reg_alpha': 0.9103810990458764, 'reg_lambda': 0.6548750689435372}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:21,335] Trial 191 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 245, 'learning_rate': 0.24578664405684636, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8047452613115597, 'colsample_bytree': 0.6636480433702497, 'gamma': 1.4008263006391064, 'reg_alpha': 0.8774725619242446, 'reg_lambda': 0.6417071887311391}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:21,569] Trial 192 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 242, 'learning_rate': 0.2775958161872547, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8115221101787372, 'colsample_bytree': 0.6677460188186171, 'gamma': 1.5552054170264993, 'reg_alpha': 0.8607173451075556, 'reg_lambda': 0.5001342529648174}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:21,951] Trial 193 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.19609972353211638, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.779292592264092, 'colsample_bytree': 0.6538586025671335, 'gamma': 1.139823800578188, 'reg_alpha': 0.8234147246597779, 'reg_lambda': 0.7062296396243124}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:22,180] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.21560243815028685, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8033099682498405, 'colsample_bytree': 0.6793250734873499, 'gamma': 1.4001520328227204, 'reg_alpha': 0.7802114460265397, 'reg_lambda': 0.6199964915730418}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:22,464] Trial 195 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.24740325952553194, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7592937147327179, 'colsample_bytree': 0.6463790903599077, 'gamma': 1.2359489671531945, 'reg_alpha': 0.895365271987567, 'reg_lambda': 0.5611951960610349}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:22,706] Trial 196 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 231, 'learning_rate': 0.2322979863631457, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7949150379390373, 'colsample_bytree': 0.6582290551300423, 'gamma': 1.0348739521655093, 'reg_alpha': 0.8457107241071623, 'reg_lambda': 0.7659273506756972}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:23,027] Trial 197 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 231, 'learning_rate': 0.22695866928109135, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7938464258367468, 'colsample_bytree': 0.6358055847035127, 'gamma': 1.112989215677424, 'reg_alpha': 0.843820334656695, 'reg_lambda': 0.7670588285388849}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:23,309] Trial 198 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.20080347299286094, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.783558794881364, 'colsample_bytree': 0.653657805810379, 'gamma': 1.041358829420781, 'reg_alpha': 0.7978150207476818, 'reg_lambda': 0.8171666830108486}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:23,539] Trial 199 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 223, 'learning_rate': 0.2759968717874365, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7721596130399198, 'colsample_bytree': 0.7005110260492606, 'gamma': 0.8916753200341131, 'reg_alpha': 0.9255412041717439, 'reg_lambda': 1.0042263148835497}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:23,542] A new study created in memory with name: no-name-de55cd44-1fb0-4cd3-9761-5fb2a638fb42
[I 2025-11-03 20:00:23,712] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 102, 'learning_rate': 0.08627279084866257, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.6038139427243376, 'colsample_bytree': 0.8543858663414252, 'gamma': 2.4640626614444794, 'reg_alpha': 0.4218166032638291, 'reg_lambda': 0.5479178184338538}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:00:23,994] Trial 1 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 129, 'learning_rate': 0.07320854437864628, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6826692117930383, 'colsample_bytree': 0.8650028811581275, 'gamma': 3.881687380879699, 'reg_alpha': 0.09839729339464665, 'reg_lambda': 1.7391066253683392}. Best is trial 1 with value: 0.6785714285714285.
[I 2025-11-03 20:00:24,134] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.029942777981969457, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.7287910573772834, 'colsample_bytree': 0.7115522625605517, 'gamma': 2.988023660531025, 'reg_alpha': 0.9668477061429389, 'reg_lambda': 1.1303165139051843}. Best is trial 1 with value: 0.6785714285714285.
[I 2025-11-03 20:00:24,404] Trial 3 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 30, 'learning_rate': 0.018202343849902748, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9267131559589973, 'colsample_bytree': 0.6816776470286247, 'gamma': 0.11284591195662275, 'reg_alpha': 0.250984713521641, 'reg_lambda': 0.6709382315912724}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:24,555] Trial 4 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 57, 'learning_rate': 0.072964482118719, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.826873017035824, 'colsample_bytree': 0.683804698232157, 'gamma': 3.770650283654195, 'reg_alpha': 0.504356384493114, 'reg_lambda': 1.7275344259817256}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:24,815] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.13159798095536346, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.7058945884371923, 'colsample_bytree': 0.903304750667495, 'gamma': 0.39939969113995555, 'reg_alpha': 0.6880691878632714, 'reg_lambda': 2.936523761689147}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:25,025] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.05522989481768736, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.6824082632244756, 'colsample_bytree': 0.9900448003178944, 'gamma': 4.20169142331029, 'reg_alpha': 0.8655033364493616, 'reg_lambda': 0.7655438947477995}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:25,091] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.12646342580162992, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6825891867169447, 'colsample_bytree': 0.8722004036830784, 'gamma': 0.8127778620199738, 'reg_alpha': 0.7870754609972387, 'reg_lambda': 1.7079430144618477}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:25,438] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 36, 'learning_rate': 0.16157367117390478, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8879034864180664, 'colsample_bytree': 0.6255070949141779, 'gamma': 2.5935343244678064, 'reg_alpha': 0.5821349349838654, 'reg_lambda': 0.5701010702862598}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:25,686] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.016500720630957796, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.9004884390697122, 'colsample_bytree': 0.8059806769421046, 'gamma': 3.948661100441775, 'reg_alpha': 0.21290763883664754, 'reg_lambda': 0.6155105569353337}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:25,907] Trial 10 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.010183585925267207, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9535718204571328, 'colsample_bytree': 0.7264353648677809, 'gamma': 1.4159104574751482, 'reg_alpha': 0.3025521610932532, 'reg_lambda': 2.3619582946774984}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:25,979] Trial 11 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 25, 'learning_rate': 0.29603548205447816, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9868421737326203, 'colsample_bytree': 0.6196610327879088, 'gamma': 2.0232488811462286, 'reg_alpha': 0.5622724525288652, 'reg_lambda': 1.171187803250827}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:26,193] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.029079493797071906, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8630799756818665, 'colsample_bytree': 0.6008353137521167, 'gamma': 1.590424559635602, 'reg_alpha': 0.31204475451403096, 'reg_lambda': 1.0813608669484331}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:26,361] Trial 13 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 126, 'learning_rate': 0.279516840254223, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9206264208354525, 'colsample_bytree': 0.6615181161365632, 'gamma': 4.970772353302548, 'reg_alpha': 0.06061526522087146, 'reg_lambda': 0.8676391813884181}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:26,508] Trial 14 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 53, 'learning_rate': 0.03134024706604336, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7833256422819331, 'colsample_bytree': 0.75271543358375, 'gamma': 2.9273389646083867, 'reg_alpha': 0.6063056351769192, 'reg_lambda': 1.446876246667608}. Best is trial 14 with value: 0.7202380952380951.
[I 2025-11-03 20:00:26,730] Trial 15 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 67, 'learning_rate': 0.02961341449425109, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7732820428601326, 'colsample_bytree': 0.7602055802819054, 'gamma': 3.158208853324014, 'reg_alpha': 0.3940759806932775, 'reg_lambda': 2.1690270583397804}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 20:00:26,929] Trial 16 finished with value: 0.75 and parameters: {'n_estimators': 70, 'learning_rate': 0.037439602154778644, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7726925056842352, 'colsample_bytree': 0.773409369322424, 'gamma': 3.151274238940662, 'reg_alpha': 0.4219259875548944, 'reg_lambda': 2.2291037807884075}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:27,204] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 103, 'learning_rate': 0.04666466757101401, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.767997278110296, 'colsample_bytree': 0.7924059060089081, 'gamma': 3.202455765174493, 'reg_alpha': 0.4452744822389071, 'reg_lambda': 2.2870584083558216}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:27,462] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 158, 'learning_rate': 0.01985000947572518, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8289385655077975, 'colsample_bytree': 0.7968932351720448, 'gamma': 4.71853097088775, 'reg_alpha': 0.3734928342570627, 'reg_lambda': 2.241902027068276}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:27,703] Trial 19 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.04256171132763623, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7459393766637353, 'colsample_bytree': 0.7655658499317017, 'gamma': 3.3719769776842945, 'reg_alpha': 0.16276654142650587, 'reg_lambda': 2.660477182352238}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:27,865] Trial 20 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 71, 'learning_rate': 0.01125889495768435, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6320546956341959, 'colsample_bytree': 0.9409541283839157, 'gamma': 2.1470014039791723, 'reg_alpha': 0.7088647126432244, 'reg_lambda': 2.0612444247392054}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:28,060] Trial 21 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.0417476900460245, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7490983540377848, 'colsample_bytree': 0.7531403937134648, 'gamma': 3.386982933344183, 'reg_alpha': 0.1946383922196141, 'reg_lambda': 2.6936206223475687}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:28,251] Trial 22 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 117, 'learning_rate': 0.037020881999930005, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7833409392873731, 'colsample_bytree': 0.8193498904297737, 'gamma': 4.4288428471901256, 'reg_alpha': 0.10147383168660577, 'reg_lambda': 2.598941854407437}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:28,568] Trial 23 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 148, 'learning_rate': 0.021528810892627523, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8140259604971736, 'colsample_bytree': 0.7604266005875856, 'gamma': 3.3933461338584734, 'reg_alpha': 0.16018079889173537, 'reg_lambda': 2.0182343668196676}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:28,725] Trial 24 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 67, 'learning_rate': 0.05618949542827115, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7342857023757539, 'colsample_bytree': 0.7673806205382433, 'gamma': 3.5722863308429247, 'reg_alpha': 0.3478921266610249, 'reg_lambda': 2.5598912398327673}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:28,970] Trial 25 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 91, 'learning_rate': 0.023739495500539148, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8484591074565577, 'colsample_bytree': 0.7244635520976678, 'gamma': 2.7125046755925433, 'reg_alpha': 0.47897764167971957, 'reg_lambda': 2.853985177685061}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:29,221] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 109, 'learning_rate': 0.03663085206041001, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8006148723793285, 'colsample_bytree': 0.8228899858004842, 'gamma': 2.068659590477961, 'reg_alpha': 0.022756809325715138, 'reg_lambda': 1.9574873896758516}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:29,973] Trial 27 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 113, 'learning_rate': 0.014436628896664607, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8054200668450867, 'colsample_bytree': 0.8291286036416569, 'gamma': 1.8629121867106915, 'reg_alpha': 0.002479850292059202, 'reg_lambda': 1.9358360113977175}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:30,294] Trial 28 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.026486185859841156, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7722323876466377, 'colsample_bytree': 0.8289533539719872, 'gamma': 2.3191412182304596, 'reg_alpha': 0.40474381185854874, 'reg_lambda': 1.3891644432195063}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:30,478] Trial 29 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.06301315068952336, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6221524559530348, 'colsample_bytree': 0.9056060874553116, 'gamma': 1.2470291124034933, 'reg_alpha': 0.27179642207737437, 'reg_lambda': 2.1674302773566523}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:30,708] Trial 30 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 45, 'learning_rate': 0.09978093950693803, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7098805422691619, 'colsample_bytree': 0.7874355591239836, 'gamma': 2.6502595367612756, 'reg_alpha': 0.5167553660044354, 'reg_lambda': 2.406876714825012}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:30,920] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 143, 'learning_rate': 0.024935053259320904, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7753429366690184, 'colsample_bytree': 0.844011300132525, 'gamma': 2.164932257346215, 'reg_alpha': 0.41025640200733143, 'reg_lambda': 1.4783229224583871}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:31,234] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.0331909238142774, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7931587407727407, 'colsample_bytree': 0.875826253433563, 'gamma': 2.377292374512764, 'reg_alpha': 0.40849737091870775, 'reg_lambda': 1.873753515736989}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:31,436] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.027083017319140753, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7583247036296342, 'colsample_bytree': 0.8506954984197475, 'gamma': 2.9514798922540555, 'reg_alpha': 0.34519707689550144, 'reg_lambda': 1.5284893916493631}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:31,712] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.013930508416591285, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.855036935145999, 'colsample_bytree': 0.824789542117427, 'gamma': 1.7447298577283692, 'reg_alpha': 0.6553608475920496, 'reg_lambda': 1.266285452549986}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:31,962] Trial 35 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 204, 'learning_rate': 0.03736894631684176, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7160964266715207, 'colsample_bytree': 0.7006315362075325, 'gamma': 2.4061110896029954, 'reg_alpha': 0.9817085868241201, 'reg_lambda': 1.8595699489558872}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:32,250] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 95, 'learning_rate': 0.04949848567712409, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8324851726284735, 'colsample_bytree': 0.7326775391625964, 'gamma': 3.078811216800056, 'reg_alpha': 0.5364042086689698, 'reg_lambda': 1.6535921156745095}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:32,349] Trial 37 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.06874946538195265, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8157448386413243, 'colsample_bytree': 0.8877925435489892, 'gamma': 3.777352273818251, 'reg_alpha': 0.45246966186426096, 'reg_lambda': 2.1379064908424956}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:32,628] Trial 38 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 139, 'learning_rate': 0.09102970716076658, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7978602968126617, 'colsample_bytree': 0.8531358549284653, 'gamma': 1.023587424031732, 'reg_alpha': 0.7737079387130288, 'reg_lambda': 2.494544642010596}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:32,817] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 120, 'learning_rate': 0.03491051236452908, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7317533372925077, 'colsample_bytree': 0.9400533346179663, 'gamma': 2.2569374917453864, 'reg_alpha': 0.2584710129297557, 'reg_lambda': 1.6010995573588092}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:33,064] Trial 40 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 100, 'learning_rate': 0.01795828273772194, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6920960927626316, 'colsample_bytree': 0.7866768242758531, 'gamma': 2.7650621323586035, 'reg_alpha': 0.613163113364587, 'reg_lambda': 1.3238928761663553}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:33,233] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.04321163916183705, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.750833909799398, 'colsample_bytree': 0.7717677660359672, 'gamma': 4.09935630489058, 'reg_alpha': 0.10257142045419973, 'reg_lambda': 2.7556044771230845}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:33,469] Trial 42 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.026751464531704783, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6613941784271384, 'colsample_bytree': 0.8133812316089819, 'gamma': 3.542836064379763, 'reg_alpha': 0.014807895867992443, 'reg_lambda': 1.8084891003889674}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:33,622] Trial 43 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 58, 'learning_rate': 0.03891066252047357, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7444189296281448, 'colsample_bytree': 0.7472429980075294, 'gamma': 3.2722747263335545, 'reg_alpha': 0.15508439321343953, 'reg_lambda': 2.9991747710337893}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:33,899] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.05068466011730869, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.7609520444927207, 'colsample_bytree': 0.6969056872144553, 'gamma': 2.536446784753223, 'reg_alpha': 0.2201983924795045, 'reg_lambda': 1.9932018835379388}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:34,001] Trial 45 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 34, 'learning_rate': 0.022329183459282472, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.873363239658297, 'colsample_bytree': 0.7774612376329971, 'gamma': 2.9227079610961977, 'reg_alpha': 0.06594397949412534, 'reg_lambda': 2.360866530714131}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:34,298] Trial 46 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.032391984276642166, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7185712362564071, 'colsample_bytree': 0.7397552950794475, 'gamma': 1.9224081110825135, 'reg_alpha': 0.14415548737867556, 'reg_lambda': 0.9732740501412308}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:34,634] Trial 47 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.058103370327388375, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7745136193884591, 'colsample_bytree': 0.8040774560432041, 'gamma': 3.6770623153899327, 'reg_alpha': 0.3017671851883714, 'reg_lambda': 2.4661021693206076}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:34,842] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 73, 'learning_rate': 0.029016248015909848, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.6614660587169757, 'colsample_bytree': 0.6678442380144592, 'gamma': 3.9412785861687465, 'reg_alpha': 0.04282125279505623, 'reg_lambda': 1.7479602886374688}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:34,993] Trial 49 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 58, 'learning_rate': 0.04524071535777411, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8325067655427411, 'colsample_bytree': 0.8350460844127493, 'gamma': 0.011906108962794537, 'reg_alpha': 0.3797593037711056, 'reg_lambda': 2.119674665134909}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:35,299] Trial 50 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 104, 'learning_rate': 0.07991679720647296, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7859495875486422, 'colsample_bytree': 0.7227216709609354, 'gamma': 0.3444587097791181, 'reg_alpha': 0.9005935202323379, 'reg_lambda': 2.2574743323113675}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:35,476] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 78, 'learning_rate': 0.04076702961203945, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7366099920037876, 'colsample_bytree': 0.7562003374807144, 'gamma': 3.364888844534523, 'reg_alpha': 0.184524553322292, 'reg_lambda': 2.7098850137796484}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:35,653] Trial 52 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 82, 'learning_rate': 0.04237594296315902, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7545371757650894, 'colsample_bytree': 0.7757761548736007, 'gamma': 3.1243222474265107, 'reg_alpha': 0.2317675677282086, 'reg_lambda': 2.647665676920316}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:35,844] Trial 53 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 94, 'learning_rate': 0.031089495118966328, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6953855726442881, 'colsample_bytree': 0.8024814146163912, 'gamma': 3.409175200398632, 'reg_alpha': 0.4672637567819682, 'reg_lambda': 2.7763067517433333}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:35,999] Trial 54 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 52, 'learning_rate': 0.020071461851449108, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7695775158359148, 'colsample_bytree': 0.7466574766314935, 'gamma': 4.282549556361383, 'reg_alpha': 0.13250684773041532, 'reg_lambda': 2.9062711862862276}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:36,266] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.051438911337588475, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8004148093584318, 'colsample_bytree': 0.716791603515611, 'gamma': 2.886442210545281, 'reg_alpha': 0.1942509788732597, 'reg_lambda': 2.3440891534999344}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:36,433] Trial 56 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 64, 'learning_rate': 0.06281814827602382, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.814734721038461, 'colsample_bytree': 0.6491951714323579, 'gamma': 1.5749664760827007, 'reg_alpha': 0.34636433222023694, 'reg_lambda': 2.284584955542946}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:36,658] Trial 57 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.05503392927510434, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8028649333893506, 'colsample_bytree': 0.696441593960562, 'gamma': 2.936703627573024, 'reg_alpha': 0.28364812556056423, 'reg_lambda': 2.1972670617051255}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:37,008] Trial 58 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.053496200889460194, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8443108070625145, 'colsample_bytree': 0.7037712960049304, 'gamma': 2.7494971587912196, 'reg_alpha': 0.3151306200086502, 'reg_lambda': 2.195349910885222}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:37,314] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 198, 'learning_rate': 0.11192220317697688, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.896740536040453, 'colsample_bytree': 0.7104642897823146, 'gamma': 2.5498264224346947, 'reg_alpha': 0.29631892418788225, 'reg_lambda': 2.2099942392590943}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:37,589] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 153, 'learning_rate': 0.0730914362287709, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8426932860975306, 'colsample_bytree': 0.6827846274444452, 'gamma': 2.8274731309222028, 'reg_alpha': 0.2770508846949151, 'reg_lambda': 2.354735701288424}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:37,811] Trial 61 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 168, 'learning_rate': 0.05238594825804815, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8046346723118807, 'colsample_bytree': 0.6515705692696112, 'gamma': 2.302298202310256, 'reg_alpha': 0.4008946757913239, 'reg_lambda': 2.069261792466908}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:38,018] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 157, 'learning_rate': 0.0637444645970814, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8796431751203532, 'colsample_bytree': 0.6957501270198584, 'gamma': 3.118942073487126, 'reg_alpha': 0.3274587134272863, 'reg_lambda': 1.9466444238311917}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:38,285] Trial 63 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 183, 'learning_rate': 0.22893021283869638, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8198915291216796, 'colsample_bytree': 0.7215518211713705, 'gamma': 2.03210450637581, 'reg_alpha': 0.4335161430336354, 'reg_lambda': 2.0678606027617894}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:38,485] Trial 64 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 142, 'learning_rate': 0.03551045701040239, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8642241417823227, 'colsample_bytree': 0.716173108074553, 'gamma': 2.750320159587553, 'reg_alpha': 0.3768395786437014, 'reg_lambda': 2.4905072440374916}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:38,584] Trial 65 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.04815529951115636, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7898448867266755, 'colsample_bytree': 0.6706349399532809, 'gamma': 2.4546932234182743, 'reg_alpha': 0.23910300807140414, 'reg_lambda': 2.195958807379773}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:38,793] Trial 66 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 153, 'learning_rate': 0.026010546033704632, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8007266724781095, 'colsample_bytree': 0.6314274381891019, 'gamma': 2.9094659417084086, 'reg_alpha': 0.4983041801460283, 'reg_lambda': 2.3080139981334207}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:39,092] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 122, 'learning_rate': 0.05545198977158608, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8412560825362734, 'colsample_bytree': 0.7360805943392459, 'gamma': 2.6590077141657624, 'reg_alpha': 0.3815490050464632, 'reg_lambda': 1.9241006644067786}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:39,352] Trial 68 finished with value: 0.744047619047619 and parameters: {'n_estimators': 222, 'learning_rate': 0.030752913630499014, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9140008892397158, 'colsample_bytree': 0.8659022206285645, 'gamma': 3.066377281449021, 'reg_alpha': 0.3325360687265701, 'reg_lambda': 2.420688222367768}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:39,721] Trial 69 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 192, 'learning_rate': 0.081947244242161, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.987504604248755, 'colsample_bytree': 0.9128169652743678, 'gamma': 3.0310707518163382, 'reg_alpha': 0.28021336697430754, 'reg_lambda': 2.5691852789163634}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:39,967] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 216, 'learning_rate': 0.0464060709694697, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9471588461365767, 'colsample_bytree': 0.8773422801755226, 'gamma': 3.5696534799469317, 'reg_alpha': 0.1877091198642026, 'reg_lambda': 2.421502616821117}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:40,272] Trial 71 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.02970517926337829, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7785267581614915, 'colsample_bytree': 0.8374148734052586, 'gamma': 3.2606162553370512, 'reg_alpha': 0.3234308579764113, 'reg_lambda': 2.126529178248925}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:40,571] Trial 72 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 230, 'learning_rate': 0.024067102935952, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9134171895780436, 'colsample_bytree': 0.8156240769489034, 'gamma': 2.8248372819698857, 'reg_alpha': 0.4400371900051632, 'reg_lambda': 2.0309167435828273}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:40,842] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 134, 'learning_rate': 0.03679708020626887, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9548559953527912, 'colsample_bytree': 0.8548887620024379, 'gamma': 2.5246395958505996, 'reg_alpha': 0.35683727757854256, 'reg_lambda': 2.2106723308649787}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:41,054] Trial 74 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 163, 'learning_rate': 0.0326681572534978, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8047322198393532, 'colsample_bytree': 0.7079460360356974, 'gamma': 2.1867857498523566, 'reg_alpha': 0.41298203379368076, 'reg_lambda': 2.319102757507501}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:41,213] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.027254847158354405, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8253384671258874, 'colsample_bytree': 0.8613737890602895, 'gamma': 3.182367429871514, 'reg_alpha': 0.5426954101875235, 'reg_lambda': 0.7355911201032828}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:41,582] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.022161721604384337, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7630065908119548, 'colsample_bytree': 0.791622369774797, 'gamma': 2.3621389773613424, 'reg_alpha': 0.256708016652586, 'reg_lambda': 1.849598922904205}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:41,810] Trial 77 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 172, 'learning_rate': 0.03907952919870559, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9365056314020052, 'colsample_bytree': 0.8939565685730428, 'gamma': 2.028818918669871, 'reg_alpha': 0.4716522187788137, 'reg_lambda': 2.4335214063657027}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:42,208] Trial 78 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.06003805743932052, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7926107525463476, 'colsample_bytree': 0.6855646824304876, 'gamma': 2.997612723993697, 'reg_alpha': 0.3244397991924944, 'reg_lambda': 1.3735381794809005}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:42,543] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.034465038582835034, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8533753094793172, 'colsample_bytree': 0.8272569940444963, 'gamma': 1.6991095999932972, 'reg_alpha': 0.5105715250248819, 'reg_lambda': 1.9677173972468291}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:42,790] Trial 80 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.05309519060149379, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9711863754536054, 'colsample_bytree': 0.7804137919633362, 'gamma': 1.2265175821530383, 'reg_alpha': 0.5045833239653486, 'reg_lambda': 2.108665510561418}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:42,981] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 89, 'learning_rate': 0.034422386339522264, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8584974778276678, 'colsample_bytree': 0.8277075874638152, 'gamma': 1.7509059875557287, 'reg_alpha': 0.6031757914972978, 'reg_lambda': 1.6859398968831731}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:43,227] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 87, 'learning_rate': 0.034631725772653756, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8593824800270264, 'colsample_bytree': 0.8444732187865914, 'gamma': 1.8000550273620863, 'reg_alpha': 0.5844188360692234, 'reg_lambda': 1.6859567920870315}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:43,429] Trial 83 finished with value: 0.738095238095238 and parameters: {'n_estimators': 72, 'learning_rate': 0.028924421992095217, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8461519766844223, 'colsample_bytree': 0.8090475331322726, 'gamma': 1.6034660235560476, 'reg_alpha': 0.7040383732174902, 'reg_lambda': 1.7955311674492869}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:43,736] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.044716009752067985, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8907635503642685, 'colsample_bytree': 0.8226274900719315, 'gamma': 1.5796134032583502, 'reg_alpha': 0.6766310277772516, 'reg_lambda': 1.5974208835625958}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:43,922] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.04545633498470152, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.893067446543441, 'colsample_bytree': 0.8151543802775795, 'gamma': 1.5904867653861365, 'reg_alpha': 0.7335522790679602, 'reg_lambda': 1.7978276323581337}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:44,124] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.03928270724555172, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.9067170315185825, 'colsample_bytree': 0.8673462211650023, 'gamma': 1.485433943836008, 'reg_alpha': 0.6591107925401013, 'reg_lambda': 1.5835662156750467}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:44,300] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 63, 'learning_rate': 0.029458813792923585, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8845364193984433, 'colsample_bytree': 0.8260989911482275, 'gamma': 1.3212477722199887, 'reg_alpha': 0.6417191609268494, 'reg_lambda': 1.6163590300808655}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:44,463] Trial 88 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 49, 'learning_rate': 0.033674333184716694, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.874128487380067, 'colsample_bytree': 0.8398920961041266, 'gamma': 1.6745284374452023, 'reg_alpha': 0.7068633968266291, 'reg_lambda': 1.721716567404826}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:44,695] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 89, 'learning_rate': 0.03730882726663752, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8507245319354677, 'colsample_bytree': 0.8231372598065304, 'gamma': 1.0824680336898818, 'reg_alpha': 0.80129080080133, 'reg_lambda': 1.9800912414950125}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:44,871] Trial 90 finished with value: 0.755952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.04124938675719164, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9223121945794395, 'colsample_bytree': 0.799738756383717, 'gamma': 1.9192137815205337, 'reg_alpha': 0.7577270768153707, 'reg_lambda': 1.5190810750292443}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:45,132] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.040883741300576065, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9099963614314663, 'colsample_bytree': 0.8044883710228936, 'gamma': 1.9597343799319429, 'reg_alpha': 0.7520871746835711, 'reg_lambda': 1.5283077723362628}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:45,343] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.04320687609762149, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9259963574775032, 'colsample_bytree': 0.7966114611144766, 'gamma': 1.8040867593722174, 'reg_alpha': 0.7428573582389091, 'reg_lambda': 1.4632265329729013}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:45,495] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.04332226204311324, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9357714955104881, 'colsample_bytree': 0.7839168711385972, 'gamma': 1.9257608399592954, 'reg_alpha': 0.8194418760559429, 'reg_lambda': 1.2319566206551913}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:45,644] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 60, 'learning_rate': 0.0428121845917196, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9256301896289818, 'colsample_bytree': 0.7906456238768258, 'gamma': 1.927121534385989, 'reg_alpha': 0.8165167977810124, 'reg_lambda': 1.4917861168587605}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:45,865] Trial 95 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 79, 'learning_rate': 0.04896087355073135, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9146812660234609, 'colsample_bytree': 0.8007806428520172, 'gamma': 1.887371459619109, 'reg_alpha': 0.8539965418136258, 'reg_lambda': 1.1958741801363333}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:46,014] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.044182883221388226, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9355890545345202, 'colsample_bytree': 0.7985753326846833, 'gamma': 1.4140784656734113, 'reg_alpha': 0.7521252062578146, 'reg_lambda': 1.0678083186672451}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:46,180] Trial 97 finished with value: 0.744047619047619 and parameters: {'n_estimators': 81, 'learning_rate': 0.06786413538129164, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9066216701455136, 'colsample_bytree': 0.7666774412383811, 'gamma': 2.117083525962238, 'reg_alpha': 0.907105495110663, 'reg_lambda': 1.557848989479137}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:46,346] Trial 98 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 81, 'learning_rate': 0.06739596084579962, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.905098779483259, 'colsample_bytree': 0.7651375443233023, 'gamma': 2.1971869481119506, 'reg_alpha': 0.9407600223561479, 'reg_lambda': 1.4252766203173262}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:46,611] Trial 99 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 91, 'learning_rate': 0.04814350229643237, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9642978025629366, 'colsample_bytree': 0.7799868338177051, 'gamma': 1.7763810307733972, 'reg_alpha': 0.8404447263806899, 'reg_lambda': 1.3254185613521707}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:46,839] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.03959526870495661, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.934113082282312, 'colsample_bytree': 0.988550077498726, 'gamma': 1.9686459653432882, 'reg_alpha': 0.8832338082658832, 'reg_lambda': 1.2272338026665595}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:47,102] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.04083155200499497, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9346491589983067, 'colsample_bytree': 0.7685619796654949, 'gamma': 2.0888624593810503, 'reg_alpha': 0.8969703614207287, 'reg_lambda': 1.5620891564305006}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:47,317] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.040953521387640475, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9327194831875009, 'colsample_bytree': 0.9873652208794528, 'gamma': 2.1252440996039623, 'reg_alpha': 0.910798587830144, 'reg_lambda': 1.5471193503521785}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:47,483] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 61, 'learning_rate': 0.04059876390012129, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9337028668520427, 'colsample_bytree': 0.996151496264861, 'gamma': 1.919477857674764, 'reg_alpha': 0.8778249863644116, 'reg_lambda': 1.2578813916611764}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:47,765] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 75, 'learning_rate': 0.040540514157001106, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.945346044338722, 'colsample_bytree': 0.9777729123044027, 'gamma': 1.993483993007581, 'reg_alpha': 0.9473279465355247, 'reg_lambda': 1.1003017018934258}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:48,028] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 55, 'learning_rate': 0.03761798752714215, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9226463612823703, 'colsample_bytree': 0.968085208802064, 'gamma': 1.4954176335351166, 'reg_alpha': 0.7562986306094046, 'reg_lambda': 1.4823955258259174}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:48,253] Trial 106 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 97, 'learning_rate': 0.03202296813529366, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9724178266694802, 'colsample_bytree': 0.9636190204943704, 'gamma': 1.8201572692457402, 'reg_alpha': 0.8311687034971917, 'reg_lambda': 1.6722686103784967}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:48,419] Trial 107 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.044363257408198395, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.915563343429923, 'colsample_bytree': 0.9390950053060563, 'gamma': 2.259653666411992, 'reg_alpha': 0.7744220402903592, 'reg_lambda': 1.530784571743965}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:48,569] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.041777150765745764, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9497117891390735, 'colsample_bytree': 0.9836366761540609, 'gamma': 2.1102356729996243, 'reg_alpha': 0.6788101000653757, 'reg_lambda': 1.6297638852178573}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:48,856] Trial 109 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 68, 'learning_rate': 0.0412051003502206, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9573567686212, 'colsample_bytree': 0.9825046649639021, 'gamma': 2.104272917801226, 'reg_alpha': 0.8926019863358041, 'reg_lambda': 1.3817996828645227}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:49,022] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.04676088048659902, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.996002782919612, 'colsample_bytree': 0.9641176801502845, 'gamma': 1.668246633809508, 'reg_alpha': 0.6699827253082812, 'reg_lambda': 1.6233875890497154}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:49,185] Trial 111 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 64, 'learning_rate': 0.04695930272542676, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9985180654386127, 'colsample_bytree': 0.9519680714433483, 'gamma': 1.6758454971984167, 'reg_alpha': 0.675819849573375, 'reg_lambda': 1.6291725712374143}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:49,375] Trial 112 finished with value: 0.738095238095238 and parameters: {'n_estimators': 85, 'learning_rate': 0.03543935392597532, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9407319575496882, 'colsample_bytree': 0.949720843301976, 'gamma': 1.984140555283946, 'reg_alpha': 0.6200696733928589, 'reg_lambda': 1.4439344481893437}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:49,653] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 76, 'learning_rate': 0.04263773493720858, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.892159870631294, 'colsample_bytree': 0.9890303509585492, 'gamma': 1.849295402773881, 'reg_alpha': 0.7284127687461325, 'reg_lambda': 1.5370103631570775}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:49,810] Trial 114 finished with value: 0.738095238095238 and parameters: {'n_estimators': 77, 'learning_rate': 0.05000128494013334, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9278565225991786, 'colsample_bytree': 0.9279370776339614, 'gamma': 1.836660769198261, 'reg_alpha': 0.729815741273328, 'reg_lambda': 1.5352626526046078}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:49,977] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 57, 'learning_rate': 0.03773920129134968, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8927708654743459, 'colsample_bytree': 0.9994279550114498, 'gamma': 1.3734272201231181, 'reg_alpha': 0.99633616695135, 'reg_lambda': 1.3010327902095031}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:50,222] Trial 116 finished with value: 0.755952380952381 and parameters: {'n_estimators': 45, 'learning_rate': 0.05904490915200288, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8850153793122412, 'colsample_bytree': 0.9729813483231288, 'gamma': 1.5157104578307483, 'reg_alpha': 0.9248247582072153, 'reg_lambda': 1.2220657454198087}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:50,321] Trial 117 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 37, 'learning_rate': 0.05692794538640453, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.868218465013822, 'colsample_bytree': 0.9730951599300415, 'gamma': 1.528353379800722, 'reg_alpha': 0.9304840886520097, 'reg_lambda': 1.0005013666273643}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:50,457] Trial 118 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 44, 'learning_rate': 0.058284925478555, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8859594898537819, 'colsample_bytree': 0.9481384595477634, 'gamma': 0.7768037092382021, 'reg_alpha': 0.7307521494202404, 'reg_lambda': 1.7489060861047785}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:50,546] Trial 119 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.04488151373745382, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9000510833742101, 'colsample_bytree': 0.7864612498859442, 'gamma': 1.1407755290400217, 'reg_alpha': 0.7950193715680735, 'reg_lambda': 1.4184537795864953}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:50,758] Trial 120 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 50, 'learning_rate': 0.049746477747941976, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9807723848714401, 'colsample_bytree': 0.8091503916728008, 'gamma': 1.6899584405682568, 'reg_alpha': 0.6380013997119143, 'reg_lambda': 1.495193757212667}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:50,939] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 73, 'learning_rate': 0.04002029353806926, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.929450196510382, 'colsample_bytree': 0.9906394713314133, 'gamma': 1.7862153401621026, 'reg_alpha': 0.8740098710093518, 'reg_lambda': 1.1762024896604215}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:51,094] Trial 122 finished with value: 0.761904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.042976763736899876, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8789225891538673, 'colsample_bytree': 0.9536727268167088, 'gamma': 2.0056029485583546, 'reg_alpha': 0.9167191411694388, 'reg_lambda': 1.2465471284404601}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:51,330] Trial 123 finished with value: 0.738095238095238 and parameters: {'n_estimators': 104, 'learning_rate': 0.05305022967179533, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8899406917164435, 'colsample_bytree': 0.7458072595763272, 'gamma': 1.6079754797462613, 'reg_alpha': 0.9744879450612554, 'reg_lambda': 1.3429197026219353}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:51,561] Trial 124 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 61, 'learning_rate': 0.046834340315261354, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8819390121044199, 'colsample_bytree': 0.9553947367504936, 'gamma': 2.2175476792715783, 'reg_alpha': 0.9258653958122596, 'reg_lambda': 1.5732145744854413}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:51,705] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 60, 'learning_rate': 0.0614415268015825, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8730967928441248, 'colsample_bytree': 0.9546519566443429, 'gamma': 2.219710633259835, 'reg_alpha': 0.9582720539734414, 'reg_lambda': 1.2780011031924239}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:51,916] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 53, 'learning_rate': 0.047986718382164874, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9031413766980372, 'colsample_bytree': 0.9251519871398145, 'gamma': 2.3288699949523943, 'reg_alpha': 0.9164447008439518, 'reg_lambda': 1.5749876079835652}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:52,143] Trial 127 finished with value: 0.738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.04350620789685751, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9210584347335888, 'colsample_bytree': 0.9693702157656866, 'gamma': 2.0723574675419294, 'reg_alpha': 0.9248967170895055, 'reg_lambda': 1.4786161441051333}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:52,266] Trial 128 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.04687711224268756, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8826383872964957, 'colsample_bytree': 0.9610828376187056, 'gamma': 2.4314815772387313, 'reg_alpha': 0.8591852560928706, 'reg_lambda': 1.3811197917531564}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:52,456] Trial 129 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 76, 'learning_rate': 0.05367135969330602, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8972511886565192, 'colsample_bytree': 0.9564552485829968, 'gamma': 1.8582799762015947, 'reg_alpha': 0.6962015951322863, 'reg_lambda': 1.5691440581158689}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:52,756] Trial 130 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 71, 'learning_rate': 0.04339363718911403, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9098229031158468, 'colsample_bytree': 0.9305957983588885, 'gamma': 1.4486580337839707, 'reg_alpha': 0.8126076355051527, 'reg_lambda': 1.436590331468602}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:52,926] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 83, 'learning_rate': 0.035557230669379145, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8725695724512039, 'colsample_bytree': 0.7561799734206737, 'gamma': 1.9193454991277734, 'reg_alpha': 0.7581901293831841, 'reg_lambda': 1.666761180449765}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:53,105] Trial 132 finished with value: 0.755952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.038628415210809335, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8781671238392212, 'colsample_bytree': 0.9750914116163028, 'gamma': 1.908080422109492, 'reg_alpha': 0.7767842330492728, 'reg_lambda': 1.6405728661784083}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:53,333] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.038335878077639544, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9617199085768695, 'colsample_bytree': 0.9748805573581908, 'gamma': 2.0079693917902306, 'reg_alpha': 0.8278169078117296, 'reg_lambda': 1.5247637667223575}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:53,490] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 56, 'learning_rate': 0.05090924534645808, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8773294979248337, 'colsample_bytree': 0.988065913079288, 'gamma': 2.1751508193160873, 'reg_alpha': 0.7216642877656859, 'reg_lambda': 1.6100848187607135}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:53,709] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.050829279586509665, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8803514145871186, 'colsample_bytree': 0.7709347150724241, 'gamma': 1.7342881223277662, 'reg_alpha': 0.7386805263704955, 'reg_lambda': 1.7278379429041701}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:53,938] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.045680662019697386, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8952621146780868, 'colsample_bytree': 0.9146962342858088, 'gamma': 1.289166619421842, 'reg_alpha': 0.7763408961133583, 'reg_lambda': 1.6107427565847592}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:54,115] Trial 137 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.056167545579171634, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8659234510267598, 'colsample_bytree': 0.9432822831916173, 'gamma': 2.210907072585728, 'reg_alpha': 0.716509331694624, 'reg_lambda': 1.6537330543140862}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:54,376] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 65, 'learning_rate': 0.05143175882434727, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8902413781507003, 'colsample_bytree': 0.9780493534448907, 'gamma': 1.6551293432901517, 'reg_alpha': 0.7923701983668365, 'reg_lambda': 1.1482949235580358}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:54,531] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 69, 'learning_rate': 0.043378417114519965, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.879894438246697, 'colsample_bytree': 0.782799996925809, 'gamma': 1.8654452880720502, 'reg_alpha': 0.6867929721727948, 'reg_lambda': 1.0398705178623768}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:54,718] Trial 140 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 94, 'learning_rate': 0.03277430355040021, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9173884499035504, 'colsample_bytree': 0.7938331230282111, 'gamma': 2.3279618776626076, 'reg_alpha': 0.8441893857455406, 'reg_lambda': 1.3494142853429176}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:54,959] Trial 141 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.040460537202174886, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.944463922664734, 'colsample_bytree': 0.9896313096650873, 'gamma': 2.0874436656019904, 'reg_alpha': 0.7569241458428881, 'reg_lambda': 1.5241312177360977}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:55,142] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 83, 'learning_rate': 0.03768082655646313, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8999461595411437, 'colsample_bytree': 0.9827527452765396, 'gamma': 2.1640560059965046, 'reg_alpha': 0.7154331457151495, 'reg_lambda': 1.5817724700929492}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:55,310] Trial 143 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.04706863212178569, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9214278396781728, 'colsample_bytree': 0.9992244427988292, 'gamma': 2.0083822787748815, 'reg_alpha': 0.900594778319957, 'reg_lambda': 0.9377523687288278}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:55,506] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 72, 'learning_rate': 0.041883440471182046, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9101148436715928, 'colsample_bytree': 0.9596020073400185, 'gamma': 2.4418487906136455, 'reg_alpha': 0.7769169114373864, 'reg_lambda': 1.2196243721905886}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:55,682] Trial 145 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 60, 'learning_rate': 0.06469146896616404, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8775557404075269, 'colsample_bytree': 0.9710625080764554, 'gamma': 1.7837843839433687, 'reg_alpha': 0.9470399171970103, 'reg_lambda': 1.7667468167965108}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:55,907] Trial 146 finished with value: 0.744047619047619 and parameters: {'n_estimators': 61, 'learning_rate': 0.07918214674830189, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8761387257348842, 'colsample_bytree': 0.9682208404600465, 'gamma': 1.7693300265395524, 'reg_alpha': 0.9592825737152763, 'reg_lambda': 1.7918578459947536}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:56,080] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.062238908654609675, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.862560354475266, 'colsample_bytree': 0.93473384434089, 'gamma': 1.6061021278954044, 'reg_alpha': 0.9994523257501134, 'reg_lambda': 1.7053261585013557}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:56,279] Trial 148 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.06648050865238953, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8872491043266488, 'colsample_bytree': 0.9516007117151339, 'gamma': 1.9568205517351116, 'reg_alpha': 0.932487324442965, 'reg_lambda': 1.468582049353469}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:56,428] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 35, 'learning_rate': 0.07251501878969345, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9033734868932582, 'colsample_bytree': 0.8041693126340235, 'gamma': 1.8720663852883792, 'reg_alpha': 0.8060301090360786, 'reg_lambda': 1.8882562991304004}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:56,638] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.05710328292099305, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8651518576478537, 'colsample_bytree': 0.7717502911619967, 'gamma': 1.5305030021470225, 'reg_alpha': 0.746790252089366, 'reg_lambda': 1.4112152275878964}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:56,814] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 88, 'learning_rate': 0.04534455318835186, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9296203606926966, 'colsample_bytree': 0.9914422672507158, 'gamma': 2.1324365920955777, 'reg_alpha': 0.8978772927453397, 'reg_lambda': 1.625390486709822}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:56,979] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.04959229243902427, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9396781810292376, 'colsample_bytree': 0.9789503609788537, 'gamma': 2.2653916108109593, 'reg_alpha': 0.8663834131089779, 'reg_lambda': 1.5485706061430349}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:57,258] Trial 153 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.03596813626502519, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9990319884003233, 'colsample_bytree': 0.9718469510735919, 'gamma': 1.7310344752274607, 'reg_alpha': 0.9151351601220226, 'reg_lambda': 1.5932987582778275}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:57,429] Trial 154 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 80, 'learning_rate': 0.04194568684001937, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8885135673633673, 'colsample_bytree': 0.9858198568852862, 'gamma': 2.047068750257913, 'reg_alpha': 0.9530230780541165, 'reg_lambda': 1.4940213257497599}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:57,568] Trial 155 finished with value: 0.738095238095238 and parameters: {'n_estimators': 48, 'learning_rate': 0.18526670098954132, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9101542216552353, 'colsample_bytree': 0.7962412309583881, 'gamma': 1.9057035777690292, 'reg_alpha': 0.9754422300514388, 'reg_lambda': 1.655538831381261}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:57,815] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 64, 'learning_rate': 0.03896723163303906, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9526391208559746, 'colsample_bytree': 0.9736109276495747, 'gamma': 1.8323827888362554, 'reg_alpha': 0.719141802348976, 'reg_lambda': 1.2915481950169043}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:58,044] Trial 157 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 75, 'learning_rate': 0.04794358179550441, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8819358892832724, 'colsample_bytree': 0.7620463934088667, 'gamma': 2.615949181300006, 'reg_alpha': 0.6887263657482524, 'reg_lambda': 1.1157942626503685}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:58,207] Trial 158 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 53, 'learning_rate': 0.0519857544732874, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8544950892633218, 'colsample_bytree': 0.9597300578607265, 'gamma': 1.372094570917593, 'reg_alpha': 0.7688942610154439, 'reg_lambda': 1.4561854029779173}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:58,521] Trial 159 finished with value: 0.75 and parameters: {'n_estimators': 52, 'learning_rate': 0.05521574816762752, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8699885372434636, 'colsample_bytree': 0.9444486977693606, 'gamma': 1.3816894002009756, 'reg_alpha': 0.7699408332775447, 'reg_lambda': 1.4576965836878046}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:58,690] Trial 160 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.052222247351918674, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8575865632377623, 'colsample_bytree': 0.9656172771488643, 'gamma': 1.480264078421537, 'reg_alpha': 0.7900232140546272, 'reg_lambda': 1.3898619659272697}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:58,865] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 68, 'learning_rate': 0.044032053546464646, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8967484295363392, 'colsample_bytree': 0.9583890782707654, 'gamma': 1.18961522096046, 'reg_alpha': 0.7408372619553605, 'reg_lambda': 1.5247913852394255}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:59,061] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 68, 'learning_rate': 0.059059484454093446, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.876927552628535, 'colsample_bytree': 0.9576789340327609, 'gamma': 1.5770062190710463, 'reg_alpha': 0.6586370613874252, 'reg_lambda': 1.5027187442024257}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:59,210] Trial 163 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 55, 'learning_rate': 0.04473131607046576, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8955052978077291, 'colsample_bytree': 0.9556529951041215, 'gamma': 1.6482578957074485, 'reg_alpha': 0.7379512957464014, 'reg_lambda': 1.7004584494908879}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:59,406] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.04777767570522948, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8905335946769565, 'colsample_bytree': 0.7776010370770838, 'gamma': 1.0293697661312915, 'reg_alpha': 0.7582070092860382, 'reg_lambda': 0.5076824156635467}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:59,569] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.043144736412713706, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9007236385817965, 'colsample_bytree': 0.7899974355733463, 'gamma': 0.8804754582022942, 'reg_alpha': 0.7051165412553096, 'reg_lambda': 1.247176520270548}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:59,791] Trial 166 finished with value: 0.738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.037103496639933446, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9184703004105765, 'colsample_bytree': 0.947499781614094, 'gamma': 1.1964399119697673, 'reg_alpha': 0.8194421448833802, 'reg_lambda': 1.7570196688272084}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:59,953] Trial 167 finished with value: 0.75 and parameters: {'n_estimators': 69, 'learning_rate': 0.051127177203978545, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.883069966032435, 'colsample_bytree': 0.9658859471180781, 'gamma': 1.3494213135245925, 'reg_alpha': 0.7318647201367822, 'reg_lambda': 1.6138437699413657}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:01:00,271] Trial 168 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.06458430955467227, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.905215556160809, 'colsample_bytree': 0.9783189094055488, 'gamma': 0.91931360349696, 'reg_alpha': 0.6749155922122524, 'reg_lambda': 1.4385841096924379}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:01:00,414] Trial 169 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 40, 'learning_rate': 0.03973463782927498, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8372354039675615, 'colsample_bytree': 0.9219641457841035, 'gamma': 1.737695511668185, 'reg_alpha': 0.7826146994274334, 'reg_lambda': 1.5600839776353435}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:01:00,564] Trial 170 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 41, 'learning_rate': 0.03376405891816752, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.853393311923544, 'colsample_bytree': 0.816240414549409, 'gamma': 1.7388231577928803, 'reg_alpha': 0.7743688652753895, 'reg_lambda': 1.5198475221341725}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:01:00,755] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 33, 'learning_rate': 0.040019346058504005, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8684838288408159, 'colsample_bytree': 0.9352483167723636, 'gamma': 1.9609774664770858, 'reg_alpha': 0.7925682972187577, 'reg_lambda': 1.5794926982419282}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:01:00,910] Trial 172 finished with value: 0.744047619047619 and parameters: {'n_estimators': 56, 'learning_rate': 0.045544212308613094, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8286646458735675, 'colsample_bytree': 0.9528413685123243, 'gamma': 1.534978585138241, 'reg_alpha': 0.7509122183019965, 'reg_lambda': 1.6368313831721233}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:01:01,074] Trial 173 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 63, 'learning_rate': 0.03841050088795631, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8396721020407336, 'colsample_bytree': 0.9193519265855499, 'gamma': 1.827239254627883, 'reg_alpha': 0.7248475761159494, 'reg_lambda': 1.3369970389185264}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:01,226] Trial 174 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 62, 'learning_rate': 0.03675178807429635, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8438261661256348, 'colsample_bytree': 0.9207500777239589, 'gamma': 1.7928667112248968, 'reg_alpha': 0.7389430241672529, 'reg_lambda': 1.3467765226221358}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:01,477] Trial 175 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 63, 'learning_rate': 0.03579175424517644, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8365096222268316, 'colsample_bytree': 0.8977008535072831, 'gamma': 4.655827387838007, 'reg_alpha': 0.7114784721109615, 'reg_lambda': 1.3882958925501672}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:01,651] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 73, 'learning_rate': 0.030648991549694894, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.843262803271787, 'colsample_bytree': 0.9143240858958106, 'gamma': 1.799374956504618, 'reg_alpha': 0.7246127744740078, 'reg_lambda': 1.339325386319054}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:01,858] Trial 177 finished with value: 0.761904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.030348430165292727, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8472778090863968, 'colsample_bytree': 0.910728758418262, 'gamma': 1.2512102867495254, 'reg_alpha': 0.7026041068218015, 'reg_lambda': 1.3619938631124324}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:02,008] Trial 178 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 46, 'learning_rate': 0.03059711506197734, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8409132864603235, 'colsample_bytree': 0.9167029763840008, 'gamma': 1.1233429283894758, 'reg_alpha': 0.6399055667863671, 'reg_lambda': 1.3430057492205265}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:02,343] Trial 179 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 28, 'learning_rate': 0.030932396817884577, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8401365724609804, 'colsample_bytree': 0.9206273003811025, 'gamma': 1.1651667639591143, 'reg_alpha': 0.6366998632116684, 'reg_lambda': 1.3327622182879062}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:02,464] Trial 180 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 39, 'learning_rate': 0.028204599027633743, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8195891934360326, 'colsample_bytree': 0.9040032856062377, 'gamma': 1.0463837694789586, 'reg_alpha': 0.5655058716093347, 'reg_lambda': 1.3065377678749215}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:02,616] Trial 181 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 48, 'learning_rate': 0.025186387909078647, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8458264410316694, 'colsample_bytree': 0.9168113818999205, 'gamma': 1.2476177154147148, 'reg_alpha': 0.6836885375655547, 'reg_lambda': 1.3518817999257609}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:02,857] Trial 182 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 44, 'learning_rate': 0.03159283609423385, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8518188845938339, 'colsample_bytree': 0.8878995422464396, 'gamma': 1.3736273908450505, 'reg_alpha': 0.6952037515943469, 'reg_lambda': 1.2977799885309744}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:03,033] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.030069287990204797, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8367857170119792, 'colsample_bytree': 0.9106400469924951, 'gamma': 1.2763258331460727, 'reg_alpha': 0.7237094388054145, 'reg_lambda': 1.1811026814492576}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:03,273] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.027264098437205474, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8339701124913448, 'colsample_bytree': 0.9250452204960865, 'gamma': 0.9332061031260546, 'reg_alpha': 0.6472643231653159, 'reg_lambda': 1.4150814513768282}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:03,451] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 53, 'learning_rate': 0.03413040836586748, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8252553242319971, 'colsample_bytree': 0.9100460269526538, 'gamma': 1.4246497404246115, 'reg_alpha': 0.6724730348428111, 'reg_lambda': 1.2703039163497625}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:03,613] Trial 186 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 69, 'learning_rate': 0.03228357661944355, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8483509102883717, 'colsample_bytree': 0.9372138327486753, 'gamma': 1.6584309594402855, 'reg_alpha': 0.6184985995525258, 'reg_lambda': 1.350773722107799}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:03,769] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 61, 'learning_rate': 0.03231869304145997, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8479993685332815, 'colsample_bytree': 0.9298604486155457, 'gamma': 1.6911314119147103, 'reg_alpha': 0.6048655393853153, 'reg_lambda': 1.3564658876832436}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:03,956] Trial 188 finished with value: 0.761904761904762 and parameters: {'n_estimators': 62, 'learning_rate': 0.03166629879914595, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8467374097448028, 'colsample_bytree': 0.9324822113116548, 'gamma': 1.6889306690733767, 'reg_alpha': 0.5835767958570756, 'reg_lambda': 1.3513701107511018}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:04,099] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 58, 'learning_rate': 0.03190775735517723, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8573462503318064, 'colsample_bytree': 0.9405105010655229, 'gamma': 1.6757215902052687, 'reg_alpha': 0.5536643667604763, 'reg_lambda': 1.2264995919163244}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:04,428] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.02899009633042444, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8471745539968741, 'colsample_bytree': 0.9317273015419498, 'gamma': 0.7878536720884144, 'reg_alpha': 0.6011378425465762, 'reg_lambda': 1.3701508796398025}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:04,579] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 66, 'learning_rate': 0.0327882222083299, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8446821567391589, 'colsample_bytree': 0.919186076148297, 'gamma': 1.7882766787926747, 'reg_alpha': 0.611399349625125, 'reg_lambda': 1.2791268519155063}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:04,733] Trial 192 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.03299494507142872, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8120440502752067, 'colsample_bytree': 0.9220962023868224, 'gamma': 1.669291978588035, 'reg_alpha': 0.5843983644300772, 'reg_lambda': 1.2922590986770364}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:04,873] Trial 193 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 52, 'learning_rate': 0.03553233331674885, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8592148578862382, 'colsample_bytree': 0.9395194011377325, 'gamma': 1.7704916429199569, 'reg_alpha': 0.6263081962214188, 'reg_lambda': 1.431023023340169}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:05,073] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.028136437969949187, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8282958259985954, 'colsample_bytree': 0.9285693788612104, 'gamma': 1.5008328677199398, 'reg_alpha': 0.608281895017327, 'reg_lambda': 1.3451540548217344}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:05,229] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.03336957987376931, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8497710187155991, 'colsample_bytree': 0.9000697941019259, 'gamma': 1.589812394681, 'reg_alpha': 0.5928073990493424, 'reg_lambda': 1.1896569876644858}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:05,468] Trial 196 finished with value: 0.738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.03823677551972984, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8637012471892836, 'colsample_bytree': 0.9355461907222806, 'gamma': 1.8467592624254918, 'reg_alpha': 0.6262660105749719, 'reg_lambda': 1.252737271642601}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:05,631] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 68, 'learning_rate': 0.03544727326667551, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8384019396127343, 'colsample_bytree': 0.9206840575171176, 'gamma': 1.1498606842811543, 'reg_alpha': 0.5300574328767972, 'reg_lambda': 1.3990014215390303}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:05,861] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 52, 'learning_rate': 0.030653977963577814, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8380170449808663, 'colsample_bytree': 0.9268634454292731, 'gamma': 1.7076084789022277, 'reg_alpha': 0.5700232646729166, 'reg_lambda': 1.398177844765751}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:06,013] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.03594302770337743, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8511811866713156, 'colsample_bytree': 0.9185308002954067, 'gamma': 1.4674732461379838, 'reg_alpha': 0.5487848041224938, 'reg_lambda': 1.450642428207435}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:06,017] A new study created in memory with name: no-name-4c00093b-b614-411d-b03f-1ab972b52036
[I 2025-11-03 20:01:06,367] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.09911800607078032, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9807657580967586, 'colsample_bytree': 0.8628254262208669, 'gamma': 4.373019455683785, 'reg_alpha': 0.34441759590869914, 'reg_lambda': 2.984353715375046}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:01:06,560] Trial 1 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 148, 'learning_rate': 0.07527743805858435, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8753052330217739, 'colsample_bytree': 0.7283372949579665, 'gamma': 1.3479284272441439, 'reg_alpha': 0.3198419065562367, 'reg_lambda': 1.0980204681100565}. Best is trial 1 with value: 0.7023809523809524.
[I 2025-11-03 20:01:06,847] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.012061515272591816, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.7079301962742088, 'colsample_bytree': 0.6051721489301959, 'gamma': 2.5866295758246327, 'reg_alpha': 0.39224464423358796, 'reg_lambda': 2.9992073933020866}. Best is trial 1 with value: 0.7023809523809524.
[I 2025-11-03 20:01:07,107] Trial 3 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 201, 'learning_rate': 0.19045126347756264, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.652807348110872, 'colsample_bytree': 0.9763962762386392, 'gamma': 2.647083801595904, 'reg_alpha': 0.8937604524277297, 'reg_lambda': 0.6667007522578448}. Best is trial 1 with value: 0.7023809523809524.
[I 2025-11-03 20:01:07,276] Trial 4 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 64, 'learning_rate': 0.017149294383374227, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6046482449825514, 'colsample_bytree': 0.8085155873506926, 'gamma': 0.6908668309276617, 'reg_alpha': 0.23672725902500746, 'reg_lambda': 0.8307708415106714}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:07,630] Trial 5 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 149, 'learning_rate': 0.27814840688204023, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8988171995954647, 'colsample_bytree': 0.6247166313954773, 'gamma': 4.335512663220776, 'reg_alpha': 0.9623192780677347, 'reg_lambda': 1.5035261092963186}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:07,860] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.12182349422381288, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.6984826175203547, 'colsample_bytree': 0.9697831357895024, 'gamma': 1.7633593626768218, 'reg_alpha': 0.22805802349079018, 'reg_lambda': 2.9370196255093917}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:08,059] Trial 7 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 150, 'learning_rate': 0.015499340355035007, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.802858710220099, 'colsample_bytree': 0.9699248257270883, 'gamma': 4.784659325277491, 'reg_alpha': 0.7627670034034123, 'reg_lambda': 1.9502178698817934}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:08,309] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.0881341380608838, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.9106095587743268, 'colsample_bytree': 0.9368816503730117, 'gamma': 3.8347178134919595, 'reg_alpha': 0.7950895692816362, 'reg_lambda': 1.810762686799535}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:08,507] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.020628115445007363, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8168455374214247, 'colsample_bytree': 0.8462400829277179, 'gamma': 3.23450110664355, 'reg_alpha': 0.8468251488538943, 'reg_lambda': 0.5056455516295933}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:08,601] Trial 10 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.03369024674469281, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6017610249549058, 'colsample_bytree': 0.7467580795276731, 'gamma': 0.08055448348189787, 'reg_alpha': 0.004256458374693767, 'reg_lambda': 1.1299840782743025}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:08,863] Trial 11 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.04592834729661463, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8683635442659785, 'colsample_bytree': 0.7397502801902269, 'gamma': 1.0762487313442934, 'reg_alpha': 0.10803637342347477, 'reg_lambda': 1.0937300373976233}. Best is trial 11 with value: 0.75.
[I 2025-11-03 20:01:09,118] Trial 12 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.03480396458622455, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7430775895331144, 'colsample_bytree': 0.743891748596058, 'gamma': 0.2772068696598611, 'reg_alpha': 0.05930788242471979, 'reg_lambda': 1.035844954046583}. Best is trial 11 with value: 0.75.
[I 2025-11-03 20:01:09,303] Trial 13 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 76, 'learning_rate': 0.034660966380171326, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9859574554122944, 'colsample_bytree': 0.672465661939157, 'gamma': 1.1637930871471545, 'reg_alpha': 0.599397983892604, 'reg_lambda': 1.3881052473143323}. Best is trial 11 with value: 0.75.
[I 2025-11-03 20:01:09,551] Trial 14 finished with value: 0.738095238095238 and parameters: {'n_estimators': 63, 'learning_rate': 0.02225055190770523, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8356372270617222, 'colsample_bytree': 0.8076165463247977, 'gamma': 0.7291372165716423, 'reg_alpha': 0.18629935254060037, 'reg_lambda': 2.2221522747950493}. Best is trial 11 with value: 0.75.
[I 2025-11-03 20:01:09,733] Trial 15 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 90, 'learning_rate': 0.050397616107329325, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.846659930215264, 'colsample_bytree': 0.877034310124466, 'gamma': 1.8704570923126171, 'reg_alpha': 0.13626994475313098, 'reg_lambda': 2.3117206829346055}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:09,944] Trial 16 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.052220372538127925, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9388091991493795, 'colsample_bytree': 0.8967294467893168, 'gamma': 1.9054967965757568, 'reg_alpha': 0.5255138621971536, 'reg_lambda': 2.501160813197401}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:10,092] Trial 17 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 23, 'learning_rate': 0.05487992965315689, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8471961237891603, 'colsample_bytree': 0.6969930986257634, 'gamma': 2.0334614296839555, 'reg_alpha': 0.1319183111365061, 'reg_lambda': 2.4829809026866663}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:10,308] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.05520163032320634, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7915477714170305, 'colsample_bytree': 0.8972289501622471, 'gamma': 2.9890227519294044, 'reg_alpha': 0.09873622504522751, 'reg_lambda': 1.5251917233442076}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:10,494] Trial 19 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 93, 'learning_rate': 0.14830625216682666, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7488103817740335, 'colsample_bytree': 0.8442285085421634, 'gamma': 1.3419646413506774, 'reg_alpha': 0.6339125548208503, 'reg_lambda': 2.031158310713538}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:10,793] Trial 20 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 45, 'learning_rate': 0.0444752643782977, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9444669004657075, 'colsample_bytree': 0.7763288158387844, 'gamma': 0.8521516850035689, 'reg_alpha': 0.45819472770503905, 'reg_lambda': 2.5086517478266646}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:10,977] Trial 21 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 94, 'learning_rate': 0.07194487196986891, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9359416514818227, 'colsample_bytree': 0.9114401166566679, 'gamma': 2.0104738613758975, 'reg_alpha': 0.5608972194840608, 'reg_lambda': 2.570436614573767}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:11,387] Trial 22 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 88, 'learning_rate': 0.028350295366070213, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8769439552714414, 'colsample_bytree': 0.9115376493440774, 'gamma': 2.1855630411841753, 'reg_alpha': 0.6657070302090411, 'reg_lambda': 2.203211393843259}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:11,659] Trial 23 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 242, 'learning_rate': 0.06873229978125103, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9337489613619921, 'colsample_bytree': 0.8725960319406808, 'gamma': 1.581536089617239, 'reg_alpha': 0.5061464973917993, 'reg_lambda': 2.7679714478568695}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:11,830] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.042925447910568765, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.8611229748379754, 'colsample_bytree': 0.9260508653695866, 'gamma': 2.310453375444945, 'reg_alpha': 0.2891986361853633, 'reg_lambda': 2.257382606955206}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:12,046] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 63, 'learning_rate': 0.06816081479406413, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9026570506859191, 'colsample_bytree': 0.7775334643584095, 'gamma': 3.2023215128441915, 'reg_alpha': 0.43829246058842797, 'reg_lambda': 2.684964649938446}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:12,222] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 45, 'learning_rate': 0.11130648182516069, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9596584524033076, 'colsample_bytree': 0.8318190981884193, 'gamma': 1.0946713280013984, 'reg_alpha': 0.17040722027198008, 'reg_lambda': 2.350932354226248}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:12,517] Trial 27 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 82, 'learning_rate': 0.024947923873867035, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7648345109013176, 'colsample_bytree': 0.6691066094298997, 'gamma': 0.41715037775172503, 'reg_alpha': 0.022673270071820337, 'reg_lambda': 1.6227591140493336}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:12,778] Trial 28 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 108, 'learning_rate': 0.15727888808791385, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9997040738741115, 'colsample_bytree': 0.7786474275068916, 'gamma': 1.5383312734686523, 'reg_alpha': 0.5703707515040902, 'reg_lambda': 1.290227466669461}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:13,120] Trial 29 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 165, 'learning_rate': 0.08633638628165187, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8233616124945652, 'colsample_bytree': 0.8683807470486291, 'gamma': 2.76604827758613, 'reg_alpha': 0.3723197002101194, 'reg_lambda': 1.9981359699898333}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:13,322] Trial 30 finished with value: 0.738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.04637414354572913, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9607806686924965, 'colsample_bytree': 0.9420951582734477, 'gamma': 2.311911167069419, 'reg_alpha': 0.6979300876096585, 'reg_lambda': 1.7481611778763613}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:13,565] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 94, 'learning_rate': 0.05841825760421839, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9215271592614239, 'colsample_bytree': 0.8922626701916441, 'gamma': 1.7077655551466824, 'reg_alpha': 0.4677741081022812, 'reg_lambda': 2.6380655793913115}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:13,740] Trial 32 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 73, 'learning_rate': 0.06220022281638622, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8774255809061282, 'colsample_bytree': 0.8791222399135807, 'gamma': 1.7053327555833455, 'reg_alpha': 0.28581184206519883, 'reg_lambda': 2.710997580764852}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:14,025] Trial 33 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 105, 'learning_rate': 0.08524222633743335, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9164474332336738, 'colsample_bytree': 0.9926147056794192, 'gamma': 1.0455443986117672, 'reg_alpha': 0.4198157678363769, 'reg_lambda': 2.833088911627558}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:14,220] Trial 34 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.03891205645344394, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8841418343571147, 'colsample_bytree': 0.8308691490942245, 'gamma': 1.4318116935498146, 'reg_alpha': 0.08707089884271074, 'reg_lambda': 2.5965132585803516}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:14,367] Trial 35 finished with value: 0.738095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.10630558243981451, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8508666515264723, 'colsample_bytree': 0.9502817478198402, 'gamma': 2.5091962502132166, 'reg_alpha': 0.339226219202122, 'reg_lambda': 2.3891309922877975}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:14,682] Trial 36 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 95, 'learning_rate': 0.07292800110463468, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9197169737941874, 'colsample_bytree': 0.709711004693166, 'gamma': 1.9986979844061834, 'reg_alpha': 0.23478197328305447, 'reg_lambda': 0.8814771521378384}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:14,863] Trial 37 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 73, 'learning_rate': 0.02802670721456221, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9629517513272577, 'colsample_bytree': 0.9068274550259352, 'gamma': 0.5171791268521986, 'reg_alpha': 0.55144553076834, 'reg_lambda': 2.8904305558721672}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:15,058] Trial 38 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 141, 'learning_rate': 0.010960713781897304, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.894143652516302, 'colsample_bytree': 0.8834017564097115, 'gamma': 1.316592458258984, 'reg_alpha': 0.7041842625733974, 'reg_lambda': 2.5836920800243446}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:15,322] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.13315553162585572, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.7871337170601029, 'colsample_bytree': 0.8512002751988583, 'gamma': 0.8799479241708019, 'reg_alpha': 0.47314823097575764, 'reg_lambda': 2.9864548380657396}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:15,483] Trial 40 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 61, 'learning_rate': 0.20373736490447678, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.852091006347454, 'colsample_bytree': 0.9253892920921379, 'gamma': 2.7598205760285954, 'reg_alpha': 0.18303872063310356, 'reg_lambda': 2.0663958029037466}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:15,665] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.04994847296024374, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9388453541971372, 'colsample_bytree': 0.8938977643457273, 'gamma': 1.7753931262331188, 'reg_alpha': 0.5161471055575377, 'reg_lambda': 2.3896033169745037}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:15,851] Trial 42 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 99, 'learning_rate': 0.06443956892750412, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9321654982546846, 'colsample_bytree': 0.9112792111678906, 'gamma': 1.945878686327873, 'reg_alpha': 0.9854080472328649, 'reg_lambda': 2.618883163454624}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:16,052] Trial 43 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 136, 'learning_rate': 0.05506947048532422, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9774763558899414, 'colsample_bytree': 0.961034425227469, 'gamma': 1.8868667521181712, 'reg_alpha': 0.376158054839041, 'reg_lambda': 1.8682909729157124}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:16,340] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.0807556501165821, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8659166044938698, 'colsample_bytree': 0.8279092275668883, 'gamma': 2.191132523286526, 'reg_alpha': 0.7741706584650816, 'reg_lambda': 2.1322672805130902}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:16,530] Trial 45 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 83, 'learning_rate': 0.03874912745783935, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8964274331697195, 'colsample_bytree': 0.7929755298593054, 'gamma': 1.6317397960829179, 'reg_alpha': 0.6090384579265381, 'reg_lambda': 2.5073864947969784}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:16,845] Trial 46 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.05808211015949359, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9158002222125887, 'colsample_bytree': 0.9921492801879933, 'gamma': 1.1766135992388336, 'reg_alpha': 0.5350082081112031, 'reg_lambda': 0.6747687778032871}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:17,008] Trial 47 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 77, 'learning_rate': 0.09636154410954943, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8295002714292854, 'colsample_bytree': 0.85883528411529, 'gamma': 2.3252393744558475, 'reg_alpha': 0.9051060559331674, 'reg_lambda': 2.838548077010943}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:17,272] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 76, 'learning_rate': 0.015801792422779275, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8125946604954767, 'colsample_bytree': 0.8564068243486713, 'gamma': 3.6971937105522645, 'reg_alpha': 0.28341326375064746, 'reg_lambda': 2.8005348861338}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:17,431] Trial 49 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 55, 'learning_rate': 0.0941124744469006, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8403211042730028, 'colsample_bytree': 0.8153835545307141, 'gamma': 2.4038819802511266, 'reg_alpha': 0.9012246970369752, 'reg_lambda': 2.9127382205825216}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:17,600] Trial 50 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 72, 'learning_rate': 0.07405813334448555, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.713294581768306, 'colsample_bytree': 0.7262928864022133, 'gamma': 2.6735498593776885, 'reg_alpha': 0.8563545589131278, 'reg_lambda': 2.3032655871016336}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:18,005] Trial 51 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 100, 'learning_rate': 0.04971558429248978, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.629268967666321, 'colsample_bytree': 0.8872835571081371, 'gamma': 2.102141850495878, 'reg_alpha': 0.7290942174129578, 'reg_lambda': 2.6953494418826103}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:18,194] Trial 52 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 87, 'learning_rate': 0.0423487230651052, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8278718077516949, 'colsample_bytree': 0.9265649166571936, 'gamma': 1.8144488084170396, 'reg_alpha': 0.15353821109069118, 'reg_lambda': 2.4468141843801434}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:18,417] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.03453019230360161, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7797213907227195, 'colsample_bytree': 0.8600390160914817, 'gamma': 1.3904818699119614, 'reg_alpha': 0.9395588294682962, 'reg_lambda': 2.532229850162694}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:18,628] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.10376079995563658, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.805151199622526, 'colsample_bytree': 0.9041113358249804, 'gamma': 2.4735160045557536, 'reg_alpha': 0.12055240139211842, 'reg_lambda': 2.7529552565327906}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:18,922] Trial 55 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 118, 'learning_rate': 0.04985377368501708, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9492251690356747, 'colsample_bytree': 0.7491347910464278, 'gamma': 2.893050398424533, 'reg_alpha': 0.0470338498251154, 'reg_lambda': 2.14389693326036}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:19,068] Trial 56 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.06141955189982554, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8880618926128985, 'colsample_bytree': 0.6454721594336856, 'gamma': 2.052153815562289, 'reg_alpha': 0.6433671789381983, 'reg_lambda': 2.655656911615393}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:19,352] Trial 57 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 84, 'learning_rate': 0.0306760431406456, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9265573141028022, 'colsample_bytree': 0.8680444774627856, 'gamma': 4.73445914819381, 'reg_alpha': 0.5868593358414421, 'reg_lambda': 1.105495646993464}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:19,539] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.12392231174972178, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9064352561058886, 'colsample_bytree': 0.9209168244046861, 'gamma': 1.5730050427854878, 'reg_alpha': 0.20978538245289577, 'reg_lambda': 2.8721442437663076}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:19,807] Trial 59 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 53, 'learning_rate': 0.07996202938370102, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8673396156222538, 'colsample_bytree': 0.7949984378891574, 'gamma': 1.2404320062341787, 'reg_alpha': 0.4136546190973156, 'reg_lambda': 1.2392674870408025}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:19,986] Trial 60 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 95, 'learning_rate': 0.03755922733641373, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9776593400158793, 'colsample_bytree': 0.8414943552989843, 'gamma': 2.2912371541784595, 'reg_alpha': 0.8350501572214679, 'reg_lambda': 2.4250903980171654}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:20,202] Trial 61 finished with value: 0.738095238095238 and parameters: {'n_estimators': 87, 'learning_rate': 0.05203363480221931, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9522914547067529, 'colsample_bytree': 0.8916797141630837, 'gamma': 1.7516250143459973, 'reg_alpha': 0.49627980699031465, 'reg_lambda': 2.36429741935806}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:20,499] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.04870567239661002, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.937137880241884, 'colsample_bytree': 0.8924413827821721, 'gamma': 1.8639576852526787, 'reg_alpha': 0.5372989236197795, 'reg_lambda': 2.2490112091354013}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:20,680] Trial 63 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 103, 'learning_rate': 0.04331706255599637, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9945166524758725, 'colsample_bytree': 0.9387708080725691, 'gamma': 2.1915615031972244, 'reg_alpha': 0.4483832491258577, 'reg_lambda': 2.5406160773177526}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:20,857] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 94, 'learning_rate': 0.06655387739663188, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8306039031374461, 'colsample_bytree': 0.8785851512056165, 'gamma': 1.4709286768199998, 'reg_alpha': 0.3096713294233208, 'reg_lambda': 1.6663585001483507}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:21,035] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 69, 'learning_rate': 0.09197172882570415, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8338488228018344, 'colsample_bytree': 0.8792409269228878, 'gamma': 0.9975001617728996, 'reg_alpha': 0.2614387805478305, 'reg_lambda': 1.477315394545966}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:21,376] Trial 66 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.07010450389341433, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8570827024590769, 'colsample_bytree': 0.9538236168300324, 'gamma': 1.5549545701028802, 'reg_alpha': 0.3556049262749301, 'reg_lambda': 0.9298216351062675}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:21,624] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.06615163124832156, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8151384724414279, 'colsample_bytree': 0.8698844167740185, 'gamma': 0.6873270926727748, 'reg_alpha': 0.32271361772030593, 'reg_lambda': 1.6839512128226843}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:21,801] Trial 68 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.05736292997800526, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8430106197678268, 'colsample_bytree': 0.8116050681695438, 'gamma': 1.4682566160440322, 'reg_alpha': 0.08185372416810091, 'reg_lambda': 1.8946707268189686}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:22,081] Trial 69 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 95, 'learning_rate': 0.076835993784692, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7977659425850149, 'colsample_bytree': 0.6049116478563962, 'gamma': 0.026668344881114026, 'reg_alpha': 0.2089357349966392, 'reg_lambda': 0.6218507852048751}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:22,252] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.11129981442197517, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8749295975843401, 'colsample_bytree': 0.7653733835824219, 'gamma': 1.3144990187790577, 'reg_alpha': 0.0053048838049324365, 'reg_lambda': 1.2420553156629806}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:22,418] Trial 71 finished with value: 0.761904761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.059935250643281986, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9687026434833855, 'colsample_bytree': 0.9020439175658268, 'gamma': 1.72956307898458, 'reg_alpha': 0.49647142990319365, 'reg_lambda': 2.7561229858087315}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:22,742] Trial 72 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 100, 'learning_rate': 0.058391004916179705, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9647757398303457, 'colsample_bytree': 0.9161970059423129, 'gamma': 1.7095862415356735, 'reg_alpha': 0.1433013656831746, 'reg_lambda': 2.7836988320103706}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:22,982] Trial 73 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 105, 'learning_rate': 0.059696761028809046, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9755173998239468, 'colsample_bytree': 0.9187819197929576, 'gamma': 1.745849595302509, 'reg_alpha': 0.11950666677246025, 'reg_lambda': 2.7807642776169303}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:23,164] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.09767218512292632, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.968798992155516, 'colsample_bytree': 0.9057639957667571, 'gamma': 1.9774832100505633, 'reg_alpha': 0.14763878520459753, 'reg_lambda': 2.961462982603051}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:23,429] Trial 75 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 99, 'learning_rate': 0.0852990514130743, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9845635151418666, 'colsample_bytree': 0.9322549554441373, 'gamma': 1.6422526563101885, 'reg_alpha': 0.07204512202671014, 'reg_lambda': 2.831336829275048}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:23,642] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.06632359025752235, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9549363116148709, 'colsample_bytree': 0.8393910599336964, 'gamma': 0.9545140074540983, 'reg_alpha': 0.4018184712119429, 'reg_lambda': 2.726348712337497}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:23,862] Trial 77 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 48, 'learning_rate': 0.045294259456601815, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9231737908788087, 'colsample_bytree': 0.8775706609704785, 'gamma': 1.1584308781271337, 'reg_alpha': 0.4813278975508461, 'reg_lambda': 2.631867249422943}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:24,208] Trial 78 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 79, 'learning_rate': 0.29163628314944534, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7769567334637346, 'colsample_bytree': 0.9719570449458012, 'gamma': 0.7392552111921695, 'reg_alpha': 0.2641436301118109, 'reg_lambda': 2.5717077414341416}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:24,415] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 109, 'learning_rate': 0.05438381246846753, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9046304372800562, 'colsample_bytree': 0.9015423675115743, 'gamma': 2.158284733014646, 'reg_alpha': 0.037197383254982855, 'reg_lambda': 1.4144891389810557}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:24,638] Trial 80 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 136, 'learning_rate': 0.04112884089932078, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8201371271249169, 'colsample_bytree': 0.945218033763619, 'gamma': 1.460143751227493, 'reg_alpha': 0.10631035959928803, 'reg_lambda': 0.9846025546693056}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:24,931] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 94, 'learning_rate': 0.07312673468738763, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9629385264187204, 'colsample_bytree': 0.9148823361887037, 'gamma': 1.8998016631199266, 'reg_alpha': 0.565971606971992, 'reg_lambda': 2.6642753509258377}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:25,178] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.06148387900307175, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9424233128615556, 'colsample_bytree': 0.8606069154686197, 'gamma': 1.6771082109055324, 'reg_alpha': 0.510532035441345, 'reg_lambda': 2.8621028509267052}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:25,345] Trial 83 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 84, 'learning_rate': 0.05377794260359637, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9299472845379265, 'colsample_bytree': 0.8957873513971624, 'gamma': 2.35725770456991, 'reg_alpha': 0.6212960533946029, 'reg_lambda': 2.4612703188463594}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:25,547] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 70, 'learning_rate': 0.045834950576515286, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8338043334698865, 'colsample_bytree': 0.8813474055987883, 'gamma': 2.5448249412734207, 'reg_alpha': 0.4332014728204166, 'reg_lambda': 1.6246594375378056}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:25,737] Trial 85 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 100, 'learning_rate': 0.08034045777309504, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9880819685160731, 'colsample_bytree': 0.9336162486097525, 'gamma': 2.0171321827307453, 'reg_alpha': 0.1568287271569101, 'reg_lambda': 2.3182020595872137}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:26,007] Trial 86 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 91, 'learning_rate': 0.06554296237150505, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8903451968680199, 'colsample_bytree': 0.8510771748747923, 'gamma': 1.2471628547237565, 'reg_alpha': 0.6722732564032441, 'reg_lambda': 2.7712823163759874}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:26,211] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.0668755178641429, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8909300909315488, 'colsample_bytree': 0.8546294261088767, 'gamma': 1.2488931250453343, 'reg_alpha': 0.6844469832050266, 'reg_lambda': 2.998679933183402}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:26,454] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.05927562082732064, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8761989481509503, 'colsample_bytree': 0.8208583505209751, 'gamma': 1.107284684608699, 'reg_alpha': 0.7283829876137952, 'reg_lambda': 2.7452614194341947}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:26,742] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 91, 'learning_rate': 0.07209458330914277, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9121008492654571, 'colsample_bytree': 0.6897002831285941, 'gamma': 0.5646626655360519, 'reg_alpha': 0.6527913687311753, 'reg_lambda': 2.9308055246682576}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:26,937] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 121, 'learning_rate': 0.0845340497458786, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8622508574806791, 'colsample_bytree': 0.8474256087510678, 'gamma': 1.4633801071317263, 'reg_alpha': 0.822822453275251, 'reg_lambda': 2.8074367214544744}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:27,113] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 80, 'learning_rate': 0.04714717483893178, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.849579624893477, 'colsample_bytree': 0.8658371139827291, 'gamma': 1.8377828576242927, 'reg_alpha': 0.5925313737873799, 'reg_lambda': 2.5826700683147608}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:27,393] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.037172790196744056, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8834939116346742, 'colsample_bytree': 0.8877290485920665, 'gamma': 2.237883146519055, 'reg_alpha': 0.46658979264262473, 'reg_lambda': 2.6985901412853073}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:27,576] Trial 93 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 104, 'learning_rate': 0.052144248015893124, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9500646061310449, 'colsample_bytree': 0.9115424296909344, 'gamma': 1.3428279964401222, 'reg_alpha': 0.5206319017573848, 'reg_lambda': 2.6436009441919905}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:27,755] Trial 94 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 114, 'learning_rate': 0.05653493025471879, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9690465364856543, 'colsample_bytree': 0.9022124813861139, 'gamma': 1.6433216238544617, 'reg_alpha': 0.5667964614966591, 'reg_lambda': 0.7847790255425304}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:27,932] Trial 95 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 114, 'learning_rate': 0.06227554977150832, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9695574378210334, 'colsample_bytree': 0.8764809394038011, 'gamma': 1.644479987716379, 'reg_alpha': 0.5677894496445894, 'reg_lambda': 0.5601310116123693}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:28,225] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 113, 'learning_rate': 0.06348045889750376, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9645421798707857, 'colsample_bytree': 0.8975789469971943, 'gamma': 1.6228906345454384, 'reg_alpha': 0.5765480903439764, 'reg_lambda': 0.5653033670957986}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:28,475] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.07493918885920885, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9729158340747468, 'colsample_bytree': 0.8686753943720431, 'gamma': 1.739976733843642, 'reg_alpha': 0.557408993020383, 'reg_lambda': 0.5224928527918463}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:28,727] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 130, 'learning_rate': 0.05614073368966134, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9983314104886898, 'colsample_bytree': 0.8751079449966843, 'gamma': 2.04512897914041, 'reg_alpha': 0.6168645603867539, 'reg_lambda': 0.7607785322449991}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:29,021] Trial 99 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 109, 'learning_rate': 0.09168275274973597, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9450969537630873, 'colsample_bytree': 0.8857188680922258, 'gamma': 1.5186923985244316, 'reg_alpha': 0.49583799403091355, 'reg_lambda': 0.6474698004020059}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:29,246] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 119, 'learning_rate': 0.1217289063622485, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9455129174231498, 'colsample_bytree': 0.8858884699927537, 'gamma': 1.5072813432425924, 'reg_alpha': 0.4942667440481226, 'reg_lambda': 0.7658403956555481}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:29,498] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 108, 'learning_rate': 0.09171147881885094, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9352050027582643, 'colsample_bytree': 0.9030029476278267, 'gamma': 1.9104920558903742, 'reg_alpha': 0.5431282640674991, 'reg_lambda': 0.6651236753556702}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:29,691] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 116, 'learning_rate': 0.10465515332509284, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9228181658567419, 'colsample_bytree': 0.8521619740140838, 'gamma': 1.926699761889365, 'reg_alpha': 0.5437075099654446, 'reg_lambda': 0.6345832967722089}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:29,897] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 107, 'learning_rate': 0.09370866643344825, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9577913553713765, 'colsample_bytree': 0.9062122934851249, 'gamma': 1.8259983279048198, 'reg_alpha': 0.4819841551499173, 'reg_lambda': 0.6920344190461463}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:30,220] Trial 104 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 91, 'learning_rate': 0.14391890022644235, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9392795332647227, 'colsample_bytree': 0.9260520695180944, 'gamma': 2.1078585613985164, 'reg_alpha': 0.44515350699686096, 'reg_lambda': 0.8248629790664164}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:30,405] Trial 105 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 124, 'learning_rate': 0.07855084308987167, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9326723619138535, 'colsample_bytree': 0.8614908368465293, 'gamma': 1.5671102761265394, 'reg_alpha': 0.3881287750145147, 'reg_lambda': 0.7531029005532718}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:30,604] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 111, 'learning_rate': 0.08951026042815385, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9887058583730585, 'colsample_bytree': 0.8401356299415552, 'gamma': 2.4314867914902827, 'reg_alpha': 0.5793050298519885, 'reg_lambda': 0.5943449416735231}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:30,817] Trial 107 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 87, 'learning_rate': 0.06866007211371392, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6739511111542474, 'colsample_bytree': 0.8756121702513364, 'gamma': 1.3290828159229333, 'reg_alpha': 0.6719347147945278, 'reg_lambda': 0.7039962531207169}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:31,012] Trial 108 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 103, 'learning_rate': 0.12088716764204012, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9083591174732594, 'colsample_bytree': 0.886016971735486, 'gamma': 1.2475105536221267, 'reg_alpha': 0.5295563392154601, 'reg_lambda': 0.9047515752529202}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:31,244] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.09903544163606699, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8253915253400232, 'colsample_bytree': 0.8993983238817819, 'gamma': 1.4303280632836919, 'reg_alpha': 0.6291034255120538, 'reg_lambda': 0.5246033945392072}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:31,542] Trial 110 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 131, 'learning_rate': 0.08097861650071396, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.971678697730374, 'colsample_bytree': 0.8938670546448642, 'gamma': 1.6377889906049856, 'reg_alpha': 0.6037579961988753, 'reg_lambda': 0.7327983135705938}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:31,727] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 101, 'learning_rate': 0.061653074461860656, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8062262853526712, 'colsample_bytree': 0.9198558853918881, 'gamma': 1.7230392024105365, 'reg_alpha': 0.9261463881795331, 'reg_lambda': 2.886280538899692}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:31,893] Trial 112 finished with value: 0.755952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.0657314676335917, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9805273030048895, 'colsample_bytree': 0.9122040117699931, 'gamma': 1.9280750432421876, 'reg_alpha': 0.5547699918764333, 'reg_lambda': 0.8220680940021887}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:32,059] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 94, 'learning_rate': 0.06879627959636098, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9501799208856158, 'colsample_bytree': 0.8822481094282008, 'gamma': 1.94086211637983, 'reg_alpha': 0.5105496819776625, 'reg_lambda': 0.8265927369972134}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:32,311] Trial 114 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 107, 'learning_rate': 0.0879924708917266, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9163318992003974, 'colsample_bytree': 0.9105872345254048, 'gamma': 2.1223318534081317, 'reg_alpha': 0.5445103771281495, 'reg_lambda': 1.0277770335475491}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:32,504] Trial 115 finished with value: 0.761904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.06459548863869832, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9818186168418185, 'colsample_bytree': 0.8707301850195672, 'gamma': 1.8198521493278723, 'reg_alpha': 0.45965154022907007, 'reg_lambda': 0.5721491039134416}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:32,703] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.07381849091485557, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9816319485978321, 'colsample_bytree': 0.8337057762549588, 'gamma': 1.8458702496184283, 'reg_alpha': 0.4624456924568009, 'reg_lambda': 0.6467391344550961}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:32,922] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 109, 'learning_rate': 0.05009162275785541, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.989169011086058, 'colsample_bytree': 0.9001571563084839, 'gamma': 2.0093547069101465, 'reg_alpha': 0.8721198377208671, 'reg_lambda': 0.5548649642089807}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:33,194] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.06420920389297201, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9590261629911112, 'colsample_bytree': 0.9309771942000873, 'gamma': 2.248470082117609, 'reg_alpha': 0.42806420337231027, 'reg_lambda': 0.800414947290591}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:33,354] Trial 119 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 86, 'learning_rate': 0.23788692481046478, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9792820651182601, 'colsample_bytree': 0.8697230845042595, 'gamma': 1.7675010833522502, 'reg_alpha': 0.48901362372528395, 'reg_lambda': 0.5757970269094016}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:33,549] Trial 120 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 117, 'learning_rate': 0.05673427395845179, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8995696055255685, 'colsample_bytree': 0.891432481472807, 'gamma': 1.5705723838995513, 'reg_alpha': 0.7893183667166813, 'reg_lambda': 0.6725080397674305}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:33,801] Trial 121 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 93, 'learning_rate': 0.06393556503595453, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9386845438669855, 'colsample_bytree': 0.8753276493999794, 'gamma': 1.3957228113055258, 'reg_alpha': 0.5643786462121438, 'reg_lambda': 0.6383277092212826}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:34,032] Trial 122 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 97, 'learning_rate': 0.05340148123052085, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9426272737595427, 'colsample_bytree': 0.9067791813370828, 'gamma': 1.9338943825530683, 'reg_alpha': 0.5719969270133777, 'reg_lambda': 0.6323284770659457}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:34,287] Trial 123 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 90, 'learning_rate': 0.054442295841021, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9386846806108192, 'colsample_bytree': 0.910558275191893, 'gamma': 1.383504566186219, 'reg_alpha': 0.5586233648643437, 'reg_lambda': 0.8687491777739552}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:34,463] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 98, 'learning_rate': 0.06241424315929407, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9344799574980149, 'colsample_bytree': 0.9066061143182581, 'gamma': 1.382485497348077, 'reg_alpha': 0.5628896386777809, 'reg_lambda': 0.859877965893436}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:34,751] Trial 125 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 89, 'learning_rate': 0.055981341382119146, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9446823896593212, 'colsample_bytree': 0.9447595608287505, 'gamma': 0.9108499188898771, 'reg_alpha': 0.5996523920614781, 'reg_lambda': 0.5012557723540014}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:34,920] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.05067503601905504, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9460970272913994, 'colsample_bytree': 0.9523727549442907, 'gamma': 0.8734099963608414, 'reg_alpha': 0.6006859894930424, 'reg_lambda': 0.5105070495984793}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:35,094] Trial 127 finished with value: 0.761904761904762 and parameters: {'n_estimators': 103, 'learning_rate': 0.053219824561997406, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9690274543693438, 'colsample_bytree': 0.9366167235524709, 'gamma': 0.9700686046243331, 'reg_alpha': 0.6444666348967811, 'reg_lambda': 0.6289123611232758}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:35,355] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 90, 'learning_rate': 0.05349850504303964, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9688135823037085, 'colsample_bytree': 0.9789541344822738, 'gamma': 1.0145746387978187, 'reg_alpha': 0.711099201190291, 'reg_lambda': 0.6093838612658705}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:35,541] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.0478945989361677, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9567716782012845, 'colsample_bytree': 0.9442435313281918, 'gamma': 1.1729873434094804, 'reg_alpha': 0.6323359016243861, 'reg_lambda': 0.5024115691385196}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:35,802] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 82, 'learning_rate': 0.04501802417010328, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9251702573363347, 'colsample_bytree': 0.9657141811143768, 'gamma': 0.754626382773661, 'reg_alpha': 0.6523202594404561, 'reg_lambda': 0.7272856255289557}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:36,014] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 108, 'learning_rate': 0.04218808345690858, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9404747355939709, 'colsample_bytree': 0.9258880226409935, 'gamma': 1.0973928130598827, 'reg_alpha': 0.5772520458857151, 'reg_lambda': 0.6316336832264356}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:36,270] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 112, 'learning_rate': 0.04176380091712395, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9433854260157463, 'colsample_bytree': 0.9381820128789162, 'gamma': 0.9659004928486146, 'reg_alpha': 0.5912323829343046, 'reg_lambda': 0.5820727337484831}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:36,521] Trial 133 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.055999084746630255, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9552182788393995, 'colsample_bytree': 0.9209893634085984, 'gamma': 1.1064580203741161, 'reg_alpha': 0.6106241108176523, 'reg_lambda': 0.6301787307325818}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:36,697] Trial 134 finished with value: 0.761904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.0409296745602564, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9678551932218867, 'colsample_bytree': 0.9578999930116905, 'gamma': 0.2767399158802114, 'reg_alpha': 0.6730949565084672, 'reg_lambda': 0.6934964564060258}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:36,879] Trial 135 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 86, 'learning_rate': 0.03856916574069145, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9625239123244722, 'colsample_bytree': 0.9544307236562516, 'gamma': 1.2371178522973745, 'reg_alpha': 0.6731462479178482, 'reg_lambda': 0.9543526487701031}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:37,148] Trial 136 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 79, 'learning_rate': 0.04079041876286626, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9725544951724682, 'colsample_bytree': 0.9621505815226729, 'gamma': 0.5664051239708877, 'reg_alpha': 0.7365036722179308, 'reg_lambda': 0.6997648598090721}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:37,322] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 73, 'learning_rate': 0.03273756666063049, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9932459587884293, 'colsample_bytree': 0.9298254078487933, 'gamma': 0.833731651230614, 'reg_alpha': 0.6485705409649793, 'reg_lambda': 0.5473272499359986}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:37,540] Trial 138 finished with value: 0.761904761904762 and parameters: {'n_estimators': 92, 'learning_rate': 0.05254703720592657, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9674155321887666, 'colsample_bytree': 0.9412420687555942, 'gamma': 0.3748133966293404, 'reg_alpha': 0.6947914230796386, 'reg_lambda': 0.7772414372585942}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:37,721] Trial 139 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 92, 'learning_rate': 0.04708680458101461, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9532454954553004, 'colsample_bytree': 0.9804830517671702, 'gamma': 0.29412552164365124, 'reg_alpha': 0.7080771926424345, 'reg_lambda': 0.6043615962603026}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:37,962] Trial 140 finished with value: 0.755952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.03583241720440414, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.982377492873165, 'colsample_bytree': 0.9409157153280745, 'gamma': 0.4128713508897368, 'reg_alpha': 0.75064673858351, 'reg_lambda': 0.7288149556965341}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:38,188] Trial 141 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 96, 'learning_rate': 0.058398282936723715, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9673995156256093, 'colsample_bytree': 0.9607751197407748, 'gamma': 0.8071109609227776, 'reg_alpha': 0.5895801438407368, 'reg_lambda': 0.7855638888526649}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:38,472] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.05047779746038281, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9627579029293282, 'colsample_bytree': 0.9847752519558473, 'gamma': 0.1515433135270062, 'reg_alpha': 0.677507902486435, 'reg_lambda': 0.6919597977741524}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:38,778] Trial 143 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.052001918496807194, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9644749240976187, 'colsample_bytree': 0.9709964608487008, 'gamma': 0.26953702626576703, 'reg_alpha': 0.6299443803960963, 'reg_lambda': 0.8852850080395348}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:38,957] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 103, 'learning_rate': 0.04411259861528786, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9659443473532326, 'colsample_bytree': 0.9908080489527689, 'gamma': 0.3228109099177787, 'reg_alpha': 0.6870580991781138, 'reg_lambda': 0.8557122727588212}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:39,163] Trial 145 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 95, 'learning_rate': 0.05286078629931348, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.977042924702729, 'colsample_bytree': 0.9585779125646832, 'gamma': 0.08945019958787816, 'reg_alpha': 0.6355648901753136, 'reg_lambda': 0.6745008636106783}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:39,361] Trial 146 finished with value: 0.761904761904762 and parameters: {'n_estimators': 97, 'learning_rate': 0.05016711214842178, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9625291765482291, 'colsample_bytree': 0.9717646358294979, 'gamma': 0.15103072347685972, 'reg_alpha': 0.5833388565573038, 'reg_lambda': 0.7743496091100286}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:39,626] Trial 147 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 88, 'learning_rate': 0.048802796647286165, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9992909853974593, 'colsample_bytree': 0.9869641392613862, 'gamma': 0.17125064082269964, 'reg_alpha': 0.5828224091040347, 'reg_lambda': 0.8714412844507007}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:39,796] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.05893863366983273, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9606567145269882, 'colsample_bytree': 0.9740164942777081, 'gamma': 0.20010977676832165, 'reg_alpha': 0.6103825759509416, 'reg_lambda': 0.7722504745416502}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:40,097] Trial 149 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 105, 'learning_rate': 0.05200413725094125, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.970590870402889, 'colsample_bytree': 0.9664153453011716, 'gamma': 0.6105395748660928, 'reg_alpha': 0.6252735939922343, 'reg_lambda': 0.9175568884653917}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:40,327] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 104, 'learning_rate': 0.05461363829236344, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9875774172034849, 'colsample_bytree': 0.9504939667170066, 'gamma': 0.441625243818045, 'reg_alpha': 0.6618635175574336, 'reg_lambda': 1.0484624896779056}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:40,617] Trial 151 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 96, 'learning_rate': 0.05004275286283012, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9717095602920597, 'colsample_bytree': 0.98415496443186, 'gamma': 0.0035418704229258913, 'reg_alpha': 0.6216383040492491, 'reg_lambda': 0.9200548486163342}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:40,805] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.040136422698545254, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9743449777694027, 'colsample_bytree': 0.998511223984659, 'gamma': 0.6928188328659994, 'reg_alpha': 0.6316380902453825, 'reg_lambda': 0.9746549134738113}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:41,069] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.043202055197131446, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9524945993669892, 'colsample_bytree': 0.9839850417687407, 'gamma': 0.0066230516762606495, 'reg_alpha': 0.6881819364875249, 'reg_lambda': 0.9032667630364233}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:41,375] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.05205407160323897, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9679163190169313, 'colsample_bytree': 0.9632344280803476, 'gamma': 0.36551087549117034, 'reg_alpha': 0.6520431538418503, 'reg_lambda': 0.7149453634073665}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:41,692] Trial 155 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 101, 'learning_rate': 0.059324104415692795, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9419534849404684, 'colsample_bytree': 0.9448204218316195, 'gamma': 0.24259900531133716, 'reg_alpha': 0.6147794283961688, 'reg_lambda': 0.5646719294382928}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:41,892] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 100, 'learning_rate': 0.059598980015000365, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9443396093642127, 'colsample_bytree': 0.946263842620382, 'gamma': 0.5909174374580437, 'reg_alpha': 0.6044929926793114, 'reg_lambda': 0.5774480178423596}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:42,092] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 104, 'learning_rate': 0.013321166158058494, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9388675377773139, 'colsample_bytree': 0.936049728224551, 'gamma': 0.46454181393004, 'reg_alpha': 0.522577713486606, 'reg_lambda': 0.609887634022482}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:42,585] Trial 158 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 111, 'learning_rate': 0.04635949496926832, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9518460713186256, 'colsample_bytree': 0.9559760290754106, 'gamma': 0.2006881340054098, 'reg_alpha': 0.5711788126102255, 'reg_lambda': 0.5530789248556607}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:42,786] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.0458985148493826, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.926853006518098, 'colsample_bytree': 0.956175454581251, 'gamma': 0.8080414182571154, 'reg_alpha': 0.5738299466140622, 'reg_lambda': 1.1779300716491186}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:43,075] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 113, 'learning_rate': 0.06080478556657887, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9525171505379784, 'colsample_bytree': 0.9465398157654995, 'gamma': 0.623094335476153, 'reg_alpha': 0.5573211438732701, 'reg_lambda': 0.568747712983475}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:43,268] Trial 161 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 108, 'learning_rate': 0.04812005681612589, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9751489057498716, 'colsample_bytree': 0.9768646386681803, 'gamma': 0.20537711369136688, 'reg_alpha': 0.593689654203039, 'reg_lambda': 0.6493792930061328}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:43,452] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 92, 'learning_rate': 0.055981826205947695, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9490262305161857, 'colsample_bytree': 0.9979744746964809, 'gamma': 0.07523010358049645, 'reg_alpha': 0.6198414635648505, 'reg_lambda': 0.6809859242074866}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:43,618] Trial 163 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 91, 'learning_rate': 0.056520216225963864, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.724273749502544, 'colsample_bytree': 0.96199141761017, 'gamma': 0.011834610351312147, 'reg_alpha': 0.6159794058720105, 'reg_lambda': 0.5410587033839585}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:43,841] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 86, 'learning_rate': 0.06271841179985695, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9480801626155713, 'colsample_bytree': 0.9371848090724134, 'gamma': 0.27129235774942556, 'reg_alpha': 0.533240844780216, 'reg_lambda': 0.6321006264378105}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:44,124] Trial 165 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 102, 'learning_rate': 0.05565146095871882, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9831351747389028, 'colsample_bytree': 0.9216072204298539, 'gamma': 0.472337726692877, 'reg_alpha': 0.5719271976924258, 'reg_lambda': 0.5463245149131515}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:44,308] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.05962573860588048, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9313700250900707, 'colsample_bytree': 0.9989114746042261, 'gamma': 0.9361698668990189, 'reg_alpha': 0.6200167671550099, 'reg_lambda': 0.5013437196938868}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:44,468] Trial 167 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 82, 'learning_rate': 0.04426272717748743, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9399655389239283, 'colsample_bytree': 0.9667187842904478, 'gamma': 0.38770580753322337, 'reg_alpha': 0.6479327413638615, 'reg_lambda': 0.8073930822799344}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:44,711] Trial 168 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 77, 'learning_rate': 0.06995363645192357, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9540077118580177, 'colsample_bytree': 0.9500547612474353, 'gamma': 0.11481198109985873, 'reg_alpha': 0.5902077927191659, 'reg_lambda': 0.7339842937574057}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:44,915] Trial 169 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.0535962938284616, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9719796710731383, 'colsample_bytree': 0.9271269085890183, 'gamma': 0.23053803019922503, 'reg_alpha': 0.546466292536924, 'reg_lambda': 0.6046127904413078}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:45,224] Trial 170 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 107, 'learning_rate': 0.04755648592073151, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9571813550848179, 'colsample_bytree': 0.9575911090576825, 'gamma': 0.6875024555579146, 'reg_alpha': 0.5184615768796443, 'reg_lambda': 0.6675380785837387}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:45,439] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 106, 'learning_rate': 0.04708038346757901, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9584543539883987, 'colsample_bytree': 0.9587248478898195, 'gamma': 0.6694837231533792, 'reg_alpha': 0.5259732497308736, 'reg_lambda': 0.6583926794812135}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:45,732] Trial 172 finished with value: 0.761904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.04684952040358386, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9456392679922248, 'colsample_bytree': 0.9585499667036642, 'gamma': 0.6479223464604329, 'reg_alpha': 0.528825769891499, 'reg_lambda': 0.6800132164933127}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:45,926] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.0417487095101816, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9571351070292285, 'colsample_bytree': 0.9667181732871807, 'gamma': 0.787760608734221, 'reg_alpha': 0.5060576664783081, 'reg_lambda': 0.5002484326989264}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:46,138] Trial 174 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 106, 'learning_rate': 0.03908363386986323, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9331156923102863, 'colsample_bytree': 0.9504672028069334, 'gamma': 1.0504994472166334, 'reg_alpha': 0.5596606605932467, 'reg_lambda': 0.6235020733943804}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:46,323] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 100, 'learning_rate': 0.04712271208822976, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9507565789340431, 'colsample_bytree': 0.9796730830944663, 'gamma': 0.8781940431039207, 'reg_alpha': 0.5223220441760751, 'reg_lambda': 0.6633781217604835}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:46,572] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 125, 'learning_rate': 0.06360789914137914, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9798844527082071, 'colsample_bytree': 0.9904616963132448, 'gamma': 0.7072993689481202, 'reg_alpha': 0.5961574217289471, 'reg_lambda': 0.5941471602620931}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:46,778] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 115, 'learning_rate': 0.0588286883572236, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9918223402649013, 'colsample_bytree': 0.9706754083858254, 'gamma': 0.5407376079891131, 'reg_alpha': 0.5676706374547491, 'reg_lambda': 0.56003520399963}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:47,057] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 105, 'learning_rate': 0.04406568779397973, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9402760368524284, 'colsample_bytree': 0.9563293230223479, 'gamma': 0.08655599834862275, 'reg_alpha': 0.4740662355944637, 'reg_lambda': 0.7121275532065792}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:47,238] Trial 179 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 99, 'learning_rate': 0.03636957865711406, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9186722741006734, 'colsample_bytree': 0.9337375321929585, 'gamma': 0.9312081885333325, 'reg_alpha': 0.5059471107613002, 'reg_lambda': 0.629161075146159}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:47,416] Trial 180 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 110, 'learning_rate': 0.05035395183995696, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9581485200711433, 'colsample_bytree': 0.9431257453774999, 'gamma': 1.0517012032858515, 'reg_alpha': 0.5459013757814477, 'reg_lambda': 0.6702203564206725}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:47,701] Trial 181 finished with value: 0.761904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.05398152832395949, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9707871218838271, 'colsample_bytree': 0.9394705889811249, 'gamma': 0.4907916475097098, 'reg_alpha': 0.6167082747772791, 'reg_lambda': 0.7504752013569062}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:47,913] Trial 182 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 93, 'learning_rate': 0.055445457146102446, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9678644933425111, 'colsample_bytree': 0.9274707112588688, 'gamma': 0.3482013379101554, 'reg_alpha': 0.6364387506045551, 'reg_lambda': 0.8077897199287164}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:48,184] Trial 183 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 102, 'learning_rate': 0.05665988163415767, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.960453339358319, 'colsample_bytree': 0.9175547076932131, 'gamma': 0.3329784127957718, 'reg_alpha': 0.6426946472562406, 'reg_lambda': 0.8292236477779577}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:48,382] Trial 184 finished with value: 0.755952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.06540326111649433, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9497468517997087, 'colsample_bytree': 0.928267629897784, 'gamma': 0.6338028762979404, 'reg_alpha': 0.589779995593049, 'reg_lambda': 0.5486907704857039}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:48,555] Trial 185 finished with value: 0.755952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.04788462904639461, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9829844030655922, 'colsample_bytree': 0.958793127796642, 'gamma': 0.7158800073102056, 'reg_alpha': 0.611122608133057, 'reg_lambda': 0.7130702867148757}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:48,914] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 213, 'learning_rate': 0.060283600250288366, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.97376353034153, 'colsample_bytree': 0.9747077074976979, 'gamma': 0.2477622626416586, 'reg_alpha': 0.5766153771221104, 'reg_lambda': 0.5959207865458406}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:49,172] Trial 187 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 93, 'learning_rate': 0.02047414314383884, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9672875597480115, 'colsample_bytree': 0.9499222197314695, 'gamma': 4.310724565138374, 'reg_alpha': 0.6601786420242416, 'reg_lambda': 0.93761557757394}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:49,523] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.0500508115539241, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9398962048648172, 'colsample_bytree': 0.9247046725866529, 'gamma': 0.008557501806262191, 'reg_alpha': 0.6223123782746416, 'reg_lambda': 0.6542787485461661}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:49,696] Trial 189 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.03286920356703611, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9553561955802179, 'colsample_bytree': 0.9643724355696525, 'gamma': 0.8289479123914851, 'reg_alpha': 0.5471461559300406, 'reg_lambda': 0.7903044572476731}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:49,907] Trial 190 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.07018750178933103, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9312216082140108, 'colsample_bytree': 0.9143511952297443, 'gamma': 0.13167868472578942, 'reg_alpha': 0.5982823255960793, 'reg_lambda': 1.7717045001184122}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:50,125] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 92, 'learning_rate': 0.054250019109023946, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9657730895083537, 'colsample_bytree': 0.9428148244351047, 'gamma': 0.3689260311418021, 'reg_alpha': 0.7099759834011029, 'reg_lambda': 0.7570868918512628}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:50,355] Trial 192 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 102, 'learning_rate': 0.0556989537979987, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9651709822281387, 'colsample_bytree': 0.9350524788356288, 'gamma': 0.5074634946131873, 'reg_alpha': 0.6425009665070324, 'reg_lambda': 0.7364822746873054}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:50,612] Trial 193 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 102, 'learning_rate': 0.05582817879925987, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9611265492416943, 'colsample_bytree': 0.9331275763577748, 'gamma': 0.5017352975128355, 'reg_alpha': 0.5699050991106017, 'reg_lambda': 0.8547630917748441}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:50,837] Trial 194 finished with value: 0.773809523809524 and parameters: {'n_estimators': 101, 'learning_rate': 0.055468053560039705, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9597372461465005, 'colsample_bytree': 0.9355571903600649, 'gamma': 0.5497320040370455, 'reg_alpha': 0.6341465901920599, 'reg_lambda': 0.8473055657308588}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:51,026] Trial 195 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 99, 'learning_rate': 0.056504422240238786, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9600100147914601, 'colsample_bytree': 0.9455608257992297, 'gamma': 0.5645623353496595, 'reg_alpha': 0.5603016072460546, 'reg_lambda': 0.8982410142524793}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:51,335] Trial 196 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 92, 'learning_rate': 0.05697189087408132, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.958851721692595, 'colsample_bytree': 0.9437669513640704, 'gamma': 0.524385664344828, 'reg_alpha': 0.5607409058462188, 'reg_lambda': 0.9215279641428973}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:51,542] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.05685406081676769, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9484836976529518, 'colsample_bytree': 0.9322677953620997, 'gamma': 0.5719577686270959, 'reg_alpha': 0.5230113814570051, 'reg_lambda': 0.8549927634081709}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:51,773] Trial 198 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 94, 'learning_rate': 0.053850588640392105, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6164711651030256, 'colsample_bytree': 0.9432805517767607, 'gamma': 0.42988155532394395, 'reg_alpha': 0.6287093548844154, 'reg_lambda': 0.9638072713976076}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:52,030] Trial 199 finished with value: 0.5 and parameters: {'n_estimators': 101, 'learning_rate': 0.062432668601166474, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9610590599480199, 'colsample_bytree': 0.9530392277082299, 'gamma': 0.4889382063413622, 'reg_alpha': 0.6044772131984021, 'reg_lambda': 1.0302874577307972}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:52,034] A new study created in memory with name: no-name-7b80395a-8834-43f4-a49a-9a2183ac2be9
[I 2025-11-03 20:01:52,091] Trial 0 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 32, 'learning_rate': 0.06562612496718175, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.689439963655829, 'colsample_bytree': 0.7899964260556757, 'gamma': 0.9374960115670677, 'reg_alpha': 0.7803278948558778, 'reg_lambda': 1.071165587490875}. Best is trial 0 with value: 0.6071428571428572.
[I 2025-11-03 20:01:52,377] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.12643070798808367, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7571103407475159, 'colsample_bytree': 0.6662064505632955, 'gamma': 2.9809032083668057, 'reg_alpha': 0.033655230637942735, 'reg_lambda': 0.7688271122633976}. Best is trial 0 with value: 0.6071428571428572.
[I 2025-11-03 20:01:52,559] Trial 2 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 105, 'learning_rate': 0.021167646777688353, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7954796783883976, 'colsample_bytree': 0.792764533164954, 'gamma': 4.1357924388609515, 'reg_alpha': 0.05061030632747521, 'reg_lambda': 1.9818638639178632}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 20:01:52,878] Trial 3 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 191, 'learning_rate': 0.012450003916466603, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7869988698715262, 'colsample_bytree': 0.6136958424830085, 'gamma': 1.8578694369651543, 'reg_alpha': 0.014040405108941001, 'reg_lambda': 2.7472015663735374}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 20:01:53,093] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.03523113106931786, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.827541771349618, 'colsample_bytree': 0.7052733207057476, 'gamma': 4.387013556520261, 'reg_alpha': 0.20334859039797737, 'reg_lambda': 1.3715716877730357}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 20:01:53,417] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.0422872468947789, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.7393854257306494, 'colsample_bytree': 0.7568009047060676, 'gamma': 2.157220300510298, 'reg_alpha': 0.0035097621383783917, 'reg_lambda': 2.2786982133283153}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 20:01:53,603] Trial 6 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.11452902961376797, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7456245412981586, 'colsample_bytree': 0.6224122957143088, 'gamma': 0.06714080961035707, 'reg_alpha': 0.16485530236371404, 'reg_lambda': 0.6636178726810535}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:01:53,973] Trial 7 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 172, 'learning_rate': 0.024826015605797655, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6303127028646985, 'colsample_bytree': 0.8665475220999266, 'gamma': 4.628039237891831, 'reg_alpha': 0.27509020567647213, 'reg_lambda': 1.6615631733152454}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:01:54,269] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 213, 'learning_rate': 0.12985002141528465, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.9144558261801354, 'colsample_bytree': 0.927719012774257, 'gamma': 2.6225409049401724, 'reg_alpha': 0.06054501812362678, 'reg_lambda': 2.218077158738207}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:01:54,459] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.04473605911946298, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.6053758085258694, 'colsample_bytree': 0.6036580050323975, 'gamma': 2.483965160123886, 'reg_alpha': 0.834008099630282, 'reg_lambda': 2.852569306517228}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:01:54,704] Trial 10 finished with value: 0.75 and parameters: {'n_estimators': 97, 'learning_rate': 0.28740971242970603, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.976172089277129, 'colsample_bytree': 0.9621795656788354, 'gamma': 0.006629515335121031, 'reg_alpha': 0.5146386751923873, 'reg_lambda': 0.5061524105144635}. Best is trial 10 with value: 0.75.
[I 2025-11-03 20:01:54,895] Trial 11 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.29433629651105325, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9798191189187107, 'colsample_bytree': 0.9939011165499859, 'gamma': 0.03751854763016879, 'reg_alpha': 0.5569825040368392, 'reg_lambda': 0.6916427067743693}. Best is trial 10 with value: 0.75.
[I 2025-11-03 20:01:55,261] Trial 12 finished with value: 0.6964285714285713 and parameters: {'n_estimators': 75, 'learning_rate': 0.2970506412676134, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9268381243047731, 'colsample_bytree': 0.870181660025335, 'gamma': 0.18438734544926577, 'reg_alpha': 0.49004167500785223, 'reg_lambda': 0.6827766595419908}. Best is trial 10 with value: 0.75.
[I 2025-11-03 20:01:55,467] Trial 13 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 120, 'learning_rate': 0.14631097076086683, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8545105199628167, 'colsample_bytree': 0.9931314149244003, 'gamma': 1.2247459056987073, 'reg_alpha': 0.46280659974044186, 'reg_lambda': 0.5258343703928567}. Best is trial 10 with value: 0.75.
[I 2025-11-03 20:01:55,654] Trial 14 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.20911106949094913, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9020688832270789, 'colsample_bytree': 0.9901373801321863, 'gamma': 1.177176340688819, 'reg_alpha': 0.4749909086795158, 'reg_lambda': 1.1467898431827561}. Best is trial 10 with value: 0.75.
[I 2025-11-03 20:01:55,911] Trial 15 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 137, 'learning_rate': 0.21736360370371022, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9940103582676001, 'colsample_bytree': 0.9169277838219889, 'gamma': 0.9802419452833937, 'reg_alpha': 0.6163527211422122, 'reg_lambda': 1.0661299298571694}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 20:01:56,165] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 247, 'learning_rate': 0.07451663625081154, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9840214233057251, 'colsample_bytree': 0.9116107821850403, 'gamma': 0.742310226225205, 'reg_alpha': 0.6706458820062929, 'reg_lambda': 1.1204379304599168}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 20:01:56,452] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.1966485612892391, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9424471297344912, 'colsample_bytree': 0.9276788360467121, 'gamma': 3.422313211976918, 'reg_alpha': 0.9999649609647241, 'reg_lambda': 1.326743635702099}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 20:01:56,619] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.08058296748233362, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.868958686872907, 'colsample_bytree': 0.8651695860486783, 'gamma': 1.5328484578802144, 'reg_alpha': 0.3218748894512712, 'reg_lambda': 1.6201721204237267}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 20:01:56,981] Trial 19 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 147, 'learning_rate': 0.198417069797473, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9938593691956629, 'colsample_bytree': 0.944377931979653, 'gamma': 0.5830508931679071, 'reg_alpha': 0.6466559966641172, 'reg_lambda': 0.8740409740725169}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:57,196] Trial 20 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 146, 'learning_rate': 0.09651291141370115, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9969997402568636, 'colsample_bytree': 0.833571799700919, 'gamma': 0.5908543144852585, 'reg_alpha': 0.6708533540048994, 'reg_lambda': 0.9384779903586611}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:57,429] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 123, 'learning_rate': 0.19235498469790388, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9540549576151577, 'colsample_bytree': 0.9457448726639566, 'gamma': 0.5150405435982964, 'reg_alpha': 0.5955950714702934, 'reg_lambda': 0.8842970814686447}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:57,653] Trial 22 finished with value: 0.6875 and parameters: {'n_estimators': 75, 'learning_rate': 0.2278993070101298, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9561488651254646, 'colsample_bytree': 0.9519591893003212, 'gamma': 0.5111736244375678, 'reg_alpha': 0.790869792007127, 'reg_lambda': 0.5347501762585753}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:57,918] Trial 23 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 113, 'learning_rate': 0.15629566510142284, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8927991897170194, 'colsample_bytree': 0.8944332941000723, 'gamma': 1.432501182442902, 'reg_alpha': 0.3754839124628323, 'reg_lambda': 1.4068245587705173}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:58,241] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.28525504683569985, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9931224941391465, 'colsample_bytree': 0.9587116256872288, 'gamma': 0.9193476520319626, 'reg_alpha': 0.6805308193580958, 'reg_lambda': 0.9168016959133701}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:58,417] Trial 25 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 90, 'learning_rate': 0.16867853509105504, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9584453773780524, 'colsample_bytree': 0.8376758297700433, 'gamma': 1.6702745768142284, 'reg_alpha': 0.5809796476366388, 'reg_lambda': 1.231478138469481}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:58,607] Trial 26 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.23551207946740085, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8763249176387754, 'colsample_bytree': 0.8956112124751315, 'gamma': 0.25652978773976787, 'reg_alpha': 0.42760682815346845, 'reg_lambda': 1.510402050487312}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:58,927] Trial 27 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 214, 'learning_rate': 0.10267279842131129, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9305873022833879, 'colsample_bytree': 0.9649133373842259, 'gamma': 1.9620512947251059, 'reg_alpha': 0.9292460198823103, 'reg_lambda': 1.9181926682489612}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:59,063] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 53, 'learning_rate': 0.2416601155487854, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8396696137216637, 'colsample_bytree': 0.8300218128725305, 'gamma': 1.1069838127773535, 'reg_alpha': 0.7248787733496999, 'reg_lambda': 0.9432885599193457}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:59,165] Trial 29 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 20, 'learning_rate': 0.17007754385813376, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6793190785511574, 'colsample_bytree': 0.7525451384972978, 'gamma': 0.7157124274968514, 'reg_alpha': 0.558465738120282, 'reg_lambda': 1.0363811647906696}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:59,461] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.057292700549591506, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9738676684359625, 'colsample_bytree': 0.9731700786845225, 'gamma': 0.40970612272280543, 'reg_alpha': 0.7682529811978798, 'reg_lambda': 0.5077054858924885}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:59,664] Trial 31 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.23405869372433594, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8977644567543757, 'colsample_bytree': 0.9023052866578117, 'gamma': 0.29217095755656597, 'reg_alpha': 0.4300751878192465, 'reg_lambda': 1.470846397441218}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:59,956] Trial 32 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 138, 'learning_rate': 0.2338514497550831, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8809955299493085, 'colsample_bytree': 0.9331503701154202, 'gamma': 0.895415431198251, 'reg_alpha': 0.3951285823096336, 'reg_lambda': 0.8075215800923414}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:00,147] Trial 33 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 110, 'learning_rate': 0.13419791949384238, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9970702443293409, 'colsample_bytree': 0.8913315846927493, 'gamma': 0.3071674226864908, 'reg_alpha': 0.6063378271602888, 'reg_lambda': 1.545809770834094}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:00,368] Trial 34 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.1825175721574535, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9631739841407079, 'colsample_bytree': 0.9151098264721444, 'gamma': 0.0180956013922918, 'reg_alpha': 0.5309778965365828, 'reg_lambda': 1.8730064937250428}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:00,597] Trial 35 finished with value: 0.738095238095238 and parameters: {'n_estimators': 88, 'learning_rate': 0.2597859929586254, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8198706413712284, 'colsample_bytree': 0.8748977494709216, 'gamma': 0.8839662613066913, 'reg_alpha': 0.3542216810564489, 'reg_lambda': 1.2034737765746537}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:00,807] Trial 36 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 161, 'learning_rate': 0.02030225410973652, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7781613833960102, 'colsample_bytree': 0.8173951844281722, 'gamma': 3.6851862124218853, 'reg_alpha': 0.6472633359049573, 'reg_lambda': 1.0286456717811263}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:00,960] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.11317924267764756, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.928617605644739, 'colsample_bytree': 0.9750268379348939, 'gamma': 1.3234677768013445, 'reg_alpha': 0.8400942225461776, 'reg_lambda': 0.7420665105903164}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:01,301] Trial 38 finished with value: 0.75 and parameters: {'n_estimators': 206, 'learning_rate': 0.08631398770497384, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7070834493399025, 'colsample_bytree': 0.7792541468450532, 'gamma': 0.35429626107089973, 'reg_alpha': 0.2761590290726773, 'reg_lambda': 2.1763929187970423}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:01,495] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 116, 'learning_rate': 0.21250926531284492, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.811199605731512, 'colsample_bytree': 0.6787097132744979, 'gamma': 1.7460190632594248, 'reg_alpha': 0.4254157756569448, 'reg_lambda': 2.5421716538230763}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:01,835] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.012929589649192413, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9472097202210487, 'colsample_bytree': 0.9455818379826136, 'gamma': 4.989928245119755, 'reg_alpha': 0.5185575916133722, 'reg_lambda': 1.2958611048912312}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:02,079] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 209, 'learning_rate': 0.09221854973606519, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7107142636477015, 'colsample_bytree': 0.7717053894586104, 'gamma': 0.2873501287933578, 'reg_alpha': 0.2410343538574029, 'reg_lambda': 2.3988438966764685}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:02,333] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 237, 'learning_rate': 0.15065596866583664, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6616848740892239, 'colsample_bytree': 0.7125793264653955, 'gamma': 0.6589987008992515, 'reg_alpha': 0.1719318723761986, 'reg_lambda': 2.0793518804160285}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:02,680] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 198, 'learning_rate': 0.03276185286859295, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7219462540040223, 'colsample_bytree': 0.789444657583333, 'gamma': 0.09723252157535917, 'reg_alpha': 0.10430527301019843, 'reg_lambda': 1.7068043891481164}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:02,942] Trial 44 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 233, 'learning_rate': 0.12330254348240709, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9750142747770215, 'colsample_bytree': 0.7430654149546976, 'gamma': 1.0334596988047644, 'reg_alpha': 0.30180502645786583, 'reg_lambda': 2.1017345268161964}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:03,237] Trial 45 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 222, 'learning_rate': 0.2699681597092491, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9757798344430484, 'colsample_bytree': 0.7135333102124541, 'gamma': 2.3259523945150464, 'reg_alpha': 0.3271049226894542, 'reg_lambda': 1.8596064794644276}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:03,444] Trial 46 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 186, 'learning_rate': 0.12131786549991916, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9696510078215862, 'colsample_bytree': 0.7274509229320978, 'gamma': 2.886846019515644, 'reg_alpha': 0.4376774793318001, 'reg_lambda': 0.6535586774431634}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:03,826] Trial 47 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 149, 'learning_rate': 0.19199124820147717, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9235591384151771, 'colsample_bytree': 0.7480007849766103, 'gamma': 2.0000636923878394, 'reg_alpha': 0.6345873374543728, 'reg_lambda': 2.063716390093338}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:03,979] Trial 48 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 64, 'learning_rate': 0.14118542364314227, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9079528331962743, 'colsample_bytree': 0.6676617307762012, 'gamma': 1.0663506648660206, 'reg_alpha': 0.734571213240399, 'reg_lambda': 2.4009569303540617}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:04,234] Trial 49 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 129, 'learning_rate': 0.293397003070075, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9425629471823898, 'colsample_bytree': 0.8494203748703568, 'gamma': 0.7640766563429994, 'reg_alpha': 0.4726191793843069, 'reg_lambda': 0.6403607439844394}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:04,407] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.2032928770759245, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.8619164946099194, 'colsample_bytree': 0.9275056642533298, 'gamma': 1.3199664518073597, 'reg_alpha': 0.5358293401100419, 'reg_lambda': 1.7653964969677591}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:04,720] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.06953727667586612, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7668428353615766, 'colsample_bytree': 0.7897378152238591, 'gamma': 0.00030806664865591464, 'reg_alpha': 0.26535634391017027, 'reg_lambda': 2.1853002357717366}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:05,067] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 203, 'learning_rate': 0.08845442496382618, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9827644238900852, 'colsample_bytree': 0.7678855857457145, 'gamma': 0.43104572749070946, 'reg_alpha': 0.3033772916087804, 'reg_lambda': 2.534373117645493}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:05,374] Trial 53 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 248, 'learning_rate': 0.058739360520620024, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6332337852064911, 'colsample_bytree': 0.8052849612517451, 'gamma': 0.21243426390316897, 'reg_alpha': 0.20589286733684695, 'reg_lambda': 0.8218014644446191}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:05,695] Trial 54 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 230, 'learning_rate': 0.05220231624300332, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9957149740119906, 'colsample_bytree': 0.8767280946035061, 'gamma': 0.5631603253280146, 'reg_alpha': 0.22615671051266087, 'reg_lambda': 0.7869682422384318}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:05,959] Trial 55 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 246, 'learning_rate': 0.050659074124590524, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6225017022551478, 'colsample_bytree': 0.80586792398993, 'gamma': 0.58093503115699, 'reg_alpha': 0.1430742717935578, 'reg_lambda': 0.8152680443123818}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:06,307] Trial 56 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 229, 'learning_rate': 0.035287864458260244, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9998954664890521, 'colsample_bytree': 0.9121703748726885, 'gamma': 1.0336711835482444, 'reg_alpha': 0.16942242857380396, 'reg_lambda': 0.633541354347356}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:06,610] Trial 57 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 226, 'learning_rate': 0.034463132059072976, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9888297468014441, 'colsample_bytree': 0.6381384648824595, 'gamma': 0.9866127477871938, 'reg_alpha': 0.21556994009787048, 'reg_lambda': 0.6133453469777399}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:07,117] Trial 58 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.04143638848027031, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9655772574757165, 'colsample_bytree': 0.8816568317678456, 'gamma': 1.5443266136378748, 'reg_alpha': 0.07339922849251812, 'reg_lambda': 0.850373973823792}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:07,405] Trial 59 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.02791998197472164, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9983935761994991, 'colsample_bytree': 0.8623058000900196, 'gamma': 0.8481111833405115, 'reg_alpha': 0.11967047806363941, 'reg_lambda': 0.7472242080434236}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:07,772] Trial 60 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 222, 'learning_rate': 0.06168925441859336, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9999909860120791, 'colsample_bytree': 0.9161650259762801, 'gamma': 1.2046115244429179, 'reg_alpha': 0.1925153151310623, 'reg_lambda': 0.9896338895181942}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:08,058] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.046773269748065734, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9796335262193712, 'colsample_bytree': 0.9820183956157693, 'gamma': 0.5565432039008587, 'reg_alpha': 0.2195892512205682, 'reg_lambda': 0.5992853746957846}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:08,496] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.02055381827738965, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9423902171519648, 'colsample_bytree': 0.937196979777632, 'gamma': 0.18101471157300286, 'reg_alpha': 0.02197751988295993, 'reg_lambda': 1.1023478147407708}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:08,760] Trial 63 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 217, 'learning_rate': 0.03993278857546241, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9811084684832138, 'colsample_bytree': 0.9570611350094954, 'gamma': 0.482068952361034, 'reg_alpha': 0.08525688702418233, 'reg_lambda': 2.984685133035444}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:09,133] Trial 64 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.052981938130728594, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9538253275448374, 'colsample_bytree': 0.9187807227610476, 'gamma': 0.7282182459294309, 'reg_alpha': 0.14639587542403343, 'reg_lambda': 0.7477428479529339}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:09,426] Trial 65 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 230, 'learning_rate': 0.028807560604141278, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9724060601937875, 'colsample_bytree': 0.9987456322626614, 'gamma': 1.0107968087676604, 'reg_alpha': 0.6113594965396942, 'reg_lambda': 0.5409349146334538}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:09,781] Trial 66 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 220, 'learning_rate': 0.06657088958739867, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9863288987576776, 'colsample_bytree': 0.9006407528411391, 'gamma': 0.19082650925572386, 'reg_alpha': 0.7027212751760625, 'reg_lambda': 0.8954739303316792}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:09,962] Trial 67 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 86, 'learning_rate': 0.0757383027503628, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7428290927612496, 'colsample_bytree': 0.852664457418123, 'gamma': 1.3933762138668786, 'reg_alpha': 0.1798785277372164, 'reg_lambda': 0.7032699759446461}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:10,202] Trial 68 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 196, 'learning_rate': 0.07664370211522438, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7415175741142073, 'colsample_bytree': 0.8519357775832065, 'gamma': 1.480857839563095, 'reg_alpha': 0.1829660969365463, 'reg_lambda': 0.7097200087215598}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:10,407] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.05802870785994714, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6548664474524711, 'colsample_bytree': 0.8237105529777169, 'gamma': 1.353358322574639, 'reg_alpha': 0.24746082051746063, 'reg_lambda': 0.8308643213435584}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:10,637] Trial 70 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 213, 'learning_rate': 0.11023393988794138, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6072733107355294, 'colsample_bytree': 0.8849716746057606, 'gamma': 1.1570383264889788, 'reg_alpha': 0.28973533481508595, 'reg_lambda': 0.9719878735950955}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:10,985] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 211, 'learning_rate': 0.1054483988188521, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.604351525619231, 'colsample_bytree': 0.880828200781906, 'gamma': 1.144510903081848, 'reg_alpha': 0.30810838471437113, 'reg_lambda': 1.1559228020390913}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:11,232] Trial 72 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 231, 'learning_rate': 0.048644581918477474, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.624266922817779, 'colsample_bytree': 0.8490740037682569, 'gamma': 1.5919323965066954, 'reg_alpha': 0.1403239415260027, 'reg_lambda': 1.0125602763837886}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:11,644] Trial 73 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.16743580017152382, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.632838859682138, 'colsample_bytree': 0.8866722631652331, 'gamma': 0.841994247220883, 'reg_alpha': 0.22744171796142276, 'reg_lambda': 0.929852462809696}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:11,863] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.17293370159812962, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.788841703381317, 'colsample_bytree': 0.9058432898823584, 'gamma': 1.8437043552090708, 'reg_alpha': 0.36144745288467617, 'reg_lambda': 0.9845278923508882}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:12,243] Trial 75 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 241, 'learning_rate': 0.12529978843903716, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6541146567358519, 'colsample_bytree': 0.8827423953953886, 'gamma': 1.2456527430779876, 'reg_alpha': 0.28361449744256556, 'reg_lambda': 1.0787836068585397}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:12,458] Trial 76 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 169, 'learning_rate': 0.16234490586756983, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6155616590189055, 'colsample_bytree': 0.8633476326433487, 'gamma': 0.8960738356753641, 'reg_alpha': 0.04968978250420858, 'reg_lambda': 0.9337539852288941}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:12,785] Trial 77 finished with value: 0.6071428571428571 and parameters: {'n_estimators': 108, 'learning_rate': 0.1075713819082121, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6423774323946982, 'colsample_bytree': 0.8938028701319252, 'gamma': 0.8119368019398492, 'reg_alpha': 0.3321768613023048, 'reg_lambda': 1.2670080061855504}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:12,990] Trial 78 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 86, 'learning_rate': 0.14042303041831425, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8405585563054107, 'colsample_bytree': 0.938932286787988, 'gamma': 1.046290242887168, 'reg_alpha': 0.2340048911381829, 'reg_lambda': 0.5725156558987509}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:13,274] Trial 79 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.09844528259744381, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.6852109475349403, 'colsample_bytree': 0.8712321033755281, 'gamma': 0.6228761912056674, 'reg_alpha': 0.167178717841894, 'reg_lambda': 0.6958664293279551}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:13,486] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.11785949608377251, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.6693202707400573, 'colsample_bytree': 0.9247664319031256, 'gamma': 1.6680983838300447, 'reg_alpha': 0.3971759385496865, 'reg_lambda': 1.4123756034936208}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:13,823] Trial 81 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 248, 'learning_rate': 0.07235446323201622, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6406184290084477, 'colsample_bytree': 0.8155799650800826, 'gamma': 0.9629056958956219, 'reg_alpha': 0.259445873341969, 'reg_lambda': 0.7858498412713943}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:14,058] Trial 82 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 225, 'learning_rate': 0.0623418704679396, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6101582436036411, 'colsample_bytree': 0.908584889358183, 'gamma': 0.6863224422953749, 'reg_alpha': 0.19708014720309938, 'reg_lambda': 0.8901390521590471}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:14,427] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.08198930554110996, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6341879368024697, 'colsample_bytree': 0.8346126608422679, 'gamma': 1.3718792923703207, 'reg_alpha': 0.2184778496705652, 'reg_lambda': 1.1962932606034795}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:14,770] Trial 84 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.17622818003267904, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.6009069396126291, 'colsample_bytree': 0.8883622161431939, 'gamma': 1.1334464166799219, 'reg_alpha': 0.10052478184026976, 'reg_lambda': 0.7922887802655137}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:15,060] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 213, 'learning_rate': 0.037484874828715126, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9902925774835751, 'colsample_bytree': 0.8567209831034824, 'gamma': 0.3852908221220537, 'reg_alpha': 0.15724747000737907, 'reg_lambda': 0.8602170307064149}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:15,365] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.1573437389967086, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7575586513168219, 'colsample_bytree': 0.7320598861915065, 'gamma': 3.5794445310597296, 'reg_alpha': 0.29022374629173053, 'reg_lambda': 0.674904739806262}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:15,591] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.044430931302089735, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9655332053679678, 'colsample_bytree': 0.8014169009974123, 'gamma': 0.7557927181678372, 'reg_alpha': 0.12176512881217692, 'reg_lambda': 0.9618753219579196}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:15,831] Trial 88 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 202, 'learning_rate': 0.25056650428796035, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7211828618964459, 'colsample_bytree': 0.9444535001334206, 'gamma': 0.542970862409967, 'reg_alpha': 0.5770990116717383, 'reg_lambda': 1.0505550338916938}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:16,125] Trial 89 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.1341641838657215, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6315011610974433, 'colsample_bytree': 0.8415038586085619, 'gamma': 2.126873940146375, 'reg_alpha': 0.6500584646859476, 'reg_lambda': 0.7461816278509106}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:16,318] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.21582279128069506, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.7998329755927331, 'colsample_bytree': 0.9017218669198455, 'gamma': 1.2347299021801676, 'reg_alpha': 0.23470288706274142, 'reg_lambda': 0.6067872028663902}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:16,584] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.07748300606838006, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6343437420465561, 'colsample_bytree': 0.8120364989080522, 'gamma': 1.4050836382862508, 'reg_alpha': 0.20936907457477372, 'reg_lambda': 1.1890949901370376}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:16,892] Trial 92 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 145, 'learning_rate': 0.08281744306231295, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6136167252874412, 'colsample_bytree': 0.8283447631536838, 'gamma': 0.8473536324980412, 'reg_alpha': 0.19025868654187622, 'reg_lambda': 1.1300223022834002}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:17,205] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 225, 'learning_rate': 0.09169019996815231, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6970832125905846, 'colsample_bytree': 0.8418089977569557, 'gamma': 1.0280082050187944, 'reg_alpha': 0.34024341748112186, 'reg_lambda': 0.885677894201888}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:17,539] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.05873797398409683, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9907763784551618, 'colsample_bytree': 0.8751993422034758, 'gamma': 4.02983248615885, 'reg_alpha': 0.22423852634870167, 'reg_lambda': 0.945110185578608}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:17,849] Trial 95 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 244, 'learning_rate': 0.19313704899673023, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6470439968242736, 'colsample_bytree': 0.8359201506692061, 'gamma': 2.6013779274030595, 'reg_alpha': 0.25328514405248714, 'reg_lambda': 0.8253687513587155}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:18,084] Trial 96 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 79, 'learning_rate': 0.01667364939861195, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.6656240174969141, 'colsample_bytree': 0.6925967262037427, 'gamma': 1.3193403045001368, 'reg_alpha': 0.27618209997277166, 'reg_lambda': 1.0691681698431807}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:18,236] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 65, 'learning_rate': 0.05379565710245865, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6221166631973223, 'colsample_bytree': 0.8688286904600551, 'gamma': 0.11740562647488523, 'reg_alpha': 0.1754915600925705, 'reg_lambda': 0.6593688301636558}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:18,563] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.06721904128092973, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9767024943350202, 'colsample_bytree': 0.923800711983947, 'gamma': 0.6503747553284501, 'reg_alpha': 0.20595412185073436, 'reg_lambda': 1.242153464081856}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:18,736] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 102, 'learning_rate': 0.08307701917299626, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6784325310489796, 'colsample_bytree': 0.8576648624184039, 'gamma': 0.323540713216895, 'reg_alpha': 0.3044438754733939, 'reg_lambda': 1.6107820971433418}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:18,922] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 118, 'learning_rate': 0.22333267107786728, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9531653263724604, 'colsample_bytree': 0.9100813742811565, 'gamma': 0.4704425064880423, 'reg_alpha': 0.12967607785702667, 'reg_lambda': 1.9870250568992471}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:19,163] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 95, 'learning_rate': 0.2777973634381115, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9633764990615652, 'colsample_bytree': 0.9657466545582396, 'gamma': 0.19323914877078163, 'reg_alpha': 0.49355348618573514, 'reg_lambda': 0.5071171524567037}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:19,398] Trial 102 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 227, 'learning_rate': 0.2666945785409382, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9982518253784236, 'colsample_bytree': 0.9555042119878427, 'gamma': 0.9410137592040779, 'reg_alpha': 0.45661846822228935, 'reg_lambda': 0.5816018041674842}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:19,690] Trial 103 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 245, 'learning_rate': 0.11294726348887127, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9861769308782533, 'colsample_bytree': 0.7826157790757692, 'gamma': 1.1367564615906067, 'reg_alpha': 0.6266151916317778, 'reg_lambda': 1.3345006860657926}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:19,881] Trial 104 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 73, 'learning_rate': 0.18828783538087518, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9731146590681667, 'colsample_bytree': 0.8871137255227952, 'gamma': 0.3860671923642211, 'reg_alpha': 0.38552468695936576, 'reg_lambda': 0.7802827165874262}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:20,107] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 83, 'learning_rate': 0.09775057698089855, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9464027583877607, 'colsample_bytree': 0.9362913549282567, 'gamma': 0.250295515223381, 'reg_alpha': 0.6838786773913068, 'reg_lambda': 0.7118863428118569}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:20,403] Trial 106 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 218, 'learning_rate': 0.15023763416686092, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8117683850183509, 'colsample_bytree': 0.9859904192877994, 'gamma': 0.7739430837238296, 'reg_alpha': 0.5712502740064842, 'reg_lambda': 0.9051634945517051}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:20,791] Trial 107 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 234, 'learning_rate': 0.030258774167893285, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9369958234499738, 'colsample_bytree': 0.7967866254199201, 'gamma': 1.4370614900598169, 'reg_alpha': 0.5273927402634473, 'reg_lambda': 1.0235358703927453}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:20,955] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 92, 'learning_rate': 0.024152091011512923, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6520893829891606, 'colsample_bytree': 0.972495808406335, 'gamma': 1.243238250085116, 'reg_alpha': 0.5114208753577949, 'reg_lambda': 1.7868861882711577}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:21,244] Trial 109 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.0729471676278663, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6382034338693545, 'colsample_bytree': 0.8971957806820241, 'gamma': 0.12514572971872562, 'reg_alpha': 0.15725872646338487, 'reg_lambda': 0.6422284461227966}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:21,467] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 124, 'learning_rate': 0.23479438255302063, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9835476005773846, 'colsample_bytree': 0.8473919929787758, 'gamma': 0.4647597826978262, 'reg_alpha': 0.5552008172595643, 'reg_lambda': 0.8545438926405925}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:21,758] Trial 111 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.20428022135167528, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.8897223196712792, 'colsample_bytree': 0.9152368074591603, 'gamma': 0.08212762958189446, 'reg_alpha': 0.7560206425294524, 'reg_lambda': 1.1776710218525854}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:21,978] Trial 112 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 136, 'learning_rate': 0.2200279198848703, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9935537487029378, 'colsample_bytree': 0.8947839493931706, 'gamma': 0.29246190757544627, 'reg_alpha': 0.2603560277669822, 'reg_lambda': 2.28798243805434}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:22,270] Trial 113 finished with value: 0.5 and parameters: {'n_estimators': 151, 'learning_rate': 0.2634802074227921, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8700484068446805, 'colsample_bytree': 0.822053937238153, 'gamma': 0.5993262307089618, 'reg_alpha': 0.42419413094417474, 'reg_lambda': 1.5351995387943103}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:22,469] Trial 114 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 132, 'learning_rate': 0.1282027490616379, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.918112854122708, 'colsample_bytree': 0.9497016763899842, 'gamma': 2.876848570814019, 'reg_alpha': 0.5971477162069888, 'reg_lambda': 0.9662152876908591}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:22,747] Trial 115 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 159, 'learning_rate': 0.24435852014677711, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9990501239898352, 'colsample_bytree': 0.87652587595035, 'gamma': 0.033987724416603554, 'reg_alpha': 0.22931057739252544, 'reg_lambda': 0.7145042379062305}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:22,963] Trial 116 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 166, 'learning_rate': 0.06292132591611026, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9604141907683923, 'colsample_bytree': 0.8718947973033773, 'gamma': 0.05315872164066457, 'reg_alpha': 0.8112967557291616, 'reg_lambda': 0.551613344048443}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:23,255] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.29287519648147253, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9987570727989624, 'colsample_bytree': 0.8804173145254168, 'gamma': 0.904585058925419, 'reg_alpha': 0.23302938320306388, 'reg_lambda': 0.7154050886500809}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:23,500] Trial 118 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.18102679723477597, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9703140360215109, 'colsample_bytree': 0.9312102031508851, 'gamma': 0.01791645361493124, 'reg_alpha': 0.1855117101170738, 'reg_lambda': 0.7692030962981312}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:23,717] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 172, 'learning_rate': 0.16581383346511086, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.968598478023682, 'colsample_bytree': 0.8620141491779776, 'gamma': 1.0751104142978123, 'reg_alpha': 0.1805990157642573, 'reg_lambda': 0.817471614729957}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:24,019] Trial 120 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 160, 'learning_rate': 0.18246989454101192, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6259146169376293, 'colsample_bytree': 0.9274010091713191, 'gamma': 1.618585877126565, 'reg_alpha': 0.2006403001477245, 'reg_lambda': 0.7946669309273988}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:24,287] Trial 121 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 154, 'learning_rate': 0.25004861674849127, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9815034308721425, 'colsample_bytree': 0.9198120204447173, 'gamma': 0.013904054033924973, 'reg_alpha': 0.21744788655625497, 'reg_lambda': 0.6241750689978953}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:24,514] Trial 122 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 177, 'learning_rate': 0.20481937020708807, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9792780499297941, 'colsample_bytree': 0.9086669698200329, 'gamma': 0.015623067973104754, 'reg_alpha': 0.24609050315476433, 'reg_lambda': 0.755094472943531}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:24,784] Trial 123 finished with value: 0.738095238095238 and parameters: {'n_estimators': 147, 'learning_rate': 0.20241005356327169, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.982508133663445, 'colsample_bytree': 0.9053331551302743, 'gamma': 0.19720891965565976, 'reg_alpha': 0.2947896319428779, 'reg_lambda': 0.6847996529062238}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:25,021] Trial 124 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 152, 'learning_rate': 0.2441885368734359, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9900022582206731, 'colsample_bytree': 0.9182881635825306, 'gamma': 1.7943737315850172, 'reg_alpha': 0.24482404310884015, 'reg_lambda': 0.6209549316935782}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:25,140] Trial 125 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 24, 'learning_rate': 0.22731846234666953, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.980961661067238, 'colsample_bytree': 0.886672479436434, 'gamma': 0.35723545658991573, 'reg_alpha': 0.21919765822292941, 'reg_lambda': 0.9188168055040922}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:25,385] Trial 126 finished with value: 0.761904761904762 and parameters: {'n_estimators': 165, 'learning_rate': 0.2566498181662336, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9905105834680294, 'colsample_bytree': 0.8787238230534448, 'gamma': 0.48404709387422906, 'reg_alpha': 0.2623465485041612, 'reg_lambda': 0.7378770701088597}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:25,607] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.25654100733979934, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9917672858819274, 'colsample_bytree': 0.8796201179034783, 'gamma': 0.6969054506438938, 'reg_alpha': 0.32109394607360636, 'reg_lambda': 0.8472409947404924}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:26,018] Trial 128 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.20742877914865393, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9768127780809767, 'colsample_bytree': 0.7395516567492519, 'gamma': 0.4879018531801611, 'reg_alpha': 0.27260789473886393, 'reg_lambda': 0.7194728458499831}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:26,224] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.2499166445914263, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.95452385070691, 'colsample_bytree': 0.8990058291007588, 'gamma': 0.24285973000485261, 'reg_alpha': 0.3574244030677395, 'reg_lambda': 0.7572239257900483}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:26,442] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 172, 'learning_rate': 0.22280786706275804, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.72935680628188, 'colsample_bytree': 0.7681835571920699, 'gamma': 0.8152919473270397, 'reg_alpha': 0.2574229759488846, 'reg_lambda': 0.6597079798847565}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:26,774] Trial 131 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 250, 'learning_rate': 0.03793709352344412, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9989772090531606, 'colsample_bytree': 0.9118172599372565, 'gamma': 0.16355255556961473, 'reg_alpha': 0.22460189942613434, 'reg_lambda': 0.983091799171479}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:27,016] Trial 132 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 207, 'learning_rate': 0.14381906420993062, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9863602616908878, 'colsample_bytree': 0.8907990789021774, 'gamma': 0.6125062365984184, 'reg_alpha': 0.20504281320931242, 'reg_lambda': 0.5645249163477455}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:27,295] Trial 133 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 182, 'learning_rate': 0.19583381331070332, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9744297660850055, 'colsample_bytree': 0.8676503833364346, 'gamma': 0.518909389110007, 'reg_alpha': 0.16708291351427743, 'reg_lambda': 0.8720478339973301}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:27,534] Trial 134 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 187, 'learning_rate': 0.1989827348047367, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9754021591194512, 'colsample_bytree': 0.8666056836416423, 'gamma': 0.40586898505196706, 'reg_alpha': 0.10605221619080125, 'reg_lambda': 0.879797482643728}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:27,867] Trial 135 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.1688007894561482, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9744846870448926, 'colsample_bytree': 0.875300029408414, 'gamma': 0.42622776706468096, 'reg_alpha': 0.16026309178024062, 'reg_lambda': 0.877856021709336}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:28,098] Trial 136 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 189, 'learning_rate': 0.16040107323995687, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9580480296984324, 'colsample_bytree': 0.8676536103420751, 'gamma': 0.42611517474934024, 'reg_alpha': 0.10109579139299613, 'reg_lambda': 0.861885523393867}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:28,383] Trial 137 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 193, 'learning_rate': 0.15347380380570147, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9617881387346247, 'colsample_bytree': 0.8570755356723921, 'gamma': 0.5406562658299465, 'reg_alpha': 0.10338641732913868, 'reg_lambda': 0.7427252641419}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:28,614] Trial 138 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.159226905086917, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9621984495695858, 'colsample_bytree': 0.8558649606764501, 'gamma': 0.5932766006220217, 'reg_alpha': 0.04938552630245531, 'reg_lambda': 0.6218070145818478}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:28,929] Trial 139 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 195, 'learning_rate': 0.15716071460460884, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.956265175411634, 'colsample_bytree': 0.8665094304118681, 'gamma': 0.5247448699527443, 'reg_alpha': 0.06911108960448259, 'reg_lambda': 0.7481808530236264}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:29,159] Trial 140 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 181, 'learning_rate': 0.19272326107451063, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9366554476247734, 'colsample_bytree': 0.8532188476683265, 'gamma': 0.5866724043339885, 'reg_alpha': 0.05045180980576634, 'reg_lambda': 0.6894045417138644}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:29,476] Trial 141 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 181, 'learning_rate': 0.19019872838940144, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9622515540095368, 'colsample_bytree': 0.8525412234160162, 'gamma': 0.3534219584082807, 'reg_alpha': 0.04481990167626352, 'reg_lambda': 2.677026896186938}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:29,710] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.19565447828853538, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9479553697640758, 'colsample_bytree': 0.8574187853166477, 'gamma': 0.3533057868902653, 'reg_alpha': 0.0044076002690809635, 'reg_lambda': 2.843219510279315}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:29,988] Trial 143 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.19582045839724727, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9379272003099768, 'colsample_bytree': 0.8552008106406882, 'gamma': 0.3601839508658916, 'reg_alpha': 0.005517896306182741, 'reg_lambda': 2.702634048475067}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:30,250] Trial 144 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 181, 'learning_rate': 0.17786043367262447, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9381147459267558, 'colsample_bytree': 0.8451458612116736, 'gamma': 0.003206866854442731, 'reg_alpha': 0.0504611808281795, 'reg_lambda': 2.6117723970495947}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:31,078] Trial 145 finished with value: 0.755952380952381 and parameters: {'n_estimators': 192, 'learning_rate': 0.1781246678216339, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9250666223536029, 'colsample_bytree': 0.847649878504224, 'gamma': 0.0048865814661004595, 'reg_alpha': 0.04780994142720581, 'reg_lambda': 2.615406388994892}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:31,328] Trial 146 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 182, 'learning_rate': 0.18949262431793668, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9333595515600859, 'colsample_bytree': 0.8536664685250884, 'gamma': 0.3212233658942782, 'reg_alpha': 0.03635328856610193, 'reg_lambda': 2.729927915794343}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:31,570] Trial 147 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 183, 'learning_rate': 0.1916851421266671, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9296293773971999, 'colsample_bytree': 0.8427407990700947, 'gamma': 0.24388665934876458, 'reg_alpha': 0.019682762584035448, 'reg_lambda': 2.692142965491339}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:31,888] Trial 148 finished with value: 0.755952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.20604366346404587, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9132440840375491, 'colsample_bytree': 0.8515098728403716, 'gamma': 0.1267363182100082, 'reg_alpha': 0.08910241790477648, 'reg_lambda': 2.788029145506241}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:32,188] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.15502550333239118, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9357138624430729, 'colsample_bytree': 0.828241169334193, 'gamma': 0.3189450545360418, 'reg_alpha': 0.03503933201080793, 'reg_lambda': 2.7232498189943617}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:32,552] Trial 150 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 175, 'learning_rate': 0.18169625860851576, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9418981485802438, 'colsample_bytree': 0.8576564435642106, 'gamma': 0.11213001741329877, 'reg_alpha': 0.057715413453529825, 'reg_lambda': 2.9659549860531427}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:32,805] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.18083256436022818, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9373809006828695, 'colsample_bytree': 0.8584561545062587, 'gamma': 0.09068098149657644, 'reg_alpha': 0.05289749986773561, 'reg_lambda': 2.909212940324625}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:33,114] Trial 152 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 174, 'learning_rate': 0.2133611627069273, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.949055590054732, 'colsample_bytree': 0.8372398422782154, 'gamma': 0.3949785539052706, 'reg_alpha': 0.1108386511524482, 'reg_lambda': 2.5779834345175567}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:33,353] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 200, 'learning_rate': 0.1916314561723637, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9610486079209475, 'colsample_bytree': 0.8614740890374818, 'gamma': 0.2547663081188956, 'reg_alpha': 0.0797660778338217, 'reg_lambda': 2.658566483259291}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:33,711] Trial 154 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 169, 'learning_rate': 0.16891026073905843, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9425135021700177, 'colsample_bytree': 0.867724025541686, 'gamma': 0.15024244991418464, 'reg_alpha': 0.02670328812941395, 'reg_lambda': 2.8835948385180603}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:33,941] Trial 155 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 186, 'learning_rate': 0.143391905423692, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9587949132637991, 'colsample_bytree': 0.8530903178477552, 'gamma': 0.002373920440567834, 'reg_alpha': 0.005169665492175768, 'reg_lambda': 2.9620660722282026}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:34,276] Trial 156 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 193, 'learning_rate': 0.13667670509403917, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9643934701761414, 'colsample_bytree': 0.8457264760920916, 'gamma': 0.0023245835240807058, 'reg_alpha': 0.06287867106202338, 'reg_lambda': 2.9813540371674354}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:34,517] Trial 157 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 187, 'learning_rate': 0.16082741205657433, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.957082967807598, 'colsample_bytree': 0.8326271022748267, 'gamma': 0.12274416817875046, 'reg_alpha': 0.0037925141825662784, 'reg_lambda': 2.957987690132281}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:34,749] Trial 158 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 187, 'learning_rate': 0.14633856245355217, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9600281461558445, 'colsample_bytree': 0.8668337801532165, 'gamma': 0.1637677387424187, 'reg_alpha': 0.006117183776869789, 'reg_lambda': 2.9327237438984586}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:35,075] Trial 159 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.14649817931992543, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.949373437312691, 'colsample_bytree': 0.8683938236899911, 'gamma': 0.16253315201217552, 'reg_alpha': 0.0027140180281476148, 'reg_lambda': 2.9418798906215398}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:35,308] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 176, 'learning_rate': 0.1472890462829244, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9677848656365869, 'colsample_bytree': 0.8327494601117321, 'gamma': 0.10887628998860227, 'reg_alpha': 0.08236476158022053, 'reg_lambda': 2.9346125839748303}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:35,622] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 196, 'learning_rate': 0.16176679712363828, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9576223209156594, 'colsample_bytree': 0.8531991058215165, 'gamma': 0.4310264852043044, 'reg_alpha': 0.01682582429347038, 'reg_lambda': 2.837221626630075}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:35,855] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 188, 'learning_rate': 0.23812342337823825, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9627175424213373, 'colsample_bytree': 0.8631541881282592, 'gamma': 0.2739362532500295, 'reg_alpha': 0.10162798158522185, 'reg_lambda': 2.7811185219726764}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:36,185] Trial 163 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.13217208130170222, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.970844175416788, 'colsample_bytree': 0.8714862163767345, 'gamma': 0.6122782981745583, 'reg_alpha': 0.028125928168307654, 'reg_lambda': 2.9916392333404676}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:36,393] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 168, 'learning_rate': 0.15749029796721237, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9551228721528143, 'colsample_bytree': 0.8560289780347231, 'gamma': 0.5394148629528395, 'reg_alpha': 0.12813528040763872, 'reg_lambda': 2.808715568849817}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:36,667] Trial 165 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 185, 'learning_rate': 0.2014944997057052, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.97704958653749, 'colsample_bytree': 0.8635902064183661, 'gamma': 0.23573633933867474, 'reg_alpha': 0.0024616530757630706, 'reg_lambda': 2.938384172335179}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:36,889] Trial 166 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 191, 'learning_rate': 0.20995148818383655, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9791703107105316, 'colsample_bytree': 0.8395739269656228, 'gamma': 0.2050431123027694, 'reg_alpha': 0.000986105944556676, 'reg_lambda': 2.935946603010237}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:37,240] Trial 167 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 185, 'learning_rate': 0.20908370034763, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9768620143864122, 'colsample_bytree': 0.8399616117044907, 'gamma': 0.2150763915905844, 'reg_alpha': 0.0014403836280318463, 'reg_lambda': 2.9008283137095656}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:37,519] Trial 168 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 185, 'learning_rate': 0.22268751847615406, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9786291656608868, 'colsample_bytree': 0.8251568337574282, 'gamma': 0.20113736274539462, 'reg_alpha': 0.0037410758025503677, 'reg_lambda': 2.863955289768402}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:37,828] Trial 169 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 174, 'learning_rate': 0.2095700736019901, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9736406732526379, 'colsample_bytree': 0.8379825436758739, 'gamma': 0.10955441546983863, 'reg_alpha': 0.017969543496394333, 'reg_lambda': 2.938280291605696}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:38,070] Trial 170 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 172, 'learning_rate': 0.2136971665296196, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9837085804695903, 'colsample_bytree': 0.8175850982006956, 'gamma': 0.09290362983873152, 'reg_alpha': 0.00504588662199226, 'reg_lambda': 2.9414471412298906}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:38,366] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 171, 'learning_rate': 0.21138987018170663, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9846650401066791, 'colsample_bytree': 0.8148102972671104, 'gamma': 0.09582471221057101, 'reg_alpha': 0.004419865371337943, 'reg_lambda': 2.944849985394867}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:38,730] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 176, 'learning_rate': 0.23597225967495503, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9704429332079241, 'colsample_bytree': 0.8387033424925993, 'gamma': 0.10068977619049133, 'reg_alpha': 0.027485544834031463, 'reg_lambda': 2.891328547032511}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:39,053] Trial 173 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 176, 'learning_rate': 0.23835866006343912, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9700688853555257, 'colsample_bytree': 0.8388162332674601, 'gamma': 0.19620889774250844, 'reg_alpha': 0.027371925266714787, 'reg_lambda': 2.8955743658622897}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:39,274] Trial 174 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.23894728263139173, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9702157105921936, 'colsample_bytree': 0.8375133511148787, 'gamma': 0.18616866733708684, 'reg_alpha': 0.029497149041352616, 'reg_lambda': 2.8842192469621577}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:39,491] Trial 175 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 174, 'learning_rate': 0.23020009117978477, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.969270214029343, 'colsample_bytree': 0.8075258919342685, 'gamma': 0.24487399905361107, 'reg_alpha': 0.06210025681699487, 'reg_lambda': 2.9912668690378523}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:39,826] Trial 176 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 175, 'learning_rate': 0.27953185351318927, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9457036104034112, 'colsample_bytree': 0.8222966562940112, 'gamma': 0.10118537926935328, 'reg_alpha': 0.00046608994608777956, 'reg_lambda': 2.987761396381163}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:40,053] Trial 177 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 173, 'learning_rate': 0.2749187189530148, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9429750184788548, 'colsample_bytree': 0.808777856239302, 'gamma': 0.2626862546703392, 'reg_alpha': 0.06790607708046002, 'reg_lambda': 2.9952671378432614}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:40,369] Trial 178 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 172, 'learning_rate': 0.2809316246781019, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9481656275046018, 'colsample_bytree': 0.8060606786434151, 'gamma': 0.2884691275256358, 'reg_alpha': 0.06496860707666165, 'reg_lambda': 2.994972100568961}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:40,587] Trial 179 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.2624876288417527, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9428255205791037, 'colsample_bytree': 0.8105860203529868, 'gamma': 0.062022143980492106, 'reg_alpha': 0.053566016336556777, 'reg_lambda': 2.9105321599025102}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:40,933] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.2924141233843463, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9288999702383094, 'colsample_bytree': 0.8207899482486999, 'gamma': 0.25368213197196154, 'reg_alpha': 0.0005173736411958809, 'reg_lambda': 2.844091266958282}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:41,177] Trial 181 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 175, 'learning_rate': 0.23569627564103485, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9191758689905609, 'colsample_bytree': 0.8199715804815991, 'gamma': 0.1883832198018707, 'reg_alpha': 0.027564193468375145, 'reg_lambda': 2.903398602774365}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:41,511] Trial 182 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 174, 'learning_rate': 0.27584039787473186, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9200570601787286, 'colsample_bytree': 0.7982501913707178, 'gamma': 0.12292203953335129, 'reg_alpha': 0.03693760532039279, 'reg_lambda': 2.9355536796938186}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:41,816] Trial 183 finished with value: 0.744047619047619 and parameters: {'n_estimators': 159, 'learning_rate': 0.22516011797772098, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9439282571314631, 'colsample_bytree': 0.8165664448346731, 'gamma': 0.2516020685282271, 'reg_alpha': 0.07071291087461203, 'reg_lambda': 2.991263272540946}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:42,237] Trial 184 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 184, 'learning_rate': 0.2427847876015225, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9516155192597336, 'colsample_bytree': 0.8264860254091821, 'gamma': 0.09578560318298196, 'reg_alpha': 0.020820988274760685, 'reg_lambda': 2.7932518556142902}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:42,625] Trial 185 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 171, 'learning_rate': 0.21930965872068428, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9816253284765036, 'colsample_bytree': 0.8076392603151692, 'gamma': 0.0005114467756768548, 'reg_alpha': 0.04498342316420943, 'reg_lambda': 2.889016035429556}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:42,861] Trial 186 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 178, 'learning_rate': 0.25692875713371033, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.909638062801247, 'colsample_bytree': 0.7917282407581626, 'gamma': 0.3243107454665404, 'reg_alpha': 0.017425001911381112, 'reg_lambda': 2.945706837190739}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:43,217] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 176, 'learning_rate': 0.2492908265555385, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.901860690245866, 'colsample_bytree': 0.8190584006301598, 'gamma': 0.19018929901367634, 'reg_alpha': 0.024346433124615322, 'reg_lambda': 2.941788721415837}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:43,435] Trial 188 finished with value: 0.755952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.26625334009679136, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9694801649857797, 'colsample_bytree': 0.7901729424240465, 'gamma': 0.28000728436580086, 'reg_alpha': 0.06201414262005989, 'reg_lambda': 2.9984830959790036}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:43,836] Trial 189 finished with value: 0.75 and parameters: {'n_estimators': 192, 'learning_rate': 0.23091095747329327, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9130551953580185, 'colsample_bytree': 0.7843611665934103, 'gamma': 0.10347336732304394, 'reg_alpha': 0.0396810404666668, 'reg_lambda': 2.8501614826261514}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:44,069] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 199, 'learning_rate': 0.2704843537764634, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9775150083290958, 'colsample_bytree': 0.7991793390345825, 'gamma': 0.2410554024541101, 'reg_alpha': 0.07919402218501563, 'reg_lambda': 2.91128068787218}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:44,291] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 181, 'learning_rate': 0.2988893149695844, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9290822840746098, 'colsample_bytree': 0.8406715808390295, 'gamma': 0.3536342269436041, 'reg_alpha': 0.00041000986889833026, 'reg_lambda': 2.944920664333554}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:44,652] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 179, 'learning_rate': 0.2126204941822888, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9216804264888664, 'colsample_bytree': 0.8252515923747672, 'gamma': 0.3384266900004175, 'reg_alpha': 0.02028896114450682, 'reg_lambda': 2.830320735472219}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:44,850] Trial 193 finished with value: 0.744047619047619 and parameters: {'n_estimators': 171, 'learning_rate': 0.24915981127410283, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9377616063517371, 'colsample_bytree': 0.8348188423907577, 'gamma': 3.202575459991619, 'reg_alpha': 0.01971116217771223, 'reg_lambda': 2.912127717586482}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:45,137] Trial 194 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 184, 'learning_rate': 0.22900499653694406, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9878611495712445, 'colsample_bytree': 0.845808138928397, 'gamma': 0.17483229358283667, 'reg_alpha': 0.0474724077307458, 'reg_lambda': 2.998713390871598}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:45,437] Trial 195 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 176, 'learning_rate': 0.20235751794202347, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9675976747429332, 'colsample_bytree': 0.7773729126752813, 'gamma': 0.09084396538723469, 'reg_alpha': 0.018445660418074987, 'reg_lambda': 2.7613128552510604}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:45,691] Trial 196 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 167, 'learning_rate': 0.20899500596744877, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9658250307887143, 'colsample_bytree': 0.7923238778684445, 'gamma': 0.006325705338442844, 'reg_alpha': 0.05689324209403276, 'reg_lambda': 2.765633938423445}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:45,916] Trial 197 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.2132697646933257, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9672725951296854, 'colsample_bytree': 0.7594134950056136, 'gamma': 0.0032990243836712105, 'reg_alpha': 0.032979301898304475, 'reg_lambda': 2.8668433397054858}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:46,239] Trial 198 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 156, 'learning_rate': 0.2547935607538775, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.975195108214465, 'colsample_bytree': 0.7796170844265948, 'gamma': 0.1035982784785315, 'reg_alpha': 0.06500763181493487, 'reg_lambda': 2.7810903850970394}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:46,448] Trial 199 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.2588671948858535, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9803210652308008, 'colsample_bytree': 0.7850326810418027, 'gamma': 0.10445104169682229, 'reg_alpha': 0.06904781773546775, 'reg_lambda': 2.9461959807445406}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:46,451] A new study created in memory with name: no-name-ee9df323-8cf4-4375-9ab0-576d317de3b8
[I 2025-11-03 20:02:46,767] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.03540704001279043, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8363966108976576, 'colsample_bytree': 0.653940442943468, 'gamma': 4.536105758374957, 'reg_alpha': 0.7030757332835457, 'reg_lambda': 1.568354872761736}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:02:46,988] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.019895544884651496, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6603166413195213, 'colsample_bytree': 0.936342313822687, 'gamma': 2.4369109200789536, 'reg_alpha': 0.4376003652653754, 'reg_lambda': 0.7506590620756599}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:02:47,217] Trial 2 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 123, 'learning_rate': 0.03440586296840015, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7759854435426127, 'colsample_bytree': 0.7734277133318933, 'gamma': 1.5677044645501463, 'reg_alpha': 0.7919150578340157, 'reg_lambda': 1.4716425883721036}. Best is trial 2 with value: 0.7261904761904762.
[I 2025-11-03 20:02:47,275] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.10131483874826484, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.6839974102332298, 'colsample_bytree': 0.7936561617226923, 'gamma': 3.5940429609065965, 'reg_alpha': 0.17978940197672433, 'reg_lambda': 0.5602791345942272}. Best is trial 2 with value: 0.7261904761904762.
[I 2025-11-03 20:02:47,710] Trial 4 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 57, 'learning_rate': 0.10378367829183954, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7722067432941649, 'colsample_bytree': 0.8639178409746628, 'gamma': 0.632684845329709, 'reg_alpha': 0.024880149057306733, 'reg_lambda': 0.6347193983705952}. Best is trial 2 with value: 0.7261904761904762.
[I 2025-11-03 20:02:47,918] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.023787796703303558, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.6259961774664263, 'colsample_bytree': 0.8156941947275943, 'gamma': 4.880931941556377, 'reg_alpha': 0.600133726908741, 'reg_lambda': 2.178002461804609}. Best is trial 2 with value: 0.7261904761904762.
[I 2025-11-03 20:02:48,304] Trial 6 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 248, 'learning_rate': 0.02321934917847714, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7635258376585159, 'colsample_bytree': 0.9899459736925891, 'gamma': 1.804669808900139, 'reg_alpha': 0.4267985864899403, 'reg_lambda': 1.5671949192363661}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:48,382] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 31, 'learning_rate': 0.1667514720375881, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.6818395824391674, 'colsample_bytree': 0.7175081234882518, 'gamma': 4.133256130058163, 'reg_alpha': 0.9777535478982742, 'reg_lambda': 1.4257717915522725}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:48,811] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 213, 'learning_rate': 0.15326090292909414, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9036495724519906, 'colsample_bytree': 0.6050078961689825, 'gamma': 2.4147194633667373, 'reg_alpha': 0.4728989873042806, 'reg_lambda': 1.2334251330733625}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:49,041] Trial 9 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 220, 'learning_rate': 0.03594266374465959, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6890227489044225, 'colsample_bytree': 0.7421668370819895, 'gamma': 2.9389088365358713, 'reg_alpha': 0.3189933417629336, 'reg_lambda': 2.4565653277846966}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:49,338] Trial 10 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 155, 'learning_rate': 0.01078515146385319, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9996399834283244, 'colsample_bytree': 0.9747076477351382, 'gamma': 0.354640447315409, 'reg_alpha': 0.2685485511200013, 'reg_lambda': 2.931839732300448}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:49,599] Trial 11 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 97, 'learning_rate': 0.01270382898445655, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7771737525194228, 'colsample_bytree': 0.8970498602501791, 'gamma': 1.4424425603336775, 'reg_alpha': 0.8603862060002583, 'reg_lambda': 1.9807734671392625}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:49,787] Trial 12 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 110, 'learning_rate': 0.053846560347591804, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8402935844752308, 'colsample_bytree': 0.8279272245475848, 'gamma': 1.4096410450008419, 'reg_alpha': 0.7318262659083303, 'reg_lambda': 1.1346624240845986}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:50,020] Trial 13 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 176, 'learning_rate': 0.022039378553211662, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7659430170271887, 'colsample_bytree': 0.9866536942451616, 'gamma': 1.55721992180053, 'reg_alpha': 0.5994946120810858, 'reg_lambda': 1.9219242881716858}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:50,282] Trial 14 finished with value: 0.75 and parameters: {'n_estimators': 109, 'learning_rate': 0.05891535794144053, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8907795845903819, 'colsample_bytree': 0.746308202934893, 'gamma': 1.9064426301174378, 'reg_alpha': 0.8318397989771666, 'reg_lambda': 1.0539394443458945}. Best is trial 14 with value: 0.75.
[I 2025-11-03 20:02:50,557] Trial 15 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 84, 'learning_rate': 0.2992313570538538, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.928635700326495, 'colsample_bytree': 0.7009816360224175, 'gamma': 2.862869392117551, 'reg_alpha': 0.9034074392944806, 'reg_lambda': 1.075045151586726}. Best is trial 14 with value: 0.75.
[I 2025-11-03 20:02:50,853] Trial 16 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.07947975069744057, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8959431643604902, 'colsample_bytree': 0.8802866945376758, 'gamma': 2.039968940364716, 'reg_alpha': 0.5629082773825008, 'reg_lambda': 1.0069640142461485}. Best is trial 14 with value: 0.75.
[I 2025-11-03 20:02:51,031] Trial 17 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 82, 'learning_rate': 0.056556390854122104, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8413602489713611, 'colsample_bytree': 0.6764509209207676, 'gamma': 0.9696263045337778, 'reg_alpha': 0.37868280600904347, 'reg_lambda': 1.8049619578576377}. Best is trial 14 with value: 0.75.
[I 2025-11-03 20:02:51,391] Trial 18 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 198, 'learning_rate': 0.01515955157724893, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7252156418355474, 'colsample_bytree': 0.9303797847535844, 'gamma': 3.3905038743252156, 'reg_alpha': 0.21548429489317938, 'reg_lambda': 0.8412327777955113}. Best is trial 14 with value: 0.75.
[I 2025-11-03 20:02:51,654] Trial 19 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.05096871536467017, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9742762258568741, 'colsample_bytree': 0.765217989367468, 'gamma': 2.076398492716307, 'reg_alpha': 0.07254057758157956, 'reg_lambda': 2.3999152744381242}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:51,854] Trial 20 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.0533402035498405, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9891008389702386, 'colsample_bytree': 0.759290904792924, 'gamma': 0.920221413314372, 'reg_alpha': 0.08476226644937845, 'reg_lambda': 2.553412856409295}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:52,163] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 227, 'learning_rate': 0.04353375198164274, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9479036951513933, 'colsample_bytree': 0.8344140391021433, 'gamma': 2.029262364927966, 'reg_alpha': 0.11720774056122564, 'reg_lambda': 2.228177543121096}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:52,435] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 249, 'learning_rate': 0.07766547483870871, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8839423521364607, 'colsample_bytree': 0.7327084966412579, 'gamma': 0.029427854428488942, 'reg_alpha': 0.679641465370712, 'reg_lambda': 1.6870235985562998}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:52,768] Trial 23 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 190, 'learning_rate': 0.025201327515699846, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.957676192684264, 'colsample_bytree': 0.786245480516055, 'gamma': 2.0146522052435656, 'reg_alpha': 0.3669605304432577, 'reg_lambda': 2.8581683353811296}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:53,031] Trial 24 finished with value: 0.738095238095238 and parameters: {'n_estimators': 231, 'learning_rate': 0.06439274691165928, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8666295796212049, 'colsample_bytree': 0.6290553447007479, 'gamma': 2.930522508474989, 'reg_alpha': 0.5287329564171748, 'reg_lambda': 1.284520605105318}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:53,384] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 155, 'learning_rate': 0.016565840309141548, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8127677265890351, 'colsample_bytree': 0.6942918183575975, 'gamma': 1.0683969095371462, 'reg_alpha': 0.006487981345298627, 'reg_lambda': 2.7099847531333467}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:53,763] Trial 26 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 206, 'learning_rate': 0.02762857665969905, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7304293456845419, 'colsample_bytree': 0.8530433574152019, 'gamma': 1.8226140842940493, 'reg_alpha': 0.984498042817004, 'reg_lambda': 2.173922543013433}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:53,927] Trial 27 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 56, 'learning_rate': 0.042091938933188085, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9683966139636642, 'colsample_bytree': 0.7608005291845268, 'gamma': 2.515529422923351, 'reg_alpha': 0.2122731215671903, 'reg_lambda': 0.8741274824906983}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:54,253] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 241, 'learning_rate': 0.13412490326097715, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9317814435775671, 'colsample_bytree': 0.9256112688715639, 'gamma': 2.357530870388735, 'reg_alpha': 0.809096255757547, 'reg_lambda': 1.6291922776798542}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:54,496] Trial 29 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 249, 'learning_rate': 0.03389115457194356, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8068075967450056, 'colsample_bytree': 0.6653363376812471, 'gamma': 3.4276375807991992, 'reg_alpha': 0.647512584631105, 'reg_lambda': 1.3416846417025343}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:54,712] Trial 30 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 168, 'learning_rate': 0.08073466700417345, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9188887300692636, 'colsample_bytree': 0.8138344955320936, 'gamma': 1.7776484547886588, 'reg_alpha': 0.43283987479761327, 'reg_lambda': 2.382743084691464}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:55,038] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.07073033465067143, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8666985260128245, 'colsample_bytree': 0.7304075440675175, 'gamma': 0.2712492668257944, 'reg_alpha': 0.6913630348752493, 'reg_lambda': 1.6572783233033563}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:55,360] Trial 32 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.10775141338539371, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8618078111845304, 'colsample_bytree': 0.734162382160131, 'gamma': 1.1976732849680005, 'reg_alpha': 0.7433775048618915, 'reg_lambda': 1.8496497130637555}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:55,707] Trial 33 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.04220462658428471, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8246031724980302, 'colsample_bytree': 0.7046641077488034, 'gamma': 0.6601621217757718, 'reg_alpha': 0.8991301462371011, 'reg_lambda': 1.5379919569167613}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:56,489] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 211, 'learning_rate': 0.032163206235440084, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8608764404109612, 'colsample_bytree': 0.7708640122266309, 'gamma': 0.018891791101299127, 'reg_alpha': 0.7453117347392479, 'reg_lambda': 2.0131987815953885}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:56,782] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.06503009989207978, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.7409349438670929, 'colsample_bytree': 0.6470516372512152, 'gamma': 2.2162013432987986, 'reg_alpha': 0.8077242610421961, 'reg_lambda': 1.485258941574739}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:57,039] Trial 36 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 250, 'learning_rate': 0.0905830813165648, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7862855913590154, 'colsample_bytree': 0.964616006705543, 'gamma': 2.7618672151628623, 'reg_alpha': 0.6501101695793821, 'reg_lambda': 1.7307774905161686}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:57,271] Trial 37 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.11589610040819555, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9748772413162056, 'colsample_bytree': 0.7945834994949363, 'gamma': 0.4529359516713686, 'reg_alpha': 0.11916951694680092, 'reg_lambda': 0.6703735993343067}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:57,598] Trial 38 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 142, 'learning_rate': 0.06582128968106031, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8783852929943605, 'colsample_bytree': 0.7479227081889291, 'gamma': 4.0339968815241, 'reg_alpha': 0.4860479854230988, 'reg_lambda': 0.9752899685747192}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:57,833] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 218, 'learning_rate': 0.20406189220721513, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9159915646677712, 'colsample_bytree': 0.7254411403691543, 'gamma': 1.7220411786810839, 'reg_alpha': 0.8636669339633993, 'reg_lambda': 1.202784814046062}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:58,077] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 62, 'learning_rate': 0.04805577736191728, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.6537631787893241, 'colsample_bytree': 0.7881440395299063, 'gamma': 2.6360766358037715, 'reg_alpha': 0.2994796777784059, 'reg_lambda': 2.0970288165966613}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:58,335] Trial 41 finished with value: 0.755952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.07224754249122069, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8920562771184211, 'colsample_bytree': 0.6832056516612341, 'gamma': 0.12014036470127588, 'reg_alpha': 0.6528362703670878, 'reg_lambda': 1.6098317932718937}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:02:58,706] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.0925607915624973, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.936919811492881, 'colsample_bytree': 0.7143394635925724, 'gamma': 0.24722759887806517, 'reg_alpha': 0.6941886154106629, 'reg_lambda': 1.3774472404337024}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:02:59,038] Trial 43 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.06905907557537157, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9030320715773343, 'colsample_bytree': 0.690977240550376, 'gamma': 0.7129776086308153, 'reg_alpha': 0.6095770498026412, 'reg_lambda': 1.5847214699018828}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:02:59,405] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.12416552093207814, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7545474838011667, 'colsample_bytree': 0.6502670063450452, 'gamma': 1.2867034405853297, 'reg_alpha': 0.7592926516708174, 'reg_lambda': 1.4629953589128393}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:02:59,686] Trial 45 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 211, 'learning_rate': 0.019049361521735315, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8452843202694189, 'colsample_bytree': 0.7513047395632472, 'gamma': 0.46611366629968043, 'reg_alpha': 0.5360086916735857, 'reg_lambda': 1.8536238049594422}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:00,007] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 207, 'learning_rate': 0.010566183190304874, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8522855230812181, 'colsample_bytree': 0.7520490382641902, 'gamma': 0.271328715222961, 'reg_alpha': 0.5405873959271401, 'reg_lambda': 2.32672215033978}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:00,315] Trial 47 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.018062819009450004, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.883973967328884, 'colsample_bytree': 0.675073357134194, 'gamma': 0.5122234123039011, 'reg_alpha': 0.6067065911031985, 'reg_lambda': 0.5499077513524513}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:00,628] Trial 48 finished with value: 0.75 and parameters: {'n_estimators': 98, 'learning_rate': 0.018655749566129424, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8261708523070007, 'colsample_bytree': 0.6023614951058838, 'gamma': 0.54009950205795, 'reg_alpha': 0.5881624503171727, 'reg_lambda': 0.5259131446691633}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:00,915] Trial 49 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 199, 'learning_rate': 0.01461953774325409, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8855684116188726, 'colsample_bytree': 0.6280581351136109, 'gamma': 0.8198025543477685, 'reg_alpha': 0.4886714342920883, 'reg_lambda': 0.7486221555877532}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:01,281] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.01982503295882577, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.794362575825921, 'colsample_bytree': 0.6764515493032109, 'gamma': 4.8165571751390415, 'reg_alpha': 0.6352220021077541, 'reg_lambda': 2.6160461762890033}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:01,621] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.012693392497168709, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9112474628842119, 'colsample_bytree': 0.716235787983218, 'gamma': 0.187882871869117, 'reg_alpha': 0.7045733789856525, 'reg_lambda': 1.8499220102245966}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:01,968] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.027364268291288785, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8441384606313147, 'colsample_bytree': 0.7790730157447968, 'gamma': 0.3835984194087628, 'reg_alpha': 0.562779948018513, 'reg_lambda': 0.6227603695068692}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:02,234] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 216, 'learning_rate': 0.054287682725192576, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8939804079413989, 'colsample_bytree': 0.6714992258104919, 'gamma': 0.5638644476104797, 'reg_alpha': 0.7842726734779754, 'reg_lambda': 1.1303418709384423}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:02,611] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 236, 'learning_rate': 0.04743243683491677, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8694365545520969, 'colsample_bytree': 0.8119777234336771, 'gamma': 3.1543288537403336, 'reg_alpha': 0.5236895583412944, 'reg_lambda': 0.8896445011201795}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:02,901] Trial 55 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.03805916004390093, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8287691777743876, 'colsample_bytree': 0.7677740950203371, 'gamma': 1.0653407749527566, 'reg_alpha': 0.8455609609988523, 'reg_lambda': 1.931898459143199}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:03,307] Trial 56 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 108, 'learning_rate': 0.07383366475430599, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9425676827723358, 'colsample_bytree': 0.7361835370380606, 'gamma': 0.1074687735723423, 'reg_alpha': 0.4022579959251731, 'reg_lambda': 2.048883488562612}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:03,558] Trial 57 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 243, 'learning_rate': 0.17687642558356884, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.879145739703485, 'colsample_bytree': 0.6929316342551455, 'gamma': 0.8188188204488402, 'reg_alpha': 0.9507598181273451, 'reg_lambda': 1.705642210910817}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:03,837] Trial 58 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 200, 'learning_rate': 0.2518925094519158, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8924662475642174, 'colsample_bytree': 0.6361762521358992, 'gamma': 0.8517440311527609, 'reg_alpha': 0.9483825746196797, 'reg_lambda': 1.7756861629548133}. Best is trial 58 with value: 0.7738095238095238.
[I 2025-11-03 20:03:04,247] Trial 59 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 198, 'learning_rate': 0.22187812087864073, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9570200906964035, 'colsample_bytree': 0.6192026838207839, 'gamma': 0.802082904668753, 'reg_alpha': 0.944983008667832, 'reg_lambda': 1.7871886777164858}. Best is trial 58 with value: 0.7738095238095238.
[I 2025-11-03 20:03:04,476] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.24341157630866703, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9920783245840421, 'colsample_bytree': 0.6591004269678311, 'gamma': 1.1817130054085325, 'reg_alpha': 0.9182051554902119, 'reg_lambda': 2.2651278114950806}. Best is trial 58 with value: 0.7738095238095238.
[I 2025-11-03 20:03:04,844] Trial 61 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 223, 'learning_rate': 0.29928196850600314, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.890001317151251, 'colsample_bytree': 0.6871065223754022, 'gamma': 0.8871067561031141, 'reg_alpha': 0.9396039044040791, 'reg_lambda': 1.9019450911969582}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:05,100] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.29769746726920254, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8795812549683847, 'colsample_bytree': 0.6840146526370239, 'gamma': 1.4915663652162863, 'reg_alpha': 0.9550751414961336, 'reg_lambda': 1.944238174784071}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:05,386] Trial 63 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.19468728149574896, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9229262428680667, 'colsample_bytree': 0.6453373755233653, 'gamma': 0.9069487437087368, 'reg_alpha': 0.9997091611476625, 'reg_lambda': 1.7231147727598732}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:05,650] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 243, 'learning_rate': 0.2628416924267781, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9017898013969765, 'colsample_bytree': 0.6350233774684096, 'gamma': 0.48288228707055286, 'reg_alpha': 0.8886963035954049, 'reg_lambda': 2.473290754507063}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:06,011] Trial 65 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 232, 'learning_rate': 0.1655513586225986, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8497037161433101, 'colsample_bytree': 0.706836841493918, 'gamma': 0.6900859760974654, 'reg_alpha': 0.9419813945369265, 'reg_lambda': 2.122398435126612}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:06,274] Trial 66 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.1794793772097547, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9100197709786831, 'colsample_bytree': 0.6143311543471592, 'gamma': 1.3377210799426504, 'reg_alpha': 0.8709186286013534, 'reg_lambda': 1.8921951081017383}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:06,614] Trial 67 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.2636987063090356, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8133129149504147, 'colsample_bytree': 0.6877582696478087, 'gamma': 0.9467425024961817, 'reg_alpha': 0.44501770586899925, 'reg_lambda': 2.9194926243428503}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:06,872] Trial 68 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 177, 'learning_rate': 0.24048394882800117, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8531664250944752, 'colsample_bytree': 0.6618484671582496, 'gamma': 0.41031682951707815, 'reg_alpha': 0.469183733811281, 'reg_lambda': 2.8354530311914514}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:07,169] Trial 69 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 166, 'learning_rate': 0.13962691445963604, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.816323924535304, 'colsample_bytree': 0.6820443061990072, 'gamma': 1.0532816818681845, 'reg_alpha': 0.3232265897321332, 'reg_lambda': 2.9904769851081983}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:07,448] Trial 70 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 170, 'learning_rate': 0.14011500898100723, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8075285118014588, 'colsample_bytree': 0.6354759462246379, 'gamma': 1.6211572325084904, 'reg_alpha': 0.34408865571840824, 'reg_lambda': 2.9755034576178976}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:07,667] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.1395757678078642, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8068829978703798, 'colsample_bytree': 0.6367415787732039, 'gamma': 1.6012902716247568, 'reg_alpha': 0.3640522752290659, 'reg_lambda': 2.92564690033083}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:08,007] Trial 72 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 183, 'learning_rate': 0.14920589992389804, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8158689444894293, 'colsample_bytree': 0.686930452168911, 'gamma': 2.224066571470251, 'reg_alpha': 0.3255100189134515, 'reg_lambda': 2.982334465333358}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:08,213] Trial 73 finished with value: 0.761904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.2619528348482776, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7933754003306196, 'colsample_bytree': 0.7040336266068961, 'gamma': 1.0981672652373562, 'reg_alpha': 0.17161544109097182, 'reg_lambda': 2.7445014839316952}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:08,474] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.26607812764765926, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7788790268651213, 'colsample_bytree': 0.6565148327204015, 'gamma': 1.1352368885238941, 'reg_alpha': 0.05445731133264041, 'reg_lambda': 2.7207432227458677}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:08,695] Trial 75 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.29135995581312263, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7915899359819456, 'colsample_bytree': 0.6970422707184705, 'gamma': 0.9978235020255677, 'reg_alpha': 0.17860838576398363, 'reg_lambda': 2.785875825764472}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:09,055] Trial 76 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 143, 'learning_rate': 0.21854390678124114, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7704314767454001, 'colsample_bytree': 0.6126493496699139, 'gamma': 1.621912748101436, 'reg_alpha': 0.24707649760250622, 'reg_lambda': 2.61892615917463}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:09,274] Trial 77 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.27493108969274194, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7572883536111349, 'colsample_bytree': 0.7231910140180953, 'gamma': 1.3942444574305624, 'reg_alpha': 0.13709508450136504, 'reg_lambda': 2.897386834964325}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:09,531] Trial 78 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 161, 'learning_rate': 0.242874497500508, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7992318221948882, 'colsample_bytree': 0.707322815700171, 'gamma': 1.9111743564067631, 'reg_alpha': 0.046818057982787015, 'reg_lambda': 2.993521805390452}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:09,768] Trial 79 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 197, 'learning_rate': 0.19199014735179398, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.6979964303936903, 'colsample_bytree': 0.668500628768836, 'gamma': 0.9838570187558506, 'reg_alpha': 0.45406386700978363, 'reg_lambda': 2.7762761272341505}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:09,979] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.22387330167751238, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8369434211502701, 'colsample_bytree': 0.6260366040226221, 'gamma': 1.2941979648954123, 'reg_alpha': 0.2941669325411894, 'reg_lambda': 2.6928204710590316}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:10,323] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.161218789829677, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7833454885975824, 'colsample_bytree': 0.6818843283115275, 'gamma': 0.7051059861829725, 'reg_alpha': 0.3482623138466331, 'reg_lambda': 2.842619125598545}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:10,552] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.09648158975874954, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8088281331224579, 'colsample_bytree': 0.6409170943523638, 'gamma': 1.1289970088439307, 'reg_alpha': 0.4001926875262074, 'reg_lambda': 2.433610147437902}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:10,770] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.209008783080222, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8224103479884765, 'colsample_bytree': 0.7143987413461259, 'gamma': 0.9261662831882531, 'reg_alpha': 0.16360089644127207, 'reg_lambda': 2.529306941977203}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:11,069] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 210, 'learning_rate': 0.08369263820004978, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8168893138557369, 'colsample_bytree': 0.7538762644735297, 'gamma': 0.842869493227302, 'reg_alpha': 0.23821163109881693, 'reg_lambda': 2.903030493398844}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:11,304] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.11877086721085055, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8333521391062536, 'colsample_bytree': 0.6566935408196602, 'gamma': 0.6203991810724638, 'reg_alpha': 0.09532824238334144, 'reg_lambda': 2.9992714356945744}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:11,676] Trial 86 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 230, 'learning_rate': 0.10831728481722476, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8037082140557646, 'colsample_bytree': 0.740342738194295, 'gamma': 1.26407153658345, 'reg_alpha': 0.4103865073462827, 'reg_lambda': 1.6063380758682217}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:12,006] Trial 87 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 202, 'learning_rate': 0.2546583235830631, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.859317549108819, 'colsample_bytree': 0.7033044581976309, 'gamma': 2.13152015094074, 'reg_alpha': 0.5117290981034671, 'reg_lambda': 2.6377818679480867}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:12,379] Trial 88 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 221, 'learning_rate': 0.28532439755494754, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8416543556732029, 'colsample_bytree': 0.7227724196998434, 'gamma': 1.706446927236178, 'reg_alpha': 0.4358173286716631, 'reg_lambda': 2.765409377794303}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:12,658] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.02238212488304807, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7465610188926894, 'colsample_bytree': 0.6688928588606688, 'gamma': 1.5075156663431906, 'reg_alpha': 0.20706073839287067, 'reg_lambda': 1.5469025404550323}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:13,112] Trial 90 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.15019185715419536, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9769945636136198, 'colsample_bytree': 0.649795639123908, 'gamma': 0.36796843678644064, 'reg_alpha': 0.33706753508937004, 'reg_lambda': 1.8040000479505698}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:13,400] Trial 91 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 234, 'learning_rate': 0.01734859735457368, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.89168028151915, 'colsample_bytree': 0.6791202098316209, 'gamma': 0.536446563848147, 'reg_alpha': 0.5589595482721644, 'reg_lambda': 2.93556362034079}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:13,810] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.025164770109408784, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8742939148311365, 'colsample_bytree': 0.6902991465053117, 'gamma': 0.11838855955811134, 'reg_alpha': 0.2860317486307847, 'reg_lambda': 2.202466946886594}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:14,151] Trial 93 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 216, 'learning_rate': 0.013016472561066464, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7896388373594297, 'colsample_bytree': 0.6711493321862894, 'gamma': 0.28060074206135965, 'reg_alpha': 0.5843738689922368, 'reg_lambda': 2.8447655526433278}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:14,526] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.058917452551749266, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9279652118845344, 'colsample_bytree': 0.7612166062906653, 'gamma': 1.05266323445974, 'reg_alpha': 0.6245889302656831, 'reg_lambda': 2.294057849848225}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:14,725] Trial 95 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 133, 'learning_rate': 0.23049204943682738, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8864382202074297, 'colsample_bytree': 0.6978818409876516, 'gamma': 0.7556784289375243, 'reg_alpha': 0.6609167444229306, 'reg_lambda': 2.5340083081064164}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:15,033] Trial 96 finished with value: 0.744047619047619 and parameters: {'n_estimators': 116, 'learning_rate': 0.1825529725219329, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8238753062621126, 'colsample_bytree': 0.744365479296927, 'gamma': 0.6431991969490469, 'reg_alpha': 0.37942621984902447, 'reg_lambda': 2.5430676714920084}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:15,233] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.1351149028446395, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6002652583309012, 'colsample_bytree': 0.7782721059381144, 'gamma': 0.739631058106403, 'reg_alpha': 0.674129870404555, 'reg_lambda': 1.6606749263138654}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:15,492] Trial 98 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 127, 'learning_rate': 0.23902177665417398, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8674586996192942, 'colsample_bytree': 0.8026279260535877, 'gamma': 1.2157121031848166, 'reg_alpha': 0.0257048921850051, 'reg_lambda': 2.7088705042563856}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:15,790] Trial 99 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.22777185477675005, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9021553824814101, 'colsample_bytree': 0.7295468149945727, 'gamma': 1.9395009986378358, 'reg_alpha': 0.7174669917417571, 'reg_lambda': 2.3802315929849787}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:16,025] Trial 100 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 209, 'learning_rate': 0.2074529049284927, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8474114582240011, 'colsample_bytree': 0.8374514668692419, 'gamma': 1.4258601097762897, 'reg_alpha': 0.7745956507906363, 'reg_lambda': 1.4940723368611186}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:16,319] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.020595371137037438, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8841860215068822, 'colsample_bytree': 0.6771815409557512, 'gamma': 0.48416698635050553, 'reg_alpha': 0.544578474554466, 'reg_lambda': 2.809491868333795}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:16,658] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.2794063238988791, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8568158099810472, 'colsample_bytree': 0.6979137880016011, 'gamma': 0.8466243623741686, 'reg_alpha': 0.5019163861516063, 'reg_lambda': 2.0493104030884464}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:16,940] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.03138438678118606, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8914050492109188, 'colsample_bytree': 0.7108680095319603, 'gamma': 0.5851301313865016, 'reg_alpha': 0.6680648072627827, 'reg_lambda': 2.885108914380146}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:17,179] Trial 104 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.25822869886431465, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9146653688372358, 'colsample_bytree': 0.6861959510041602, 'gamma': 0.3201813642754294, 'reg_alpha': 0.5852510669491313, 'reg_lambda': 1.9899041553683134}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:17,507] Trial 105 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 130, 'learning_rate': 0.015797981469281585, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7969599700429486, 'colsample_bytree': 0.6986509138795277, 'gamma': 0.09780744653197179, 'reg_alpha': 0.6065443144392973, 'reg_lambda': 2.6616847855777412}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:17,717] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.29947671981168195, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9532699066888701, 'colsample_bytree': 0.6611967740106833, 'gamma': 0.9389177403679138, 'reg_alpha': 0.27063711455190703, 'reg_lambda': 2.575077364452508}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:18,000] Trial 107 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.013736393934129478, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8332695517689375, 'colsample_bytree': 0.6502685163289926, 'gamma': 0.750852047829907, 'reg_alpha': 0.6524645344922192, 'reg_lambda': 2.9457958989562236}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:18,254] Trial 108 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 240, 'learning_rate': 0.19386475921577673, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8984379015520838, 'colsample_bytree': 0.6765016309710904, 'gamma': 0.17536954641210645, 'reg_alpha': 0.46235422029502155, 'reg_lambda': 1.8919596870502489}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:18,592] Trial 109 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 183, 'learning_rate': 0.19284124149009918, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9412868120937916, 'colsample_bytree': 0.6346620846122111, 'gamma': 0.16168464058106893, 'reg_alpha': 0.47719583952602884, 'reg_lambda': 2.746956384095377}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:19,038] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.19438267884912763, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.968059012329125, 'colsample_bytree': 0.6359043156023272, 'gamma': 0.005841825099451872, 'reg_alpha': 0.4595877861366896, 'reg_lambda': 2.758376137944931}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:19,256] Trial 111 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 179, 'learning_rate': 0.1685327501246076, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9342048781075776, 'colsample_bytree': 0.6228157896097427, 'gamma': 0.21503528652358483, 'reg_alpha': 0.4187565330998078, 'reg_lambda': 1.7610182556680947}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:19,554] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 168, 'learning_rate': 0.04934421998785177, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9293500627597503, 'colsample_bytree': 0.6195510383757803, 'gamma': 0.19096154785944192, 'reg_alpha': 0.41902843408229745, 'reg_lambda': 1.7420004051286169}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:19,787] Trial 113 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.1701914574411653, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9413749679042455, 'colsample_bytree': 0.6095256846474116, 'gamma': 0.3763465385935059, 'reg_alpha': 0.3902812828439833, 'reg_lambda': 1.883940455328711}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:20,134] Trial 114 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 179, 'learning_rate': 0.12736907694764674, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9660708421464184, 'colsample_bytree': 0.6262945358830461, 'gamma': 0.16560997139718633, 'reg_alpha': 0.4508039027749915, 'reg_lambda': 1.7859972199296767}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:20,353] Trial 115 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.15567059584823112, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.947984149716629, 'colsample_bytree': 0.6428575992194608, 'gamma': 0.2788576064752474, 'reg_alpha': 0.4944442773544586, 'reg_lambda': 2.49426266560193}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:20,564] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 178, 'learning_rate': 0.15715792042385449, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9441771371924939, 'colsample_bytree': 0.640691910531415, 'gamma': 0.20962146694405093, 'reg_alpha': 0.4799159413556794, 'reg_lambda': 2.491480292034279}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:20,913] Trial 117 finished with value: 0.738095238095238 and parameters: {'n_estimators': 187, 'learning_rate': 0.18372586068332528, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9222668864855947, 'colsample_bytree': 0.6204632427026845, 'gamma': 0.021346298414047116, 'reg_alpha': 0.42395177374953164, 'reg_lambda': 2.8720594589657322}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:21,139] Trial 118 finished with value: 0.761904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.20841500733521925, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9094411838955745, 'colsample_bytree': 0.6010305492159428, 'gamma': 0.2651205858619778, 'reg_alpha': 0.3538144057099183, 'reg_lambda': 1.429394514411651}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:21,495] Trial 119 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 173, 'learning_rate': 0.1427726504481027, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9330804894880754, 'colsample_bytree': 0.633039010433085, 'gamma': 0.34959472317166645, 'reg_alpha': 0.34616826780503734, 'reg_lambda': 1.3129367027031966}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:21,768] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.21192307948722588, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9050990615851059, 'colsample_bytree': 0.6039034539499729, 'gamma': 1.0918597895252216, 'reg_alpha': 0.30742149602782576, 'reg_lambda': 2.816419104028648}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:22,159] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 161, 'learning_rate': 0.2299985028048428, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8974098323412111, 'colsample_bytree': 0.6449579050910018, 'gamma': 0.26145287558234065, 'reg_alpha': 0.44258271014573614, 'reg_lambda': 1.4447577831156433}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:22,367] Trial 122 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 157, 'learning_rate': 0.23504052209425666, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9519765274347399, 'colsample_bytree': 0.6446343600409538, 'gamma': 0.2916959936784925, 'reg_alpha': 0.367539535794477, 'reg_lambda': 1.3931230127497027}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:22,656] Trial 123 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 160, 'learning_rate': 0.22779771839594998, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.91342349643659, 'colsample_bytree': 0.6114860957607033, 'gamma': 3.916740697180398, 'reg_alpha': 0.3663051852204852, 'reg_lambda': 1.2098190456657276}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:22,905] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.19745620798928049, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8981437630043547, 'colsample_bytree': 0.627967650065231, 'gamma': 0.44436286227128813, 'reg_alpha': 0.3232550092699615, 'reg_lambda': 1.3462743667261712}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:23,221] Trial 125 finished with value: 0.755952380952381 and parameters: {'n_estimators': 147, 'learning_rate': 0.24517177522903252, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.92331264865052, 'colsample_bytree': 0.6534511253165144, 'gamma': 0.5860046428894857, 'reg_alpha': 0.44120085303814843, 'reg_lambda': 1.3770516980775882}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:23,441] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.2702976384066039, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9615639711201608, 'colsample_bytree': 0.6649577211556095, 'gamma': 0.08608540659352915, 'reg_alpha': 0.38112388043244483, 'reg_lambda': 1.2496577983910093}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:23,776] Trial 127 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.231145115016142, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.93462458880698, 'colsample_bytree': 0.645113814470782, 'gamma': 0.690296824789881, 'reg_alpha': 0.35900693256037863, 'reg_lambda': 1.433307730252651}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:24,011] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.2571610542440008, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9088809889728151, 'colsample_bytree': 0.620406878723295, 'gamma': 0.23606368255589655, 'reg_alpha': 0.470097412529481, 'reg_lambda': 2.9492882977869943}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:24,232] Trial 129 finished with value: 0.755952380952381 and parameters: {'n_estimators': 164, 'learning_rate': 0.16857926989465813, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8761713661539469, 'colsample_bytree': 0.6308508077727403, 'gamma': 0.8149676060680472, 'reg_alpha': 0.9175633298898469, 'reg_lambda': 1.5107106555732295}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:24,508] Trial 130 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 183, 'learning_rate': 0.21073524982100644, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9505840190921092, 'colsample_bytree': 0.6003045519623164, 'gamma': 0.9118135006884216, 'reg_alpha': 0.40682774144279066, 'reg_lambda': 1.5777578122365195}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:24,841] Trial 131 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.187919208757765, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.938855903407183, 'colsample_bytree': 0.6471206662480682, 'gamma': 0.29718687761767204, 'reg_alpha': 0.4899932986151433, 'reg_lambda': 1.4293162342747598}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:25,070] Trial 132 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 174, 'learning_rate': 0.20245407139374372, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9491748888268128, 'colsample_bytree': 0.6371397871573489, 'gamma': 0.41436432977516785, 'reg_alpha': 0.5111146700289002, 'reg_lambda': 1.6526701612722239}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:25,402] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 170, 'learning_rate': 0.2033359354506873, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9864781616638708, 'colsample_bytree': 0.8858756590156008, 'gamma': 0.43987292897111835, 'reg_alpha': 0.5150333248379341, 'reg_lambda': 1.6708041483520775}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:25,611] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 153, 'learning_rate': 0.24949164133119636, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9187663066130742, 'colsample_bytree': 0.6581260247113213, 'gamma': 0.5666583555994715, 'reg_alpha': 0.394430397382258, 'reg_lambda': 1.8452326197520494}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:25,926] Trial 135 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.2250762909706588, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8967810928151988, 'colsample_bytree': 0.6144813756525416, 'gamma': 1.0350753644922936, 'reg_alpha': 0.42790603207835526, 'reg_lambda': 1.952733719498049}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:26,150] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.27596180321110914, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9807015262331107, 'colsample_bytree': 0.6393023791557682, 'gamma': 0.18208433287900033, 'reg_alpha': 0.8194348892137299, 'reg_lambda': 1.6395463812836852}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:26,435] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 158, 'learning_rate': 0.17625507128228918, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7774618989838009, 'colsample_bytree': 0.6716777016625347, 'gamma': 0.3897463304066442, 'reg_alpha': 0.33160634495931807, 'reg_lambda': 1.3783768994570187}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:26,655] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.21255400545917558, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8141002653257478, 'colsample_bytree': 0.6225564930717955, 'gamma': 0.6460299901055345, 'reg_alpha': 0.9800484355926706, 'reg_lambda': 1.2636303644330802}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:26,995] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 167, 'learning_rate': 0.23657828642858683, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9584422509814822, 'colsample_bytree': 0.6088210362572197, 'gamma': 0.53210238461133, 'reg_alpha': 0.4424398767182692, 'reg_lambda': 1.1301223244218424}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:27,174] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.26272808355625665, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9266690475835021, 'colsample_bytree': 0.6620431910845057, 'gamma': 1.150930313303443, 'reg_alpha': 0.4647900198240149, 'reg_lambda': 1.6967399964265695}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:27,489] Trial 141 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 181, 'learning_rate': 0.15353129096082035, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9442768607733508, 'colsample_bytree': 0.6430529142383654, 'gamma': 0.2809932610769961, 'reg_alpha': 0.4877548892590638, 'reg_lambda': 1.761140844749545}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:27,797] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 172, 'learning_rate': 0.16279221161867719, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.947507067066569, 'colsample_bytree': 0.6309492964287146, 'gamma': 0.10775684754780779, 'reg_alpha': 0.5193377338447513, 'reg_lambda': 1.4753816292922468}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:27,946] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.19635505198752148, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8869903260892978, 'colsample_bytree': 0.6554596129109831, 'gamma': 0.25993704385011623, 'reg_alpha': 0.41387963106128134, 'reg_lambda': 2.1304532803158467}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:28,189] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 173, 'learning_rate': 0.17481404742949885, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.904975973914554, 'colsample_bytree': 0.6358225151242332, 'gamma': 0.47344231433267436, 'reg_alpha': 0.3799061390872528, 'reg_lambda': 1.5496373331621607}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:28,410] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.22071080927263206, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7093769179278749, 'colsample_bytree': 0.691722835289191, 'gamma': 0.34714054847159687, 'reg_alpha': 0.5008443978813375, 'reg_lambda': 2.999054649125741}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:28,694] Trial 146 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.14177804283539439, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7681223860973222, 'colsample_bytree': 0.6831025910672369, 'gamma': 0.8704776617467054, 'reg_alpha': 0.24869649214137685, 'reg_lambda': 1.8260596215981373}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:29,001] Trial 147 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 202, 'learning_rate': 0.2820986499079826, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9547524046077343, 'colsample_bytree': 0.6507083377428128, 'gamma': 0.02788320081021131, 'reg_alpha': 0.35438759300621303, 'reg_lambda': 2.73329636199105}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:29,389] Trial 148 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 202, 'learning_rate': 0.28059046468953025, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9582930733911207, 'colsample_bytree': 0.676279800819733, 'gamma': 0.02317004385335475, 'reg_alpha': 0.35239012224241945, 'reg_lambda': 2.719199096896368}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:29,632] Trial 149 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 206, 'learning_rate': 0.28268985117999673, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.959437392666197, 'colsample_bytree': 0.6728392461240918, 'gamma': 0.03317469987781885, 'reg_alpha': 0.2878679210466023, 'reg_lambda': 2.752538165542628}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:30,004] Trial 150 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 207, 'learning_rate': 0.2705329473445981, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9735708045573988, 'colsample_bytree': 0.6763375179397201, 'gamma': 0.009369706881607643, 'reg_alpha': 0.2661800451979321, 'reg_lambda': 2.6555588983345433}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:30,263] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.2847638473351394, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9996582022294429, 'colsample_bytree': 0.6781215306737233, 'gamma': 0.011602274454914997, 'reg_alpha': 0.3037856050136129, 'reg_lambda': 2.602861653067863}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:30,504] Trial 152 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 206, 'learning_rate': 0.2989839061946232, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9685479195460032, 'colsample_bytree': 0.6698017771024845, 'gamma': 0.1487693073625002, 'reg_alpha': 0.2760354308713392, 'reg_lambda': 2.7554091169538664}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:30,890] Trial 153 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 200, 'learning_rate': 0.29340722630160065, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9658799688382085, 'colsample_bytree': 0.6643637714025026, 'gamma': 0.1314835592358465, 'reg_alpha': 0.3149522967152604, 'reg_lambda': 2.6951580665030583}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:31,128] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 195, 'learning_rate': 0.24577937583622797, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9831359827964826, 'colsample_bytree': 0.6525355927090094, 'gamma': 0.14856672265304202, 'reg_alpha': 0.2835770753052378, 'reg_lambda': 2.8062414206356747}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:31,440] Trial 155 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 215, 'learning_rate': 0.2788689490541811, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9602428946852286, 'colsample_bytree': 0.668380374154718, 'gamma': 0.06454811460995422, 'reg_alpha': 0.33661885980784134, 'reg_lambda': 2.872519543633538}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:31,678] Trial 156 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 212, 'learning_rate': 0.2500624462828094, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.955268919207383, 'colsample_bytree': 0.6895421196978241, 'gamma': 0.18044942836725653, 'reg_alpha': 0.3741299626166442, 'reg_lambda': 2.7578184884537764}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:32,049] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 204, 'learning_rate': 0.25648737863722704, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9714447941429106, 'colsample_bytree': 0.6859593875181177, 'gamma': 0.1616588342690978, 'reg_alpha': 0.34641932096646905, 'reg_lambda': 2.730219099319175}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:32,302] Trial 158 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 212, 'learning_rate': 0.28869803495366636, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9577131385727493, 'colsample_bytree': 0.691309365755571, 'gamma': 0.013803895652256511, 'reg_alpha': 0.3697453890743841, 'reg_lambda': 2.773410783359185}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:32,653] Trial 159 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 217, 'learning_rate': 0.29429477016579475, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9567571330705751, 'colsample_bytree': 0.6917480419102325, 'gamma': 0.035484395139814946, 'reg_alpha': 0.3684342602099645, 'reg_lambda': 2.9122220162238768}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:32,909] Trial 160 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 218, 'learning_rate': 0.2964177667240753, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9560581004900803, 'colsample_bytree': 0.6889754301884311, 'gamma': 0.042505976169623066, 'reg_alpha': 0.369437237513658, 'reg_lambda': 2.922739510529492}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:33,298] Trial 161 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 211, 'learning_rate': 0.2959726351825101, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.961000916012958, 'colsample_bytree': 0.6926586795042639, 'gamma': 0.03322622814975684, 'reg_alpha': 0.36984166262814644, 'reg_lambda': 2.925326876231234}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:33,550] Trial 162 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 219, 'learning_rate': 0.2999398136878357, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9570574582022803, 'colsample_bytree': 0.6860882885818804, 'gamma': 0.004359139945280342, 'reg_alpha': 0.3772068691356196, 'reg_lambda': 2.885213572985713}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:33,936] Trial 163 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 212, 'learning_rate': 0.2949232508142784, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9565032449568347, 'colsample_bytree': 0.6920893155018347, 'gamma': 0.002102233094406398, 'reg_alpha': 0.36882134870803157, 'reg_lambda': 2.846687177662686}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:34,267] Trial 164 finished with value: 0.744047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.29760576648371584, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9657426449834232, 'colsample_bytree': 0.7050336527834569, 'gamma': 0.08531511259788882, 'reg_alpha': 0.39015008964962006, 'reg_lambda': 2.8960095078508954}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:34,667] Trial 165 finished with value: 0.8273809523809523 and parameters: {'n_estimators': 207, 'learning_rate': 0.2953780132071141, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.955142614984019, 'colsample_bytree': 0.6738609074659577, 'gamma': 0.004680201826989326, 'reg_alpha': 0.32707779403489734, 'reg_lambda': 2.836491942527204}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:34,916] Trial 166 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 207, 'learning_rate': 0.29751652350073643, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9905897342012051, 'colsample_bytree': 0.6778208552489462, 'gamma': 0.023622686716317225, 'reg_alpha': 0.32122543135644127, 'reg_lambda': 2.828207583346384}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:35,285] Trial 167 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 208, 'learning_rate': 0.29617131825237997, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9769300096167228, 'colsample_bytree': 0.6805647636575685, 'gamma': 0.010392768466317093, 'reg_alpha': 0.3183350466598693, 'reg_lambda': 2.845150357707965}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:35,560] Trial 168 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 214, 'learning_rate': 0.2814561248843134, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9534172528991208, 'colsample_bytree': 0.6946958435765356, 'gamma': 0.16856354139673127, 'reg_alpha': 0.2918417191968589, 'reg_lambda': 2.817404342469504}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:35,807] Trial 169 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 217, 'learning_rate': 0.2749131735414961, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9919813171014111, 'colsample_bytree': 0.6955825626720215, 'gamma': 0.10912608808275741, 'reg_alpha': 0.292603829937431, 'reg_lambda': 2.9395628080307237}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:36,116] Trial 170 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.27689739293375376, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9527598224795246, 'colsample_bytree': 0.6731476328651812, 'gamma': 0.08313941495767452, 'reg_alpha': 0.26670164076825564, 'reg_lambda': 2.842625625054515}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:36,366] Trial 171 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 212, 'learning_rate': 0.2978125605557883, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9559927112761488, 'colsample_bytree': 0.7157355851308259, 'gamma': 0.18090730441254485, 'reg_alpha': 0.3621141571157229, 'reg_lambda': 2.8066949690105134}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:36,717] Trial 172 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 205, 'learning_rate': 0.296698458487173, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9702134986555513, 'colsample_bytree': 0.713546998560147, 'gamma': 0.16652497571157207, 'reg_alpha': 0.23164328318005534, 'reg_lambda': 2.8978409071021516}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:36,952] Trial 173 finished with value: 0.761904761904762 and parameters: {'n_estimators': 205, 'learning_rate': 0.27027882538718084, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9714462656179037, 'colsample_bytree': 0.7196331359830277, 'gamma': 0.220824128969977, 'reg_alpha': 0.24681262759942835, 'reg_lambda': 2.7961957917351197}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:37,265] Trial 174 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 210, 'learning_rate': 0.29221774197746353, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9863671391676003, 'colsample_bytree': 0.7119335781138385, 'gamma': 0.19682343587523216, 'reg_alpha': 0.32174886598892827, 'reg_lambda': 2.869648779398256}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:37,631] Trial 175 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.29186620569050786, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9882533276332655, 'colsample_bytree': 0.7149494931037619, 'gamma': 0.00045167443866701157, 'reg_alpha': 0.20471575251154656, 'reg_lambda': 2.860836470669847}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:37,982] Trial 176 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.29850574915636063, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9806306631651088, 'colsample_bytree': 0.7081009902123112, 'gamma': 0.1461533447737865, 'reg_alpha': 0.22673627169964208, 'reg_lambda': 2.9533702482797413}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:38,214] Trial 177 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 204, 'learning_rate': 0.26363015645846993, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9656982608203901, 'colsample_bytree': 0.7026068414403356, 'gamma': 0.3221711483909087, 'reg_alpha': 0.31416434371409974, 'reg_lambda': 2.6927836534907277}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:38,507] Trial 178 finished with value: 0.738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.29839526738274474, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9941098003521007, 'colsample_bytree': 0.678582679823902, 'gamma': 0.12557231057522353, 'reg_alpha': 0.2896418260916202, 'reg_lambda': 2.8156714360498727}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:38,747] Trial 179 finished with value: 0.755952380952381 and parameters: {'n_estimators': 198, 'learning_rate': 0.27467687742756475, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9764766836300777, 'colsample_bytree': 0.6979342121865096, 'gamma': 0.2188867808345056, 'reg_alpha': 0.32621980382190596, 'reg_lambda': 2.8917025304392254}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:38,980] Trial 180 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 207, 'learning_rate': 0.2542668715499652, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9632620563605234, 'colsample_bytree': 0.6848318113440803, 'gamma': 0.34983349377167783, 'reg_alpha': 0.2747259120288126, 'reg_lambda': 2.8266135599301268}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:39,290] Trial 181 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 209, 'learning_rate': 0.2766671513281592, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9376891293460184, 'colsample_bytree': 0.6685604218680173, 'gamma': 0.0010750777380012719, 'reg_alpha': 0.35358039092546034, 'reg_lambda': 2.886612301587285}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:39,530] Trial 182 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 209, 'learning_rate': 0.27761217233053787, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.952268948911599, 'colsample_bytree': 0.6707946887326871, 'gamma': 0.014761502327663021, 'reg_alpha': 0.35403387161579003, 'reg_lambda': 2.9105690331639127}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:39,781] Trial 183 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 209, 'learning_rate': 0.2744611844814037, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9514797360878987, 'colsample_bytree': 0.6650757247247603, 'gamma': 0.0034302431715979853, 'reg_alpha': 0.3447176426992323, 'reg_lambda': 2.895403591685358}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:40,152] Trial 184 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 203, 'learning_rate': 0.29992521962085283, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9495665963046671, 'colsample_bytree': 0.6733498974972786, 'gamma': 0.10763974420487529, 'reg_alpha': 0.3395227868918694, 'reg_lambda': 2.782311171281058}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:40,377] Trial 185 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 202, 'learning_rate': 0.29891295946693985, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9679056020814344, 'colsample_bytree': 0.6730454704952029, 'gamma': 0.11464634632528478, 'reg_alpha': 0.304291297706985, 'reg_lambda': 2.7889365244541473}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:40,696] Trial 186 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 203, 'learning_rate': 0.2627989598730304, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9717424415438938, 'colsample_bytree': 0.6714702216454159, 'gamma': 0.10951649174308681, 'reg_alpha': 0.30317855509402636, 'reg_lambda': 2.7813375731141083}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:40,965] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 201, 'learning_rate': 0.26067835150970503, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9842864971476813, 'colsample_bytree': 0.6742142142081434, 'gamma': 0.14120216423890838, 'reg_alpha': 0.3140145742808059, 'reg_lambda': 2.673176791791451}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:41,304] Trial 188 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 195, 'learning_rate': 0.2986495858650435, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9709382983461874, 'colsample_bytree': 0.6763196986446933, 'gamma': 0.19524069381528497, 'reg_alpha': 0.29299983656730966, 'reg_lambda': 2.7269047426484625}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:41,551] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 204, 'learning_rate': 0.2519868443435861, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9740450811918482, 'colsample_bytree': 0.6631849171912458, 'gamma': 0.09104775830520093, 'reg_alpha': 0.2663825292470062, 'reg_lambda': 2.781163685459108}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:41,780] Trial 190 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 219, 'learning_rate': 0.27181534592698375, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9939025460463845, 'colsample_bytree': 0.6821004151996739, 'gamma': 0.22319530003553995, 'reg_alpha': 0.3339108094098444, 'reg_lambda': 2.7884477285269074}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:42,087] Trial 191 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 202, 'learning_rate': 0.28170362497168594, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9618770911737256, 'colsample_bytree': 0.6697751830296538, 'gamma': 0.0979432237884135, 'reg_alpha': 0.33873195651076765, 'reg_lambda': 2.9246162809993517}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:42,445] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.27559923500530503, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9472613312933917, 'colsample_bytree': 0.6612684371691238, 'gamma': 0.09600022137530528, 'reg_alpha': 0.2992083435015129, 'reg_lambda': 2.7592142854575923}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:42,867] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.29945136720520094, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.966141703679537, 'colsample_bytree': 0.6687389158123017, 'gamma': 0.0024722418345223263, 'reg_alpha': 0.3511775321185814, 'reg_lambda': 2.8690883119228685}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:43,098] Trial 194 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 198, 'learning_rate': 0.2603791715603061, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9817859673000797, 'colsample_bytree': 0.6850232442058186, 'gamma': 0.21671668807432928, 'reg_alpha': 0.25605989066290236, 'reg_lambda': 2.815704338216801}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:43,429] Trial 195 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 209, 'learning_rate': 0.2419186350782257, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9511250775431144, 'colsample_bytree': 0.7116567573945185, 'gamma': 0.3461701124406962, 'reg_alpha': 0.22791873864942513, 'reg_lambda': 2.733308386214055}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:43,729] Trial 196 finished with value: 0.75 and parameters: {'n_estimators': 225, 'learning_rate': 0.2805252589280445, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9432957772499523, 'colsample_bytree': 0.699622540363927, 'gamma': 0.11979055343972721, 'reg_alpha': 0.30753478403276974, 'reg_lambda': 2.9564439395850264}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:44,007] Trial 197 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 191, 'learning_rate': 0.2666028200271404, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9709415454070491, 'colsample_bytree': 0.6740451966103658, 'gamma': 0.21528556675743857, 'reg_alpha': 0.3374302769017233, 'reg_lambda': 2.9028040237019757}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:44,347] Trial 198 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 215, 'learning_rate': 0.29927625652416673, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9608230045426324, 'colsample_bytree': 0.661542542889437, 'gamma': 0.00263593894705183, 'reg_alpha': 0.2770728742670584, 'reg_lambda': 2.663154347895625}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:44,571] Trial 199 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 204, 'learning_rate': 0.24867459917807813, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9808152201284841, 'colsample_bytree': 0.9439070482366239, 'gamma': 0.2782652612682539, 'reg_alpha': 0.30833853388705473, 'reg_lambda': 2.8211478932865033}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:44,576] A new study created in memory with name: no-name-5031f188-560c-4ad4-b297-00af690fe92a
[I 2025-11-03 20:03:44,846] Trial 0 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 132, 'learning_rate': 0.016619696072742645, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8163533950466954, 'colsample_bytree': 0.8262179295059702, 'gamma': 0.7032841742777385, 'reg_alpha': 0.8860577679842464, 'reg_lambda': 2.6069182789885614}. Best is trial 0 with value: 0.6845238095238096.
[I 2025-11-03 20:03:45,071] Trial 1 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 203, 'learning_rate': 0.21383389411709502, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.960808036050782, 'colsample_bytree': 0.9273687269001187, 'gamma': 2.2054267364724995, 'reg_alpha': 0.14050997092014905, 'reg_lambda': 2.3097425872726363}. Best is trial 1 with value: 0.6904761904761905.
[I 2025-11-03 20:03:45,348] Trial 2 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 243, 'learning_rate': 0.016872249600267484, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9666675951839223, 'colsample_bytree': 0.6879276558059351, 'gamma': 0.6863408913294217, 'reg_alpha': 0.7059729737968138, 'reg_lambda': 2.511192216255638}. Best is trial 1 with value: 0.6904761904761905.
[I 2025-11-03 20:03:45,602] Trial 3 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 157, 'learning_rate': 0.08836922382389725, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9165288997634433, 'colsample_bytree': 0.7785257090317912, 'gamma': 4.132030950235121, 'reg_alpha': 0.4986650042252774, 'reg_lambda': 2.791015028690115}. Best is trial 3 with value: 0.6994047619047619.
[I 2025-11-03 20:03:45,828] Trial 4 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 184, 'learning_rate': 0.023259527626379662, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.749553905406231, 'colsample_bytree': 0.6219498768135086, 'gamma': 3.4377066639909994, 'reg_alpha': 0.1850803786451135, 'reg_lambda': 0.7205778157544489}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 20:03:46,110] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.10052620785209505, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6302951243328596, 'colsample_bytree': 0.6539418716401442, 'gamma': 4.9499260595982, 'reg_alpha': 0.1915761786133392, 'reg_lambda': 1.5438542783652394}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 20:03:46,367] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 115, 'learning_rate': 0.08959971801901438, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7423883696613192, 'colsample_bytree': 0.9104540184789597, 'gamma': 0.39818104661996256, 'reg_alpha': 0.09866049276980937, 'reg_lambda': 2.9479017218326855}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 20:03:46,735] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.06374882369585741, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.7390978370893686, 'colsample_bytree': 0.9697437616939133, 'gamma': 3.819445312873419, 'reg_alpha': 0.2938443605231006, 'reg_lambda': 0.870512046603742}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 20:03:46,960] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.24633540328566522, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.8916593718861556, 'colsample_bytree': 0.9938794676500143, 'gamma': 1.2683294390925663, 'reg_alpha': 0.9687466539443781, 'reg_lambda': 2.313923596095498}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 20:03:47,208] Trial 9 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 248, 'learning_rate': 0.11487745139834883, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8074724205849737, 'colsample_bytree': 0.9637887869030755, 'gamma': 4.883157166634224, 'reg_alpha': 0.21637982799940092, 'reg_lambda': 2.2158660232138647}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 20:03:47,318] Trial 10 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.029398059540301707, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6010504929230338, 'colsample_bytree': 0.606690360417767, 'gamma': 2.833583607081951, 'reg_alpha': 0.43033434923353664, 'reg_lambda': 0.6224152548522708}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 20:03:47,557] Trial 11 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 42, 'learning_rate': 0.030739355306146292, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6021210744781911, 'colsample_bytree': 0.6143402832758121, 'gamma': 2.7799349371431075, 'reg_alpha': 0.4677597868753375, 'reg_lambda': 0.5196495847868541}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 20:03:47,695] Trial 12 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.032319317645458714, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6851425202407999, 'colsample_bytree': 0.7230848662648068, 'gamma': 2.8705300627877532, 'reg_alpha': 0.3461136535770688, 'reg_lambda': 1.189309340447721}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 20:03:47,846] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.037644614240687754, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6656523650869716, 'colsample_bytree': 0.7350445189778189, 'gamma': 2.178962467974909, 'reg_alpha': 0.35531094249122397, 'reg_lambda': 1.2261004989240498}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 20:03:48,102] Trial 14 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.012364558949342502, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6762520679308668, 'colsample_bytree': 0.7137200464188513, 'gamma': 2.92672282114224, 'reg_alpha': 0.6671443422423733, 'reg_lambda': 1.2000815690402278}. Best is trial 14 with value: 0.7321428571428571.
[I 2025-11-03 20:03:48,322] Trial 15 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 85, 'learning_rate': 0.011690841369703392, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6739458304331071, 'colsample_bytree': 0.8300897973764194, 'gamma': 1.5534337737369717, 'reg_alpha': 0.7098818070148369, 'reg_lambda': 1.8174056763829585}. Best is trial 14 with value: 0.7321428571428571.
[I 2025-11-03 20:03:48,491] Trial 16 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 79, 'learning_rate': 0.010078202292865362, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6020559123187689, 'colsample_bytree': 0.676250055259485, 'gamma': 3.3608321151094844, 'reg_alpha': 0.6604443506784112, 'reg_lambda': 1.0593135307515065}. Best is trial 14 with value: 0.7321428571428571.
[I 2025-11-03 20:03:48,733] Trial 17 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 74, 'learning_rate': 0.018351581492046683, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6972681915681895, 'colsample_bytree': 0.7581070343097466, 'gamma': 1.9170697494565616, 'reg_alpha': 0.006235157716281581, 'reg_lambda': 1.6064484458389428}. Best is trial 17 with value: 0.7321428571428572.
[I 2025-11-03 20:03:48,965] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.016162660174463148, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.7103488737388661, 'colsample_bytree': 0.7638905100782976, 'gamma': 1.5909917919712608, 'reg_alpha': 0.006883625056569354, 'reg_lambda': 1.612985508648983}. Best is trial 17 with value: 0.7321428571428572.
[I 2025-11-03 20:03:49,264] Trial 19 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 108, 'learning_rate': 0.05187307785966039, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7777586725059403, 'colsample_bytree': 0.8568918963844823, 'gamma': 2.160769751467428, 'reg_alpha': 0.5951365087987961, 'reg_lambda': 2.006549464871876}. Best is trial 17 with value: 0.7321428571428572.
[I 2025-11-03 20:03:49,429] Trial 20 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 64, 'learning_rate': 0.0213718625777534, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8461278440869099, 'colsample_bytree': 0.71447932115358, 'gamma': 1.1385024979053355, 'reg_alpha': 0.8797492196260764, 'reg_lambda': 1.3422585629402195}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:49,647] Trial 21 finished with value: 0.75 and parameters: {'n_estimators': 73, 'learning_rate': 0.022585241959135364, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8503961378932255, 'colsample_bytree': 0.7205672677823861, 'gamma': 1.1722151396393619, 'reg_alpha': 0.8238081927923211, 'reg_lambda': 1.390349652356802}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:49,866] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 63, 'learning_rate': 0.023025063889027676, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8559702691053289, 'colsample_bytree': 0.761668443954966, 'gamma': 1.2564500918124233, 'reg_alpha': 0.8324389595345584, 'reg_lambda': 1.40714570460169}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:49,945] Trial 23 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.045825838492885664, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8498121366014485, 'colsample_bytree': 0.8050338233542509, 'gamma': 0.07737349965390461, 'reg_alpha': 0.8476545636938607, 'reg_lambda': 1.3914254164782835}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:50,281] Trial 24 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 107, 'learning_rate': 0.022789561242942596, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8619227365008394, 'colsample_bytree': 0.6797950946817068, 'gamma': 1.046769126876365, 'reg_alpha': 0.8107944261054312, 'reg_lambda': 0.91181513350236}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:50,426] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.022619661398567477, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.9210996802726437, 'colsample_bytree': 0.7398731374385689, 'gamma': 1.066529544376029, 'reg_alpha': 0.9646957625639806, 'reg_lambda': 1.8759715140925222}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:50,740] Trial 26 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.04158752075046643, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8391627022189327, 'colsample_bytree': 0.6493554646577604, 'gamma': 1.5061494092235042, 'reg_alpha': 0.780714868356009, 'reg_lambda': 1.3918670611883468}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:50,945] Trial 27 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 57, 'learning_rate': 0.026290797221088312, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9996477695571452, 'colsample_bytree': 0.7070946010419517, 'gamma': 0.017863950443632426, 'reg_alpha': 0.9054190828549857, 'reg_lambda': 1.3962046469146798}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:51,052] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 39, 'learning_rate': 0.014061031273796392, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8715984128417615, 'colsample_bytree': 0.7813093140534267, 'gamma': 0.5128958593354405, 'reg_alpha': 0.5776168154666144, 'reg_lambda': 2.0309856122333305}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:51,491] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 126, 'learning_rate': 0.06607710557118099, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8203947208022317, 'colsample_bytree': 0.8440059000930096, 'gamma': 0.9910971279683682, 'reg_alpha': 0.913459376912978, 'reg_lambda': 0.98776452236564}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:51,686] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 93, 'learning_rate': 0.017765016007862032, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.7738389146760943, 'colsample_bytree': 0.7961307415504036, 'gamma': 1.8508686898966555, 'reg_alpha': 0.810754708290868, 'reg_lambda': 1.7434546878550485}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:51,762] Trial 31 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 21, 'learning_rate': 0.03826142651652866, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8424781069536946, 'colsample_bytree': 0.8156260986664997, 'gamma': 0.23033873084504525, 'reg_alpha': 0.8508065329391133, 'reg_lambda': 1.4134454249580544}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:51,987] Trial 32 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 30, 'learning_rate': 0.04934782984997347, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8951305506609691, 'colsample_bytree': 0.8633927912705667, 'gamma': 0.7449281622168462, 'reg_alpha': 0.9988030237768953, 'reg_lambda': 1.3102210595859454}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:52,159] Trial 33 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.1352327378890544, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8977463585359464, 'colsample_bytree': 0.8770169880118917, 'gamma': 0.7225796066981971, 'reg_alpha': 0.7684657808066112, 'reg_lambda': 1.171432428530561}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:52,253] Trial 34 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.28948908740208296, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9170143494258164, 'colsample_bytree': 0.8724128344582867, 'gamma': 0.7531746603737584, 'reg_alpha': 0.9892415322052638, 'reg_lambda': 1.0919466636402178}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:52,471] Trial 35 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.14514951117768735, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8913938982379445, 'colsample_bytree': 0.8992039885828689, 'gamma': 0.711003900467224, 'reg_alpha': 0.7498971596226661, 'reg_lambda': 0.8034849916578903}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:52,674] Trial 36 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 76, 'learning_rate': 0.1810761964760944, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9712245111098924, 'colsample_bytree': 0.8909884792052901, 'gamma': 0.4941400465088238, 'reg_alpha': 0.9110634199218897, 'reg_lambda': 1.3040288211123496}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:52,870] Trial 37 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.06975409051026298, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9391850089011078, 'colsample_bytree': 0.8720892478813258, 'gamma': 0.8086120978667449, 'reg_alpha': 0.7325097687750237, 'reg_lambda': 1.5473470208269546}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:53,197] Trial 38 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 167, 'learning_rate': 0.13941706757707567, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8854336817605624, 'colsample_bytree': 0.9345435903423311, 'gamma': 1.3655404155301176, 'reg_alpha': 0.9990245419522547, 'reg_lambda': 1.6923493824655287}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:53,363] Trial 39 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 33, 'learning_rate': 0.0870356873172021, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8232909399028729, 'colsample_bytree': 0.9379133400632375, 'gamma': 1.794390070388714, 'reg_alpha': 0.8790731686016646, 'reg_lambda': 1.076282394640283}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:53,580] Trial 40 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 31, 'learning_rate': 0.07982217513755772, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8204245103346094, 'colsample_bytree': 0.9277752346057849, 'gamma': 1.8116936411053393, 'reg_alpha': 0.9336558803119313, 'reg_lambda': 0.7849498516680026}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:53,682] Trial 41 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 34, 'learning_rate': 0.07650547198454756, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.792592788187824, 'colsample_bytree': 0.9266892189636824, 'gamma': 2.481106111057872, 'reg_alpha': 0.9358650232609502, 'reg_lambda': 0.7827635667922886}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:53,835] Trial 42 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.10680033403831042, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8257987880064263, 'colsample_bytree': 0.9497448367740425, 'gamma': 1.739354578729447, 'reg_alpha': 0.8805036758776101, 'reg_lambda': 0.6583464283217866}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:53,910] Trial 43 finished with value: 0.693452380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.08358051082500276, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8756080947753138, 'colsample_bytree': 0.9982981434496603, 'gamma': 2.0060242092949836, 'reg_alpha': 0.9489334349636125, 'reg_lambda': 1.021214133493911}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:54,165] Trial 44 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 44, 'learning_rate': 0.12752851403073795, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9026966604986375, 'colsample_bytree': 0.9158287900966924, 'gamma': 2.447665126857566, 'reg_alpha': 0.8691845681337667, 'reg_lambda': 0.9221051573155028}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:54,245] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.058345412509780877, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.7976938374856762, 'colsample_bytree': 0.9680544661861713, 'gamma': 0.3713917890078042, 'reg_alpha': 0.7838672554833722, 'reg_lambda': 1.115363315206194}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:54,490] Trial 46 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 47, 'learning_rate': 0.19757672164866377, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9426534054638487, 'colsample_bytree': 0.8855245857500551, 'gamma': 0.884762710872858, 'reg_alpha': 0.8942310496483643, 'reg_lambda': 0.5243287178309757}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:54,596] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.09280983815929193, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7601636478743385, 'colsample_bytree': 0.9454196349223805, 'gamma': 1.4303633973045708, 'reg_alpha': 0.9486186670952174, 'reg_lambda': 1.2735627717335745}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:54,903] Trial 48 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 223, 'learning_rate': 0.17436822991427356, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8176542339759176, 'colsample_bytree': 0.9094831635637876, 'gamma': 0.6175407546179714, 'reg_alpha': 0.6328676159662425, 'reg_lambda': 0.7789633798759995}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:55,034] Trial 49 finished with value: 0.6875 and parameters: {'n_estimators': 39, 'learning_rate': 0.05249285525222764, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8309964038404042, 'colsample_bytree': 0.9817354016607155, 'gamma': 1.7022221800415749, 'reg_alpha': 0.9990463363980108, 'reg_lambda': 1.1612562263540431}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:55,366] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.11940452858531067, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9000859474682394, 'colsample_bytree': 0.8411681011975104, 'gamma': 1.277937249728581, 'reg_alpha': 0.7184580916384602, 'reg_lambda': 0.9527713805921837}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:55,665] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.09557090636885694, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8654439965161037, 'colsample_bytree': 0.6978705475850067, 'gamma': 1.1450486326956468, 'reg_alpha': 0.7770249785496107, 'reg_lambda': 1.3073585444277043}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:55,781] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 51, 'learning_rate': 0.07809498332527989, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8117600610387073, 'colsample_bytree': 0.8688134540921175, 'gamma': 4.653382230820354, 'reg_alpha': 0.8744975916800923, 'reg_lambda': 1.541082644217035}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:55,880] Trial 53 finished with value: 0.6875 and parameters: {'n_estimators': 28, 'learning_rate': 0.0203773350123707, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8782956181383338, 'colsample_bytree': 0.6569960463660781, 'gamma': 2.0407499365031785, 'reg_alpha': 0.8250329311836855, 'reg_lambda': 2.5751224401794524}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:56,122] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.028536479397003774, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8487076560863133, 'colsample_bytree': 0.945961536648274, 'gamma': 0.9510080952499984, 'reg_alpha': 0.5328869484766054, 'reg_lambda': 1.1985105383768222}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:56,250] Trial 55 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.1059253639345747, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7820540050699268, 'colsample_bytree': 0.632017366286644, 'gamma': 2.257687429816473, 'reg_alpha': 0.9317847755943626, 'reg_lambda': 1.0473739424274553}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:56,342] Trial 56 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.033076891010234984, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9370371457942079, 'colsample_bytree': 0.7382726006173912, 'gamma': 1.1703387335090922, 'reg_alpha': 0.7613613208190098, 'reg_lambda': 0.8390014087770472}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:56,566] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.04868824827636868, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7220715209274206, 'colsample_bytree': 0.905602404422674, 'gamma': 1.6385646723796716, 'reg_alpha': 0.6860603125891594, 'reg_lambda': 1.4870649888919287}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:56,733] Trial 58 finished with value: 0.693452380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.14039591646089192, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9043418987838167, 'colsample_bytree': 0.9197031236449996, 'gamma': 0.29091533230518607, 'reg_alpha': 0.8060622409320175, 'reg_lambda': 2.768994592766148}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:56,885] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 47, 'learning_rate': 0.015424143093846106, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8382670840778839, 'colsample_bytree': 0.8505444500236832, 'gamma': 1.3855760663945986, 'reg_alpha': 0.8519300593627127, 'reg_lambda': 0.6721835546087893}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:57,216] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.05930715869059014, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8598924826119632, 'colsample_bytree': 0.7242412053120322, 'gamma': 3.1551549383487494, 'reg_alpha': 0.9690106649780585, 'reg_lambda': 1.2806137482006188}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:57,391] Trial 61 finished with value: 0.744047619047619 and parameters: {'n_estimators': 63, 'learning_rate': 0.02579153038087156, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8539755366168259, 'colsample_bytree': 0.753606201654378, 'gamma': 1.8200284098393642, 'reg_alpha': 0.836029821495133, 'reg_lambda': 1.4477817876849863}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:57,791] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.01947075413841682, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8081439327696224, 'colsample_bytree': 0.7930100676880237, 'gamma': 1.2563429198735792, 'reg_alpha': 0.9017713468810784, 'reg_lambda': 1.3497316157678538}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:57,999] Trial 63 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 66, 'learning_rate': 0.021389449751139326, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8313523767273399, 'colsample_bytree': 0.7639445894078388, 'gamma': 0.5771406928208436, 'reg_alpha': 0.9255153373849139, 'reg_lambda': 1.1439057284248235}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:58,089] Trial 64 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 27, 'learning_rate': 0.04368974161719783, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.881753856319436, 'colsample_bytree': 0.7807706632582871, 'gamma': 0.8642981603237458, 'reg_alpha': 0.4067462585048933, 'reg_lambda': 1.6339436207232239}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:58,248] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 40, 'learning_rate': 0.03642494951027605, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8652812454823732, 'colsample_bytree': 0.8273465234605091, 'gamma': 1.0906659416074689, 'reg_alpha': 0.8011685760848204, 'reg_lambda': 1.2247359560933266}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:58,432] Trial 66 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.0364024255719915, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9269022778856417, 'colsample_bytree': 0.8312024396253487, 'gamma': 1.4878132712212793, 'reg_alpha': 0.7953078280050412, 'reg_lambda': 1.005802017538239}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:58,582] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.0703929691227321, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8684266363886926, 'colsample_bytree': 0.8149008808299215, 'gamma': 1.0396874546310113, 'reg_alpha': 0.8702200313426218, 'reg_lambda': 1.2375458029607431}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:58,747] Trial 68 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.025525937651071934, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7907794375116859, 'colsample_bytree': 0.8620893649243155, 'gamma': 2.262610320584054, 'reg_alpha': 0.7397067197825266, 'reg_lambda': 1.5027805970111257}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:59,050] Trial 69 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.03375060818543258, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9016938546673194, 'colsample_bytree': 0.886976041420309, 'gamma': 2.679682205112546, 'reg_alpha': 0.9744884526270988, 'reg_lambda': 0.8845567046236698}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:59,142] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 34, 'learning_rate': 0.04112499344245903, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8451347949477261, 'colsample_bytree': 0.8190468047298342, 'gamma': 0.43820967273692746, 'reg_alpha': 0.2997651474244231, 'reg_lambda': 1.3433134428646296}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:59,418] Trial 71 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 60, 'learning_rate': 0.014310365320371632, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8561726301105492, 'colsample_bytree': 0.7210407615511327, 'gamma': 1.238685685224954, 'reg_alpha': 0.8395320687999849, 'reg_lambda': 1.0939439671415423}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:59,637] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.02934641655636979, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8266467262697572, 'colsample_bytree': 0.6980915445286049, 'gamma': 0.7416110501928932, 'reg_alpha': 0.6896758885134726, 'reg_lambda': 1.2149305679312894}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:59,884] Trial 73 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 26, 'learning_rate': 0.02347028015489261, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.91169008305308, 'colsample_bytree': 0.8328844359282337, 'gamma': 1.0545256743834757, 'reg_alpha': 0.8925111810398637, 'reg_lambda': 1.4495800045230667}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:00,179] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.01749663482488195, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8830583760022894, 'colsample_bytree': 0.7527416464391639, 'gamma': 1.6062782297653424, 'reg_alpha': 0.8179571570054661, 'reg_lambda': 1.593662873025647}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:00,348] Trial 75 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.04702762922277569, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.64630651298564, 'colsample_bytree': 0.8049819831871754, 'gamma': 0.9023083447958972, 'reg_alpha': 0.7632590782389922, 'reg_lambda': 1.7150625303129305}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:00,538] Trial 76 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 116, 'learning_rate': 0.08240264547569581, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8928554227607961, 'colsample_bytree': 0.6707762083790338, 'gamma': 0.6619437688778939, 'reg_alpha': 0.6332802005906575, 'reg_lambda': 1.375381990054992}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:00,805] Trial 77 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.05909623155903983, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8043469051686039, 'colsample_bytree': 0.9811048554252422, 'gamma': 1.3562310012616616, 'reg_alpha': 0.9529428068059057, 'reg_lambda': 1.1564902543332605}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:00,990] Trial 78 finished with value: 0.755952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.024079113332481052, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8358695800396108, 'colsample_bytree': 0.8749975930961956, 'gamma': 1.1321996829629568, 'reg_alpha': 0.85787345948124, 'reg_lambda': 1.8567929133561365}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:01,093] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 34, 'learning_rate': 0.15523398388035287, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7641144445098267, 'colsample_bytree': 0.9360449885686417, 'gamma': 0.15823599311728753, 'reg_alpha': 0.8584403356906287, 'reg_lambda': 1.968169213284659}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:01,311] Trial 80 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 55, 'learning_rate': 0.03580170904065343, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8379220233852405, 'colsample_bytree': 0.879391693368369, 'gamma': 1.0996128155947447, 'reg_alpha': 0.9265024920895296, 'reg_lambda': 1.8680038686141889}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:01,512] Trial 81 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 83, 'learning_rate': 0.024358447567763317, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8679788010112541, 'colsample_bytree': 0.8578693562937915, 'gamma': 1.520839432537128, 'reg_alpha': 0.8951732775305279, 'reg_lambda': 2.190192881300235}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:01,745] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 63, 'learning_rate': 0.028382852032919216, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8215539131104957, 'colsample_bytree': 0.9581156460556319, 'gamma': 0.8017433213539192, 'reg_alpha': 0.13700261740577147, 'reg_lambda': 1.6652853014174729}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:01,842] Trial 83 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 23, 'learning_rate': 0.01881484209421347, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8901278997305221, 'colsample_bytree': 0.8939305906710354, 'gamma': 3.748967179036428, 'reg_alpha': 0.7966640391842771, 'reg_lambda': 1.7906080115157539}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,070] Trial 84 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.019071691174046144, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8705594348953475, 'colsample_bytree': 0.8981935087624464, 'gamma': 3.1539403832075736, 'reg_alpha': 0.7969773200786954, 'reg_lambda': 1.8136064387954578}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,197] Trial 85 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 32, 'learning_rate': 0.015730566669252093, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9517689041594221, 'colsample_bytree': 0.9271335427620887, 'gamma': 3.433853108678941, 'reg_alpha': 0.9687265624078568, 'reg_lambda': 1.957047071282715}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,350] Trial 86 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 43, 'learning_rate': 0.011318849756960658, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8886956166202836, 'colsample_bytree': 0.8430896125325433, 'gamma': 4.171237906940372, 'reg_alpha': 0.8738809606795163, 'reg_lambda': 2.145421101649929}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,534] Trial 87 finished with value: 0.625 and parameters: {'n_estimators': 22, 'learning_rate': 0.021043618732503943, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9234502183385976, 'colsample_bytree': 0.8828334778469697, 'gamma': 4.014452661195963, 'reg_alpha': 0.7172240004999378, 'reg_lambda': 2.0725826501042226}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,695] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.014048466081556616, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9112938317639463, 'colsample_bytree': 0.8950328686102275, 'gamma': 3.593839315478662, 'reg_alpha': 0.9164166054136289, 'reg_lambda': 0.9544724763694656}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,806] Trial 89 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 51, 'learning_rate': 0.04003136662212203, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8480416416139783, 'colsample_bytree': 0.8698892793017887, 'gamma': 1.777607453384372, 'reg_alpha': 0.836761946015928, 'reg_lambda': 0.7361437270338979}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,956] Trial 90 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 27, 'learning_rate': 0.06757819717093647, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8122367527978174, 'colsample_bytree': 0.9075005977726068, 'gamma': 2.3782283359131187, 'reg_alpha': 0.7549819525270429, 'reg_lambda': 1.7533758360597946}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:03,116] Trial 91 finished with value: 0.755952380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.022623490598482877, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8574201876815857, 'colsample_bytree': 0.7104843264966173, 'gamma': 1.9447132162352156, 'reg_alpha': 0.822813783563821, 'reg_lambda': 2.3432284711708182}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:03,229] Trial 92 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 45, 'learning_rate': 0.022091060215683238, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8609946535927481, 'colsample_bytree': 0.691348462615621, 'gamma': 1.8708061353290877, 'reg_alpha': 0.8204220622002882, 'reg_lambda': 2.7935185853324658}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:03,415] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 20, 'learning_rate': 0.02757273043420019, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8362208121527543, 'colsample_bytree': 0.9150779937195788, 'gamma': 2.0347836590729638, 'reg_alpha': 0.9434017792171664, 'reg_lambda': 0.5835702274582677}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:03,515] Trial 94 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 30, 'learning_rate': 0.016780342957702914, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8759097681235944, 'colsample_bytree': 0.7165306324405216, 'gamma': 2.640920636672578, 'reg_alpha': 0.7740790288883466, 'reg_lambda': 1.249738712513753}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:03,878] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 55, 'learning_rate': 0.031001873557481244, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.850318567440991, 'colsample_bytree': 0.8509447768450281, 'gamma': 4.532042335351667, 'reg_alpha': 0.8535479617650259, 'reg_lambda': 2.4293960615056513}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,026] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 39, 'learning_rate': 0.020266760181585797, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8257642948127214, 'colsample_bytree': 0.7098735575991185, 'gamma': 0.9975275400677605, 'reg_alpha': 0.884419498312268, 'reg_lambda': 1.0584460135742646}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,128] Trial 97 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 48, 'learning_rate': 0.2367334778594433, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8180655420372049, 'colsample_bytree': 0.7328964077752058, 'gamma': 0.5435367357348254, 'reg_alpha': 0.7892471516879178, 'reg_lambda': 1.5528740783429595}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,367] Trial 98 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 73, 'learning_rate': 0.01873949638119389, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7951235374666425, 'colsample_bytree': 0.8792898915507987, 'gamma': 2.130886824529111, 'reg_alpha': 0.9843412648538877, 'reg_lambda': 2.2820093944686897}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,544] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.052906577674066965, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8918318471059989, 'colsample_bytree': 0.9357997268188546, 'gamma': 1.9200532643167865, 'reg_alpha': 0.7351273010490927, 'reg_lambda': 2.4252991419373147}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,656] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 60, 'learning_rate': 0.12403202756289833, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8604906265409493, 'colsample_bytree': 0.6822487727035608, 'gamma': 1.695241520954911, 'reg_alpha': 0.812115205117788, 'reg_lambda': 1.315827623002786}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,825] Trial 101 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 40, 'learning_rate': 0.023955718872725972, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8413241252216702, 'colsample_bytree': 0.7033201089685202, 'gamma': 1.2511723169510298, 'reg_alpha': 0.8302496173884819, 'reg_lambda': 1.448258271325305}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,968] Trial 102 finished with value: 0.5 and parameters: {'n_estimators': 51, 'learning_rate': 0.0267051146986286, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8526508165511648, 'colsample_bytree': 0.7419904936697693, 'gamma': 1.1809133340369733, 'reg_alpha': 0.9099276591866228, 'reg_lambda': 1.1801186121349387}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:05,294] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 30, 'learning_rate': 0.02200705325988318, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8756454659894579, 'colsample_bytree': 0.7673670740483977, 'gamma': 1.362744516565816, 'reg_alpha': 0.8580969008017821, 'reg_lambda': 1.4088622128877213}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:05,464] Trial 104 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 58, 'learning_rate': 0.07305585609435952, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8346636452659839, 'colsample_bytree': 0.8658409175511017, 'gamma': 0.942251119929054, 'reg_alpha': 0.7848253640220746, 'reg_lambda': 1.2638989116412251}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:05,624] Trial 105 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 88, 'learning_rate': 0.0637919022436198, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8645317911345453, 'colsample_bytree': 0.7275486864998254, 'gamma': 1.4619459056905153, 'reg_alpha': 0.8793821466661818, 'reg_lambda': 1.772623587072785}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:05,919] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.10822271040110136, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8838182084193502, 'colsample_bytree': 0.6685818519817001, 'gamma': 0.7952193800173943, 'reg_alpha': 0.9529078301890338, 'reg_lambda': 1.1310843164899673}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:06,082] Trial 107 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.11394161517526763, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9105442438010952, 'colsample_bytree': 0.9017013315519263, 'gamma': 0.3162516089398003, 'reg_alpha': 0.9552756180983266, 'reg_lambda': 0.977684516117536}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:06,329] Trial 108 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 46, 'learning_rate': 0.10090985100267354, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8957577815565742, 'colsample_bytree': 0.66773372742301, 'gamma': 0.6953237179895233, 'reg_alpha': 0.9268994618733001, 'reg_lambda': 2.991622700841628}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:06,429] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 25, 'learning_rate': 0.13474733397714603, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.884466638703256, 'colsample_bytree': 0.658715998258141, 'gamma': 0.8371763497958481, 'reg_alpha': 0.9909778119358057, 'reg_lambda': 1.117488829320076}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:06,648] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.09270668889216296, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8983118156668628, 'colsample_bytree': 0.6228604008963261, 'gamma': 1.101335638904162, 'reg_alpha': 0.503052566792518, 'reg_lambda': 1.0242903935831076}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:06,815] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 63, 'learning_rate': 0.15551445539528508, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8715529827449298, 'colsample_bytree': 0.7471479923998683, 'gamma': 1.594098943487864, 'reg_alpha': 0.9027756236297236, 'reg_lambda': 1.3233510758611418}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:07,175] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.031106831976715453, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8441793289272346, 'colsample_bytree': 0.8254642737245825, 'gamma': 0.47005061999665276, 'reg_alpha': 0.8402694352662922, 'reg_lambda': 1.4939841013825528}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:07,279] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.111051728344453, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8595158156428123, 'colsample_bytree': 0.9189828307307742, 'gamma': 0.9892104704890005, 'reg_alpha': 0.9438819290702326, 'reg_lambda': 1.2163611906957519}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:07,515] Trial 114 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.02469405166674348, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9305407770932593, 'colsample_bytree': 0.6933789223239178, 'gamma': 1.334711737693256, 'reg_alpha': 0.8043166672796018, 'reg_lambda': 1.122534066512686}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:07,683] Trial 115 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 54, 'learning_rate': 0.08489080809219623, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8028129827740755, 'colsample_bytree': 0.6467175966164744, 'gamma': 0.6555993305935957, 'reg_alpha': 0.8552946998362816, 'reg_lambda': 1.0717213425299896}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:07,783] Trial 116 finished with value: 0.5 and parameters: {'n_estimators': 36, 'learning_rate': 0.09915875537483043, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8285923540122703, 'colsample_bytree': 0.6839302376704367, 'gamma': 1.1545752858362401, 'reg_alpha': 0.8842790914232811, 'reg_lambda': 0.8631300129857534}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,116] Trial 117 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 48, 'learning_rate': 0.02007473071762593, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8825214370677399, 'colsample_bytree': 0.7048410996422381, 'gamma': 0.8478987960109692, 'reg_alpha': 0.765462153885212, 'reg_lambda': 1.5784023687601552}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,283] Trial 118 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.018377806609706723, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8550618970924106, 'colsample_bytree': 0.8518303405534957, 'gamma': 1.9507325741407933, 'reg_alpha': 0.060408686980192694, 'reg_lambda': 1.864157342973679}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,423] Trial 119 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 28, 'learning_rate': 0.015078790700253563, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9054114964982897, 'colsample_bytree': 0.7760344068169394, 'gamma': 0.734613551150912, 'reg_alpha': 0.9629105579698839, 'reg_lambda': 1.362688349374573}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,566] Trial 120 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 20, 'learning_rate': 0.034898577594983285, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8166653059390585, 'colsample_bytree': 0.9545583044178721, 'gamma': 1.2239084113460248, 'reg_alpha': 0.8227493381670958, 'reg_lambda': 1.6385729745720934}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,745] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.05015537949335493, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7843013006784385, 'colsample_bytree': 0.9521311876703724, 'gamma': 1.2071033805322138, 'reg_alpha': 0.8205503590448477, 'reg_lambda': 1.4104369227348719}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,839] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 25, 'learning_rate': 0.02282050853675998, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8143914416997952, 'colsample_bytree': 0.6024332371515975, 'gamma': 1.5037194316175002, 'reg_alpha': 0.8596283525107943, 'reg_lambda': 1.1855719388730128}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,943] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 31, 'learning_rate': 0.03472550291791852, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8443945407555068, 'colsample_bytree': 0.8940878242986354, 'gamma': 1.0387061689344776, 'reg_alpha': 0.922113634228048, 'reg_lambda': 1.635998911743585}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:09,215] Trial 124 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 42, 'learning_rate': 0.044962118374668035, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8233019214947667, 'colsample_bytree': 0.9628251622068504, 'gamma': 1.2845455107248371, 'reg_alpha': 0.7950362603683976, 'reg_lambda': 1.9233075813348965}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:09,395] Trial 125 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 43, 'learning_rate': 0.045082526618195146, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8225281766017524, 'colsample_bytree': 0.9573642369273208, 'gamma': 0.895509888765869, 'reg_alpha': 0.7423007156054571, 'reg_lambda': 1.896335385833731}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:09,543] Trial 126 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.03894923254338764, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8332740108158493, 'colsample_bytree': 0.9832204060652634, 'gamma': 1.6779442197251102, 'reg_alpha': 0.8377916775207452, 'reg_lambda': 1.718074669340794}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:09,746] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 38, 'learning_rate': 0.03866190475699911, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8021410876265095, 'colsample_bytree': 0.9803355873071854, 'gamma': 1.6837091599374858, 'reg_alpha': 0.6961323538235115, 'reg_lambda': 2.0669359466011796}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:09,955] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 25, 'learning_rate': 0.043423865997104016, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8326207904660807, 'colsample_bytree': 0.9690750612734477, 'gamma': 2.16477096391446, 'reg_alpha': 0.7993064269748414, 'reg_lambda': 1.8216578460233772}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:10,164] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 33, 'learning_rate': 0.04788345383887494, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8136229233696133, 'colsample_bytree': 0.9922381476794339, 'gamma': 1.8009183874611172, 'reg_alpha': 0.9008851843008062, 'reg_lambda': 1.9151096734953532}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:10,304] Trial 130 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 39, 'learning_rate': 0.04280726748974821, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9177611670167061, 'colsample_bytree': 0.940854101359262, 'gamma': 2.3565538062586335, 'reg_alpha': 0.8370831426978519, 'reg_lambda': 1.8088352534624956}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:10,453] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.03828406412512467, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8298210242113555, 'colsample_bytree': 0.9745264455130397, 'gamma': 1.2700426329037597, 'reg_alpha': 0.7786809538498535, 'reg_lambda': 1.7117520191034628}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:10,705] Trial 132 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.05596139206069429, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8405269721847874, 'colsample_bytree': 0.9574173380887026, 'gamma': 1.3926837117287225, 'reg_alpha': 0.8701976998757153, 'reg_lambda': 1.9652575431736343}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:10,783] Trial 133 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 30, 'learning_rate': 0.017255637506752013, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8208145999291832, 'colsample_bytree': 0.987649689393852, 'gamma': 1.1093080229069416, 'reg_alpha': 0.8167355669351154, 'reg_lambda': 1.6443213540446264}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:11,071] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 168, 'learning_rate': 0.03269013796163108, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8518392768429709, 'colsample_bytree': 0.9656538585852272, 'gamma': 1.6099543904264213, 'reg_alpha': 0.7536154440580103, 'reg_lambda': 1.276922744934338}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:11,278] Trial 135 finished with value: 0.738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.03521313336554691, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8091878256629633, 'colsample_bytree': 0.6398241319081645, 'gamma': 0.9764711738763773, 'reg_alpha': 0.7201897935655425, 'reg_lambda': 1.5236791410373947}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:11,447] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 36, 'learning_rate': 0.07684432857722046, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8658775331854445, 'colsample_bytree': 0.9272030565988701, 'gamma': 0.5773271617125361, 'reg_alpha': 0.7961959379194178, 'reg_lambda': 1.6885488299696814}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:11,612] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.030670756777971216, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.78833890579591, 'colsample_bytree': 0.9385355240590811, 'gamma': 1.4450471521401653, 'reg_alpha': 0.8389530185444708, 'reg_lambda': 1.782045226335255}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:11,859] Trial 138 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 48, 'learning_rate': 0.029371802477379163, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7875777705714871, 'colsample_bytree': 0.9503990679195354, 'gamma': 1.807336257268945, 'reg_alpha': 0.8488268579513079, 'reg_lambda': 1.7574449806791657}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:11,970] Trial 139 finished with value: 0.738095238095238 and parameters: {'n_estimators': 41, 'learning_rate': 0.040593077415932904, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7730734760966121, 'colsample_bytree': 0.9399815345687105, 'gamma': 1.5343620918656473, 'reg_alpha': 0.8879792645995599, 'reg_lambda': 2.0409988440838314}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:12,112] Trial 140 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 27, 'learning_rate': 0.026695818689979153, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7940193708876655, 'colsample_bytree': 0.9611747155994849, 'gamma': 1.3146406182914903, 'reg_alpha': 0.9369175581825026, 'reg_lambda': 2.14380750860653}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:12,317] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 46, 'learning_rate': 0.036683350826257, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8334830122989367, 'colsample_bytree': 0.9312084211198124, 'gamma': 1.4827594753744902, 'reg_alpha': 0.836167179538257, 'reg_lambda': 1.8331756080092725}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:12,479] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 58, 'learning_rate': 0.03745721731073013, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7462900423443152, 'colsample_bytree': 0.9297097514794437, 'gamma': 1.6981381416069592, 'reg_alpha': 0.9993281797437872, 'reg_lambda': 1.7947697839116412}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:12,746] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.03734355471186051, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7382652458632246, 'colsample_bytree': 0.9208861511703913, 'gamma': 1.74108656250467, 'reg_alpha': 0.9950543365866417, 'reg_lambda': 1.8470521390478147}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:12,987] Trial 144 finished with value: 0.755952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.03224353081071158, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7096085804428702, 'colsample_bytree': 0.9291910819478899, 'gamma': 1.9202038669185626, 'reg_alpha': 0.962769432066792, 'reg_lambda': 1.9288923564816676}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:13,144] Trial 145 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 49, 'learning_rate': 0.03181309044092984, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8750288573262229, 'colsample_bytree': 0.9115304635015695, 'gamma': 2.0616511100766033, 'reg_alpha': 0.9128392965745309, 'reg_lambda': 1.9205810189831962}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:13,385] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.0407850357984265, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.717865961043903, 'colsample_bytree': 0.8746260784286254, 'gamma': 1.3948792976066353, 'reg_alpha': 0.9642746113098132, 'reg_lambda': 2.012097780212636}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:13,582] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 53, 'learning_rate': 0.08776557520045725, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6589056117261682, 'colsample_bytree': 0.9429707928002262, 'gamma': 1.8935318699300003, 'reg_alpha': 0.2153499646031249, 'reg_lambda': 1.7363022899597509}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:13,717] Trial 148 finished with value: 0.744047619047619 and parameters: {'n_estimators': 37, 'learning_rate': 0.04629874536421736, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8918138410933164, 'colsample_bytree': 0.8387158344284381, 'gamma': 2.001725270865597, 'reg_alpha': 0.868118742288628, 'reg_lambda': 1.9361128457885777}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:13,960] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 61, 'learning_rate': 0.13041654782294346, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6385467293742513, 'colsample_bytree': 0.9040072494798161, 'gamma': 1.6300548085065043, 'reg_alpha': 0.9405693315039948, 'reg_lambda': 2.098708166453078}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:14,146] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.031056982956260828, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7038604004311285, 'colsample_bytree': 0.9347050802377955, 'gamma': 1.429847757422122, 'reg_alpha': 0.8942608616108708, 'reg_lambda': 1.9984652296923955}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:14,303] Trial 151 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 57, 'learning_rate': 0.03634704512451312, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7269655388519269, 'colsample_bytree': 0.9237037353731957, 'gamma': 1.5372477311376282, 'reg_alpha': 0.9829718835291359, 'reg_lambda': 1.7775575066467229}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:14,553] Trial 152 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 49, 'learning_rate': 0.02879922864487604, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7555096190813806, 'colsample_bytree': 0.8881885194079459, 'gamma': 1.6577799616885405, 'reg_alpha': 0.9717966005747917, 'reg_lambda': 1.8093514095702823}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:14,705] Trial 153 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.1537021816496565, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7401125292822985, 'colsample_bytree': 0.9773281513908715, 'gamma': 1.7298364304530691, 'reg_alpha': 0.9563701736668164, 'reg_lambda': 2.6864350835912103}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:14,808] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.03308455934746963, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7671607248202231, 'colsample_bytree': 0.8622845696469308, 'gamma': 1.873859072465285, 'reg_alpha': 0.9929568710243759, 'reg_lambda': 1.8736526938960287}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:15,092] Trial 155 finished with value: 0.738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.03866155382356436, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6908478723448812, 'colsample_bytree': 0.9266781166132244, 'gamma': 3.7054579165462362, 'reg_alpha': 0.8419393280144614, 'reg_lambda': 0.9259126166652358}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:15,279] Trial 156 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 53, 'learning_rate': 0.1201202169791245, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8356030148477566, 'colsample_bytree': 0.9309150450842739, 'gamma': 0.7587604715173012, 'reg_alpha': 0.9181722970502707, 'reg_lambda': 1.7851174362779065}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:15,497] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 36, 'learning_rate': 0.05165864525011159, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7475457755490131, 'colsample_bytree': 0.9138288220348061, 'gamma': 1.7817677627357185, 'reg_alpha': 0.9735046208047096, 'reg_lambda': 2.3481278023601773}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:15,645] Trial 158 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 66, 'learning_rate': 0.025253254358634736, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8252206110588546, 'colsample_bytree': 0.9462585321301954, 'gamma': 4.860279384642663, 'reg_alpha': 0.7753198606625861, 'reg_lambda': 1.8889473009443796}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:15,841] Trial 159 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 45, 'learning_rate': 0.043553929920411724, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8434300498746986, 'colsample_bytree': 0.9325805080385207, 'gamma': 1.5561174637526198, 'reg_alpha': 0.9350483897192001, 'reg_lambda': 1.699057875195076}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:15,937] Trial 160 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 41, 'learning_rate': 0.04444144133728079, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8438278654913184, 'colsample_bytree': 0.8916193930830122, 'gamma': 1.5594229565291782, 'reg_alpha': 0.8076198497617735, 'reg_lambda': 1.6898550855698602}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:16,138] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.04264187710193123, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8325639180663956, 'colsample_bytree': 0.9334289182641268, 'gamma': 1.478637366782598, 'reg_alpha': 0.949777306461342, 'reg_lambda': 1.8343566440291847}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:16,418] Trial 162 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 136, 'learning_rate': 0.050004693887415415, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8564601094365817, 'colsample_bytree': 0.9472907833455468, 'gamma': 1.927897012818957, 'reg_alpha': 0.9985152026526545, 'reg_lambda': 1.7456428796700905}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:16,562] Trial 163 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.060674998670453846, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7315895758486859, 'colsample_bytree': 0.9171741416708141, 'gamma': 2.0699865999757563, 'reg_alpha': 0.9257949977677159, 'reg_lambda': 1.9633713263807444}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:16,841] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 57, 'learning_rate': 0.036977863759485446, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.883154331076961, 'colsample_bytree': 0.8800628447236263, 'gamma': 1.340908972846707, 'reg_alpha': 0.8715246605444577, 'reg_lambda': 1.2385428033856216}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:16,980] Trial 165 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 51, 'learning_rate': 0.17686785014215473, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6826323376981729, 'colsample_bytree': 0.9048010410174736, 'gamma': 1.6587987465903689, 'reg_alpha': 0.5583003781847324, 'reg_lambda': 1.1406439330049634}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:17,094] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.10365907415492201, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8393675648851106, 'colsample_bytree': 0.7905246514129755, 'gamma': 1.4190449710063617, 'reg_alpha': 0.8340103222796864, 'reg_lambda': 1.8544553592169792}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:17,288] Trial 167 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.041639343276378984, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8468766066659298, 'colsample_bytree': 0.9417071804814227, 'gamma': 2.983475460768551, 'reg_alpha': 0.9005397313914411, 'reg_lambda': 1.5989013489808412}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:17,609] Trial 168 finished with value: 0.5 and parameters: {'n_estimators': 45, 'learning_rate': 0.054622411131965004, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8629983080507957, 'colsample_bytree': 0.9307995059743398, 'gamma': 1.1280789904089092, 'reg_alpha': 0.9416686658286868, 'reg_lambda': 1.7306109764146245}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:17,750] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.03942977853752785, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7138165040596836, 'colsample_bytree': 0.969958796050609, 'gamma': 1.7369066435995097, 'reg_alpha': 0.8813692029318755, 'reg_lambda': 2.257099484723253}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:17,832] Trial 170 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 25, 'learning_rate': 0.02091297089660756, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9030868740187404, 'colsample_bytree': 0.8582741253899463, 'gamma': 0.9296123012778654, 'reg_alpha': 0.8566800067170957, 'reg_lambda': 2.54723944711788}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:17,993] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.11858604130609775, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8327934965740574, 'colsample_bytree': 0.9313928661990382, 'gamma': 0.8125812307764215, 'reg_alpha': 0.9143997383921258, 'reg_lambda': 1.8022393779475594}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:18,177] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 64, 'learning_rate': 0.11166878817570593, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8248400458547448, 'colsample_bytree': 0.9199323655033083, 'gamma': 0.6373140365508785, 'reg_alpha': 0.9288926075214703, 'reg_lambda': 1.7838642290514783}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:18,336] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.04597322413479115, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8062104723894687, 'colsample_bytree': 0.9359312170104626, 'gamma': 0.7711322990078158, 'reg_alpha': 0.9775809028963707, 'reg_lambda': 0.7328821711157969}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:18,488] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.13985053897469835, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.838188726989409, 'colsample_bytree': 0.9111141800845349, 'gamma': 0.5078846166419193, 'reg_alpha': 0.4103956575763149, 'reg_lambda': 1.683836858920259}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:18,676] Trial 175 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 59, 'learning_rate': 0.03415444891640479, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8511263678245223, 'colsample_bytree': 0.9260288156293124, 'gamma': 2.262774652409149, 'reg_alpha': 0.8197062458025275, 'reg_lambda': 1.0750846036040658}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:18,838] Trial 176 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 51, 'learning_rate': 0.12388868823688036, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8214464927553673, 'colsample_bytree': 0.9968490963985092, 'gamma': 1.2482757769733426, 'reg_alpha': 0.7934116080033073, 'reg_lambda': 1.9366939684381586}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:18,988] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 70, 'learning_rate': 0.14823364974137562, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8695943172640029, 'colsample_bytree': 0.9510641876641347, 'gamma': 1.0136215659888175, 'reg_alpha': 0.9581183634774095, 'reg_lambda': 1.8882036497245627}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:19,198] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.09772948210411529, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8152588011214396, 'colsample_bytree': 0.9866285038569482, 'gamma': 0.41174940531748383, 'reg_alpha': 0.9086422772503147, 'reg_lambda': 1.18072184838963}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:19,410] Trial 179 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 32, 'learning_rate': 0.022587964014008033, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8878679752489733, 'colsample_bytree': 0.8728293276521726, 'gamma': 1.5448791975216107, 'reg_alpha': 0.8523863014552583, 'reg_lambda': 0.6684810687884611}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:19,690] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 44, 'learning_rate': 0.027608120632921885, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8353836394841291, 'colsample_bytree': 0.8136029901851308, 'gamma': 1.8118810827891674, 'reg_alpha': 0.8781410587188375, 'reg_lambda': 0.8061562602892811}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:19,870] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 57, 'learning_rate': 0.04619183060480675, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8058263640653489, 'colsample_bytree': 0.9394299983711869, 'gamma': 0.8018512393565757, 'reg_alpha': 0.976479879388386, 'reg_lambda': 0.6316572007189196}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:20,103] Trial 182 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 52, 'learning_rate': 0.16500261583426307, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8093195193313297, 'colsample_bytree': 0.9350743418569611, 'gamma': 0.732457684203117, 'reg_alpha': 0.9754129156251068, 'reg_lambda': 0.7388160857555048}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:20,247] Trial 183 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 49, 'learning_rate': 0.16196118432142817, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8289704205026533, 'colsample_bytree': 0.9609413844419801, 'gamma': 4.374320026036683, 'reg_alpha': 0.9381180417133084, 'reg_lambda': 0.5544108584830838}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:20,472] Trial 184 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 53, 'learning_rate': 0.1992686858346246, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7992163336789797, 'colsample_bytree': 0.9285699929087728, 'gamma': 0.5839084819207356, 'reg_alpha': 0.9661681943909051, 'reg_lambda': 1.7818327970749883}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:20,613] Trial 185 finished with value: 0.75 and parameters: {'n_estimators': 38, 'learning_rate': 0.13294797198041952, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8444269055625547, 'colsample_bytree': 0.9466633896251834, 'gamma': 0.7187785694349702, 'reg_alpha': 0.9183878094328236, 'reg_lambda': 0.8311520916632708}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:20,784] Trial 186 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.16711503837764416, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8114498752336777, 'colsample_bytree': 0.900675616724002, 'gamma': 1.1378956650873173, 'reg_alpha': 0.8319104589522858, 'reg_lambda': 0.7550942939675939}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:20,879] Trial 187 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 30, 'learning_rate': 0.019273275153990996, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8770127459702911, 'colsample_bytree': 0.9202805377033665, 'gamma': 0.894865327305671, 'reg_alpha': 0.9516176085145172, 'reg_lambda': 1.3159429446723414}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:21,105] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 44, 'learning_rate': 0.030476977488386292, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8205875823522899, 'colsample_bytree': 0.9360172190991762, 'gamma': 1.3078890000621413, 'reg_alpha': 0.9980291687870824, 'reg_lambda': 1.7017410129102089}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:21,296] Trial 189 finished with value: 0.75 and parameters: {'n_estimators': 104, 'learning_rate': 0.10835153912464314, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8605784619067464, 'colsample_bytree': 0.6667351314407293, 'gamma': 1.9597460256632828, 'reg_alpha': 0.8044200153360622, 'reg_lambda': 1.8246379143520173}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:21,608] Trial 190 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.1921296162608204, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.6090520854759078, 'colsample_bytree': 0.9531971046244273, 'gamma': 1.6348887496823272, 'reg_alpha': 0.9037264533279529, 'reg_lambda': 1.2156816316799213}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:21,768] Trial 191 finished with value: 0.755952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.04766892319082583, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8026468961945484, 'colsample_bytree': 0.9340236576640576, 'gamma': 0.7390802005504817, 'reg_alpha': 0.9808981322471035, 'reg_lambda': 0.7154487468161225}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,039] Trial 192 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 49, 'learning_rate': 0.0371397972398341, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7959922592662912, 'colsample_bytree': 0.9395692372916863, 'gamma': 0.6805351711111607, 'reg_alpha': 0.9775739458592531, 'reg_lambda': 1.0099551879233521}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,207] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.04772177417995033, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7841153287102428, 'colsample_bytree': 0.9248476497752348, 'gamma': 0.8624176038744112, 'reg_alpha': 0.9522362724172021, 'reg_lambda': 0.6811383840510669}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,356] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.040784699699927755, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8262019394636664, 'colsample_bytree': 0.9162275925083766, 'gamma': 0.7522495365563038, 'reg_alpha': 0.9330674249898615, 'reg_lambda': 0.8932953963214518}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,523] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 59, 'learning_rate': 0.04280273810222537, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8992054793690751, 'colsample_bytree': 0.9328785107950878, 'gamma': 1.0167682366090367, 'reg_alpha': 0.9826699256843484, 'reg_lambda': 0.5986189372351163}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,758] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.03321404928997702, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8135315841592832, 'colsample_bytree': 0.8869378541976083, 'gamma': 1.459221652462237, 'reg_alpha': 0.8891164588333677, 'reg_lambda': 1.8451256311366027}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,857] Trial 197 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 34, 'learning_rate': 0.049406385822390694, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7772631699182769, 'colsample_bytree': 0.8666240933591502, 'gamma': 0.6398790171993557, 'reg_alpha': 0.8636863954208879, 'reg_lambda': 0.6957982234437294}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,995] Trial 198 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 27, 'learning_rate': 0.035474738235034664, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8387110520233523, 'colsample_bytree': 0.9634954693591626, 'gamma': 0.9283519990357194, 'reg_alpha': 0.7726224836066687, 'reg_lambda': 0.7759135838857872}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:23,140] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 51, 'learning_rate': 0.055730289400736883, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8525084159202727, 'colsample_bytree': 0.9451061953315615, 'gamma': 1.8564640375368644, 'reg_alpha': 0.2844482446369806, 'reg_lambda': 1.74654649582314}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:23,145] A new study created in memory with name: no-name-353a7911-6fad-47ee-8abf-ff4aa4eee750
[I 2025-11-03 20:04:23,424] Trial 0 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 23, 'learning_rate': 0.011739376850757642, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7010518259404315, 'colsample_bytree': 0.6699423337862577, 'gamma': 3.0887425563613546, 'reg_alpha': 0.700507147611109, 'reg_lambda': 1.6827758205032624}. Best is trial 0 with value: 0.6071428571428572.
[I 2025-11-03 20:04:23,692] Trial 1 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.019881087358267078, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6426346635609179, 'colsample_bytree': 0.8280826058304313, 'gamma': 3.158340656335412, 'reg_alpha': 0.34270011737885053, 'reg_lambda': 1.0172796616098956}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:04:24,001] Trial 2 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.1587888393284787, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6225265126921368, 'colsample_bytree': 0.6044173981087265, 'gamma': 4.947391165708962, 'reg_alpha': 0.9554110829835656, 'reg_lambda': 1.160495744739598}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:04:24,202] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.02202936259827647, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.7590427593646085, 'colsample_bytree': 0.8461262305632415, 'gamma': 0.1457881142543399, 'reg_alpha': 0.6942136404296505, 'reg_lambda': 0.8512309048333673}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:04:24,523] Trial 4 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 218, 'learning_rate': 0.050658106210705524, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8676698923256736, 'colsample_bytree': 0.6942000113218041, 'gamma': 3.366640004937148, 'reg_alpha': 0.327093322808355, 'reg_lambda': 0.9755914166258044}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:04:24,755] Trial 5 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 203, 'learning_rate': 0.09876406537080218, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9424331674034925, 'colsample_bytree': 0.6803077399578792, 'gamma': 4.848859689905051, 'reg_alpha': 0.5671352679123435, 'reg_lambda': 2.8032117685518583}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:04:24,968] Trial 6 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 80, 'learning_rate': 0.043951834233612395, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6504045569520516, 'colsample_bytree': 0.8272461614211731, 'gamma': 1.5364481294449512, 'reg_alpha': 0.358241009176021, 'reg_lambda': 1.970239146160094}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:25,078] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.13666690789206257, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.9199312902995175, 'colsample_bytree': 0.7135304518840375, 'gamma': 4.919093169199066, 'reg_alpha': 0.49352071068369363, 'reg_lambda': 0.5963393089140491}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:25,396] Trial 8 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 220, 'learning_rate': 0.01204331278432211, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6562116727234566, 'colsample_bytree': 0.7868059026348575, 'gamma': 1.0302503719219558, 'reg_alpha': 0.48759224065897755, 'reg_lambda': 1.5404126253567867}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:25,585] Trial 9 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 94, 'learning_rate': 0.021675008035562784, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.766945481288235, 'colsample_bytree': 0.9361547387077678, 'gamma': 3.7430923533701628, 'reg_alpha': 0.46441567455100763, 'reg_lambda': 0.7227422781219585}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:26,014] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.2941556753030448, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.8337931608029443, 'colsample_bytree': 0.9634251023323025, 'gamma': 1.7016394279151072, 'reg_alpha': 0.025687432363893703, 'reg_lambda': 2.425397089432537}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:26,246] Trial 11 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 159, 'learning_rate': 0.040339968479310734, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6000618673487127, 'colsample_bytree': 0.8512917804279992, 'gamma': 2.178563632919288, 'reg_alpha': 0.19230044787143, 'reg_lambda': 2.1159711689002836}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:26,577] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 98, 'learning_rate': 0.028143284537817826, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7014053442484853, 'colsample_bytree': 0.795131689675735, 'gamma': 1.6183459786036136, 'reg_alpha': 0.26288636258801873, 'reg_lambda': 2.0427269544046136}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:26,884] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 250, 'learning_rate': 0.08131086190584201, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6952577337802064, 'colsample_bytree': 0.8752351447302611, 'gamma': 2.6676008226928856, 'reg_alpha': 0.11669335097292283, 'reg_lambda': 1.374622144306036}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:27,109] Trial 14 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 177, 'learning_rate': 0.03191415522643703, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6686634645887296, 'colsample_bytree': 0.9112439032269362, 'gamma': 3.8909208202190575, 'reg_alpha': 0.3535727797123991, 'reg_lambda': 2.01555442828144}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:27,369] Trial 15 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 110, 'learning_rate': 0.017071743165193044, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7480564284241955, 'colsample_bytree': 0.7744683727887666, 'gamma': 0.5740428413022904, 'reg_alpha': 0.38155180308855685, 'reg_lambda': 1.2783322958155274}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:27,524] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.06249220573678998, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.6384182308058938, 'colsample_bytree': 0.992898290491384, 'gamma': 2.205476917814508, 'reg_alpha': 0.6454632332004525, 'reg_lambda': 2.496264408006004}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:27,735] Trial 17 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.04040532685936694, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9856253259601353, 'colsample_bytree': 0.7360270106421151, 'gamma': 1.4350179164216332, 'reg_alpha': 0.8643924087961947, 'reg_lambda': 1.801621181646355}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:27,899] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.014623548300401915, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8079230212833765, 'colsample_bytree': 0.8356458295389155, 'gamma': 2.7447776391093015, 'reg_alpha': 0.16953344496025907, 'reg_lambda': 0.5238772330342819}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:28,145] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.010654341942259875, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8121941103903154, 'colsample_bytree': 0.8954640285285878, 'gamma': 2.568285797836524, 'reg_alpha': 0.012516677141100219, 'reg_lambda': 2.3704772940574506}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:28,368] Trial 20 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 45, 'learning_rate': 0.01519632838564424, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8722443966189211, 'colsample_bytree': 0.7528108156631529, 'gamma': 0.9005817828300939, 'reg_alpha': 0.17481064311582611, 'reg_lambda': 2.9973399107258496}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:28,479] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 46, 'learning_rate': 0.015205205584079796, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8786324874709415, 'colsample_bytree': 0.763092939153851, 'gamma': 0.857876617839734, 'reg_alpha': 0.16484545063087547, 'reg_lambda': 2.9899719785890007}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:28,741] Trial 22 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.02988078310171086, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8479580093003514, 'colsample_bytree': 0.8176133342102119, 'gamma': 1.2720647418198843, 'reg_alpha': 0.10276552130597383, 'reg_lambda': 2.553759249275013}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:28,840] Trial 23 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 47, 'learning_rate': 0.013309595847862862, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7843358560909534, 'colsample_bytree': 0.751591187175469, 'gamma': 0.15966879554810198, 'reg_alpha': 0.2358967039652371, 'reg_lambda': 2.817654528551918}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:29,119] Trial 24 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.01010942594010663, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9021653237655842, 'colsample_bytree': 0.880627749623119, 'gamma': 1.8994260135377883, 'reg_alpha': 0.2572466098827124, 'reg_lambda': 0.5219549211918701}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:29,333] Trial 25 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.010303090751180907, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.93153928994603, 'colsample_bytree': 0.8796283252886825, 'gamma': 1.8957965742792817, 'reg_alpha': 0.28240859579509126, 'reg_lambda': 0.6077758160343825}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:29,634] Trial 26 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 130, 'learning_rate': 0.010042439270823107, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9189568621556418, 'colsample_bytree': 0.8797811154998857, 'gamma': 1.9293020243826315, 'reg_alpha': 0.40738077686782076, 'reg_lambda': 0.843759764656464}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:29,851] Trial 27 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.010779362032572784, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9140204938727864, 'colsample_bytree': 0.9351022880450025, 'gamma': 1.9434051139171906, 'reg_alpha': 0.41243206619994033, 'reg_lambda': 0.8500677852490952}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:30,168] Trial 28 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 115, 'learning_rate': 0.02383181613426747, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9978443877597046, 'colsample_bytree': 0.9342382645431804, 'gamma': 2.0673182493638875, 'reg_alpha': 0.2737026396778168, 'reg_lambda': 0.6896619905193371}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:30,450] Trial 29 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.01167829018374476, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9625100908228038, 'colsample_bytree': 0.9918719711273549, 'gamma': 2.373222735057328, 'reg_alpha': 0.5854449277994425, 'reg_lambda': 1.0852174432125916}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:30,855] Trial 30 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 176, 'learning_rate': 0.017636838944560928, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9025904300231611, 'colsample_bytree': 0.9334051795558003, 'gamma': 2.9242184497483223, 'reg_alpha': 0.4311583390064202, 'reg_lambda': 0.8424771959297336}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:31,122] Trial 31 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 133, 'learning_rate': 0.01028181030882874, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.916600067329099, 'colsample_bytree': 0.8782634641044222, 'gamma': 1.8500764838015216, 'reg_alpha': 0.4209536758535746, 'reg_lambda': 0.8197755804990637}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:31,423] Trial 32 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 118, 'learning_rate': 0.01039013569739232, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9489037512057616, 'colsample_bytree': 0.9036492837129391, 'gamma': 2.0354602549844873, 'reg_alpha': 0.5588990522933506, 'reg_lambda': 0.5387834416051477}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:31,639] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 134, 'learning_rate': 0.013457674925426865, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8954722108665335, 'colsample_bytree': 0.8592916084525101, 'gamma': 1.2347343458704538, 'reg_alpha': 0.2725008130403566, 'reg_lambda': 0.9921288048838078}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:32,005] Trial 34 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 145, 'learning_rate': 0.018870610901723234, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8937864324294527, 'colsample_bytree': 0.8600063994425827, 'gamma': 1.1667729900240824, 'reg_alpha': 0.30488472472149475, 'reg_lambda': 1.2668890673348283}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:32,854] Trial 35 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.013062551692615079, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9748807045562418, 'colsample_bytree': 0.6001927803010436, 'gamma': 1.424939579963233, 'reg_alpha': 0.23420784203810902, 'reg_lambda': 0.989780541098672}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:33,158] Trial 36 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 140, 'learning_rate': 0.012895666583559964, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9404164305582651, 'colsample_bytree': 0.9650709258754957, 'gamma': 0.6351310105575463, 'reg_alpha': 0.09550381637228739, 'reg_lambda': 0.7032198482641587}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:33,389] Trial 37 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 106, 'learning_rate': 0.02348570253966601, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.85040986645528, 'colsample_bytree': 0.6337159386138252, 'gamma': 2.460408516909094, 'reg_alpha': 0.31349705400335653, 'reg_lambda': 0.9902686925392483}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:33,667] Trial 38 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.01688572822560017, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8923988631877735, 'colsample_bytree': 0.9127225802793567, 'gamma': 3.1764576965648885, 'reg_alpha': 0.8620388368715944, 'reg_lambda': 1.1456057361530219}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:33,976] Trial 39 finished with value: 0.75 and parameters: {'n_estimators': 177, 'learning_rate': 0.013539871956286923, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9328558868860786, 'colsample_bytree': 0.8113644020864709, 'gamma': 1.7841377473910949, 'reg_alpha': 0.29291314437464866, 'reg_lambda': 0.6122522960543396}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:34,411] Trial 40 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 190, 'learning_rate': 0.020885191522511174, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9454409118919884, 'colsample_bytree': 0.8100179980930664, 'gamma': 1.7270385842631608, 'reg_alpha': 0.21661802334562508, 'reg_lambda': 1.5641035025290972}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:34,664] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 166, 'learning_rate': 0.012381791097614066, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.931823247431753, 'colsample_bytree': 0.8437043207229935, 'gamma': 2.2872074533743554, 'reg_alpha': 0.2944169254112805, 'reg_lambda': 0.6442846883870423}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:34,852] Trial 42 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.01476296207022157, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.9632495721286913, 'colsample_bytree': 0.8695165987854815, 'gamma': 1.2761725336366465, 'reg_alpha': 0.35293002892473574, 'reg_lambda': 0.5028895718173672}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:35,156] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 106, 'learning_rate': 0.011828656656289571, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9087111147110327, 'colsample_bytree': 0.954074643954985, 'gamma': 1.8952193361457115, 'reg_alpha': 0.4521953287193031, 'reg_lambda': 0.897002686241636}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:35,346] Trial 44 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 94, 'learning_rate': 0.010049320297291048, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8825031326535462, 'colsample_bytree': 0.8922631932736925, 'gamma': 1.5281611117201992, 'reg_alpha': 0.5075164153618945, 'reg_lambda': 0.7186425961542836}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:35,678] Trial 45 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 201, 'learning_rate': 0.14304210902358913, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8489734671843341, 'colsample_bytree': 0.8284890399516633, 'gamma': 1.6343167955178273, 'reg_alpha': 0.27624279487869724, 'reg_lambda': 0.6273702994620786}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:35,881] Trial 46 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 125, 'learning_rate': 0.19004268746168684, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9320333169015433, 'colsample_bytree': 0.852292534581049, 'gamma': 1.0727418782695124, 'reg_alpha': 0.38814195063157986, 'reg_lambda': 0.7898588125588533}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:36,193] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 155, 'learning_rate': 0.02675928411009221, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8636824427178403, 'colsample_bytree': 0.7856224416067984, 'gamma': 0.5960708373818451, 'reg_alpha': 0.3432046493251862, 'reg_lambda': 0.9275740472557733}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:36,483] Trial 48 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 238, 'learning_rate': 0.019346847591276233, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8230390591110637, 'colsample_bytree': 0.9131942835439321, 'gamma': 4.647438145941839, 'reg_alpha': 0.12323971467191355, 'reg_lambda': 1.1114603171722188}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:36,832] Trial 49 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 173, 'learning_rate': 0.01430307004087608, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9582085191413044, 'colsample_bytree': 0.8048672287320078, 'gamma': 2.8477027884118677, 'reg_alpha': 0.23385676184816379, 'reg_lambda': 1.263820988367991}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:37,193] Trial 50 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.016407463327912247, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9816861642285765, 'colsample_bytree': 0.862643889969801, 'gamma': 1.7471322066683763, 'reg_alpha': 0.04812196779333533, 'reg_lambda': 0.6023090753733591}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:37,487] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 190, 'learning_rate': 0.01613726550113868, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9990802909708589, 'colsample_bytree': 0.8664026327624849, 'gamma': 1.7997252586003076, 'reg_alpha': 0.06302217009855215, 'reg_lambda': 0.6024506867126418}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:37,779] Trial 52 finished with value: 0.761904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.0339697408653356, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.997767575953044, 'colsample_bytree': 0.8567715617166852, 'gamma': 1.723745000441314, 'reg_alpha': 0.06409996076774412, 'reg_lambda': 0.6041179996786797}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:38,040] Trial 53 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.033943008574874756, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9794703552580302, 'colsample_bytree': 0.8227301736395849, 'gamma': 1.32997502659558, 'reg_alpha': 0.029243667553219978, 'reg_lambda': 0.7450707846950935}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:38,404] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.025426368383293117, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9757061490041393, 'colsample_bytree': 0.8456360306395921, 'gamma': 2.11673778092528, 'reg_alpha': 0.06406650732819655, 'reg_lambda': 0.5095504961148446}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:38,660] Trial 55 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 207, 'learning_rate': 0.09544067477156713, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9863459889184845, 'colsample_bytree': 0.8347865489722771, 'gamma': 1.5570299587003535, 'reg_alpha': 0.1593487546983307, 'reg_lambda': 0.5922351094190774}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:39,036] Trial 56 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 216, 'learning_rate': 0.06454359788376143, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9574385205692293, 'colsample_bytree': 0.8896840636521264, 'gamma': 2.2637954315934037, 'reg_alpha': 0.1277677384435612, 'reg_lambda': 0.6362315349368115}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:39,288] Trial 57 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.04654523551093573, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9283885522236681, 'colsample_bytree': 0.7950335103465779, 'gamma': 0.8549067957533811, 'reg_alpha': 0.04986925497517495, 'reg_lambda': 0.7614462363453701}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:39,555] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.035843647180049565, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9707089114729469, 'colsample_bytree': 0.859808668838984, 'gamma': 1.6747757866508277, 'reg_alpha': 0.2005729809035539, 'reg_lambda': 1.3746221310155724}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:39,852] Trial 59 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.013716548593939705, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7433047663377816, 'colsample_bytree': 0.8832606105288816, 'gamma': 1.0555630908763758, 'reg_alpha': 0.148081968564522, 'reg_lambda': 0.9288597516707968}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:40,190] Trial 60 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.01836380334374842, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9909967913217529, 'colsample_bytree': 0.9219593884349357, 'gamma': 2.5217411367634557, 'reg_alpha': 0.25115238071333196, 'reg_lambda': 1.7557603920010854}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:40,421] Trial 61 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.01654500368406247, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.9916401715913724, 'colsample_bytree': 0.8651096884433948, 'gamma': 1.7795408229636465, 'reg_alpha': 0.07394485642760991, 'reg_lambda': 0.6480615479446425}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:40,704] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 161, 'learning_rate': 0.011684858543465088, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9477784737130638, 'colsample_bytree': 0.8983896473857076, 'gamma': 1.5022741325165345, 'reg_alpha': 0.01198327969963927, 'reg_lambda': 0.5693519330526662}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:40,945] Trial 63 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 180, 'learning_rate': 0.01594295123389615, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9683002141962911, 'colsample_bytree': 0.8725264701145179, 'gamma': 1.9994394508518734, 'reg_alpha': 0.07499694436914064, 'reg_lambda': 0.5892994404936476}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:41,303] Trial 64 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 170, 'learning_rate': 0.011616294032217717, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8974798246817006, 'colsample_bytree': 0.8405711348868127, 'gamma': 2.0051955609127425, 'reg_alpha': 0.19220065668861747, 'reg_lambda': 0.5066634644069025}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:41,536] Trial 65 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 153, 'learning_rate': 0.022245474894223047, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9282161783331124, 'colsample_bytree': 0.853699666911314, 'gamma': 2.155167466623353, 'reg_alpha': 0.09146279475659772, 'reg_lambda': 1.0662244578627211}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:41,774] Trial 66 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 134, 'learning_rate': 0.02037304852902592, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9667516585496355, 'colsample_bytree': 0.81663070581587, 'gamma': 1.3892161679782662, 'reg_alpha': 0.13252650511543787, 'reg_lambda': 0.7564814119782654}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:42,057] Trial 67 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 178, 'learning_rate': 0.015237927511724706, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9434451769580531, 'colsample_bytree': 0.8767198390265926, 'gamma': 2.3217027431905612, 'reg_alpha': 0.04095227805175927, 'reg_lambda': 0.6821208988888616}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:42,356] Trial 68 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 182, 'learning_rate': 0.013403560848648806, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9542297118836733, 'colsample_bytree': 0.8277292529223215, 'gamma': 2.6294227249427777, 'reg_alpha': 0.0023650115758290513, 'reg_lambda': 0.8876512844820623}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:42,829] Trial 69 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 147, 'learning_rate': 0.05888804528287673, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8846097574436861, 'colsample_bytree': 0.8876517451032279, 'gamma': 1.1994359660609466, 'reg_alpha': 0.3214974648177133, 'reg_lambda': 1.8953475774853505}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:43,228] Trial 70 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 197, 'learning_rate': 0.011294150784495948, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9087337938250584, 'colsample_bytree': 0.7779254883292551, 'gamma': 0.3755975674940202, 'reg_alpha': 0.19551208879975296, 'reg_lambda': 2.170702594199632}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:43,541] Trial 71 finished with value: 0.755952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.01576020769473584, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9942569438510754, 'colsample_bytree': 0.8655801854109603, 'gamma': 1.8184604288259492, 'reg_alpha': 0.07951663955599284, 'reg_lambda': 0.604446321853993}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:43,749] Trial 72 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.012738951460037631, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9833137121315177, 'colsample_bytree': 0.8683673724744672, 'gamma': 1.876924425659808, 'reg_alpha': 0.07688727528266878, 'reg_lambda': 0.5780861798695642}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:43,946] Trial 73 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 99, 'learning_rate': 0.015455854785479126, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9724176571537477, 'colsample_bytree': 0.9059030359282779, 'gamma': 1.9287019915813763, 'reg_alpha': 0.08800195435295964, 'reg_lambda': 0.5742482749340202}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:44,173] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 114, 'learning_rate': 0.0128972728799295, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9987691583625548, 'colsample_bytree': 0.876292951760239, 'gamma': 1.7315538498168004, 'reg_alpha': 0.10849039006870666, 'reg_lambda': 0.6909063653771811}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:44,511] Trial 75 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 113, 'learning_rate': 0.017598330492655315, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9990490788719202, 'colsample_bytree': 0.8706613804959217, 'gamma': 1.6958031030829475, 'reg_alpha': 0.10638645362246252, 'reg_lambda': 0.7908435838153781}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:44,701] Trial 76 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 96, 'learning_rate': 0.0124638626973695, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9859853179941265, 'colsample_bytree': 0.7240846631694242, 'gamma': 2.077394569541526, 'reg_alpha': 0.030800706698406215, 'reg_lambda': 0.7006337686932261}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:44,993] Trial 77 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.019507419258693332, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.973302720641943, 'colsample_bytree': 0.8406001381353041, 'gamma': 1.7961409931889831, 'reg_alpha': 0.14451943834310946, 'reg_lambda': 0.5768151641438867}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:45,198] Trial 78 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 109, 'learning_rate': 0.029103365076402803, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.987741355355336, 'colsample_bytree': 0.9268476076332439, 'gamma': 2.365670887834621, 'reg_alpha': 0.07060676756722101, 'reg_lambda': 0.6781380026713776}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:45,453] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.07258043967757864, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.981959081710594, 'colsample_bytree': 0.8990844273626081, 'gamma': 2.1794760054515496, 'reg_alpha': 0.0006099967045911509, 'reg_lambda': 0.8151010119787737}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:45,720] Trial 80 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 118, 'learning_rate': 0.014407010385111673, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9616400290199142, 'colsample_bytree': 0.8529324280285571, 'gamma': 1.5508516362107756, 'reg_alpha': 0.17422720328678626, 'reg_lambda': 0.5713169084405374}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:46,028] Trial 81 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 124, 'learning_rate': 0.010735541910079414, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9997504342968975, 'colsample_bytree': 0.8770756311965167, 'gamma': 1.9713650636250317, 'reg_alpha': 0.11149078245174601, 'reg_lambda': 0.6383951709637463}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:46,243] Trial 82 finished with value: 0.761904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.011190921841989923, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.999609903897145, 'colsample_bytree': 0.8779191754599336, 'gamma': 1.9989283350123137, 'reg_alpha': 0.1045722336854487, 'reg_lambda': 0.5060791513786335}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:46,575] Trial 83 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 140, 'learning_rate': 0.0111453027709885, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.999635420684465, 'colsample_bytree': 0.8723480011430592, 'gamma': 2.0188810590327297, 'reg_alpha': 0.11380717556370248, 'reg_lambda': 0.6604829431751806}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:46,791] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.011225242112290026, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9808741530975761, 'colsample_bytree': 0.8642744932992975, 'gamma': 2.0149080272718085, 'reg_alpha': 0.05653649835696635, 'reg_lambda': 0.6304447745935547}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:47,014] Trial 85 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.016328579034328487, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9907705974455208, 'colsample_bytree': 0.8122248366381438, 'gamma': 1.4419221053359252, 'reg_alpha': 0.08548240613234434, 'reg_lambda': 0.7447864542952775}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:47,336] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.010899458140000052, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9662346268459518, 'colsample_bytree': 0.8335238268613946, 'gamma': 2.4118037983986764, 'reg_alpha': 0.125554999335651, 'reg_lambda': 0.886485079328539}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:47,614] Trial 87 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 168, 'learning_rate': 0.013905165558639963, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9787889503422303, 'colsample_bytree': 0.8900975862581465, 'gamma': 2.219038961579829, 'reg_alpha': 0.05015468177009094, 'reg_lambda': 0.5006765363425442}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:47,875] Trial 88 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.01245128387604283, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9947653372709571, 'colsample_bytree': 0.9482123890022657, 'gamma': 2.1958598576386716, 'reg_alpha': 0.02885796179189814, 'reg_lambda': 0.5005758150436781}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:48,127] Trial 89 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.014335414984037582, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9537009170544101, 'colsample_bytree': 0.9193691582902812, 'gamma': 2.7436792940751307, 'reg_alpha': 0.7597788429366805, 'reg_lambda': 0.5610644506679143}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:48,538] Trial 90 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 179, 'learning_rate': 0.01101552994022815, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9719279723485067, 'colsample_bytree': 0.8922989616016476, 'gamma': 1.9834033616777182, 'reg_alpha': 0.1070197459827439, 'reg_lambda': 0.6598285823088014}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:48,825] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 195, 'learning_rate': 0.0176654360820725, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9796078653669483, 'colsample_bytree': 0.906221418782747, 'gamma': 1.8824796356674842, 'reg_alpha': 0.05597908958923811, 'reg_lambda': 0.6166851542040647}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:49,176] Trial 92 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 138, 'learning_rate': 0.013789185402874311, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9851844236147593, 'colsample_bytree': 0.8467413435085758, 'gamma': 1.6174465995888117, 'reg_alpha': 0.14283366685551235, 'reg_lambda': 0.7993676511873851}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:49,407] Trial 93 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.013735803321199839, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9987237356792957, 'colsample_bytree': 0.851029760276401, 'gamma': 2.0977141587250525, 'reg_alpha': 0.15525372916743105, 'reg_lambda': 0.8169053525286087}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:49,750] Trial 94 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.012363544218432459, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9915498545448675, 'colsample_bytree': 0.8509447661248898, 'gamma': 2.493314275742078, 'reg_alpha': 0.16458499163876472, 'reg_lambda': 0.8270138291257693}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:49,956] Trial 95 finished with value: 0.761904761904762 and parameters: {'n_estimators': 123, 'learning_rate': 0.01397562075682584, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9976095530360594, 'colsample_bytree': 0.8716816405577106, 'gamma': 1.6292021529317542, 'reg_alpha': 0.14512250145602984, 'reg_lambda': 0.7411241178511685}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:50,189] Trial 96 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 125, 'learning_rate': 0.010823091698602278, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9979705468894444, 'colsample_bytree': 0.8858086643199784, 'gamma': 2.0704791093716453, 'reg_alpha': 0.07698490662114758, 'reg_lambda': 0.7183935961399288}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:50,506] Trial 97 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 122, 'learning_rate': 0.2971316587770586, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9625342133162869, 'colsample_bytree': 0.8721758027635114, 'gamma': 2.262466677213368, 'reg_alpha': 0.21374625058739216, 'reg_lambda': 1.5988721497083849}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:50,731] Trial 98 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 144, 'learning_rate': 0.022192059182285992, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9743108265931841, 'colsample_bytree': 0.8826847684222329, 'gamma': 2.1595339139116594, 'reg_alpha': 0.12105283204399442, 'reg_lambda': 0.5415598750615802}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:50,983] Trial 99 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 130, 'learning_rate': 0.015387817468550375, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7131858884624807, 'colsample_bytree': 0.9010515544887562, 'gamma': 3.785545526713637, 'reg_alpha': 0.17892282824531547, 'reg_lambda': 0.944496194815029}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:51,232] Trial 100 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 88, 'learning_rate': 0.012047308949819986, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6101392967265445, 'colsample_bytree': 0.8591963575962113, 'gamma': 1.917976137324227, 'reg_alpha': 0.09522669785349513, 'reg_lambda': 1.0316848917888104}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:51,584] Trial 101 finished with value: 0.755952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.013723672059533147, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9857350890736863, 'colsample_bytree': 0.8716789386976972, 'gamma': 1.6532845633212359, 'reg_alpha': 0.14673223757828846, 'reg_lambda': 0.796537142675955}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:51,782] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 132, 'learning_rate': 0.0130491130563952, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9897570291942268, 'colsample_bytree': 0.8708100290433999, 'gamma': 1.602879866841383, 'reg_alpha': 0.029223855103465035, 'reg_lambda': 0.7499340896519685}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:52,165] Trial 103 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 110, 'learning_rate': 0.010136920150438378, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9802357751172032, 'colsample_bytree': 0.8948848927213764, 'gamma': 1.8155767435045083, 'reg_alpha': 0.9878912141995773, 'reg_lambda': 0.8540998898431681}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:52,389] Trial 104 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 108, 'learning_rate': 0.010361516610065092, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9682086263825441, 'colsample_bytree': 0.9153818421196115, 'gamma': 1.3384238258010313, 'reg_alpha': 0.7831938926326546, 'reg_lambda': 0.8495149294591402}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:52,699] Trial 105 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 101, 'learning_rate': 0.2604216660039234, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9385535456025468, 'colsample_bytree': 0.8574425072171843, 'gamma': 1.4605927513611294, 'reg_alpha': 0.9814981443291578, 'reg_lambda': 0.6668362634852447}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:52,899] Trial 106 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 118, 'learning_rate': 0.011718770663645179, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9983987284634261, 'colsample_bytree': 0.874213820580284, 'gamma': 1.8395587250825256, 'reg_alpha': 0.6601140901073141, 'reg_lambda': 0.7754331849188438}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:53,290] Trial 107 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 112, 'learning_rate': 0.01008353803011038, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9574266813723823, 'colsample_bytree': 0.8815252996610501, 'gamma': 1.9868990600230398, 'reg_alpha': 0.1400540929111378, 'reg_lambda': 1.188440094763517}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:53,486] Trial 108 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 92, 'learning_rate': 0.010312315582015211, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.789844637163975, 'colsample_bytree': 0.8965055781659728, 'gamma': 1.6800958990944792, 'reg_alpha': 0.9075361495369486, 'reg_lambda': 1.1647286617390433}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:53,804] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.010952231812230142, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9853010936613773, 'colsample_bytree': 0.6380643204770925, 'gamma': 1.8359201341401767, 'reg_alpha': 0.1482290430328368, 'reg_lambda': 1.4401001681918202}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:54,059] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 124, 'learning_rate': 0.010100185821656713, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9570103403745476, 'colsample_bytree': 0.8807400703089351, 'gamma': 2.0784471740851767, 'reg_alpha': 0.21142720832095374, 'reg_lambda': 0.9629350213793482}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:54,348] Trial 111 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 103, 'learning_rate': 0.012007582681701566, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9992802879904911, 'colsample_bytree': 0.8677382378809751, 'gamma': 1.9749355691569934, 'reg_alpha': 0.12990074089423392, 'reg_lambda': 0.8811958704241698}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:54,561] Trial 112 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 104, 'learning_rate': 0.012114807790459507, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9929513035213725, 'colsample_bytree': 0.8666916288813328, 'gamma': 1.6190393472606097, 'reg_alpha': 0.15801484364972757, 'reg_lambda': 0.9009532315968256}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:54,772] Trial 113 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 103, 'learning_rate': 0.011628267134800432, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9999824239228805, 'colsample_bytree': 0.9084343245200942, 'gamma': 1.5806888283115499, 'reg_alpha': 0.18286596926294324, 'reg_lambda': 0.8766101235608725}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:54,942] Trial 114 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 77, 'learning_rate': 0.012135857807358175, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.990522286042216, 'colsample_bytree': 0.8457600833377056, 'gamma': 1.7277815654941173, 'reg_alpha': 0.15199235120296012, 'reg_lambda': 1.1815203125154825}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:55,142] Trial 115 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.01463300091015605, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9768681403882953, 'colsample_bytree': 0.8325812398253131, 'gamma': 1.9699431138907901, 'reg_alpha': 0.23794957141822773, 'reg_lambda': 0.9111603876571708}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:55,361] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.011237540400641276, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9912342574194201, 'colsample_bytree': 0.8885797017763398, 'gamma': 4.10464242622066, 'reg_alpha': 0.12630923569814353, 'reg_lambda': 1.0347245546314787}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:55,702] Trial 117 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 104, 'learning_rate': 0.010021187093790284, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9519090877619951, 'colsample_bytree': 0.8236826897990257, 'gamma': 2.3211723460289995, 'reg_alpha': 0.5406834651328571, 'reg_lambda': 0.8424646606539301}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:55,937] Trial 118 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 122, 'learning_rate': 0.013418047558511493, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9995505840962021, 'colsample_bytree': 0.8632955176374826, 'gamma': 1.5159584918933324, 'reg_alpha': 0.11214194611379641, 'reg_lambda': 0.7264593388602474}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:56,225] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.012714950665016208, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9758007088156632, 'colsample_bytree': 0.8409245488119316, 'gamma': 1.1305614611099783, 'reg_alpha': 0.17724251072652003, 'reg_lambda': 0.9569752302466135}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:56,474] Trial 120 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 97, 'learning_rate': 0.10386221891766208, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9663658205266329, 'colsample_bytree': 0.8542378140698009, 'gamma': 1.3625533294221137, 'reg_alpha': 0.16070243498262315, 'reg_lambda': 1.2117218394449645}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:56,672] Trial 121 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.012242565468836506, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9864146578931096, 'colsample_bytree': 0.8674128178561541, 'gamma': 1.8238665365089841, 'reg_alpha': 0.09390348327137604, 'reg_lambda': 0.7854819261154268}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:56,914] Trial 122 finished with value: 0.761904761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.010729870621493024, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9810324803231765, 'colsample_bytree': 0.8818418878466905, 'gamma': 1.6671042951589208, 'reg_alpha': 0.6085138051795118, 'reg_lambda': 0.6571810217032659}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:57,003] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 21, 'learning_rate': 0.010836617595891917, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9929168748998056, 'colsample_bytree': 0.8824620809763533, 'gamma': 1.7096204102669, 'reg_alpha': 0.8192597813856299, 'reg_lambda': 0.6579959292903306}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:57,324] Trial 124 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 92, 'learning_rate': 0.03854363922278078, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9801500636123991, 'colsample_bytree': 0.8984040963455572, 'gamma': 2.1242976168264116, 'reg_alpha': 0.7024795153176178, 'reg_lambda': 0.7259224366134742}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:57,508] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 76, 'learning_rate': 0.04927705541580277, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9848085738712942, 'colsample_bytree': 0.8785097060659123, 'gamma': 1.972692468970421, 'reg_alpha': 0.13534854433640836, 'reg_lambda': 1.071377965777883}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:57,729] Trial 126 finished with value: 0.755952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.01149248428957374, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9718495615226803, 'colsample_bytree': 0.8930010142585345, 'gamma': 0.9424757694928569, 'reg_alpha': 0.19597746664957122, 'reg_lambda': 0.8702545690469217}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:58,008] Trial 127 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 84, 'learning_rate': 0.014253942836573746, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9998555787067313, 'colsample_bytree': 0.9265351625120873, 'gamma': 1.5759218194449396, 'reg_alpha': 0.939018981480445, 'reg_lambda': 0.998466981365705}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:58,200] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 88, 'learning_rate': 0.014858531499371887, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9997647483024303, 'colsample_bytree': 0.9471686290017586, 'gamma': 1.482073184869758, 'reg_alpha': 0.933860445076564, 'reg_lambda': 1.0317442618400152}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:58,478] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 58, 'learning_rate': 0.010827713525018925, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.992027825804525, 'colsample_bytree': 0.924354296850495, 'gamma': 1.3017633303569713, 'reg_alpha': 0.9572630385338063, 'reg_lambda': 0.9988781031790542}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:58,684] Trial 130 finished with value: 0.738095238095238 and parameters: {'n_estimators': 64, 'learning_rate': 0.011960905596273528, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9600251266536475, 'colsample_bytree': 0.9632612500789899, 'gamma': 1.7872699395350793, 'reg_alpha': 0.7224353296237641, 'reg_lambda': 1.1034665652174898}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:58,974] Trial 131 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 82, 'learning_rate': 0.01359986936481994, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9818945882054186, 'colsample_bytree': 0.9809718414819741, 'gamma': 1.6107248054465342, 'reg_alpha': 0.9514910167039499, 'reg_lambda': 0.9144587246858121}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:59,166] Trial 132 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 79, 'learning_rate': 0.010020423765895684, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9787166411924589, 'colsample_bytree': 0.9715386019971983, 'gamma': 1.6434281914881208, 'reg_alpha': 0.8909912100940991, 'reg_lambda': 0.9464195802528821}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:59,404] Trial 133 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 83, 'learning_rate': 0.010488555061151632, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9762314409096174, 'colsample_bytree': 0.975405855659534, 'gamma': 1.6198855140945716, 'reg_alpha': 0.8933768995103338, 'reg_lambda': 0.9200898822834218}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:59,583] Trial 134 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.010196456832275878, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9769968574611317, 'colsample_bytree': 0.9801225191352703, 'gamma': 1.3982839123273734, 'reg_alpha': 0.864336148107339, 'reg_lambda': 0.9179441016948435}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:59,759] Trial 135 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 81, 'learning_rate': 0.011197967225416024, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9639375761444446, 'colsample_bytree': 0.9665020019451499, 'gamma': 1.6576821138863405, 'reg_alpha': 0.8887978444675126, 'reg_lambda': 0.8385330807716647}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:59,996] Trial 136 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.010004353791639917, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9495856768390599, 'colsample_bytree': 0.9907974020637361, 'gamma': 1.9078332366897066, 'reg_alpha': 0.9156654232141601, 'reg_lambda': 0.9363325583988427}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:00,184] Trial 137 finished with value: 0.75 and parameters: {'n_estimators': 91, 'learning_rate': 0.012948360780942303, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9801687125247901, 'colsample_bytree': 0.9989682682919493, 'gamma': 1.9937259650045422, 'reg_alpha': 0.9863440901345306, 'reg_lambda': 0.6915594466534244}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:00,375] Trial 138 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 99, 'learning_rate': 0.010962623720689839, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9718197400485455, 'colsample_bytree': 0.9690950981679882, 'gamma': 1.734711594883246, 'reg_alpha': 0.9578777071302286, 'reg_lambda': 0.7718681184649485}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:00,644] Trial 139 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 72, 'learning_rate': 0.012053879573279297, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.990233579873007, 'colsample_bytree': 0.9792300187342953, 'gamma': 1.2114361911731986, 'reg_alpha': 0.9052996317970605, 'reg_lambda': 0.88973121914075}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:00,821] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.010609061814759879, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9822802727323986, 'colsample_bytree': 0.9815943763410274, 'gamma': 2.0604239338650134, 'reg_alpha': 0.9988430468321028, 'reg_lambda': 2.195936168232451}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:01,031] Trial 141 finished with value: 0.755952380952381 and parameters: {'n_estimators': 86, 'learning_rate': 0.013146620813853102, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9932849842187215, 'colsample_bytree': 0.9742504604434007, 'gamma': 1.5891110237120198, 'reg_alpha': 0.9472213226433984, 'reg_lambda': 1.0040256141588983}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:01,277] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 83, 'learning_rate': 0.01154433502359292, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9690525023763258, 'colsample_bytree': 0.9576676052687643, 'gamma': 1.5098231148117425, 'reg_alpha': 0.6065449116611232, 'reg_lambda': 0.9735223686871315}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:01,463] Trial 143 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 96, 'learning_rate': 0.011719988314917763, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9669776702948282, 'colsample_bytree': 0.9540188845104778, 'gamma': 1.4873893108179506, 'reg_alpha': 0.5941098216345906, 'reg_lambda': 1.1256618117074746}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:01,739] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 82, 'learning_rate': 0.011554046734454428, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9407313842300778, 'colsample_bytree': 0.9404539843419361, 'gamma': 1.8617548203564511, 'reg_alpha': 0.6085961702478416, 'reg_lambda': 0.8371658188623194}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:01,926] Trial 145 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 79, 'learning_rate': 0.012583343536735092, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9591588107500855, 'colsample_bytree': 0.9861856780586359, 'gamma': 1.7475919647313651, 'reg_alpha': 0.8291065975039765, 'reg_lambda': 0.9449510031297697}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:02,119] Trial 146 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 106, 'learning_rate': 0.010464708039824015, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.973521320738022, 'colsample_bytree': 0.9564821426268437, 'gamma': 1.404958839583651, 'reg_alpha': 0.9730426892076036, 'reg_lambda': 0.716520779544303}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:02,293] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.01103792135305656, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9821815572702942, 'colsample_bytree': 0.9747820306930198, 'gamma': 1.642970824800109, 'reg_alpha': 0.884247606326344, 'reg_lambda': 0.8698044389493504}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:02,528] Trial 148 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 91, 'learning_rate': 0.010072861262064234, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9874398709268201, 'colsample_bytree': 0.9419923325909143, 'gamma': 1.525292825727208, 'reg_alpha': 0.5016089425421216, 'reg_lambda': 1.0694535610699893}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:02,786] Trial 149 finished with value: 0.755952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.013629264591280119, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.968087897367196, 'colsample_bytree': 0.9621574580755431, 'gamma': 2.237082731531555, 'reg_alpha': 0.6545378925886872, 'reg_lambda': 0.6340816612227115}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:02,966] Trial 150 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 101, 'learning_rate': 0.011999970129048741, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9995167988308249, 'colsample_bytree': 0.9975260779744889, 'gamma': 1.944125568369092, 'reg_alpha': 0.625886653349246, 'reg_lambda': 0.7997291657542228}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:03,226] Trial 151 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 87, 'learning_rate': 0.014258994741738818, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9926032394663037, 'colsample_bytree': 0.8579177262903628, 'gamma': 1.5854363025113847, 'reg_alpha': 0.9306894244386242, 'reg_lambda': 0.9821046101572428}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:03,431] Trial 152 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 78, 'learning_rate': 0.012756900384801914, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9914694777320094, 'colsample_bytree': 0.8575538681482352, 'gamma': 1.7958726004846484, 'reg_alpha': 0.8257353356644587, 'reg_lambda': 0.9556320220683782}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:03,752] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 75, 'learning_rate': 0.01285050373452456, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.992004363686229, 'colsample_bytree': 0.8565063533136934, 'gamma': 1.800735877819794, 'reg_alpha': 0.8420218394508403, 'reg_lambda': 0.9567676318669582}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:03,919] Trial 154 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 76, 'learning_rate': 0.012868132305304153, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.662108230007637, 'colsample_bytree': 0.8507038161226853, 'gamma': 2.0982309573524307, 'reg_alpha': 0.8131844904826638, 'reg_lambda': 0.9737268257194821}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:04,289] Trial 155 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.015202143169829156, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9882912086155502, 'colsample_bytree': 0.8595243380602416, 'gamma': 1.8528225987773137, 'reg_alpha': 0.9260301165827672, 'reg_lambda': 1.0304872144253607}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:04,503] Trial 156 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 68, 'learning_rate': 0.011519530172025694, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9754191977224844, 'colsample_bytree': 0.8465149006321897, 'gamma': 1.783374986174696, 'reg_alpha': 0.8493292677266356, 'reg_lambda': 0.899691246475131}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:04,803] Trial 157 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 70, 'learning_rate': 0.012380120986567364, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9764166754945994, 'colsample_bytree': 0.8417258011641962, 'gamma': 1.7706212662041163, 'reg_alpha': 0.8341682181081694, 'reg_lambda': 0.9213389225381573}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:04,969] Trial 158 finished with value: 0.693452380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.011566032865548134, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9561696572439694, 'colsample_bytree': 0.8351069297497591, 'gamma': 1.2672008967766506, 'reg_alpha': 0.8520895681619476, 'reg_lambda': 0.8820296938626484}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:05,278] Trial 159 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 54, 'learning_rate': 0.017356733633009137, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6364277040273723, 'colsample_bytree': 0.8551787664812674, 'gamma': 1.5268051532479054, 'reg_alpha': 0.8849668008660967, 'reg_lambda': 0.9699293963071401}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:05,451] Trial 160 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 83, 'learning_rate': 0.013479896601845329, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9905834019637657, 'colsample_bytree': 0.8487996235156078, 'gamma': 1.865742950860089, 'reg_alpha': 0.7831160495675511, 'reg_lambda': 1.0710984376887591}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:05,756] Trial 161 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 73, 'learning_rate': 0.011299872096674225, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.98543981151999, 'colsample_bytree': 0.8588130837949777, 'gamma': 1.9871907388780046, 'reg_alpha': 0.9013574902922555, 'reg_lambda': 0.9135889809026035}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:05,931] Trial 162 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 67, 'learning_rate': 0.01262501090495487, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9925553334661644, 'colsample_bytree': 0.8643994172561479, 'gamma': 1.755991264885354, 'reg_alpha': 0.8591800649897136, 'reg_lambda': 0.9563628647808273}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:06,217] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 50, 'learning_rate': 0.012336709178387322, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9728578641185938, 'colsample_bytree': 0.8634850186982593, 'gamma': 1.7658128497784886, 'reg_alpha': 0.8580207399020278, 'reg_lambda': 2.6482861837008085}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:06,422] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.013984506461785126, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9918027436843562, 'colsample_bytree': 0.8387983576864966, 'gamma': 1.6164373321317544, 'reg_alpha': 0.8410399708411788, 'reg_lambda': 0.9734550135358588}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:06,598] Trial 165 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 64, 'learning_rate': 0.012961277805305883, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9784557592980538, 'colsample_bytree': 0.8475762849225507, 'gamma': 1.4501767047403455, 'reg_alpha': 0.8082348259436896, 'reg_lambda': 1.1085974714133993}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:06,882] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 79, 'learning_rate': 0.014888419115639838, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9651785114777744, 'colsample_bytree': 0.985862293078335, 'gamma': 1.3972827172797095, 'reg_alpha': 0.8749746323004705, 'reg_lambda': 1.2260626754191684}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:07,075] Trial 167 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 69, 'learning_rate': 0.013152508309581343, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9783519284498701, 'colsample_bytree': 0.8455823063882489, 'gamma': 1.4732642704373462, 'reg_alpha': 0.7994851789215937, 'reg_lambda': 1.3265989310704276}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:07,256] Trial 168 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 63, 'learning_rate': 0.010682961206571716, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9831076268083229, 'colsample_bytree': 0.8207328123938445, 'gamma': 1.7020245956286362, 'reg_alpha': 0.8503448556805078, 'reg_lambda': 1.0398957086825091}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:07,539] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.01078612261614768, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8357369259907915, 'colsample_bytree': 0.7990905540986583, 'gamma': 1.8987721735086616, 'reg_alpha': 0.920830597143299, 'reg_lambda': 1.1645040227905827}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:07,713] Trial 170 finished with value: 0.755952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.011678389406106503, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9614928253463311, 'colsample_bytree': 0.8204685414525553, 'gamma': 1.5582650141255885, 'reg_alpha': 0.7679359632433667, 'reg_lambda': 1.1166057712012778}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:07,982] Trial 171 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 74, 'learning_rate': 0.01005054737132981, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9826527560212935, 'colsample_bytree': 0.8296053679038965, 'gamma': 1.707373677206618, 'reg_alpha': 0.806036658966511, 'reg_lambda': 1.0356107950853846}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:08,151] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 78, 'learning_rate': 0.012724283049252293, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9721551214168903, 'colsample_bytree': 0.8676393919718587, 'gamma': 1.8029391965884503, 'reg_alpha': 0.8439639189613112, 'reg_lambda': 1.0773701408543797}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:08,437] Trial 173 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 78, 'learning_rate': 0.01092258908153896, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9721473792175428, 'colsample_bytree': 0.8513173003622475, 'gamma': 2.1477622161418424, 'reg_alpha': 0.8441722321629924, 'reg_lambda': 1.0915784716993506}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:08,619] Trial 174 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 78, 'learning_rate': 0.010784089086903753, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9503429926950336, 'colsample_bytree': 0.8496725127843486, 'gamma': 2.121819981976693, 'reg_alpha': 0.8475205738859641, 'reg_lambda': 1.0988270109431693}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:08,771] Trial 175 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.010002295411594137, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.9711903983451297, 'colsample_bytree': 0.8714702092223489, 'gamma': 2.3935746531757736, 'reg_alpha': 0.8292822442900396, 'reg_lambda': 1.0526382853235694}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:08,997] Trial 176 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 63, 'learning_rate': 0.01164777714309182, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9756628853401005, 'colsample_bytree': 0.8375268113836563, 'gamma': 2.1816408361513235, 'reg_alpha': 0.7881675839546555, 'reg_lambda': 1.226840554754602}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:09,167] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.011775882715729755, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9582800760724249, 'colsample_bytree': 0.8093944942111678, 'gamma': 2.2097620793826254, 'reg_alpha': 0.8826684650972717, 'reg_lambda': 1.2458305139909531}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:09,417] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 52, 'learning_rate': 0.0108151765710287, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.967764129313463, 'colsample_bytree': 0.6886953724359623, 'gamma': 2.2706257357609556, 'reg_alpha': 0.7939196747087538, 'reg_lambda': 1.1353638874242424}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:09,641] Trial 179 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 64, 'learning_rate': 0.011500125249936882, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.944747320819411, 'colsample_bytree': 0.8224344012768008, 'gamma': 2.032229019047117, 'reg_alpha': 0.7373228813567677, 'reg_lambda': 1.1610175384922885}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:09,836] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.01123215196884843, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9756880750116997, 'colsample_bytree': 0.8236925893251084, 'gamma': 2.0503868828287937, 'reg_alpha': 0.7521540574254783, 'reg_lambda': 1.3132795564600055}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:10,127] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.01180656871825629, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9475660828444844, 'colsample_bytree': 0.8363518814204745, 'gamma': 1.9568692484192893, 'reg_alpha': 0.7516868989890656, 'reg_lambda': 1.1693985113549061}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:10,281] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 39, 'learning_rate': 0.0106175248287318, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9783678577528551, 'colsample_bytree': 0.8147713600601227, 'gamma': 2.089174809495255, 'reg_alpha': 0.7229134877820191, 'reg_lambda': 1.099847926114789}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:10,557] Trial 183 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 67, 'learning_rate': 0.012363850906464725, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9653643640430933, 'colsample_bytree': 0.7913451531652601, 'gamma': 2.187854574862054, 'reg_alpha': 0.8186856924157794, 'reg_lambda': 1.2035169684575733}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:10,747] Trial 184 finished with value: 0.738095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.011271044404756228, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7677593736190167, 'colsample_bytree': 0.8038630732056866, 'gamma': 2.461136254192484, 'reg_alpha': 0.770003160175799, 'reg_lambda': 1.196815076283382}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:10,918] Trial 185 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 65, 'learning_rate': 0.012017198253354249, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9405182399464229, 'colsample_bytree': 0.7860402563510448, 'gamma': 2.1768754509729287, 'reg_alpha': 0.47539610219383976, 'reg_lambda': 1.4695724002824033}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:11,118] Trial 186 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 64, 'learning_rate': 0.010571124485568444, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9535068889322578, 'colsample_bytree': 0.8283714303249793, 'gamma': 2.3198378578965295, 'reg_alpha': 0.8094038996716058, 'reg_lambda': 1.2742198057423704}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:11,260] Trial 187 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 48, 'learning_rate': 0.01049122062615368, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9551182937223403, 'colsample_bytree': 0.7752939724035545, 'gamma': 2.1609933839575897, 'reg_alpha': 0.781520800257394, 'reg_lambda': 1.2801314387937348}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:11,547] Trial 188 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 31, 'learning_rate': 0.010646913175655259, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.935336364861139, 'colsample_bytree': 0.7455238199106703, 'gamma': 2.3979447237749385, 'reg_alpha': 0.7927480133297401, 'reg_lambda': 1.3029724891745604}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:11,778] Trial 189 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 61, 'learning_rate': 0.012131739222439165, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9610419667915912, 'colsample_bytree': 0.7612244917938524, 'gamma': 2.3393868592926963, 'reg_alpha': 0.8097627112841719, 'reg_lambda': 1.2657395609027127}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:11,934] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.010851268484224196, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9256688702862224, 'colsample_bytree': 0.8277405297245858, 'gamma': 2.6085548890718697, 'reg_alpha': 0.812884778088, 'reg_lambda': 1.235044521628692}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:12,123] Trial 191 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 70, 'learning_rate': 0.010013475839604425, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.951951545654683, 'colsample_bytree': 0.7742289585085109, 'gamma': 2.2547551841772893, 'reg_alpha': 0.8476674584889521, 'reg_lambda': 1.2279504734565732}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:12,290] Trial 192 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 51, 'learning_rate': 0.010689152872205522, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9502259989125758, 'colsample_bytree': 0.7620468176967602, 'gamma': 2.251854514255967, 'reg_alpha': 0.7338184907216647, 'reg_lambda': 1.3538382052075932}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:12,504] Trial 193 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 50, 'learning_rate': 0.010044939892919921, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9478748951078387, 'colsample_bytree': 0.7759714361526995, 'gamma': 2.254671982353945, 'reg_alpha': 0.7366883696471318, 'reg_lambda': 1.3393682414520538}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:12,654] Trial 194 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 53, 'learning_rate': 0.010433963169644933, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9404734574444061, 'colsample_bytree': 0.7685992121568217, 'gamma': 2.2729299304117463, 'reg_alpha': 0.7220212023299557, 'reg_lambda': 1.3758461029385565}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:12,766] Trial 195 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.010191610760406783, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9499309365359285, 'colsample_bytree': 0.7759563413998332, 'gamma': 2.3041990464209516, 'reg_alpha': 0.6955309856366514, 'reg_lambda': 1.3772044550288811}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:13,000] Trial 196 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 52, 'learning_rate': 0.010065163889424338, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9460641752299962, 'colsample_bytree': 0.7705682519087372, 'gamma': 2.4932977387051567, 'reg_alpha': 0.7331627900050034, 'reg_lambda': 1.3913002783784842}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:13,161] Trial 197 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 38, 'learning_rate': 0.010933793720203266, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.936499045907708, 'colsample_bytree': 0.7643797185697155, 'gamma': 2.2322945905928284, 'reg_alpha': 0.7464158270484009, 'reg_lambda': 1.3318205322611087}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:13,261] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 37, 'learning_rate': 0.010796314289067854, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9183781957111512, 'colsample_bytree': 0.7924460427158132, 'gamma': 2.5505646344930004, 'reg_alpha': 0.674715100773787, 'reg_lambda': 1.4325485913754419}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:13,537] Trial 199 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.01121214335720159, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9285110374011811, 'colsample_bytree': 0.7631656538915907, 'gamma': 2.147341098527028, 'reg_alpha': 0.731850427369436, 'reg_lambda': 1.3366747614220733}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:13,540] A new study created in memory with name: no-name-967e0659-ae7d-4cdd-a898-b36a0ef20532
[I 2025-11-03 20:05:13,890] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 184, 'learning_rate': 0.1248148111395773, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.7110686330150178, 'colsample_bytree': 0.7696163722734222, 'gamma': 3.4091036708825024, 'reg_alpha': 0.23279768406860946, 'reg_lambda': 1.593334446608818}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:05:14,117] Trial 1 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 124, 'learning_rate': 0.010730718214378246, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7147907582294619, 'colsample_bytree': 0.8964694569882724, 'gamma': 1.2408600434302302, 'reg_alpha': 0.6107177848277037, 'reg_lambda': 1.4666418317713985}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 20:05:14,306] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 137, 'learning_rate': 0.021786290836289243, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.6900203331898844, 'colsample_bytree': 0.6747555899684736, 'gamma': 0.035225502188430124, 'reg_alpha': 0.11674472418919857, 'reg_lambda': 2.9834673464528585}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 20:05:14,614] Trial 3 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 242, 'learning_rate': 0.070181867306508, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6685441301535723, 'colsample_bytree': 0.9021022227738824, 'gamma': 0.0805387494510984, 'reg_alpha': 0.5771972741920695, 'reg_lambda': 1.9737332274149806}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 20:05:14,751] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 60, 'learning_rate': 0.10706544324331521, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.8521784180931954, 'colsample_bytree': 0.9498780523173451, 'gamma': 0.1550532080975492, 'reg_alpha': 0.16426111481471384, 'reg_lambda': 2.750483399454876}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 20:05:14,869] Trial 5 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 75, 'learning_rate': 0.17892378666130118, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7937652660920665, 'colsample_bytree': 0.9002752065350269, 'gamma': 0.9360606859092102, 'reg_alpha': 0.864735331185195, 'reg_lambda': 0.8494292156183685}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:15,163] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 190, 'learning_rate': 0.18313374760837545, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.7685267771978537, 'colsample_bytree': 0.8888012076446059, 'gamma': 2.0501871839337813, 'reg_alpha': 0.18866685023373742, 'reg_lambda': 1.8098565886964804}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:15,365] Trial 7 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 20, 'learning_rate': 0.25085830382011903, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9929506197666711, 'colsample_bytree': 0.7384885914101493, 'gamma': 4.265202237931996, 'reg_alpha': 0.14339453457989126, 'reg_lambda': 1.3561964147742753}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:15,749] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.2976827607487561, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.6334302752480899, 'colsample_bytree': 0.875474650835248, 'gamma': 2.334624205447982, 'reg_alpha': 0.9840851199083368, 'reg_lambda': 2.7782986052542094}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:15,960] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.23236479938147675, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6602422637752977, 'colsample_bytree': 0.8375529422778996, 'gamma': 2.569482361229278, 'reg_alpha': 0.876986028107107, 'reg_lambda': 0.9457815617559544}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:16,136] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 95, 'learning_rate': 0.037799146707356235, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8677234463951644, 'colsample_bytree': 0.9982137741813955, 'gamma': 1.1073714823138243, 'reg_alpha': 0.798699012799901, 'reg_lambda': 0.8157682269387257}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:16,494] Trial 11 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 114, 'learning_rate': 0.010114283996547475, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7793664724527234, 'colsample_bytree': 0.800210383356627, 'gamma': 1.3818442497467753, 'reg_alpha': 0.6198782697205292, 'reg_lambda': 0.6261116475133316}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:16,666] Trial 12 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 79, 'learning_rate': 0.013578398417722005, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8633242386888953, 'colsample_bytree': 0.9384782499559601, 'gamma': 1.4182724518594017, 'reg_alpha': 0.40429902386815486, 'reg_lambda': 1.1944130139263347}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:16,998] Trial 13 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 134, 'learning_rate': 0.04013627584320546, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7429183144351216, 'colsample_bytree': 0.8306732122504861, 'gamma': 0.8502386661554706, 'reg_alpha': 0.7212027038078664, 'reg_lambda': 2.111860164191507}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:17,220] Trial 14 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 158, 'learning_rate': 0.040607395865894944, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8190688090201532, 'colsample_bytree': 0.6101741919250058, 'gamma': 0.7125917173449178, 'reg_alpha': 0.7595851462261158, 'reg_lambda': 2.3457836504425855}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:17,473] Trial 15 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 84, 'learning_rate': 0.06421330323794619, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9389497661523557, 'colsample_bytree': 0.8285640885832494, 'gamma': 3.117705845517639, 'reg_alpha': 0.9892933757286306, 'reg_lambda': 2.2002532086570996}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:17,701] Trial 16 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 155, 'learning_rate': 0.02429936081277929, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7474282864659276, 'colsample_bytree': 0.7372310937448034, 'gamma': 1.8961367092798314, 'reg_alpha': 0.44233897380305714, 'reg_lambda': 2.3747735364681253}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:05:17,987] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 165, 'learning_rate': 0.022992286655524226, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7951147022764534, 'colsample_bytree': 0.6986208022067025, 'gamma': 1.86324277914736, 'reg_alpha': 0.40144213363054004, 'reg_lambda': 0.5204640267813654}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:05:18,292] Trial 18 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 160, 'learning_rate': 0.019163173525057937, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9123577555625398, 'colsample_bytree': 0.6998434539600897, 'gamma': 1.934268599655772, 'reg_alpha': 0.36919717967664833, 'reg_lambda': 2.3445529389089095}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:05:18,584] Trial 19 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 227, 'learning_rate': 0.020048438890492414, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9140425595135447, 'colsample_bytree': 0.6381849325664226, 'gamma': 3.096315945468113, 'reg_alpha': 0.31796266671979656, 'reg_lambda': 2.4826911659264006}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:05:18,804] Trial 20 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 159, 'learning_rate': 0.029061920416767414, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9872831615913344, 'colsample_bytree': 0.7357278316749422, 'gamma': 4.57064854708012, 'reg_alpha': 0.006782858696992133, 'reg_lambda': 2.4809579116874483}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:05:19,067] Trial 21 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.017749565245025505, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8219272391622446, 'colsample_bytree': 0.6931806024794841, 'gamma': 1.9067601739398725, 'reg_alpha': 0.4352895919766365, 'reg_lambda': 1.79381323550242}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 20:05:19,358] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 219, 'learning_rate': 0.015527502082454962, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9056430041951388, 'colsample_bytree': 0.7099139004213315, 'gamma': 1.7997844838510637, 'reg_alpha': 0.4739477669229529, 'reg_lambda': 1.8056700636599254}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 20:05:19,699] Trial 23 finished with value: 0.738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.016354736431157996, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8290717230459966, 'colsample_bytree': 0.6574182419220129, 'gamma': 2.6339727513575846, 'reg_alpha': 0.29297901234190793, 'reg_lambda': 1.9744350549863052}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:19,924] Trial 24 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 181, 'learning_rate': 0.028839031142537153, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8332242204820355, 'colsample_bytree': 0.6453183214202476, 'gamma': 2.7067221027357666, 'reg_alpha': 0.2759609296678107, 'reg_lambda': 1.9394521798101494}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:20,244] Trial 25 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 210, 'learning_rate': 0.013031687506277914, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7580549353707853, 'colsample_bytree': 0.6616961778573286, 'gamma': 4.022444593714509, 'reg_alpha': 0.49854820358522134, 'reg_lambda': 2.102722516874492}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:20,466] Trial 26 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 147, 'learning_rate': 0.02764898871845339, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8181099650771368, 'colsample_bytree': 0.6019721804720606, 'gamma': 2.319486834510896, 'reg_alpha': 0.4519666198991067, 'reg_lambda': 1.6204894212804866}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:20,659] Trial 27 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 103, 'learning_rate': 0.016738953085313344, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7335119563263556, 'colsample_bytree': 0.7636087437212694, 'gamma': 3.471805964851344, 'reg_alpha': 0.56416810326772, 'reg_lambda': 2.63962708502329}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:20,989] Trial 28 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 182, 'learning_rate': 0.05571711177867405, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6037407090302284, 'colsample_bytree': 0.7382326665591931, 'gamma': 2.9204724568597156, 'reg_alpha': 0.31260993257095043, 'reg_lambda': 1.181541167565445}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:21,219] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.013289541090875967, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8876335528865957, 'colsample_bytree': 0.774990713174748, 'gamma': 3.63934780359707, 'reg_alpha': 0.23978929384826372, 'reg_lambda': 1.6928408016803322}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:21,563] Trial 30 finished with value: 0.738095238095238 and parameters: {'n_estimators': 197, 'learning_rate': 0.03407337062178495, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8384962559322501, 'colsample_bytree': 0.6803508281495484, 'gamma': 1.6889114205420486, 'reg_alpha': 0.3537008970263673, 'reg_lambda': 1.9676552219661738}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:21,817] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.025932851661674715, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.829276039980046, 'colsample_bytree': 0.6737910471559049, 'gamma': 1.6331138079617813, 'reg_alpha': 0.34541628872536284, 'reg_lambda': 1.9253856268723668}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:22,163] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.03363642099304913, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8267171169736951, 'colsample_bytree': 0.6787449316020151, 'gamma': 1.580906549441081, 'reg_alpha': 0.3614508227444908, 'reg_lambda': 1.492771925550458}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:22,447] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.017880330362543016, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8489488740904273, 'colsample_bytree': 0.6503363973147258, 'gamma': 2.2413942539030804, 'reg_alpha': 0.07572180816234747, 'reg_lambda': 1.9637382175087188}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:22,877] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 210, 'learning_rate': 0.045590246828374, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8043408600993687, 'colsample_bytree': 0.6269185539207568, 'gamma': 0.5508031430740943, 'reg_alpha': 0.22711020169409898, 'reg_lambda': 1.8462699464762289}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:23,129] Trial 35 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.023556070556958415, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8787694297726754, 'colsample_bytree': 0.6920427418700174, 'gamma': 1.637866237013474, 'reg_alpha': 0.5660263522424047, 'reg_lambda': 1.4753451458287328}. Best is trial 35 with value: 0.7440476190476191.
[I 2025-11-03 20:05:23,440] Trial 36 finished with value: 0.755952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.0839903762130781, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9593587845243092, 'colsample_bytree': 0.7157069880757271, 'gamma': 1.1036057382467033, 'reg_alpha': 0.5362676062902537, 'reg_lambda': 1.5149058435275131}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:23,678] Trial 37 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 129, 'learning_rate': 0.07892039412702563, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8816219111052642, 'colsample_bytree': 0.7174707739758509, 'gamma': 0.4904127497942323, 'reg_alpha': 0.6412859323036431, 'reg_lambda': 1.4706431106650935}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:23,998] Trial 38 finished with value: 0.75 and parameters: {'n_estimators': 129, 'learning_rate': 0.09222361489154263, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9530305647645714, 'colsample_bytree': 0.7179293860301255, 'gamma': 0.30213715587139867, 'reg_alpha': 0.6489608285689543, 'reg_lambda': 1.3814113285429357}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:24,268] Trial 39 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 134, 'learning_rate': 0.08526323002935302, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9588297099277704, 'colsample_bytree': 0.7724002282429456, 'gamma': 0.35456853194610627, 'reg_alpha': 0.6453827130438314, 'reg_lambda': 1.3601213691128518}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:24,633] Trial 40 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 121, 'learning_rate': 0.12513699421527408, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9552934482292095, 'colsample_bytree': 0.7234844830666259, 'gamma': 0.30741835883047275, 'reg_alpha': 0.5528672562857276, 'reg_lambda': 1.127939543565077}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:24,830] Trial 41 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 112, 'learning_rate': 0.09921657515804595, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8838790990119101, 'colsample_bytree': 0.7154619663159725, 'gamma': 1.1061294838547842, 'reg_alpha': 0.6771955709733777, 'reg_lambda': 1.4966670395543247}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:25,150] Trial 42 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 146, 'learning_rate': 0.14280844843479562, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9356739169949934, 'colsample_bytree': 0.6621786047414288, 'gamma': 0.0330639759178224, 'reg_alpha': 0.5476986316663353, 'reg_lambda': 1.3765124214277493}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:25,354] Trial 43 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.06580081378886561, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9725240442396136, 'colsample_bytree': 0.7543955761937708, 'gamma': 0.39266352423011497, 'reg_alpha': 0.6836158638234074, 'reg_lambda': 1.6115110537974158}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:25,668] Trial 44 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 125, 'learning_rate': 0.07787063091896815, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9789126535608764, 'colsample_bytree': 0.7595513024636269, 'gamma': 0.531264235323117, 'reg_alpha': 0.6735934536623486, 'reg_lambda': 1.607550743422737}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:25,911] Trial 45 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 95, 'learning_rate': 0.06064005895518421, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9683744428409529, 'colsample_bytree': 0.8092183899891621, 'gamma': 0.8694405065525991, 'reg_alpha': 0.7189678810487992, 'reg_lambda': 1.2583585331548799}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:26,212] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 143, 'learning_rate': 0.09789721329595746, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9988340282791384, 'colsample_bytree': 0.7530504012732736, 'gamma': 0.2649547644340393, 'reg_alpha': 0.5992667253532847, 'reg_lambda': 1.49357395606166}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:26,426] Trial 47 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.04847732241655411, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9332368001009823, 'colsample_bytree': 0.7187129550754574, 'gamma': 0.5790183548985869, 'reg_alpha': 0.8261062426350584, 'reg_lambda': 1.0241831007113968}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:26,693] Trial 48 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 66, 'learning_rate': 0.07285632692846347, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9497630289446803, 'colsample_bytree': 0.7897426906180018, 'gamma': 1.1193609595864609, 'reg_alpha': 0.5131157095279054, 'reg_lambda': 1.6867214945653268}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:26,896] Trial 49 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 136, 'learning_rate': 0.14341743932848547, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8867897589787478, 'colsample_bytree': 0.7518235314653317, 'gamma': 1.2785268991688832, 'reg_alpha': 0.7451287250666567, 'reg_lambda': 1.3002154486950024}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:27,245] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 103, 'learning_rate': 0.1676771216216824, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8832281784725532, 'colsample_bytree': 0.8499353669516088, 'gamma': 1.4108416161008441, 'reg_alpha': 0.7731000064197205, 'reg_lambda': 1.0601620294148595}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:27,475] Trial 51 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 135, 'learning_rate': 0.12449983953308708, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9264694541302405, 'colsample_bytree': 0.7857038554413652, 'gamma': 0.8680466376247765, 'reg_alpha': 0.6364058328050568, 'reg_lambda': 1.285812509866242}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:27,747] Trial 52 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 115, 'learning_rate': 0.08891946084732678, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9024986757992618, 'colsample_bytree': 0.7560399165304501, 'gamma': 1.2277620215395921, 'reg_alpha': 0.7241506308260469, 'reg_lambda': 1.4171353012808678}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:27,966] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.11355264714378868, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9745494357835004, 'colsample_bytree': 0.7289867921563893, 'gamma': 0.6893870777016506, 'reg_alpha': 0.851670057307484, 'reg_lambda': 1.5616813408235393}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:28,184] Trial 54 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 168, 'learning_rate': 0.2096594547918624, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8619435917344277, 'colsample_bytree': 0.74676018613399, 'gamma': 0.4197850154331898, 'reg_alpha': 0.6802234339186783, 'reg_lambda': 0.8884745980535935}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:28,472] Trial 55 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.06407207080258026, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9201812978435715, 'colsample_bytree': 0.6929836426360041, 'gamma': 0.11688670481371755, 'reg_alpha': 0.596628463917926, 'reg_lambda': 1.2754276607641288}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:28,685] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 104, 'learning_rate': 0.07662070180755287, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9469302040584756, 'colsample_bytree': 0.7009641295789126, 'gamma': 1.0471296082978117, 'reg_alpha': 0.5257256208858193, 'reg_lambda': 1.6787851803589238}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:29,002] Trial 57 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.13519496156095592, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8942112123286851, 'colsample_bytree': 0.8046095624340595, 'gamma': 0.731686573280833, 'reg_alpha': 0.8958188326955818, 'reg_lambda': 1.5645514119254864}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:29,270] Trial 58 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 88, 'learning_rate': 0.15207571564357042, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8763831894554888, 'colsample_bytree': 0.7077953534684541, 'gamma': 1.316543825322545, 'reg_alpha': 0.7399858367016448, 'reg_lambda': 1.398325217604081}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:29,482] Trial 59 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 137, 'learning_rate': 0.08704453080480758, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.965460449672835, 'colsample_bytree': 0.6835369225263672, 'gamma': 0.9986638317305534, 'reg_alpha': 0.63447947360471, 'reg_lambda': 0.7297407711729225}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:29,758] Trial 60 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 172, 'learning_rate': 0.050850883807775034, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.901145078752391, 'colsample_bytree': 0.7301218751028734, 'gamma': 1.5155014568083764, 'reg_alpha': 0.7962124576571821, 'reg_lambda': 1.2956259456227353}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:29,973] Trial 61 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 151, 'learning_rate': 0.11610730506032159, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9853243179911021, 'colsample_bytree': 0.810523836158085, 'gamma': 0.7415832355174545, 'reg_alpha': 0.9346322299776497, 'reg_lambda': 1.5707188654649686}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:30,269] Trial 62 finished with value: 0.744047619047619 and parameters: {'n_estimators': 129, 'learning_rate': 0.13804883784786462, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8944902619797905, 'colsample_bytree': 0.8528474845972696, 'gamma': 0.7670797868806044, 'reg_alpha': 0.8986594296055427, 'reg_lambda': 1.727765635399678}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:30,468] Trial 63 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 129, 'learning_rate': 0.1908900574843016, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8673644431188936, 'colsample_bytree': 0.9247354748838086, 'gamma': 0.21314903245884959, 'reg_alpha': 0.694450040908491, 'reg_lambda': 1.7210139948791319}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:30,806] Trial 64 finished with value: 0.761904761904762 and parameters: {'n_estimators': 116, 'learning_rate': 0.0975898834573025, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8521921603033464, 'colsample_bytree': 0.8712257178162109, 'gamma': 0.48233392484260873, 'reg_alpha': 0.9099982612796705, 'reg_lambda': 1.4511108930165413}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:31,049] Trial 65 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.10344592982711776, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8550611576341675, 'colsample_bytree': 0.9165435949583918, 'gamma': 0.4287538506574015, 'reg_alpha': 0.5863256519956155, 'reg_lambda': 1.4637002115381086}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:31,296] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.09700895003106642, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8505970042615707, 'colsample_bytree': 0.9129392529569107, 'gamma': 1.2285320924307166, 'reg_alpha': 0.5822475563082665, 'reg_lambda': 1.179580650015627}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:31,489] Trial 67 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 94, 'learning_rate': 0.1575044230336236, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8449144807344232, 'colsample_bytree': 0.9840043849143277, 'gamma': 2.0806607728769553, 'reg_alpha': 0.4743513107851324, 'reg_lambda': 1.4483655672076015}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:31,859] Trial 68 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.10177197166386516, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7831459728764467, 'colsample_bytree': 0.9540758101023589, 'gamma': 0.535335819649573, 'reg_alpha': 0.613140705723411, 'reg_lambda': 1.3237834897416048}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:32,189] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 141, 'learning_rate': 0.10901476319921212, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8050793911553975, 'colsample_bytree': 0.9479992416347228, 'gamma': 0.013969740237573913, 'reg_alpha': 0.6175121184762618, 'reg_lambda': 1.0324108896512918}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:32,388] Trial 70 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.08084777463066768, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7770727511285613, 'colsample_bytree': 0.8780488077298078, 'gamma': 0.5199253542888306, 'reg_alpha': 0.9489805500147929, 'reg_lambda': 1.1258739914625329}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:32,582] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 117, 'learning_rate': 0.0802754887046692, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7858161052816581, 'colsample_bytree': 0.8968278211810279, 'gamma': 0.4775462099307144, 'reg_alpha': 0.9346546690081281, 'reg_lambda': 1.1295146944755103}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:32,874] Trial 72 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 107, 'learning_rate': 0.10008257453696796, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7713426772722847, 'colsample_bytree': 0.8729869884947864, 'gamma': 0.6067860398102858, 'reg_alpha': 0.9996043508162725, 'reg_lambda': 1.3310254178943948}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:33,143] Trial 73 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 118, 'learning_rate': 0.07023125791314762, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7130858379998785, 'colsample_bytree': 0.9690784991572042, 'gamma': 0.18788340367598322, 'reg_alpha': 0.8224281770084507, 'reg_lambda': 1.2157210185055976}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:33,393] Trial 74 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 81, 'learning_rate': 0.08878352023922359, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7338759276118826, 'colsample_bytree': 0.8818981771979953, 'gamma': 0.42207159874850064, 'reg_alpha': 0.9643794777338939, 'reg_lambda': 0.9616971533019768}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:33,611] Trial 75 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 92, 'learning_rate': 0.056205623845174815, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6984952237235594, 'colsample_bytree': 0.9400205157308852, 'gamma': 0.9118259972904472, 'reg_alpha': 0.6555495309208285, 'reg_lambda': 1.1206822186266854}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:33,864] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.12320376256721732, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8109862947456928, 'colsample_bytree': 0.9601400479882898, 'gamma': 0.28139614796562995, 'reg_alpha': 0.7655867116511272, 'reg_lambda': 1.369824757173266}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:34,078] Trial 77 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 100, 'learning_rate': 0.1083460671080259, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7554519364057444, 'colsample_bytree': 0.8684719373260795, 'gamma': 0.6315589552201195, 'reg_alpha': 0.532564398950728, 'reg_lambda': 1.2047946687179325}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:34,362] Trial 78 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 112, 'learning_rate': 0.09403325886179406, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7899383953863243, 'colsample_bytree': 0.9322014165568755, 'gamma': 0.13894269699582468, 'reg_alpha': 0.4783485906864402, 'reg_lambda': 1.416909488893425}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:34,654] Trial 79 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 132, 'learning_rate': 0.07989635581705673, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7723909554108603, 'colsample_bytree': 0.9103924751308229, 'gamma': 0.5325436233837816, 'reg_alpha': 0.4219828977568118, 'reg_lambda': 2.9416726401141364}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:34,860] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.10425905064212908, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8582344802360518, 'colsample_bytree': 0.8225593233340569, 'gamma': 0.7915291259944981, 'reg_alpha': 0.6086842002579854, 'reg_lambda': 1.5424521214422293}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:35,138] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.1199285548201286, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8134184288635625, 'colsample_bytree': 0.951177866864985, 'gamma': 0.2992092575588261, 'reg_alpha': 0.7773947912512087, 'reg_lambda': 1.373603908318073}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:35,341] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.1304958097716853, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8144374981135266, 'colsample_bytree': 0.9676134626063229, 'gamma': 0.3212977584062537, 'reg_alpha': 0.7478042175968276, 'reg_lambda': 1.307644220432638}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:35,598] Trial 83 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.06706712959429019, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7793429786447982, 'colsample_bytree': 0.9978185345280749, 'gamma': 0.45908093836779096, 'reg_alpha': 0.8623339887174131, 'reg_lambda': 1.4609363723085882}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:35,965] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.14872550768475604, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8396559038145023, 'colsample_bytree': 0.9602630186177108, 'gamma': 0.012547794273072954, 'reg_alpha': 0.964607113417162, 'reg_lambda': 1.645053373977791}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:36,175] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.08361248631348779, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7981594766765583, 'colsample_bytree': 0.9258891885466464, 'gamma': 0.24784422756011068, 'reg_alpha': 0.7141327229086475, 'reg_lambda': 1.5206201419728365}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:36,424] Trial 86 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 32, 'learning_rate': 0.0725469953151474, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8737972287314426, 'colsample_bytree': 0.8897189757191184, 'gamma': 4.800720840788732, 'reg_alpha': 0.6528362175375697, 'reg_lambda': 1.1064103678337411}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:36,660] Trial 87 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.09098815203675786, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.913065081223664, 'colsample_bytree': 0.9148647901954247, 'gamma': 0.9538488205309715, 'reg_alpha': 0.5812152499958319, 'reg_lambda': 1.2234061471185538}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:37,036] Trial 88 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.1745572501284677, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7562444454497473, 'colsample_bytree': 0.9849633638413806, 'gamma': 0.6422981361035781, 'reg_alpha': 0.9232504451071983, 'reg_lambda': 1.4362013784003973}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:37,223] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 99, 'learning_rate': 0.11588758280694217, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8344948106968061, 'colsample_bytree': 0.8611403048121689, 'gamma': 0.16986908201725948, 'reg_alpha': 0.8262998719319721, 'reg_lambda': 1.8757969829450918}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:37,489] Trial 90 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 130, 'learning_rate': 0.05930138944600993, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8081084276086801, 'colsample_bytree': 0.8862732817790233, 'gamma': 0.36522856658638214, 'reg_alpha': 0.698254253219914, 'reg_lambda': 1.3316325943808374}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:37,708] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.12188879221652409, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8207041448285545, 'colsample_bytree': 0.9541488651215527, 'gamma': 0.5070397144444703, 'reg_alpha': 0.8896030847501637, 'reg_lambda': 1.3581903453421775}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:38,028] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 144, 'learning_rate': 0.10155379508577814, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8140714582356838, 'colsample_bytree': 0.9430110118296353, 'gamma': 0.33101039772845475, 'reg_alpha': 0.7779364015592485, 'reg_lambda': 1.3691439657568334}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:38,240] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.1264968389970717, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7810703856419112, 'colsample_bytree': 0.9763661658669808, 'gamma': 0.2487238162094255, 'reg_alpha': 0.7639339522030049, 'reg_lambda': 1.2456697374404704}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:38,543] Trial 94 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 119, 'learning_rate': 0.11185043939926691, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8578839800370105, 'colsample_bytree': 0.9574149644676823, 'gamma': 0.11831256211398639, 'reg_alpha': 0.7864071100245562, 'reg_lambda': 0.9705597545701863}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:38,757] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.09277271726318263, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7921565384586161, 'colsample_bytree': 0.9049840767675543, 'gamma': 0.839347656697275, 'reg_alpha': 0.666401070089355, 'reg_lambda': 1.4979718326109728}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:39,090] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.2961253570716858, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9233992314473549, 'colsample_bytree': 0.7413009484140086, 'gamma': 1.1453206607316377, 'reg_alpha': 0.8135862575005555, 'reg_lambda': 1.4111256116382396}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:39,282] Trial 97 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 115, 'learning_rate': 0.1613894295625565, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8264078268458228, 'colsample_bytree': 0.926007678115801, 'gamma': 0.5778276353577644, 'reg_alpha': 0.5536642392154425, 'reg_lambda': 1.7771491491701932}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:39,572] Trial 98 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 163, 'learning_rate': 0.07526099280203781, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8449296292419222, 'colsample_bytree': 0.7151417779999614, 'gamma': 0.6806077331968841, 'reg_alpha': 0.8513853666917399, 'reg_lambda': 1.1753542306544122}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:39,810] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 107, 'learning_rate': 0.13951327993778362, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.762573259226477, 'colsample_bytree': 0.8403629735385915, 'gamma': 0.36855630440181086, 'reg_alpha': 0.737491597330969, 'reg_lambda': 1.6505971307041611}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:40,038] Trial 100 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 148, 'learning_rate': 0.12034824807255551, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9437778545843742, 'colsample_bytree': 0.9341307518269759, 'gamma': 0.9527164602095984, 'reg_alpha': 0.6242284166569404, 'reg_lambda': 1.0728293056047846}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:40,438] Trial 101 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.08333473959885311, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8436967069588885, 'colsample_bytree': 0.9604040993024894, 'gamma': 0.03801874583163395, 'reg_alpha': 0.96108310334344, 'reg_lambda': 1.6095699879424408}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:40,674] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.14393924621246412, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8701126104971771, 'colsample_bytree': 0.9642200159590643, 'gamma': 0.08896660490844382, 'reg_alpha': 0.9135155980505233, 'reg_lambda': 1.2725751654732185}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:40,883] Trial 103 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.1823615251282322, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8366672390689989, 'colsample_bytree': 0.9520444592581887, 'gamma': 0.2627626311171828, 'reg_alpha': 0.7043584008761358, 'reg_lambda': 1.5311201394367662}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:41,136] Trial 104 finished with value: 0.75 and parameters: {'n_estimators': 134, 'learning_rate': 0.14948532005321097, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8539866401576574, 'colsample_bytree': 0.9898809210917155, 'gamma': 0.44258351297030163, 'reg_alpha': 0.9808730604361522, 'reg_lambda': 1.6408662769490845}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:41,377] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 143, 'learning_rate': 0.10404218784926346, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8888637131804421, 'colsample_bytree': 0.9735971478965786, 'gamma': 0.195158313621586, 'reg_alpha': 0.9600732689793535, 'reg_lambda': 1.3818486228014013}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:41,728] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 130, 'learning_rate': 0.130424874945414, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8115732866623041, 'colsample_bytree': 0.7669103057108667, 'gamma': 0.006756851489571891, 'reg_alpha': 0.5057950791824395, 'reg_lambda': 1.3258225762921823}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:41,923] Trial 107 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.20760555430723587, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.80093857153314, 'colsample_bytree': 0.725405369850509, 'gamma': 0.5197698315131115, 'reg_alpha': 0.5907367704934937, 'reg_lambda': 1.4502819153635966}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:42,292] Trial 108 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 115, 'learning_rate': 0.10578793287253331, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8265474983073979, 'colsample_bytree': 0.9480935563643177, 'gamma': 0.7582352199187392, 'reg_alpha': 0.5371089387449973, 'reg_lambda': 1.598419491137826}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:42,709] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.09571887818621216, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8671732596600784, 'colsample_bytree': 0.919573746356918, 'gamma': 0.6436429527112446, 'reg_alpha': 0.8757175433105959, 'reg_lambda': 1.1537395589687789}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:42,918] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.1169218987047271, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8793972935828787, 'colsample_bytree': 0.7483855398083583, 'gamma': 0.3881056739949513, 'reg_alpha': 0.9478852006672286, 'reg_lambda': 1.4738627648992488}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:43,264] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.09040876212847097, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9099562061136189, 'colsample_bytree': 0.9022991831060958, 'gamma': 1.3113763922740116, 'reg_alpha': 0.582459895154087, 'reg_lambda': 1.2717055205067604}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:43,513] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 147, 'learning_rate': 0.08864474911480243, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9580133490638868, 'colsample_bytree': 0.7072490490556675, 'gamma': 1.008756695876022, 'reg_alpha': 0.5668083064979915, 'reg_lambda': 1.2345333822619255}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:43,822] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.08264882314299885, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9295995763091689, 'colsample_bytree': 0.9186067655471146, 'gamma': 0.9324642944038477, 'reg_alpha': 0.6375963509445586, 'reg_lambda': 1.2159771585042254}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:44,014] Trial 114 finished with value: 0.5 and parameters: {'n_estimators': 131, 'learning_rate': 0.10843681510124172, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.8990983879425887, 'colsample_bytree': 0.976896639251341, 'gamma': 1.4897148068836945, 'reg_alpha': 0.6048528714705705, 'reg_lambda': 1.3837921995369291}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:44,242] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.07807991633005655, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6592711482192035, 'colsample_bytree': 0.9376087869591996, 'gamma': 0.8307639595953951, 'reg_alpha': 0.6655550515166307, 'reg_lambda': 1.3088297461872955}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:44,522] Trial 116 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.06900815954074913, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9163963922122997, 'colsample_bytree': 0.6708323775510839, 'gamma': 0.26949121178162544, 'reg_alpha': 0.9809739264211044, 'reg_lambda': 1.5428143867565374}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:44,739] Trial 117 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.09629991419068382, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8889811011314369, 'colsample_bytree': 0.7778872465014574, 'gamma': 1.1613381871928103, 'reg_alpha': 0.4958276554618284, 'reg_lambda': 1.4210226060445712}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:45,022] Trial 118 finished with value: 0.738095238095238 and parameters: {'n_estimators': 135, 'learning_rate': 0.13377975323532248, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9397912005770112, 'colsample_bytree': 0.8930622236382151, 'gamma': 0.47930519487893464, 'reg_alpha': 0.848818511436889, 'reg_lambda': 1.342777357839652}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:45,329] Trial 119 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 168, 'learning_rate': 0.15059067583793614, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7483787464343816, 'colsample_bytree': 0.8804543910896102, 'gamma': 0.6967501775105513, 'reg_alpha': 0.5711439500800931, 'reg_lambda': 1.739922888926443}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:45,518] Trial 120 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 111, 'learning_rate': 0.12172340099333367, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8406848085789989, 'colsample_bytree': 0.7362554330861715, 'gamma': 1.7460204473965564, 'reg_alpha': 0.9099080430771423, 'reg_lambda': 1.505452651380856}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:45,968] Trial 121 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 132, 'learning_rate': 0.12144006238280375, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8508049433832838, 'colsample_bytree': 0.9475504232380729, 'gamma': 0.5425057702217635, 'reg_alpha': 0.8938433694151178, 'reg_lambda': 1.3272906549750543}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:46,186] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.16730718615696402, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8219926494074182, 'colsample_bytree': 0.9576499704375523, 'gamma': 0.1387648725479256, 'reg_alpha': 0.8816471024774071, 'reg_lambda': 1.375166753580942}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:46,400] Trial 123 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 145, 'learning_rate': 0.11313505081029886, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8333582125562038, 'colsample_bytree': 0.9530193641773834, 'gamma': 3.9043847186126035, 'reg_alpha': 0.9397475018256531, 'reg_lambda': 1.4621715037001277}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:46,704] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.10012538342041752, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8629158018028794, 'colsample_bytree': 0.9331071483605219, 'gamma': 0.3175729350084903, 'reg_alpha': 0.8084584898322505, 'reg_lambda': 1.2542248819056956}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:46,933] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.10050433831951353, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8639579246213156, 'colsample_bytree': 0.9111161497847895, 'gamma': 0.3137227503489581, 'reg_alpha': 0.8032389091422866, 'reg_lambda': 1.169204093221044}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:47,109] Trial 126 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 103, 'learning_rate': 0.09027017654092441, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8762815682507703, 'colsample_bytree': 0.9316539604000285, 'gamma': 0.4328752081187229, 'reg_alpha': 0.7306449569496456, 'reg_lambda': 1.225062373283114}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:47,418] Trial 127 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 119, 'learning_rate': 0.07489661727624441, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8554814929234126, 'colsample_bytree': 0.6994149386212918, 'gamma': 0.17588056362505344, 'reg_alpha': 0.7540599784096529, 'reg_lambda': 1.0048597689459968}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:47,721] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.08512836820363309, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9862375843103703, 'colsample_bytree': 0.9393989043608971, 'gamma': 0.6096052961535069, 'reg_alpha': 0.6869798170843162, 'reg_lambda': 1.2646573206059364}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:47,946] Trial 129 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 160, 'learning_rate': 0.10363000248785179, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.797447949116654, 'colsample_bytree': 0.6888911582169469, 'gamma': 1.054810134137044, 'reg_alpha': 0.8395616273978725, 'reg_lambda': 1.0801597703874488}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:48,212] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 136, 'learning_rate': 0.06375364967979838, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9052373132339017, 'colsample_bytree': 0.7198249647267654, 'gamma': 2.9061889576808992, 'reg_alpha': 0.6132463449549521, 'reg_lambda': 1.6773254216267226}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:48,495] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.1292593360933515, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8198498934667392, 'colsample_bytree': 0.9675010563208235, 'gamma': 0.5164578599675624, 'reg_alpha': 0.8013106421863642, 'reg_lambda': 1.3654418716451577}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:48,738] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.1105552782641372, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7893561019742434, 'colsample_bytree': 0.9219456936455289, 'gamma': 0.336955196311131, 'reg_alpha': 0.7758436438787049, 'reg_lambda': 0.9000330917500197}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:48,991] Trial 133 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 140, 'learning_rate': 0.0948706542052916, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8077712650130866, 'colsample_bytree': 0.9443636721099316, 'gamma': 0.07167711046196576, 'reg_alpha': 0.876367325097012, 'reg_lambda': 1.4331485284469794}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:49,215] Trial 134 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.14318082973197035, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9656096419666532, 'colsample_bytree': 0.9594186881710494, 'gamma': 0.4206873697221092, 'reg_alpha': 0.919383030687132, 'reg_lambda': 1.5765278289105127}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:49,566] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 151, 'learning_rate': 0.13951121781738407, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9663701716475982, 'colsample_bytree': 0.9829805336797828, 'gamma': 0.2409035048197255, 'reg_alpha': 0.9996419231670948, 'reg_lambda': 1.5822254829882836}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:49,757] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 132, 'learning_rate': 0.15512113120591853, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9984916449485587, 'colsample_bytree': 0.9944459892197888, 'gamma': 0.28467575591472005, 'reg_alpha': 0.9768949863987684, 'reg_lambda': 1.5762197244923701}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:49,948] Trial 137 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 116, 'learning_rate': 0.13521928627374444, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9686162201312265, 'colsample_bytree': 0.9761177774936806, 'gamma': 0.19265805759476382, 'reg_alpha': 0.9305974501430476, 'reg_lambda': 1.518231534039205}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:50,272] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.14612824485503542, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.978874211259385, 'colsample_bytree': 0.9834388967388361, 'gamma': 0.4088228162326546, 'reg_alpha': 0.996817382091784, 'reg_lambda': 1.6329636812103374}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:50,492] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 122, 'learning_rate': 0.13877954336948412, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9615656311896387, 'colsample_bytree': 0.98369421509458, 'gamma': 0.41116997647418574, 'reg_alpha': 0.9881107426311929, 'reg_lambda': 1.5608839388252636}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:50,700] Trial 140 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 110, 'learning_rate': 0.17223833154311444, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9896301833047276, 'colsample_bytree': 0.983406807948645, 'gamma': 0.6107644171495811, 'reg_alpha': 0.9925352846877483, 'reg_lambda': 1.477032396885924}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:50,995] Trial 141 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.19662504877546533, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9552993650952479, 'colsample_bytree': 0.9615174730577674, 'gamma': 0.3834666219891758, 'reg_alpha': 0.9564175400385735, 'reg_lambda': 1.6433007219949256}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:51,206] Trial 142 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 147, 'learning_rate': 0.15697751480238023, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9752323081365576, 'colsample_bytree': 0.9736570719223554, 'gamma': 0.08396704597014476, 'reg_alpha': 0.9163954577976845, 'reg_lambda': 1.686690242109366}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:51,564] Trial 143 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.12696961745369978, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9507520715638538, 'colsample_bytree': 0.965035003696614, 'gamma': 0.26767939486803305, 'reg_alpha': 0.9650874647411314, 'reg_lambda': 1.7931461091870655}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:51,761] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 125, 'learning_rate': 0.14566185324797434, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9774446280753584, 'colsample_bytree': 0.9911705988735238, 'gamma': 0.004958554594755915, 'reg_alpha': 0.9695465136467124, 'reg_lambda': 1.605541193608597}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:52,022] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.11704655693033725, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9687168348769299, 'colsample_bytree': 0.9568579552153382, 'gamma': 0.46672931170144966, 'reg_alpha': 0.9371545682235478, 'reg_lambda': 1.867960213293894}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:52,208] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 117, 'learning_rate': 0.1428348415055538, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7715387879117871, 'colsample_bytree': 0.9692061039815986, 'gamma': 0.7188249925655886, 'reg_alpha': 0.9478144453889807, 'reg_lambda': 1.4181850344072104}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:52,415] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.10880577169770057, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9815875444216107, 'colsample_bytree': 0.7094871126660819, 'gamma': 0.21154392865310423, 'reg_alpha': 0.9175728909291831, 'reg_lambda': 1.5195205819477473}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:52,735] Trial 148 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 144, 'learning_rate': 0.16518998789670253, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7804637414157517, 'colsample_bytree': 0.9977252775255993, 'gamma': 0.5766736829549304, 'reg_alpha': 0.756739314120397, 'reg_lambda': 1.6105474581620347}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:52,953] Trial 149 finished with value: 0.693452380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.09996745396979956, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9493153004931572, 'colsample_bytree': 0.9801949597785327, 'gamma': 2.4727142682768903, 'reg_alpha': 0.6498504444741423, 'reg_lambda': 1.476763912125568}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:53,191] Trial 150 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 165, 'learning_rate': 0.12799682846403926, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.960978184741008, 'colsample_bytree': 0.8206690397392034, 'gamma': 0.3582866499657684, 'reg_alpha': 0.9978795307461056, 'reg_lambda': 1.3028409801562706}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:53,525] Trial 151 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.08199943564849992, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8638253377136651, 'colsample_bytree': 0.9325964731179806, 'gamma': 0.8442804305469036, 'reg_alpha': 0.541901204802175, 'reg_lambda': 1.712875202448929}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:53,848] Trial 152 finished with value: 0.761904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.09265748725767767, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9356584943421589, 'colsample_bytree': 0.9034768203727074, 'gamma': 0.47335175085432596, 'reg_alpha': 0.6233095597536007, 'reg_lambda': 1.4031747996362602}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:54,113] Trial 153 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 137, 'learning_rate': 0.11600126268796021, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9644665193745013, 'colsample_bytree': 0.8692238761100466, 'gamma': 0.4849809971239929, 'reg_alpha': 0.7167609148053379, 'reg_lambda': 1.5572737077928946}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:54,312] Trial 154 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 146, 'learning_rate': 0.09584834831699246, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9341979524410666, 'colsample_bytree': 0.7297946289373591, 'gamma': 2.051054099813397, 'reg_alpha': 0.6405984993111247, 'reg_lambda': 1.4073117381128284}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:54,538] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.08583512399763533, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9437171720937019, 'colsample_bytree': 0.9032555655762148, 'gamma': 0.14811940610800878, 'reg_alpha': 0.6243807207611111, 'reg_lambda': 1.3524347717455076}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:54,831] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 134, 'learning_rate': 0.10553947532305301, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8470641010209602, 'colsample_bytree': 0.9452299537679931, 'gamma': 0.30056590529206495, 'reg_alpha': 0.6668486463073409, 'reg_lambda': 1.4492561799057935}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:55,045] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.07212047687521979, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8721489268879904, 'colsample_bytree': 0.9274155574430725, 'gamma': 0.4256603913152856, 'reg_alpha': 0.9070524703136816, 'reg_lambda': 1.648768282115312}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:55,392] Trial 158 finished with value: 0.75 and parameters: {'n_estimators': 106, 'learning_rate': 0.07834382627351072, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9752546263184901, 'colsample_bytree': 0.8558273215381871, 'gamma': 0.6808741773037388, 'reg_alpha': 0.5986244658402706, 'reg_lambda': 1.2845684034174345}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:55,602] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.14354519802534432, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9524396541028033, 'colsample_bytree': 0.89355016107812, 'gamma': 0.24247310087948448, 'reg_alpha': 0.8620917390595446, 'reg_lambda': 1.51529307563416}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:55,877] Trial 160 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.18391439097200377, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9931244892641793, 'colsample_bytree': 0.9532678036875554, 'gamma': 0.1010553871472645, 'reg_alpha': 0.5553016227421312, 'reg_lambda': 1.580085326805404}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:56,121] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 152, 'learning_rate': 0.08960788365223157, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9261068081217373, 'colsample_bytree': 0.909360098968687, 'gamma': 0.5830499712350383, 'reg_alpha': 0.5809599694996779, 'reg_lambda': 1.1500025567652523}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:56,349] Trial 162 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.09283823545203698, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8966628946650588, 'colsample_bytree': 0.9160828278876986, 'gamma': 0.39821956491023147, 'reg_alpha': 0.589244657798949, 'reg_lambda': 1.211266869226732}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:56,639] Trial 163 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.09830254404844611, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8901719596938484, 'colsample_bytree': 0.8426128227718332, 'gamma': 0.7562388290459228, 'reg_alpha': 0.527829097121592, 'reg_lambda': 1.4035095526182462}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:56,828] Trial 164 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 132, 'learning_rate': 0.12241083220287736, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9389337269932341, 'colsample_bytree': 0.9381484525009302, 'gamma': 0.5151576482589083, 'reg_alpha': 0.6187856951994721, 'reg_lambda': 1.2563297771494366}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:57,023] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.10412165067268982, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9106231488035125, 'colsample_bytree': 0.8970328957198054, 'gamma': 0.30471321071698854, 'reg_alpha': 0.9972257617726465, 'reg_lambda': 1.3507826645046515}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:57,293] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 114, 'learning_rate': 0.13429388951613774, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8850828500540123, 'colsample_bytree': 0.9625604483906879, 'gamma': 0.9314916599347177, 'reg_alpha': 0.6960136342229319, 'reg_lambda': 1.3061016151431775}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:57,453] Trial 167 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 50, 'learning_rate': 0.11263222290169635, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7638344668766689, 'colsample_bytree': 0.8788827307076384, 'gamma': 1.3277302850987005, 'reg_alpha': 0.9482509105766755, 'reg_lambda': 1.4380847024623757}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:57,745] Trial 168 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 157, 'learning_rate': 0.08631828695876388, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9200310486483316, 'colsample_bytree': 0.9203921139826605, 'gamma': 0.16289693096652935, 'reg_alpha': 0.7805490716453062, 'reg_lambda': 1.494457933243903}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:57,993] Trial 169 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 147, 'learning_rate': 0.15536535306926308, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8588447043305746, 'colsample_bytree': 0.7145013442478874, 'gamma': 0.6522446434517055, 'reg_alpha': 0.5610361355637762, 'reg_lambda': 1.7506782962413618}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:58,236] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.07825574193516399, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8299273184234335, 'colsample_bytree': 0.9461881787408716, 'gamma': 0.47593669955998796, 'reg_alpha': 0.8175841567071042, 'reg_lambda': 1.3877574508613764}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:58,544] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.12392060986770287, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8185960551214081, 'colsample_bytree': 0.9554714534897544, 'gamma': 0.5369587490569322, 'reg_alpha': 0.8404754651972254, 'reg_lambda': 1.3431764977858676}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:58,809] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.11932296787255411, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8372275078699358, 'colsample_bytree': 0.9343170167395575, 'gamma': 0.3533563575559139, 'reg_alpha': 0.8787635290472386, 'reg_lambda': 1.2313179482964431}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:59,067] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 150, 'learning_rate': 0.09279660228950452, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.794689441332638, 'colsample_bytree': 0.9702754624239197, 'gamma': 0.2469441122365077, 'reg_alpha': 0.9744192574479156, 'reg_lambda': 1.1092808350943106}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:59,324] Trial 174 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 150, 'learning_rate': 0.08843455098382846, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7962442784244684, 'colsample_bytree': 0.9702141416290847, 'gamma': 0.22479684977949493, 'reg_alpha': 0.9497263283907972, 'reg_lambda': 1.0803023384626371}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:59,651] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.09527375853602507, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8047763415959769, 'colsample_bytree': 0.9898727158873225, 'gamma': 0.34677044402263624, 'reg_alpha': 0.9680978351659512, 'reg_lambda': 1.135749645430658}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:59,910] Trial 176 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.1023627664749128, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.7840990471453028, 'colsample_bytree': 0.9654252437654518, 'gamma': 0.1148711358980179, 'reg_alpha': 0.97197815411208, 'reg_lambda': 1.168378581276991}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:00,207] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 145, 'learning_rate': 0.08321665475598718, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9681262496818733, 'colsample_bytree': 0.7920743239913911, 'gamma': 0.24741723603340252, 'reg_alpha': 0.12087446809446928, 'reg_lambda': 1.53874589577801}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:00,482] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.10956752202144412, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7901846086603279, 'colsample_bytree': 0.7430476258860814, 'gamma': 0.4196216756897141, 'reg_alpha': 0.739769154935153, 'reg_lambda': 1.0354334560697356}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:00,757] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 153, 'learning_rate': 0.09256320116238544, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.776977153711747, 'colsample_bytree': 0.9768172457147557, 'gamma': 0.7898543970619987, 'reg_alpha': 0.924860892092447, 'reg_lambda': 1.4492086326744256}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:01,082] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 129, 'learning_rate': 0.14517958892865437, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8714731577434076, 'colsample_bytree': 0.7243797135883867, 'gamma': 0.018899235999093822, 'reg_alpha': 0.9803031653219948, 'reg_lambda': 1.2981223164958011}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:01,383] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.13722167788479975, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.825698181437911, 'colsample_bytree': 0.956785484804193, 'gamma': 0.5356904459938912, 'reg_alpha': 0.9051134046944328, 'reg_lambda': 1.3966978349896098}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:01,634] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 145, 'learning_rate': 0.01194780862192035, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8044506615563339, 'colsample_bytree': 0.9493691876237371, 'gamma': 0.4716257582305058, 'reg_alpha': 0.8900366847760807, 'reg_lambda': 1.3514311419071594}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:01,977] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 134, 'learning_rate': 0.10102153581753363, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8108976885397277, 'colsample_bytree': 0.9828387233866958, 'gamma': 0.29668111206785747, 'reg_alpha': 0.6049443149573632, 'reg_lambda': 1.200686048339111}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:02,197] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.12783248154181973, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8515661478007873, 'colsample_bytree': 0.9731031371703565, 'gamma': 0.6389761332354976, 'reg_alpha': 0.936357512074831, 'reg_lambda': 1.256164029467177}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:02,399] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.11085867751801974, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8388961610269721, 'colsample_bytree': 0.9429982443625338, 'gamma': 0.40485781925460174, 'reg_alpha': 0.6271439056867631, 'reg_lambda': 1.4676634948657208}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:02,730] Trial 186 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.14992826525449962, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9451253541452029, 'colsample_bytree': 0.9300581082433974, 'gamma': 0.21249203606404582, 'reg_alpha': 0.9710530216199296, 'reg_lambda': 1.5794780587409571}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:02,947] Trial 187 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 112, 'learning_rate': 0.16439585842982726, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8794858993080944, 'colsample_bytree': 0.6997929773930687, 'gamma': 1.1753609324907985, 'reg_alpha': 0.5765230397111435, 'reg_lambda': 1.1150395094648626}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:03,275] Trial 188 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.08136814101245951, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9611632814559224, 'colsample_bytree': 0.9578537550301667, 'gamma': 0.5566678208011226, 'reg_alpha': 0.8003586853805696, 'reg_lambda': 1.646339392821776}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:03,473] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.11747631289643944, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9803294995746026, 'colsample_bytree': 0.9080178170497466, 'gamma': 0.3424665870335764, 'reg_alpha': 0.9533428021792852, 'reg_lambda': 1.3188564505974119}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:03,758] Trial 190 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 155, 'learning_rate': 0.09011240447286335, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8148956836844917, 'colsample_bytree': 0.965133832093511, 'gamma': 0.15576624218659493, 'reg_alpha': 0.9234464034768844, 'reg_lambda': 1.4982568001834349}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:03,975] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.13109318097893677, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7852740922668072, 'colsample_bytree': 0.9773451189367038, 'gamma': 0.2177517602978878, 'reg_alpha': 0.7785701152341722, 'reg_lambda': 1.2625343567642098}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:04,224] Trial 192 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.12318465502296136, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7661181049003882, 'colsample_bytree': 0.9714269794680441, 'gamma': 0.44231996942860585, 'reg_alpha': 0.7583862140578641, 'reg_lambda': 1.1950844082084442}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:04,435] Trial 193 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.1368700444814692, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7995332569248306, 'colsample_bytree': 0.9875928493298491, 'gamma': 0.2962666669356873, 'reg_alpha': 0.7651515167891937, 'reg_lambda': 1.3744797144338987}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:04,666] Trial 194 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 147, 'learning_rate': 0.09919145920305966, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.777362075969742, 'colsample_bytree': 0.9520536448334583, 'gamma': 0.0827126693429149, 'reg_alpha': 0.7304337388818647, 'reg_lambda': 1.2373601001832129}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:04,946] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 134, 'learning_rate': 0.11185906162134225, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9551561173153392, 'colsample_bytree': 0.9601806147388322, 'gamma': 0.380262178348741, 'reg_alpha': 0.9941598183481772, 'reg_lambda': 1.416766140143005}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:05,139] Trial 196 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.1056743917435925, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.7937695271114612, 'colsample_bytree': 0.9819176839000533, 'gamma': 0.6529324156662633, 'reg_alpha': 0.6574942863951565, 'reg_lambda': 1.3260214940484083}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:05,422] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 117, 'learning_rate': 0.09360033994398861, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.859180921387751, 'colsample_bytree': 0.9398452514737492, 'gamma': 0.4752056683965228, 'reg_alpha': 0.5157598345308828, 'reg_lambda': 1.5647013091553827}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:05,863] Trial 198 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 122, 'learning_rate': 0.07334126660725589, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7842311608903425, 'colsample_bytree': 0.9989686294694308, 'gamma': 0.2510012612293305, 'reg_alpha': 0.7150576394992755, 'reg_lambda': 1.2794998750579127}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:06,194] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 138, 'learning_rate': 0.1536861232440095, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8432308707485775, 'colsample_bytree': 0.916361418615705, 'gamma': 0.5766317084945849, 'reg_alpha': 0.7947574884143633, 'reg_lambda': 1.4531109336618182}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:06,198] A new study created in memory with name: no-name-6159cb6a-bfee-401d-bdc1-0c5d5c3643c4
[I 2025-11-03 20:06:06,472] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.026468355398143937, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.7539615188554911, 'colsample_bytree': 0.6843998352584286, 'gamma': 0.32511025090328716, 'reg_alpha': 0.9584509977239891, 'reg_lambda': 2.591681627121111}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:06:06,716] Trial 1 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 145, 'learning_rate': 0.025728256254806518, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8522651199835449, 'colsample_bytree': 0.7247742995742924, 'gamma': 0.7656444662632789, 'reg_alpha': 0.25038845379450136, 'reg_lambda': 2.04410589391137}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:07,081] Trial 2 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.03456098689351996, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7145750151296388, 'colsample_bytree': 0.9098934480927952, 'gamma': 2.3044117740663927, 'reg_alpha': 0.8363902147067771, 'reg_lambda': 1.1759734355194036}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:07,245] Trial 3 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 59, 'learning_rate': 0.013108357192711953, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7052618334184415, 'colsample_bytree': 0.9757245010083125, 'gamma': 0.44357614690502367, 'reg_alpha': 0.768978059287771, 'reg_lambda': 2.8344614004987756}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:07,503] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 197, 'learning_rate': 0.05723111748168924, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.9748974980507945, 'colsample_bytree': 0.6487068388089269, 'gamma': 3.9819641518620816, 'reg_alpha': 0.044401100919193914, 'reg_lambda': 0.7124362499111556}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:07,729] Trial 5 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 149, 'learning_rate': 0.020907719198481698, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7253946554753111, 'colsample_bytree': 0.7617660258689154, 'gamma': 0.9267146796605208, 'reg_alpha': 0.774344181602756, 'reg_lambda': 0.5309165845980333}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:07,983] Trial 6 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.033754479946681216, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9988389855299797, 'colsample_bytree': 0.7586515534827291, 'gamma': 0.8002981053980179, 'reg_alpha': 0.5319686131765606, 'reg_lambda': 1.1209891586989191}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:08,354] Trial 7 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 242, 'learning_rate': 0.09709778947512229, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.885943446163688, 'colsample_bytree': 0.6870355174771672, 'gamma': 3.170052084357135, 'reg_alpha': 0.9833849897613667, 'reg_lambda': 1.671782034410643}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:08,610] Trial 8 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 219, 'learning_rate': 0.01328359107704985, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7928177457460466, 'colsample_bytree': 0.70334027651122, 'gamma': 3.2732118712749294, 'reg_alpha': 0.1435444825420984, 'reg_lambda': 1.6734589296203455}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:08,910] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.09176334061112577, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7568950477000552, 'colsample_bytree': 0.6330159677609831, 'gamma': 2.2734839567202085, 'reg_alpha': 0.783597627266993, 'reg_lambda': 2.8252992190489277}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:09,130] Trial 10 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 94, 'learning_rate': 0.2796273149193309, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.635976477678581, 'colsample_bytree': 0.8370171812772896, 'gamma': 1.5490439291761018, 'reg_alpha': 0.31386323869771726, 'reg_lambda': 2.081364061850632}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:09,341] Trial 11 finished with value: 0.5 and parameters: {'n_estimators': 166, 'learning_rate': 0.04294251878117895, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.994924997605375, 'colsample_bytree': 0.7977238115700447, 'gamma': 1.4122883095651275, 'reg_alpha': 0.5127440683298888, 'reg_lambda': 1.1469417679179814}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:09,667] Trial 12 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 182, 'learning_rate': 0.06638605924608378, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8668446278347858, 'colsample_bytree': 0.7351627601366135, 'gamma': 0.01510422217384444, 'reg_alpha': 0.47310333523302067, 'reg_lambda': 2.257637263646075}. Best is trial 12 with value: 0.7261904761904763.
[I 2025-11-03 20:06:09,908] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 124, 'learning_rate': 0.07627209219070682, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8779519986827315, 'colsample_bytree': 0.8531431494196694, 'gamma': 0.13643895971115844, 'reg_alpha': 0.3092773720466529, 'reg_lambda': 2.262267980207271}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:10,181] Trial 14 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 109, 'learning_rate': 0.17065289396230535, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9036152394060367, 'colsample_bytree': 0.8353248917617264, 'gamma': 0.11401033328349555, 'reg_alpha': 0.38040603029876496, 'reg_lambda': 2.3216295935384794}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:10,378] Trial 15 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.19816267310532962, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9161421329699901, 'colsample_bytree': 0.8693260516725341, 'gamma': 4.901299342989907, 'reg_alpha': 0.3728325822499238, 'reg_lambda': 2.3496642258282274}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:10,634] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 79, 'learning_rate': 0.15456695107448207, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.930185733909254, 'colsample_bytree': 0.9258029167432693, 'gamma': 1.576420951517638, 'reg_alpha': 0.5985463261435897, 'reg_lambda': 2.5229414814913818}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:10,938] Trial 17 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.1266885228518292, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8331838872828321, 'colsample_bytree': 0.8331345184504759, 'gamma': 0.09195856717368622, 'reg_alpha': 0.19638128420795514, 'reg_lambda': 1.89988860807191}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:11,257] Trial 18 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 129, 'learning_rate': 0.10033795139534597, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8256323746468824, 'colsample_bytree': 0.9960078932867582, 'gamma': 1.2622384815270666, 'reg_alpha': 0.18486321812317763, 'reg_lambda': 1.8372749870364813}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:11,436] Trial 19 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 70, 'learning_rate': 0.11796520062059065, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8084124768175701, 'colsample_bytree': 0.8810144016779768, 'gamma': 2.1357539178445513, 'reg_alpha': 0.009249284730242835, 'reg_lambda': 1.4121870066102296}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:11,681] Trial 20 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.07106850351336111, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9509753689156769, 'colsample_bytree': 0.8157791439747449, 'gamma': 1.8139216306204928, 'reg_alpha': 0.13168874089990387, 'reg_lambda': 1.9036338220553821}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:11,762] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.06544905417700982, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.940094269241673, 'colsample_bytree': 0.8042754363193675, 'gamma': 3.0017661586015514, 'reg_alpha': 0.11768877229029723, 'reg_lambda': 1.8693328310663815}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:11,964] Trial 22 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 53, 'learning_rate': 0.07942996799804285, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9513214628807063, 'colsample_bytree': 0.806901333529149, 'gamma': 0.47679579245522874, 'reg_alpha': 0.2259264548389712, 'reg_lambda': 1.5084711500278418}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:12,174] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.12985392792152275, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8441543493533901, 'colsample_bytree': 0.8525306200449426, 'gamma': 1.9637783582341357, 'reg_alpha': 0.1057401321313636, 'reg_lambda': 2.024100114597103}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:12,383] Trial 24 finished with value: 0.75 and parameters: {'n_estimators': 133, 'learning_rate': 0.1262085987074444, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8459130904990243, 'colsample_bytree': 0.87131493245132, 'gamma': 1.0062260691485774, 'reg_alpha': 0.32382147769059, 'reg_lambda': 2.1276881307565505}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:12,806] Trial 25 finished with value: 0.75 and parameters: {'n_estimators': 124, 'learning_rate': 0.2311157436770071, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7945995638662939, 'colsample_bytree': 0.9332168348732078, 'gamma': 2.8275094593691907, 'reg_alpha': 0.07441360109242708, 'reg_lambda': 2.605965126445861}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:13,051] Trial 26 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 157, 'learning_rate': 0.13443717850501916, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.879853032229728, 'colsample_bytree': 0.8948201068054642, 'gamma': 3.7910877839099193, 'reg_alpha': 0.2721002912323413, 'reg_lambda': 2.432860015241152}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:13,382] Trial 27 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 80, 'learning_rate': 0.04806364785323054, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8350329211510958, 'colsample_bytree': 0.8448014190525079, 'gamma': 1.8668179882302711, 'reg_alpha': 0.41692506472053215, 'reg_lambda': 1.4517491053055647}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:13,597] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.18238140075997655, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.7710063702579558, 'colsample_bytree': 0.7753983695096446, 'gamma': 4.92666640515619, 'reg_alpha': 0.19915891269117675, 'reg_lambda': 1.967442600706131}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:13,868] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 195, 'learning_rate': 0.24454860497346106, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.6025971732732339, 'colsample_bytree': 0.9623620465259259, 'gamma': 0.5496601305781799, 'reg_alpha': 0.6310368783348727, 'reg_lambda': 2.695439084299891}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:14,055] Trial 30 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 119, 'learning_rate': 0.11736051743943694, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9042156999313902, 'colsample_bytree': 0.8625477576071049, 'gamma': 0.1734941445787726, 'reg_alpha': 0.09223119965090644, 'reg_lambda': 2.181181650751507}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:14,346] Trial 31 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.13141751580314973, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8367115067780151, 'colsample_bytree': 0.8634052273511119, 'gamma': 1.1157134279688763, 'reg_alpha': 0.3269617655069501, 'reg_lambda': 2.1850109938237696}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:14,682] Trial 32 finished with value: 0.738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.1490266148473509, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8656908484159712, 'colsample_bytree': 0.9052923631049524, 'gamma': 1.107612892753969, 'reg_alpha': 0.2866998855726728, 'reg_lambda': 2.0376744371003057}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:14,967] Trial 33 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.08623442160449223, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8104179327009361, 'colsample_bytree': 0.8286285461262722, 'gamma': 0.650079189309998, 'reg_alpha': 0.1918880531806529, 'reg_lambda': 1.7431441485189727}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:15,153] Trial 34 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 98, 'learning_rate': 0.10878279908586998, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.847747064617936, 'colsample_bytree': 0.7794140343682437, 'gamma': 0.3425358440982386, 'reg_alpha': 0.44300209730999585, 'reg_lambda': 2.459585847013601}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:15,353] Trial 35 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.10769164860542879, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7789916355795322, 'colsample_bytree': 0.7781372335287645, 'gamma': 0.37129942123412313, 'reg_alpha': 0.45015018376867205, 'reg_lambda': 2.9790075841085293}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:15,725] Trial 36 finished with value: 0.738095238095238 and parameters: {'n_estimators': 153, 'learning_rate': 0.054181632221730995, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7271719242492041, 'colsample_bytree': 0.7241025220199373, 'gamma': 0.28949850745214467, 'reg_alpha': 0.34820057733511267, 'reg_lambda': 2.4845522751763056}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:15,933] Trial 37 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 94, 'learning_rate': 0.20831252980407577, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8874279497462243, 'colsample_bytree': 0.7885129189293901, 'gamma': 0.7918834777972069, 'reg_alpha': 0.6520748586516713, 'reg_lambda': 2.6574273988585744}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:16,103] Trial 38 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.07921678878098112, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.821955518801633, 'colsample_bytree': 0.7447332769234484, 'gamma': 0.03980503298217042, 'reg_alpha': 0.4119668116169496, 'reg_lambda': 2.2555248884058634}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:16,423] Trial 39 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.0280388544596979, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8560101250709788, 'colsample_bytree': 0.931476246920363, 'gamma': 0.7114499268536698, 'reg_alpha': 0.23662624801265567, 'reg_lambda': 2.3668150978261586}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:16,614] Trial 40 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 145, 'learning_rate': 0.156561304658422, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.6774264430324017, 'colsample_bytree': 0.6636691802363917, 'gamma': 1.1550388720192613, 'reg_alpha': 0.5564436806573834, 'reg_lambda': 0.870088922321733}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:16,918] Trial 41 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 120, 'learning_rate': 0.13029059817702804, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8453215418269928, 'colsample_bytree': 0.8510759891676363, 'gamma': 0.4003868175806209, 'reg_alpha': 0.26280264237049217, 'reg_lambda': 2.143877539843536}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:17,176] Trial 42 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 99, 'learning_rate': 0.09936557128028033, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8764870884910301, 'colsample_bytree': 0.8254403970303333, 'gamma': 0.9312107277104411, 'reg_alpha': 0.9019773086234235, 'reg_lambda': 1.9871349780992018}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:17,387] Trial 43 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.10040394849938607, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9066929867608107, 'colsample_bytree': 0.6002261362070513, 'gamma': 0.9066252087793554, 'reg_alpha': 0.8782521750942575, 'reg_lambda': 1.6139567069551082}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:17,660] Trial 44 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.08771170123155093, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8832233972618269, 'colsample_bytree': 0.8193550476358045, 'gamma': 0.5530527584744294, 'reg_alpha': 0.9131218189741217, 'reg_lambda': 2.1986417806551004}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:17,798] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 85, 'learning_rate': 0.010087911823012162, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8705609423332302, 'colsample_bytree': 0.8911285304972492, 'gamma': 0.28275004488495653, 'reg_alpha': 0.7088553130643354, 'reg_lambda': 2.7516176769573635}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:17,980] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.058719898802004546, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.82949353562555, 'colsample_bytree': 0.7749486178776287, 'gamma': 1.383003099596555, 'reg_alpha': 0.4880198999002988, 'reg_lambda': 1.8250307703982833}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:18,241] Trial 47 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 100, 'learning_rate': 0.07614478829487563, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7813778980035725, 'colsample_bytree': 0.7533313586670748, 'gamma': 0.022864812232393866, 'reg_alpha': 0.4184549436590227, 'reg_lambda': 2.4269396896721314}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:18,451] Trial 48 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 138, 'learning_rate': 0.04201604605121788, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7493781239193613, 'colsample_bytree': 0.7143984536752155, 'gamma': 0.9744144520568416, 'reg_alpha': 0.3213470251588808, 'reg_lambda': 2.5564780462640666}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:18,807] Trial 49 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 182, 'learning_rate': 0.10342718322746412, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8117630106588435, 'colsample_bytree': 0.8306696632698183, 'gamma': 1.6043020791202747, 'reg_alpha': 0.3634077836011287, 'reg_lambda': 1.9598972989213133}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:18,987] Trial 50 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 72, 'learning_rate': 0.1740160252790865, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9229643931208806, 'colsample_bytree': 0.7916500407826028, 'gamma': 0.7718077912472943, 'reg_alpha': 0.5539928621352437, 'reg_lambda': 1.2552966694465493}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:19,301] Trial 51 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 129, 'learning_rate': 0.13692393353046267, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8456260367178847, 'colsample_bytree': 0.8566830259134687, 'gamma': 2.5334922973548686, 'reg_alpha': 0.15902096827989093, 'reg_lambda': 2.0328911348777816}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:19,552] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.11159611219730277, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8590095104509434, 'colsample_bytree': 0.8813460587903319, 'gamma': 1.8245353456872924, 'reg_alpha': 0.026789281267286788, 'reg_lambda': 2.272401506148133}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:19,954] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 158, 'learning_rate': 0.09109639718606777, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8958579499754526, 'colsample_bytree': 0.845024745816498, 'gamma': 2.0754323755646618, 'reg_alpha': 0.0797463904304081, 'reg_lambda': 1.757410847888817}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:20,150] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.14937152074594018, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8372176115571289, 'colsample_bytree': 0.8157234915447779, 'gamma': 0.23012953407155876, 'reg_alpha': 0.15686408774874033, 'reg_lambda': 2.058994134986718}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:20,477] Trial 55 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 147, 'learning_rate': 0.0589544148723575, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8738518471492276, 'colsample_bytree': 0.8291414118505515, 'gamma': 1.2231380349153043, 'reg_alpha': 0.22218595734251806, 'reg_lambda': 1.9523993902450043}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:20,689] Trial 56 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 129, 'learning_rate': 0.11941682485356248, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8194979445494008, 'colsample_bytree': 0.9128157547854971, 'gamma': 0.5338532089708283, 'reg_alpha': 0.290926667690061, 'reg_lambda': 1.5645205563566376}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:20,924] Trial 57 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 90, 'learning_rate': 0.294681347712311, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8003482145435618, 'colsample_bytree': 0.8738707332320299, 'gamma': 2.589275705676349, 'reg_alpha': 0.8019137286901327, 'reg_lambda': 2.299514364745748}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:21,165] Trial 58 finished with value: 0.738095238095238 and parameters: {'n_estimators': 126, 'learning_rate': 0.01702060630610977, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9730309049012982, 'colsample_bytree': 0.8549728361002893, 'gamma': 1.3460737904804856, 'reg_alpha': 0.9510034287511425, 'reg_lambda': 2.4023860224505844}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:21,426] Trial 59 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 108, 'learning_rate': 0.06918729966489866, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8541066473546608, 'colsample_bytree': 0.8014297126124481, 'gamma': 3.5382469818934754, 'reg_alpha': 0.4510783614492147, 'reg_lambda': 1.738560713034785}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:21,648] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 168, 'learning_rate': 0.09718539112013166, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8875703313571183, 'colsample_bytree': 0.7632240806088573, 'gamma': 0.8954286307074287, 'reg_alpha': 0.7228477183919731, 'reg_lambda': 2.191872312871706}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:22,025] Trial 61 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 135, 'learning_rate': 0.12823697608412615, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8443428168188647, 'colsample_bytree': 0.8681718250224433, 'gamma': 4.519370975607137, 'reg_alpha': 0.3226737432223251, 'reg_lambda': 2.115483433181093}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:22,288] Trial 62 finished with value: 0.75 and parameters: {'n_estimators': 133, 'learning_rate': 0.19248123250237575, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8301837632463891, 'colsample_bytree': 0.8855902892358825, 'gamma': 1.0709503472715438, 'reg_alpha': 0.3813730912801957, 'reg_lambda': 1.8753200968445276}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:22,711] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.16652434109538944, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8650728452559155, 'colsample_bytree': 0.8412504717361916, 'gamma': 0.6379673533722622, 'reg_alpha': 0.33581718614004585, 'reg_lambda': 2.002052368038235}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:22,908] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.14101537723566196, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9130232542799648, 'colsample_bytree': 0.9490109290534072, 'gamma': 1.6385161131904462, 'reg_alpha': 0.24890692283033805, 'reg_lambda': 2.1061684641315708}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:23,137] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 146, 'learning_rate': 0.1218456194038484, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8946071776138161, 'colsample_bytree': 0.8172909929834326, 'gamma': 0.21595724392246202, 'reg_alpha': 0.11753115613585416, 'reg_lambda': 2.247241788145254}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:23,454] Trial 66 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 124, 'learning_rate': 0.2285684849496193, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7935422066335177, 'colsample_bytree': 0.9048624545893255, 'gamma': 2.352865891319116, 'reg_alpha': 0.2951630745997983, 'reg_lambda': 1.7929887576815553}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:23,643] Trial 67 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 78, 'learning_rate': 0.11165013605369, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8388983296598689, 'colsample_bytree': 0.8694160550527943, 'gamma': 0.4650327897939466, 'reg_alpha': 0.20597058466383272, 'reg_lambda': 1.905526362199187}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:23,948] Trial 68 finished with value: 0.6875 and parameters: {'n_estimators': 151, 'learning_rate': 0.08547328673764976, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8170172373570541, 'colsample_bytree': 0.9186245070223185, 'gamma': 0.9966246867544104, 'reg_alpha': 0.39749598195172275, 'reg_lambda': 2.467622679978296}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:24,154] Trial 69 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 94, 'learning_rate': 0.16088575654603857, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8489790621928119, 'colsample_bytree': 0.9011452181248321, 'gamma': 1.4360892202331323, 'reg_alpha': 0.050625995294576585, 'reg_lambda': 1.6679128318507421}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:24,625] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.0720483389672211, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8741464663450992, 'colsample_bytree': 0.8593195458873685, 'gamma': 0.11922572078624136, 'reg_alpha': 0.358729950122852, 'reg_lambda': 2.3406411376601404}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:24,839] Trial 71 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 122, 'learning_rate': 0.21483204019228963, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7615719341607179, 'colsample_bytree': 0.9345667250715365, 'gamma': 2.862877354258092, 'reg_alpha': 0.05276612986020257, 'reg_lambda': 2.581472097505346}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:25,112] Trial 72 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.2567313756923345, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.7795103382133601, 'colsample_bytree': 0.9663027671109611, 'gamma': 2.7613828468807693, 'reg_alpha': 0.09200331182287996, 'reg_lambda': 2.1590989192330277}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:25,356] Trial 73 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 116, 'learning_rate': 0.18591217010662656, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.805995508652297, 'colsample_bytree': 0.8372679437679942, 'gamma': 3.0666127880971508, 'reg_alpha': 0.00752136215229432, 'reg_lambda': 2.9349989562141308}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:25,583] Trial 74 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 133, 'learning_rate': 0.09638515105741743, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8598564481849034, 'colsample_bytree': 0.7883674935964844, 'gamma': 3.250813196230815, 'reg_alpha': 0.15507919343366033, 'reg_lambda': 2.802899392357649}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:25,789] Trial 75 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 142, 'learning_rate': 0.12861247881901033, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8304604982620015, 'colsample_bytree': 0.8068830638675513, 'gamma': 0.3686753486269307, 'reg_alpha': 0.44251220392078494, 'reg_lambda': 2.609893353239386}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:26,065] Trial 76 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.10727302623044895, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7922139071339889, 'colsample_bytree': 0.8223436557378732, 'gamma': 2.144773967777241, 'reg_alpha': 0.5091763318140606, 'reg_lambda': 2.50543257670818}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:26,311] Trial 77 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 158, 'learning_rate': 0.07974293356988083, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8201543667907106, 'colsample_bytree': 0.845700599333123, 'gamma': 3.489562530934613, 'reg_alpha': 0.17732899351267017, 'reg_lambda': 2.0887712097988307}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:26,562] Trial 78 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 104, 'learning_rate': 0.14700435358775735, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7448205889905137, 'colsample_bytree': 0.8809305414285598, 'gamma': 1.99150710985199, 'reg_alpha': 0.11423878353698155, 'reg_lambda': 2.222811596376854}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:26,716] Trial 79 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 62, 'learning_rate': 0.06260559443299468, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8785298985134796, 'colsample_bytree': 0.9492521505160787, 'gamma': 0.8437439378481296, 'reg_alpha': 0.2585221897690323, 'reg_lambda': 2.67068129767613}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:26,978] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.08631274278736394, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9302589233182551, 'colsample_bytree': 0.9951023240233722, 'gamma': 0.6437641121929193, 'reg_alpha': 0.0741453205423145, 'reg_lambda': 2.3924051953924415}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:27,211] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.053009625658109905, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7916936189761361, 'colsample_bytree': 0.8277298661780162, 'gamma': 0.7050257610659694, 'reg_alpha': 0.18615997906037002, 'reg_lambda': 1.9114637248003836}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:27,501] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 115, 'learning_rate': 0.09251181488967947, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8131797394236497, 'colsample_bytree': 0.810554140345861, 'gamma': 0.33803612861859456, 'reg_alpha': 0.21137824080005715, 'reg_lambda': 1.72450432919866}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:27,769] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 133, 'learning_rate': 0.11342831466052851, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8542962154481358, 'colsample_bytree': 0.8355974222818957, 'gamma': 0.12184307778459087, 'reg_alpha': 0.2799866907105995, 'reg_lambda': 1.825859400299124}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:28,111] Trial 84 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 130, 'learning_rate': 0.1118244035910708, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.86455642413527, 'colsample_bytree': 0.846574890567395, 'gamma': 0.08478899773985678, 'reg_alpha': 0.30666356694047264, 'reg_lambda': 1.9881171870322791}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:28,367] Trial 85 finished with value: 0.744047619047619 and parameters: {'n_estimators': 129, 'learning_rate': 0.11857765525256769, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8954044364621478, 'colsample_bytree': 0.852057365131946, 'gamma': 0.10425552535100617, 'reg_alpha': 0.3052483291810306, 'reg_lambda': 1.9963071196977324}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:28,719] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 97, 'learning_rate': 0.1079327085912044, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8644873084802701, 'colsample_bytree': 0.8663916527546222, 'gamma': 0.16702523888634238, 'reg_alpha': 0.26703256208988924, 'reg_lambda': 2.0453810188607875}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:28,938] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.12741337718256682, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8524092806752464, 'colsample_bytree': 0.8960101661675473, 'gamma': 0.02045794886443167, 'reg_alpha': 0.3340472273747615, 'reg_lambda': 1.8458779894057216}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:29,196] Trial 88 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 112, 'learning_rate': 0.13893829918518932, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8412668884497361, 'colsample_bytree': 0.8370002519517197, 'gamma': 0.024287488050830752, 'reg_alpha': 0.34577182806775636, 'reg_lambda': 1.8236957667478082}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:29,452] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 105, 'learning_rate': 0.10025871044421096, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8548020583572399, 'colsample_bytree': 0.8958116333170322, 'gamma': 0.48883803710789364, 'reg_alpha': 0.239622290005136, 'reg_lambda': 1.6487032148615075}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:29,774] Trial 90 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.11289624811193423, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8871005453244912, 'colsample_bytree': 0.7947710358323451, 'gamma': 0.0012907213853770722, 'reg_alpha': 0.3980553108375928, 'reg_lambda': 1.921567534705051}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:29,998] Trial 91 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 116, 'learning_rate': 0.11375440063842059, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8844390564379261, 'colsample_bytree': 0.7706632292874215, 'gamma': 0.24485496003449736, 'reg_alpha': 0.38529599811411885, 'reg_lambda': 1.9211377442995443}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:30,364] Trial 92 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.11349034741589913, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8856241991512686, 'colsample_bytree': 0.7716320290836322, 'gamma': 0.2628940443399618, 'reg_alpha': 0.39783615912287595, 'reg_lambda': 1.9357566486967102}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:30,565] Trial 93 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 88, 'learning_rate': 0.10338687108092906, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9068821851857602, 'colsample_bytree': 0.7378598303505672, 'gamma': 0.12026831255174189, 'reg_alpha': 0.47265806000013355, 'reg_lambda': 1.8626810833925975}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:30,813] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.08027211015284354, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8698812970183488, 'colsample_bytree': 0.7935773653157702, 'gamma': 0.03135665584858809, 'reg_alpha': 0.38410448685409276, 'reg_lambda': 1.54343206723199}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:31,097] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.0816118345547485, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8729145085463337, 'colsample_bytree': 0.7839353359340303, 'gamma': 0.012293121996517407, 'reg_alpha': 0.43021825669899805, 'reg_lambda': 1.34174288526888}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:31,327] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 101, 'learning_rate': 0.07477246563842582, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8930719558091809, 'colsample_bytree': 0.7942991612611326, 'gamma': 0.3967041638859183, 'reg_alpha': 0.379427309158379, 'reg_lambda': 1.546928291635043}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:31,619] Trial 97 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 93, 'learning_rate': 0.09240202740605957, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9228834293204281, 'colsample_bytree': 0.7554098710979423, 'gamma': 0.260392090187556, 'reg_alpha': 0.46687996879368765, 'reg_lambda': 1.4262571492826825}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:31,863] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 120, 'learning_rate': 0.06793490863487643, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8790782066346368, 'colsample_bytree': 0.8014604636081171, 'gamma': 0.5725467231075535, 'reg_alpha': 0.33665469685472166, 'reg_lambda': 1.8272470770380096}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:32,180] Trial 99 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 119, 'learning_rate': 0.06790441481496996, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9017179530389051, 'colsample_bytree': 0.7672593932657495, 'gamma': 0.5606118871201242, 'reg_alpha': 0.3493869296195641, 'reg_lambda': 1.790925509626002}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:32,435] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 111, 'learning_rate': 0.06299426605129128, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8662923866707061, 'colsample_bytree': 0.7819795262532533, 'gamma': 0.42844796362933885, 'reg_alpha': 0.39420334834845766, 'reg_lambda': 1.7069148126874047}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:32,747] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 132, 'learning_rate': 0.048264691708767835, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8796965970298525, 'colsample_bytree': 0.8068655602700727, 'gamma': 0.17806163405310652, 'reg_alpha': 0.28122129939603807, 'reg_lambda': 1.9712625752451078}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:33,722] Trial 102 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.04022413974495622, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8810283010343838, 'colsample_bytree': 0.8003669838726826, 'gamma': 0.31459890852266287, 'reg_alpha': 0.283662497421595, 'reg_lambda': 1.6307694909647772}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:34,087] Trial 103 finished with value: 0.744047619047619 and parameters: {'n_estimators': 132, 'learning_rate': 0.04484231009388029, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8572937774214329, 'colsample_bytree': 0.7455312784127887, 'gamma': 0.14908678106909268, 'reg_alpha': 0.3298035166610222, 'reg_lambda': 1.9772284517352048}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:34,336] Trial 104 finished with value: 0.761904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.05300725153241525, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8705720887530374, 'colsample_bytree': 0.8104868456119734, 'gamma': 0.011380169176192443, 'reg_alpha': 0.3090717523891774, 'reg_lambda': 1.8298857137669589}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:34,574] Trial 105 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 155, 'learning_rate': 0.03671371525543322, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8515965384240256, 'colsample_bytree': 0.813270384749012, 'gamma': 0.011178607863771194, 'reg_alpha': 0.312603592012378, 'reg_lambda': 1.7725575785903545}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:34,922] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.051595078120138596, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8681840115839936, 'colsample_bytree': 0.8210650661112644, 'gamma': 0.2200998919523274, 'reg_alpha': 0.36431206390938414, 'reg_lambda': 1.576060265087189}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:35,212] Trial 107 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.12249544379885544, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8896343943332059, 'colsample_bytree': 0.7949935876237835, 'gamma': 0.1826303970368362, 'reg_alpha': 0.5301920043657782, 'reg_lambda': 1.8690572982666123}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:35,530] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 140, 'learning_rate': 0.0457459036951429, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9138083417374859, 'colsample_bytree': 0.779279555593579, 'gamma': 0.31713366782525954, 'reg_alpha': 0.42022186981907494, 'reg_lambda': 1.5134054390846101}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:35,769] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 144, 'learning_rate': 0.05081898681214571, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8995329552030517, 'colsample_bytree': 0.768359599752955, 'gamma': 0.07936901139276673, 'reg_alpha': 0.37907380882646136, 'reg_lambda': 1.9222291132895284}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:36,108] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.03241905757848473, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8499537640156902, 'colsample_bytree': 0.8236308122158361, 'gamma': 0.45045469063525106, 'reg_alpha': 0.2775523473805049, 'reg_lambda': 2.0046638008126814}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:36,323] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.0559701187838844, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8759349547272998, 'colsample_bytree': 0.8032881797700959, 'gamma': 0.5544037005606216, 'reg_alpha': 0.31751393582359044, 'reg_lambda': 1.8216140902995388}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:36,740] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.13498874552808454, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8605904404959303, 'colsample_bytree': 0.7865917821197481, 'gamma': 0.2211934729697343, 'reg_alpha': 0.3400619799425951, 'reg_lambda': 1.8442014538730498}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:36,926] Trial 113 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 97, 'learning_rate': 0.11493509001991002, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8835820647934602, 'colsample_bytree': 0.8067353079700563, 'gamma': 0.6169282779282905, 'reg_alpha': 0.4040014667525752, 'reg_lambda': 1.694968041196902}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:37,249] Trial 114 finished with value: 0.744047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.08283475569857222, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8377655233164653, 'colsample_bytree': 0.7965356330042974, 'gamma': 0.32021789309721316, 'reg_alpha': 0.30225269953512146, 'reg_lambda': 0.9970190553075177}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:37,487] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 125, 'learning_rate': 0.09535992265504029, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8710852260017541, 'colsample_bytree': 0.8318958603563191, 'gamma': 0.7324706030024428, 'reg_alpha': 0.44276473346165246, 'reg_lambda': 2.0701538978790444}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:37,713] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 108, 'learning_rate': 0.06078676296347672, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8882550706599709, 'colsample_bytree': 0.8108301284013802, 'gamma': 0.00983672879651068, 'reg_alpha': 0.3602249756333504, 'reg_lambda': 1.9555533362816342}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:38,003] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 137, 'learning_rate': 0.10210974832548707, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8282815578616766, 'colsample_bytree': 0.8435175689331477, 'gamma': 0.42018552941219534, 'reg_alpha': 0.23705577735568908, 'reg_lambda': 2.1395168886640317}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:38,197] Trial 118 finished with value: 0.738095238095238 and parameters: {'n_estimators': 117, 'learning_rate': 0.0888225985026257, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9099267240650386, 'colsample_bytree': 0.7572701021220982, 'gamma': 0.15035050248895826, 'reg_alpha': 0.33561360624901415, 'reg_lambda': 1.7656948043300051}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:38,360] Trial 119 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 34, 'learning_rate': 0.07358114824467053, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8774849200360244, 'colsample_bytree': 0.7914914232623307, 'gamma': 0.09324291575534485, 'reg_alpha': 0.49606908259467314, 'reg_lambda': 1.8733566280273541}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:38,662] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.12622417569366245, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.6797712653963505, 'colsample_bytree': 0.7735261696271304, 'gamma': 0.501850865262758, 'reg_alpha': 0.29151959341411976, 'reg_lambda': 2.036733347196116}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:38,941] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 149, 'learning_rate': 0.05018578467800059, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8647074917623266, 'colsample_bytree': 0.8183930082049784, 'gamma': 0.22324218490937228, 'reg_alpha': 0.3714554053123607, 'reg_lambda': 1.604724950659598}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:39,283] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.0478289301953707, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8691847636456438, 'colsample_bytree': 0.8253731972489597, 'gamma': 0.2434024279992167, 'reg_alpha': 0.35628965255594247, 'reg_lambda': 1.4844637790885258}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:39,534] Trial 123 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 144, 'learning_rate': 0.06699719685811148, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.850529116509262, 'colsample_bytree': 0.8029748614982796, 'gamma': 0.35624147957992464, 'reg_alpha': 0.38821204736497683, 'reg_lambda': 1.916129554563724}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:39,919] Trial 124 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 144, 'learning_rate': 0.06434918546963667, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8448270574691685, 'colsample_bytree': 0.8005260352448196, 'gamma': 0.3314981588143173, 'reg_alpha': 0.4294921327512463, 'reg_lambda': 1.912481870470113}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:40,141] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.057713646524243, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8469234046984835, 'colsample_bytree': 0.7825867727795744, 'gamma': 0.36257063475538853, 'reg_alpha': 0.4283606222491534, 'reg_lambda': 1.9120873120672859}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:40,373] Trial 126 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 178, 'learning_rate': 0.14769138821488195, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8332175836796512, 'colsample_bytree': 0.8337682766317668, 'gamma': 0.0920638327757706, 'reg_alpha': 0.39321560896599367, 'reg_lambda': 1.9452660365325976}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:40,656] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.154702329260354, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8349113376420647, 'colsample_bytree': 0.8347257736944548, 'gamma': 0.13399584308122203, 'reg_alpha': 0.4580628449813061, 'reg_lambda': 2.088953595539497}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:40,893] Trial 128 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 184, 'learning_rate': 0.17678472011188742, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8210635935811093, 'colsample_bytree': 0.856528107780851, 'gamma': 0.3423217429863751, 'reg_alpha': 0.4839041026205203, 'reg_lambda': 1.9716333300675308}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:41,239] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 213, 'learning_rate': 0.1761790594406332, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8069768011591348, 'colsample_bytree': 0.8619871745307879, 'gamma': 0.800595557264595, 'reg_alpha': 0.5843113605514074, 'reg_lambda': 1.981530771462348}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:41,495] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 197, 'learning_rate': 0.03973745527783182, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8190374912001086, 'colsample_bytree': 0.8481621607887446, 'gamma': 0.38042134598107613, 'reg_alpha': 0.47512040279100876, 'reg_lambda': 2.1783022566260057}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:41,749] Trial 131 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 183, 'learning_rate': 0.14474587832301214, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8265924186850546, 'colsample_bytree': 0.8776059471719769, 'gamma': 0.2934939460450773, 'reg_alpha': 0.4129760390239174, 'reg_lambda': 1.9122469447347845}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:42,131] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 180, 'learning_rate': 0.16233180412148185, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8282727945095621, 'colsample_bytree': 0.8824990162750305, 'gamma': 0.29948127327819574, 'reg_alpha': 0.4260865450290862, 'reg_lambda': 2.00591909129978}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:42,399] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 200, 'learning_rate': 0.19875960254210392, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8419912084983671, 'colsample_bytree': 0.875770737928894, 'gamma': 0.5049516070128339, 'reg_alpha': 0.4853460851513556, 'reg_lambda': 1.9478374183310354}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:42,961] Trial 134 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 188, 'learning_rate': 0.14472044647291143, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8234352298728711, 'colsample_bytree': 0.8902708038911478, 'gamma': 1.7097238064060005, 'reg_alpha': 0.5198482998236061, 'reg_lambda': 1.798093437786323}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:43,214] Trial 135 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.1348452421811311, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8544404983039479, 'colsample_bytree': 0.861724719357149, 'gamma': 0.1622614000330116, 'reg_alpha': 0.40847155863248746, 'reg_lambda': 1.8809528442280752}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:43,568] Trial 136 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 209, 'learning_rate': 0.16504212012388905, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8012351076970686, 'colsample_bytree': 0.8542267868510711, 'gamma': 0.7070773036477721, 'reg_alpha': 0.8681410951711714, 'reg_lambda': 2.0553032543718026}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:43,806] Trial 137 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 170, 'learning_rate': 0.14071135144460759, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8321756409691212, 'colsample_bytree': 0.8404805208761201, 'gamma': 0.4261227129971344, 'reg_alpha': 0.44318624988013805, 'reg_lambda': 1.7572829388616948}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:44,141] Trial 138 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.14897329425775224, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8374879538485646, 'colsample_bytree': 0.8396247329163523, 'gamma': 0.4546075804655706, 'reg_alpha': 0.5522261893881928, 'reg_lambda': 1.7543794596255873}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:44,364] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.1412054457742202, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.81339383340531, 'colsample_bytree': 0.8490497480058338, 'gamma': 0.8950531173218592, 'reg_alpha': 0.9801184572209619, 'reg_lambda': 2.111130094135783}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:44,582] Trial 140 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 162, 'learning_rate': 0.18331906709047818, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8246519619579492, 'colsample_bytree': 0.8290212863364971, 'gamma': 0.3392732097202112, 'reg_alpha': 0.45144099623274797, 'reg_lambda': 1.690760409421589}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:44,887] Trial 141 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 176, 'learning_rate': 0.12197035745541707, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8499661315346451, 'colsample_bytree': 0.8751759697612009, 'gamma': 0.24693866881874987, 'reg_alpha': 0.4397682486997692, 'reg_lambda': 1.8558833964054429}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:45,221] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 192, 'learning_rate': 0.13033282237334842, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8352089114950372, 'colsample_bytree': 0.8419574969803669, 'gamma': 0.11221924690171181, 'reg_alpha': 0.26611655745393753, 'reg_lambda': 0.6629703787360821}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:45,622] Trial 143 finished with value: 0.761904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.10768473564665798, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8326073911194983, 'colsample_bytree': 0.838804065841636, 'gamma': 0.15454615192986887, 'reg_alpha': 0.2578372813938943, 'reg_lambda': 1.9369912192183762}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:45,862] Trial 144 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 196, 'learning_rate': 0.154997453533309, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8400761382486397, 'colsample_bytree': 0.8155368650001722, 'gamma': 0.6283332264427218, 'reg_alpha': 0.2618750779439357, 'reg_lambda': 1.9281790066499935}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:46,171] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.15312760283508603, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8279795693507466, 'colsample_bytree': 0.814909878220571, 'gamma': 0.6328669644540179, 'reg_alpha': 0.21688512083576078, 'reg_lambda': 0.5581258917194701}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:46,473] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 196, 'learning_rate': 0.1656673245140219, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8381499995551557, 'colsample_bytree': 0.8110977162204779, 'gamma': 1.1533898887305776, 'reg_alpha': 0.2508934035664113, 'reg_lambda': 1.9156548929710546}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:46,852] Trial 147 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.14477880161579504, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8336512375171024, 'colsample_bytree': 0.8230109672874026, 'gamma': 0.4081742305105971, 'reg_alpha': 0.49843659578765254, 'reg_lambda': 1.9550278295712575}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:47,054] Trial 148 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.17732732028249296, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8155868919944845, 'colsample_bytree': 0.8585303056695225, 'gamma': 0.5739721012159411, 'reg_alpha': 0.27319623407839055, 'reg_lambda': 2.0193194568085384}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:47,602] Trial 149 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 187, 'learning_rate': 0.20849308979267303, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8431600652761423, 'colsample_bytree': 0.8382271032177907, 'gamma': 0.8007049514185149, 'reg_alpha': 0.41569831093114396, 'reg_lambda': 1.072242061469287}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:47,843] Trial 150 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.2027423456924141, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8037834103112118, 'colsample_bytree': 0.8408675537784785, 'gamma': 1.0076268552888135, 'reg_alpha': 0.4114116187295759, 'reg_lambda': 0.8854058824506632}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:48,199] Trial 151 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.21103038788416745, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8438311082883185, 'colsample_bytree': 0.8329958926683148, 'gamma': 0.8525770641005797, 'reg_alpha': 0.46100584818693097, 'reg_lambda': 1.1434305180142947}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:48,443] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 186, 'learning_rate': 0.1323125336031946, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8329722147580186, 'colsample_bytree': 0.8186980570809783, 'gamma': 0.720816253062352, 'reg_alpha': 0.4290038275720723, 'reg_lambda': 0.7198465606069258}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:48,678] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 203, 'learning_rate': 0.22134299455119774, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8443874679098056, 'colsample_bytree': 0.8527094750125401, 'gamma': 0.30084519199651627, 'reg_alpha': 0.3901479251171358, 'reg_lambda': 1.2338362895631403}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:49,017] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.24412313051203827, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8232631610545807, 'colsample_bytree': 0.8057478967526783, 'gamma': 0.4558722882406923, 'reg_alpha': 0.2640293198967155, 'reg_lambda': 0.6754937707705839}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:49,329] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 177, 'learning_rate': 0.19072235037165267, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8595455375036998, 'colsample_bytree': 0.8672357216932164, 'gamma': 1.243232056635527, 'reg_alpha': 0.3800635553981767, 'reg_lambda': 1.8932349830861503}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:49,630] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 184, 'learning_rate': 0.1586983462469502, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8408247985214792, 'colsample_bytree': 0.8288270850410271, 'gamma': 0.606965333824544, 'reg_alpha': 0.22830878307986743, 'reg_lambda': 1.9530679061674823}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:49,877] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 167, 'learning_rate': 0.17197661102116754, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8113599806648982, 'colsample_bytree': 0.8272850809366424, 'gamma': 0.6426513577102533, 'reg_alpha': 0.22792704391924826, 'reg_lambda': 1.9679487457370277}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:50,227] Trial 158 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.15677106767351523, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8308575933268781, 'colsample_bytree': 0.8361926344421932, 'gamma': 0.7896690645326734, 'reg_alpha': 0.250439949758407, 'reg_lambda': 1.0025711582888759}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:50,527] Trial 159 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 195, 'learning_rate': 0.13906310558548624, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8215776835963011, 'colsample_bytree': 0.8166607862065559, 'gamma': 0.9376945645504198, 'reg_alpha': 0.3038199057735142, 'reg_lambda': 1.7881525415366986}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:50,912] Trial 160 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 185, 'learning_rate': 0.05477196011592212, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8406779009300013, 'colsample_bytree': 0.8428372577098888, 'gamma': 4.078893989637832, 'reg_alpha': 0.20709460616304082, 'reg_lambda': 2.069109533412223}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:51,281] Trial 161 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.12624997626586087, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8517542262150393, 'colsample_bytree': 0.8026555855854591, 'gamma': 0.49875285569504013, 'reg_alpha': 0.41516267973660004, 'reg_lambda': 1.8984752136269722}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:51,505] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.1545098838527397, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8458540394991862, 'colsample_bytree': 0.8236544368633334, 'gamma': 0.2190963898410718, 'reg_alpha': 0.6858390343744729, 'reg_lambda': 2.0122463281647356}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:51,848] Trial 163 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 202, 'learning_rate': 0.1054253665859439, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8578432197771669, 'colsample_bytree': 0.8310595502206717, 'gamma': 0.3573674702670693, 'reg_alpha': 0.44745226007839844, 'reg_lambda': 1.9446836644770038}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:52,110] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 209, 'learning_rate': 0.10669896142756798, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8597891783616035, 'colsample_bytree': 0.8306226275890203, 'gamma': 0.3916979200771642, 'reg_alpha': 0.4694495975630911, 'reg_lambda': 1.9334547470584451}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:52,559] Trial 165 finished with value: 0.75 and parameters: {'n_estimators': 222, 'learning_rate': 0.022224038874535286, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8325634989080303, 'colsample_bytree': 0.8469872708680318, 'gamma': 0.569808454650712, 'reg_alpha': 0.1714495243963384, 'reg_lambda': 1.847066377774617}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:52,809] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 193, 'learning_rate': 0.1186751123583291, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8372519307796168, 'colsample_bytree': 0.8602934807250772, 'gamma': 0.2816652020947201, 'reg_alpha': 0.28561425623378633, 'reg_lambda': 0.5062089878046647}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:53,161] Trial 167 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 201, 'learning_rate': 0.12162500918953217, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8587939305537826, 'colsample_bytree': 0.8594027029827018, 'gamma': 0.2861443704632461, 'reg_alpha': 0.2956035342019289, 'reg_lambda': 1.9647313096286347}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:53,411] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.06508446713317499, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8448794279016071, 'colsample_bytree': 0.8084326068737641, 'gamma': 0.6555332723059467, 'reg_alpha': 0.36287574537333234, 'reg_lambda': 2.130943284162988}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:53,654] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.1826155136859715, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8207486016059586, 'colsample_bytree': 0.8701876058582735, 'gamma': 0.4940618202570892, 'reg_alpha': 0.4379752425675599, 'reg_lambda': 2.030229718916266}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:54,089] Trial 170 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.10015903510921237, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.854438626486913, 'colsample_bytree': 0.8546380104769479, 'gamma': 1.0613748617065806, 'reg_alpha': 0.7592057980918858, 'reg_lambda': 1.7519609618187384}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:54,337] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 196, 'learning_rate': 0.13882202410049874, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8370144207044774, 'colsample_bytree': 0.8426759029875472, 'gamma': 0.1645529070400687, 'reg_alpha': 0.2692135600469367, 'reg_lambda': 0.5389452961728863}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:54,745] Trial 172 finished with value: 0.761904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.11697068568677418, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8316477826493772, 'colsample_bytree': 0.8366627652518906, 'gamma': 0.11538306063481721, 'reg_alpha': 0.31972524490666854, 'reg_lambda': 0.7514574098383853}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:54,986] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 189, 'learning_rate': 0.11859210661807419, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8291155021134696, 'colsample_bytree': 0.8297221384934735, 'gamma': 0.34583396852767123, 'reg_alpha': 0.31728074816369045, 'reg_lambda': 0.7654472931245274}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:55,232] Trial 174 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 183, 'learning_rate': 0.10717226271316939, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.814756877199865, 'colsample_bytree': 0.8157200748561482, 'gamma': 0.19083763554918234, 'reg_alpha': 0.3973300950200854, 'reg_lambda': 0.8213516566631768}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:55,572] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.10706806409465697, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8148438212034032, 'colsample_bytree': 0.8155391353010184, 'gamma': 0.15788996905548716, 'reg_alpha': 0.3520290631070593, 'reg_lambda': 1.0536980819086066}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:55,832] Trial 176 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 194, 'learning_rate': 0.11724398546252997, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8083251582032843, 'colsample_bytree': 0.8239163305328081, 'gamma': 0.08245754094442757, 'reg_alpha': 0.4032352654457722, 'reg_lambda': 0.6409460808217456}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:56,179] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.11437844786690286, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.797062955088738, 'colsample_bytree': 0.8366189897873344, 'gamma': 0.2221639952584074, 'reg_alpha': 0.3223218380368678, 'reg_lambda': 0.595419705488559}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:56,455] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 218, 'learning_rate': 0.09546336286078866, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7864851173419832, 'colsample_bytree': 0.6891885621696975, 'gamma': 0.07667262608214903, 'reg_alpha': 0.4083511298560733, 'reg_lambda': 0.8096809401275669}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:56,844] Trial 179 finished with value: 0.761904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.1060445787997303, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.80492482695544, 'colsample_bytree': 0.8267690546432608, 'gamma': 0.2456062311010792, 'reg_alpha': 0.28467469929156397, 'reg_lambda': 0.5104591514583803}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:57,178] Trial 180 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 192, 'learning_rate': 0.10610160105155646, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8092780670485556, 'colsample_bytree': 0.8266948828962151, 'gamma': 0.23269025340463595, 'reg_alpha': 0.23976486709880285, 'reg_lambda': 0.6686158113268763}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:57,587] Trial 181 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 199, 'learning_rate': 0.1184350245201943, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.804643760646456, 'colsample_bytree': 0.8228535736783519, 'gamma': 0.01560740759729895, 'reg_alpha': 0.29382559450901585, 'reg_lambda': 0.5021934652958574}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:57,833] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.1328692676877702, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8182104809418858, 'colsample_bytree': 0.8495479310556505, 'gamma': 0.12285490762048339, 'reg_alpha': 0.3693381380681163, 'reg_lambda': 0.5050538880116366}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:58,145] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 194, 'learning_rate': 0.1013704501411637, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8259899274301249, 'colsample_bytree': 0.8349882133682472, 'gamma': 0.22434924660464536, 'reg_alpha': 0.2793828485430296, 'reg_lambda': 0.6438858243684056}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:58,446] Trial 184 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.14693030540266974, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7975812210316566, 'colsample_bytree': 0.8149736563331195, 'gamma': 0.4315949451588764, 'reg_alpha': 0.3393018348444518, 'reg_lambda': 0.882920534972733}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:58,696] Trial 185 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 203, 'learning_rate': 0.12682377287725208, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.812702321836664, 'colsample_bytree': 0.823454076776961, 'gamma': 0.0015344400423739218, 'reg_alpha': 0.2291392771851385, 'reg_lambda': 0.8144832173867964}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:59,078] Trial 186 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 174, 'learning_rate': 0.11429518786866417, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8241204812855413, 'colsample_bytree': 0.8655396801527997, 'gamma': 0.15642210295315973, 'reg_alpha': 0.4871591508681667, 'reg_lambda': 0.5681490220100935}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:59,307] Trial 187 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.11144123373403284, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.786243176829181, 'colsample_bytree': 0.8611515522759619, 'gamma': 0.2829266864746743, 'reg_alpha': 0.5067561988087131, 'reg_lambda': 0.6060825833398912}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:59,658] Trial 188 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 183, 'learning_rate': 0.1172647636997993, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8227913445792657, 'colsample_bytree': 0.8809976687962427, 'gamma': 0.0942296302044468, 'reg_alpha': 0.4904327892056743, 'reg_lambda': 0.6221492592913354}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:59,993] Trial 189 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 184, 'learning_rate': 0.12128577782623627, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8222212888774355, 'colsample_bytree': 0.8789128234074988, 'gamma': 0.1634810734752608, 'reg_alpha': 0.5363308401040502, 'reg_lambda': 0.573607224095925}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:00,495] Trial 190 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.16436657233620264, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8096353685857474, 'colsample_bytree': 0.8865463166659724, 'gamma': 0.0883337358661016, 'reg_alpha': 0.4789018154452085, 'reg_lambda': 0.7290148589573665}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:00,797] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 188, 'learning_rate': 0.11023934263349429, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8284662504075646, 'colsample_bytree': 0.8705915331991038, 'gamma': 0.28891834848554937, 'reg_alpha': 0.49129723762143857, 'reg_lambda': 0.6024053021643845}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:01,124] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.09719727340785872, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8266693576454535, 'colsample_bytree': 0.8691474275442899, 'gamma': 0.39833984161701874, 'reg_alpha': 0.45914437645264333, 'reg_lambda': 0.6450746053648365}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:01,385] Trial 193 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 183, 'learning_rate': 0.10562036852002389, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8184313998707304, 'colsample_bytree': 0.8730781404134438, 'gamma': 0.11852623019971367, 'reg_alpha': 0.5160469280799207, 'reg_lambda': 0.5640258397788737}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:01,652] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 181, 'learning_rate': 0.10611036549660681, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8186484065193642, 'colsample_bytree': 0.8722011197028693, 'gamma': 0.10938765428851391, 'reg_alpha': 0.5284503460541061, 'reg_lambda': 0.5781378454892137}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:02,059] Trial 195 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 177, 'learning_rate': 0.13677681539718956, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8021010321440037, 'colsample_bytree': 0.8637060669201663, 'gamma': 0.2643850303366153, 'reg_alpha': 0.4964470378646068, 'reg_lambda': 0.6265810331280321}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:02,308] Trial 196 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 176, 'learning_rate': 0.09125414525938082, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7686016807645012, 'colsample_bytree': 0.8862254762670722, 'gamma': 0.28325503897899407, 'reg_alpha': 0.4942999480748724, 'reg_lambda': 0.6339931711692517}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:02,549] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 190, 'learning_rate': 0.13676106914780478, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8022901772726615, 'colsample_bytree': 0.8775307383973429, 'gamma': 0.18778730257655407, 'reg_alpha': 0.5101960918063642, 'reg_lambda': 0.5375394045825724}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:02,806] Trial 198 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 181, 'learning_rate': 0.14095776665451223, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7981876248804387, 'colsample_bytree': 0.9020067918636272, 'gamma': 0.08811272803756603, 'reg_alpha': 0.552234881368163, 'reg_lambda': 0.6993770187999505}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:03,134] Trial 199 finished with value: 0.755952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.1508496274496728, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8153755152292612, 'colsample_bytree': 0.8757026008266716, 'gamma': 0.0047754187067840514, 'reg_alpha': 0.5208739083946442, 'reg_lambda': 0.6035343213643212}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:03,137] A new study created in memory with name: no-name-5a7bbf29-7355-490d-b89c-74fb4f2172cc
[I 2025-11-03 20:07:03,522] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.02409834116635975, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.7263034856046203, 'colsample_bytree': 0.7067652565778719, 'gamma': 0.4367599968716579, 'reg_alpha': 0.663877397332859, 'reg_lambda': 2.409555104793254}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:07:03,721] Trial 1 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 115, 'learning_rate': 0.057943227952709515, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7041631024910124, 'colsample_bytree': 0.8193425669787195, 'gamma': 3.858306039436665, 'reg_alpha': 0.4359800595273562, 'reg_lambda': 2.261078787912381}. Best is trial 1 with value: 0.7023809523809524.
[I 2025-11-03 20:07:03,809] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.02558448093781058, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.7388107575259247, 'colsample_bytree': 0.6103841569073755, 'gamma': 1.158938865391691, 'reg_alpha': 0.05585754708877, 'reg_lambda': 2.936718699843787}. Best is trial 1 with value: 0.7023809523809524.
[I 2025-11-03 20:07:04,041] Trial 3 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 36, 'learning_rate': 0.06537808980271506, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7865445200706562, 'colsample_bytree': 0.7568610637128795, 'gamma': 3.093983853159095, 'reg_alpha': 0.2517898754813197, 'reg_lambda': 1.387911822404683}. Best is trial 1 with value: 0.7023809523809524.
[I 2025-11-03 20:07:04,121] Trial 4 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 20, 'learning_rate': 0.24146093987810327, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7779957744125112, 'colsample_bytree': 0.7610948920111074, 'gamma': 1.8315512817218567, 'reg_alpha': 0.02471564070510479, 'reg_lambda': 2.655258513043583}. Best is trial 4 with value: 0.7083333333333333.
[I 2025-11-03 20:07:04,322] Trial 5 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 105, 'learning_rate': 0.17057898849032277, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8463997470800132, 'colsample_bytree': 0.7454675858638848, 'gamma': 3.702190472586464, 'reg_alpha': 0.35751824103823826, 'reg_lambda': 2.7499770761047237}. Best is trial 5 with value: 0.7202380952380953.
[I 2025-11-03 20:07:04,631] Trial 6 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.05906025172970725, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7887112677595487, 'colsample_bytree': 0.9504049593424756, 'gamma': 1.3115653375419618, 'reg_alpha': 0.26327282418076103, 'reg_lambda': 1.6465137360314483}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:04,865] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 166, 'learning_rate': 0.13920685128994834, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.696099098547348, 'colsample_bytree': 0.9140238168548511, 'gamma': 1.8355742395367574, 'reg_alpha': 0.35521772677217633, 'reg_lambda': 0.83090693133839}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:05,169] Trial 8 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 152, 'learning_rate': 0.03587856362518136, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.6937168853326694, 'colsample_bytree': 0.6879470747844908, 'gamma': 2.8552880682895507, 'reg_alpha': 0.27665847240318464, 'reg_lambda': 1.9179776246299327}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:05,507] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.03609716742655621, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.9800970888363301, 'colsample_bytree': 0.6126381927041825, 'gamma': 2.2038629335324673, 'reg_alpha': 0.1215865271447425, 'reg_lambda': 1.250353395746612}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:05,964] Trial 10 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 243, 'learning_rate': 0.010025213159622336, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6112340236463691, 'colsample_bytree': 0.9957497082662267, 'gamma': 4.680365495945899, 'reg_alpha': 0.9593080641218545, 'reg_lambda': 0.6071301439217407}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:06,194] Trial 11 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 93, 'learning_rate': 0.10984823779526898, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8800815091319801, 'colsample_bytree': 0.8623968428143658, 'gamma': 3.842189263443503, 'reg_alpha': 0.5871991115430635, 'reg_lambda': 1.9070325192084465}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:06,384] Trial 12 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 92, 'learning_rate': 0.2826738355608178, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.887849844711171, 'colsample_bytree': 0.9973337294546653, 'gamma': 0.5873251035878644, 'reg_alpha': 0.7066113224679442, 'reg_lambda': 1.4058840848233463}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:06,736] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.11047064888607686, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.8584371549155028, 'colsample_bytree': 0.9149944248950576, 'gamma': 3.6274461253465033, 'reg_alpha': 0.4902834866572625, 'reg_lambda': 1.6662554645409782}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:07,053] Trial 14 finished with value: 0.6875 and parameters: {'n_estimators': 129, 'learning_rate': 0.15817238704926012, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9320833021913233, 'colsample_bytree': 0.8462045567721246, 'gamma': 4.8845367307328615, 'reg_alpha': 0.19809458243786332, 'reg_lambda': 2.1124201955079127}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:07,322] Trial 15 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.07743029530579684, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8342331210979502, 'colsample_bytree': 0.9221717909592569, 'gamma': 1.3019519258427565, 'reg_alpha': 0.38145009614596787, 'reg_lambda': 2.8815125813520326}. Best is trial 15 with value: 0.75.
[I 2025-11-03 20:07:07,494] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 54, 'learning_rate': 0.08034096874566546, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8143105060389318, 'colsample_bytree': 0.9273833627913847, 'gamma': 1.2339543491125045, 'reg_alpha': 0.8051779032156732, 'reg_lambda': 1.0996704329076845}. Best is trial 15 with value: 0.75.
[I 2025-11-03 20:07:07,666] Trial 17 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 64, 'learning_rate': 0.08577319093023184, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8178976100135623, 'colsample_bytree': 0.8847451438505867, 'gamma': 1.1307345390340222, 'reg_alpha': 0.8956456617076616, 'reg_lambda': 1.0005014624463906}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:07,946] Trial 18 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 74, 'learning_rate': 0.08625979185881325, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9246166677719814, 'colsample_bytree': 0.871367727237583, 'gamma': 0.09122860676896649, 'reg_alpha': 0.9269606589547158, 'reg_lambda': 0.5026165648109855}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:08,147] Trial 19 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.041362561404304866, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8308809572252284, 'colsample_bytree': 0.8064773067436737, 'gamma': 0.6693727766164468, 'reg_alpha': 0.8158440029920178, 'reg_lambda': 0.9449330054811795}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:08,453] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 72, 'learning_rate': 0.016828580047752242, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.640504452173521, 'colsample_bytree': 0.8854568704804717, 'gamma': 1.6716917722315088, 'reg_alpha': 0.5723548815850729, 'reg_lambda': 2.4854077991705545}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:08,620] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 42, 'learning_rate': 0.0772205398074918, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8210259855833694, 'colsample_bytree': 0.9458136785229189, 'gamma': 1.2428334598335666, 'reg_alpha': 0.830771968701113, 'reg_lambda': 1.0647353595737135}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:08,843] Trial 22 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 62, 'learning_rate': 0.09416937924444105, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7648625107657058, 'colsample_bytree': 0.9383961101703125, 'gamma': 2.382881422956789, 'reg_alpha': 0.8249403991413107, 'reg_lambda': 0.8089256802781288}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:08,960] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 22, 'learning_rate': 0.044826861700015506, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8143636966201999, 'colsample_bytree': 0.9095392224512908, 'gamma': 0.874717506349088, 'reg_alpha': 0.9912696608467986, 'reg_lambda': 1.0829658224411003}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:09,202] Trial 24 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 56, 'learning_rate': 0.07430454904115429, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8917099764877221, 'colsample_bytree': 0.9672278413011458, 'gamma': 1.5240550581291226, 'reg_alpha': 0.7311567265305736, 'reg_lambda': 1.4452565434025304}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:09,521] Trial 25 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 89, 'learning_rate': 0.12551954608284208, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9152481818365538, 'colsample_bytree': 0.9837861871034337, 'gamma': 0.12221055816597359, 'reg_alpha': 0.7313748388238596, 'reg_lambda': 1.4610818696256545}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:09,740] Trial 26 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.18901511370191962, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9508289077962933, 'colsample_bytree': 0.9785757125985267, 'gamma': 0.051491279523440237, 'reg_alpha': 0.6056231917102193, 'reg_lambda': 1.8250064543956945}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:09,958] Trial 27 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 90, 'learning_rate': 0.12360520195155368, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9575285049597799, 'colsample_bytree': 0.8970594901071601, 'gamma': 0.395402831168424, 'reg_alpha': 0.9146420219699206, 'reg_lambda': 2.9973006925903354}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:10,272] Trial 28 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 112, 'learning_rate': 0.21409248028441372, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9110458191914175, 'colsample_bytree': 0.8454704597883276, 'gamma': 0.8990555267140378, 'reg_alpha': 0.4538878716425291, 'reg_lambda': 1.549816962948393}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:10,523] Trial 29 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.04983645417548212, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8604550599575052, 'colsample_bytree': 0.9730823973099435, 'gamma': 0.28689213907369604, 'reg_alpha': 0.6601834306396597, 'reg_lambda': 2.108354630732774}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:10,775] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 86, 'learning_rate': 0.026034099065006686, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.9913004275221831, 'colsample_bytree': 0.9506283693480186, 'gamma': 2.178640658780856, 'reg_alpha': 0.7114132378880547, 'reg_lambda': 0.6904261184151442}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:11,082] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 130, 'learning_rate': 0.19322969292906597, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9506897385983295, 'colsample_bytree': 0.9762302433050377, 'gamma': 0.03934792841500667, 'reg_alpha': 0.600355593706147, 'reg_lambda': 1.806701458394001}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:11,281] Trial 32 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.14529623176144624, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9614942251169625, 'colsample_bytree': 0.9695498011639944, 'gamma': 0.8058963816151193, 'reg_alpha': 0.549915066510377, 'reg_lambda': 1.2445432812536072}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:11,466] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 104, 'learning_rate': 0.10255384088803973, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7502486611273133, 'colsample_bytree': 0.8255448024280331, 'gamma': 0.3869948777769169, 'reg_alpha': 0.8801108056961262, 'reg_lambda': 2.436312718185076}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:11,703] Trial 34 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.1284680344028242, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8950539849993415, 'colsample_bytree': 0.88542272752076, 'gamma': 0.9841165351469255, 'reg_alpha': 0.3701085635712315, 'reg_lambda': 2.2683405232904095}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:12,008] Trial 35 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 169, 'learning_rate': 0.26402693955650575, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9290406619035175, 'colsample_bytree': 0.9974083294572068, 'gamma': 0.1657985407001772, 'reg_alpha': 0.6404395871275343, 'reg_lambda': 2.7759426783577523}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:12,220] Trial 36 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 120, 'learning_rate': 0.062375599502715755, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8443963148812602, 'colsample_bytree': 0.7835205038602004, 'gamma': 0.5758492794665291, 'reg_alpha': 0.7668046070262973, 'reg_lambda': 1.314548590363788}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:12,402] Trial 37 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 103, 'learning_rate': 0.2029028608866137, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.716514321212683, 'colsample_bytree': 0.9386808824777243, 'gamma': 0.0038148979952723483, 'reg_alpha': 0.5125281496538326, 'reg_lambda': 2.5713534401913476}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:12,660] Trial 38 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 77, 'learning_rate': 0.1803390484157125, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.799189657680569, 'colsample_bytree': 0.9596085063479332, 'gamma': 2.7611462798903155, 'reg_alpha': 0.4418265206329407, 'reg_lambda': 2.053875007259558}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:12,892] Trial 39 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.22909078299637495, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8718029293081823, 'colsample_bytree': 0.7152318881909372, 'gamma': 1.9531633706253682, 'reg_alpha': 0.7536615094221412, 'reg_lambda': 2.3148147841896938}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:13,196] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.056337613264059616, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9991093403426344, 'colsample_bytree': 0.9236139471688389, 'gamma': 1.4679025733378415, 'reg_alpha': 0.38938938699039205, 'reg_lambda': 2.847697225020264}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:13,386] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 101, 'learning_rate': 0.09812249800043572, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7806633199843596, 'colsample_bytree': 0.8252256599043725, 'gamma': 0.3625521526363398, 'reg_alpha': 0.8851858903746154, 'reg_lambda': 2.6423283305821603}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:13,691] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 65, 'learning_rate': 0.0693501308884183, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7359291848890709, 'colsample_bytree': 0.8340475103973053, 'gamma': 1.0750114727811257, 'reg_alpha': 0.8473097451803091, 'reg_lambda': 2.4230573275287646}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:13,907] Trial 43 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.10918309401114655, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7621054120460197, 'colsample_bytree': 0.7870617189565572, 'gamma': 0.45609090139871455, 'reg_alpha': 0.8856247369989845, 'reg_lambda': 1.5284267709463148}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:14,143] Trial 44 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.15622312418333428, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7587353976882356, 'colsample_bytree': 0.9017580768947859, 'gamma': 0.697156988114936, 'reg_alpha': 0.6774597456086938, 'reg_lambda': 1.7556862158535778}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:14,472] Trial 45 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 116, 'learning_rate': 0.12374717428107668, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6620408039113248, 'colsample_bytree': 0.8658458957312771, 'gamma': 0.3936798638194651, 'reg_alpha': 0.3089516211150703, 'reg_lambda': 2.851111336344327}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:14,707] Trial 46 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 98, 'learning_rate': 0.09265800243075996, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6821776333702292, 'colsample_bytree': 0.8064181895890058, 'gamma': 0.24863779687876206, 'reg_alpha': 0.9810611106166915, 'reg_lambda': 1.9814432301518414}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:14,898] Trial 47 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 82, 'learning_rate': 0.10317453640364956, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7511025486646294, 'colsample_bytree': 0.9832310726661325, 'gamma': 1.401458548501978, 'reg_alpha': 0.7808832655807794, 'reg_lambda': 2.1860550366972165}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:15,184] Trial 48 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 167, 'learning_rate': 0.16435574602084466, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8347782362592613, 'colsample_bytree': 0.8914445196480504, 'gamma': 3.4556584779724804, 'reg_alpha': 0.18223804956001521, 'reg_lambda': 1.2002525908823771}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:15,398] Trial 49 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 170, 'learning_rate': 0.29549758459605885, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8398803219029939, 'colsample_bytree': 0.9292430043082738, 'gamma': 3.4407395715457056, 'reg_alpha': 0.14369766338541828, 'reg_lambda': 1.169119261910227}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:15,838] Trial 50 finished with value: 0.75 and parameters: {'n_estimators': 172, 'learning_rate': 0.2841997390770009, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8381731861243007, 'colsample_bytree': 0.887882434056463, 'gamma': 3.3451300434335627, 'reg_alpha': 0.08061628940613796, 'reg_lambda': 1.1608048646461937}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:16,071] Trial 51 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 180, 'learning_rate': 0.2462434582571835, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9070305063629335, 'colsample_bytree': 0.9327298058313588, 'gamma': 4.359492650264448, 'reg_alpha': 0.17227860559585234, 'reg_lambda': 0.9128083390074124}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:16,333] Trial 52 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 196, 'learning_rate': 0.1641224533562045, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7982458025329243, 'colsample_bytree': 0.960174543894706, 'gamma': 3.123172727664182, 'reg_alpha': 0.21640641877620687, 'reg_lambda': 0.9821404858861068}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:16,597] Trial 53 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 156, 'learning_rate': 0.19763436994791975, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8606606348270646, 'colsample_bytree': 0.9183718654961663, 'gamma': 3.4543108430166436, 'reg_alpha': 0.042521298869224955, 'reg_lambda': 1.3030331458625337}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:16,845] Trial 54 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 218, 'learning_rate': 0.29432963695385295, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8297950513451416, 'colsample_bytree': 0.9834710799762925, 'gamma': 4.093448813841261, 'reg_alpha': 0.1298448511093205, 'reg_lambda': 1.4931080649023718}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:17,156] Trial 55 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.1404536969813425, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8742372266953091, 'colsample_bytree': 0.6213647789715868, 'gamma': 2.7048350662646, 'reg_alpha': 0.29122660571444536, 'reg_lambda': 0.8230097152235166}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:17,378] Trial 56 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 154, 'learning_rate': 0.23858204522552243, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8105097732321903, 'colsample_bytree': 0.9465499413665912, 'gamma': 3.01028195001829, 'reg_alpha': 0.09392455368390795, 'reg_lambda': 1.6642618470858885}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:17,663] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.08472717033414799, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8506912108443127, 'colsample_bytree': 0.9261451988420946, 'gamma': 4.0099307066260605, 'reg_alpha': 0.22802430335972113, 'reg_lambda': 1.1675362697487437}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:17,910] Trial 58 finished with value: 0.738095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.16631649862490847, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9458830539674591, 'colsample_bytree': 0.8562844331721353, 'gamma': 2.522284857026558, 'reg_alpha': 0.17331301677108174, 'reg_lambda': 1.3317711331842426}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:18,238] Trial 59 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 214, 'learning_rate': 0.12485896311117935, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9729258027750023, 'colsample_bytree': 0.875595614041907, 'gamma': 3.6216110768207965, 'reg_alpha': 0.6243306867681968, 'reg_lambda': 1.0059607059808273}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:18,510] Trial 60 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 145, 'learning_rate': 0.21680049110215407, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9119186821064655, 'colsample_bytree': 0.9079076755433202, 'gamma': 1.9752126299103319, 'reg_alpha': 0.019618868218489877, 'reg_lambda': 0.7260961290693111}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:18,780] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 172, 'learning_rate': 0.26488897678064344, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8383284529060848, 'colsample_bytree': 0.8905695602177953, 'gamma': 3.5051636844937626, 'reg_alpha': 0.1435023310152805, 'reg_lambda': 1.196624385345429}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:19,008] Trial 62 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 164, 'learning_rate': 0.2767447018398303, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8284464280088513, 'colsample_bytree': 0.9553630673680175, 'gamma': 3.247142749433781, 'reg_alpha': 0.06925354546489787, 'reg_lambda': 1.1360239343315373}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:19,343] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 205, 'learning_rate': 0.18148087334871113, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.802301095037453, 'colsample_bytree': 0.9065264776841423, 'gamma': 3.2914225623153373, 'reg_alpha': 0.0890849489649934, 'reg_lambda': 1.4314546556811203}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:19,594] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.2503423705348403, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7875528371558249, 'colsample_bytree': 0.8820228517720962, 'gamma': 3.7401295878834304, 'reg_alpha': 0.5341900083353905, 'reg_lambda': 0.9053789086462511}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:19,897] Trial 65 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 133, 'learning_rate': 0.010200490675025235, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9408094058051453, 'colsample_bytree': 0.8476275521433306, 'gamma': 4.269439195175991, 'reg_alpha': 0.32352753845264065, 'reg_lambda': 1.587632427005387}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:20,132] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.0686065276580354, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8570239644616654, 'colsample_bytree': 0.9895090331243115, 'gamma': 3.0432086378564014, 'reg_alpha': 0.24670427297054096, 'reg_lambda': 1.048503174071805}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:20,458] Trial 67 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 176, 'learning_rate': 0.1493891150697314, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8849081809235224, 'colsample_bytree': 0.8951338969334947, 'gamma': 3.306516876110426, 'reg_alpha': 0.4696115353626933, 'reg_lambda': 1.2423039467328372}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:20,625] Trial 68 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.20527008547205128, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8220313166656624, 'colsample_bytree': 0.9693186461504377, 'gamma': 1.7009057528830893, 'reg_alpha': 0.3941713077888403, 'reg_lambda': 1.391083434012111}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:20,859] Trial 69 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.05096460569440183, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8396520242687321, 'colsample_bytree': 0.9378234863265625, 'gamma': 2.3108254881554355, 'reg_alpha': 0.17078392125641356, 'reg_lambda': 1.103984681107895}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:21,207] Trial 70 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.2280283036977086, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8657874807690459, 'colsample_bytree': 0.9152462770421843, 'gamma': 2.8838067748628933, 'reg_alpha': 0.007452908413908554, 'reg_lambda': 0.7489175747451651}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:21,470] Trial 71 finished with value: 0.738095238095238 and parameters: {'n_estimators': 199, 'learning_rate': 0.14254894749452499, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8751132739723002, 'colsample_bytree': 0.6240267378434938, 'gamma': 3.815968224713808, 'reg_alpha': 0.3367571240587243, 'reg_lambda': 0.8083170370032908}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:21,771] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.29765561718981287, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8988166192966582, 'colsample_bytree': 0.8743703256975937, 'gamma': 2.6003350439996438, 'reg_alpha': 0.2848839043564937, 'reg_lambda': 0.6126824606230754}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:22,120] Trial 73 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 206, 'learning_rate': 0.13758078037854757, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8482483160708623, 'colsample_bytree': 0.7438675274420156, 'gamma': 2.687395463689735, 'reg_alpha': 0.4181912871440493, 'reg_lambda': 0.8855705795995746}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:22,374] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 226, 'learning_rate': 0.11509771882262232, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.878481802984008, 'colsample_bytree': 0.6378873158652789, 'gamma': 3.5062263599593453, 'reg_alpha': 0.2892553588344978, 'reg_lambda': 1.039999368131268}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:22,649] Trial 75 finished with value: 0.738095238095238 and parameters: {'n_estimators': 124, 'learning_rate': 0.07839372254112288, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9231146911956253, 'colsample_bytree': 0.6003051927336351, 'gamma': 2.1649629340577907, 'reg_alpha': 0.26352149156567334, 'reg_lambda': 1.198926550479628}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:22,900] Trial 76 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.18847184270036949, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.811247297631039, 'colsample_bytree': 0.6616793429700063, 'gamma': 2.8971960945531112, 'reg_alpha': 0.5729847757455112, 'reg_lambda': 1.3404098076185482}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:23,107] Trial 77 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 95, 'learning_rate': 0.18347982742337843, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8057795241177089, 'colsample_bytree': 0.6545024727114059, 'gamma': 0.5913046103363839, 'reg_alpha': 0.5696578029562084, 'reg_lambda': 1.3411204986812288}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:23,413] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.17103464057744486, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8193752648421594, 'colsample_bytree': 0.6699350243371764, 'gamma': 2.9654466948480662, 'reg_alpha': 0.6746654579063829, 'reg_lambda': 1.6158162753747711}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:23,583] Trial 79 finished with value: 0.75 and parameters: {'n_estimators': 44, 'learning_rate': 0.09186774852509612, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.791457403111973, 'colsample_bytree': 0.7651393842119105, 'gamma': 0.11246475508495778, 'reg_alpha': 0.6003018991444535, 'reg_lambda': 1.7327199299346931}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:23,865] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 189, 'learning_rate': 0.2609052903345665, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8345991675010616, 'colsample_bytree': 0.8564884411412854, 'gamma': 3.1664346873737417, 'reg_alpha': 0.5195347715819997, 'reg_lambda': 1.2849718147390903}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:24,149] Trial 81 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 174, 'learning_rate': 0.13120070560547556, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8469403591852362, 'colsample_bytree': 0.6958264564516894, 'gamma': 2.7823875254080823, 'reg_alpha': 0.19945501760421086, 'reg_lambda': 0.9889627930847853}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:24,418] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.11644402505948427, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7700380368557304, 'colsample_bytree': 0.7008320151884342, 'gamma': 3.3540094242657084, 'reg_alpha': 0.09930067350177835, 'reg_lambda': 0.9822394376886004}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:24,595] Trial 83 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.21314604459059794, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9715560631871882, 'colsample_bytree': 0.6789558684390219, 'gamma': 2.782430792920613, 'reg_alpha': 0.15619886983558132, 'reg_lambda': 1.482144777653106}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:24,931] Trial 84 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.1553053997338448, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8220338016592666, 'colsample_bytree': 0.6535366363956194, 'gamma': 1.1483231397389977, 'reg_alpha': 0.21289656958978986, 'reg_lambda': 1.1426427922428737}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:25,127] Trial 85 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 109, 'learning_rate': 0.1349264449147792, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7775745035807468, 'colsample_bytree': 0.7344254601315516, 'gamma': 0.21899133894865933, 'reg_alpha': 0.11523973689433523, 'reg_lambda': 1.240099308757015}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:25,386] Trial 86 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 176, 'learning_rate': 0.1848163928274745, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8459042761282596, 'colsample_bytree': 0.9749777648285579, 'gamma': 2.889598514318624, 'reg_alpha': 0.49020140856585404, 'reg_lambda': 1.366517399077159}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:25,601] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.10450908467494092, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8144318202811586, 'colsample_bytree': 0.946900217583573, 'gamma': 3.63308333809299, 'reg_alpha': 0.7025989415859686, 'reg_lambda': 1.0569750283988877}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:25,872] Trial 88 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.23130927490800854, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8539821621851744, 'colsample_bytree': 0.9976044727643768, 'gamma': 0.7321884763014375, 'reg_alpha': 0.06111841267809889, 'reg_lambda': 1.1170757145955037}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:25,998] Trial 89 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 59, 'learning_rate': 0.06331820108768434, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8289188859269891, 'colsample_bytree': 0.9248301091473087, 'gamma': 3.414636458092558, 'reg_alpha': 0.946052312906708, 'reg_lambda': 0.9366655251760249}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:26,274] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 127, 'learning_rate': 0.088308659766783, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7975182001528753, 'colsample_bytree': 0.7010006659748099, 'gamma': 3.152497761873624, 'reg_alpha': 0.19840925995501013, 'reg_lambda': 1.2042115482716365}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:26,622] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.12901205457823842, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9025040994124716, 'colsample_bytree': 0.6261941948627937, 'gamma': 2.4179682310960424, 'reg_alpha': 0.23824576466313663, 'reg_lambda': 1.854922773991064}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:26,856] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 199, 'learning_rate': 0.1715226229748407, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8661398969737073, 'colsample_bytree': 0.630258783118427, 'gamma': 2.6325951570385486, 'reg_alpha': 0.3599113984008261, 'reg_lambda': 0.7995074432982946}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:27,186] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 185, 'learning_rate': 0.1547686041244661, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8874372353606474, 'colsample_bytree': 0.6698541411006353, 'gamma': 0.5045148369155377, 'reg_alpha': 0.19390713345469726, 'reg_lambda': 0.8564761641948079}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:27,468] Trial 94 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.13940001309661984, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8394653011114955, 'colsample_bytree': 0.616620694417961, 'gamma': 2.7816362181768812, 'reg_alpha': 0.5760665185473867, 'reg_lambda': 0.6684513547747509}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:27,682] Trial 95 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 164, 'learning_rate': 0.19558215215243158, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9152928060742771, 'colsample_bytree': 0.8956726351935614, 'gamma': 2.95842206098557, 'reg_alpha': 0.6397985783271204, 'reg_lambda': 0.9819709678845762}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:28,053] Trial 96 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 213, 'learning_rate': 0.11311904104886795, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8087402635852784, 'colsample_bytree': 0.6454084776538248, 'gamma': 1.9875690254983167, 'reg_alpha': 0.7938953449994773, 'reg_lambda': 1.2906976506030114}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:28,303] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.03408806119610413, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.867707581870485, 'colsample_bytree': 0.93501191966157, 'gamma': 1.343579751625863, 'reg_alpha': 0.12573674922417355, 'reg_lambda': 1.40015768800306}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:28,648] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.21958875666966626, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8442106008316861, 'colsample_bytree': 0.9634786819700247, 'gamma': 2.5164191944661347, 'reg_alpha': 0.8441457960825385, 'reg_lambda': 1.479402377749079}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:28,905] Trial 99 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 150, 'learning_rate': 0.2784048557763386, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8559389062673528, 'colsample_bytree': 0.8870081114244351, 'gamma': 3.9270287483875843, 'reg_alpha': 0.552493122609786, 'reg_lambda': 1.0120140729230513}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:29,247] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 27, 'learning_rate': 0.17150587227210257, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9356401149035616, 'colsample_bytree': 0.7231239374644886, 'gamma': 0.01282173488537713, 'reg_alpha': 0.7264707376830287, 'reg_lambda': 1.1648871181011817}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:29,421] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 46, 'learning_rate': 0.0927469508006494, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7882186212653791, 'colsample_bytree': 0.7932348354983216, 'gamma': 0.17981767675046467, 'reg_alpha': 0.6490225046880793, 'reg_lambda': 1.7579899056455037}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:29,577] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 42, 'learning_rate': 0.08216397013884383, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7798960427890304, 'colsample_bytree': 0.7828777819833942, 'gamma': 0.3192832249427032, 'reg_alpha': 0.6269161119628945, 'reg_lambda': 1.7491011403179961}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:29,731] Trial 103 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 37, 'learning_rate': 0.09724772755756889, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.824972319833132, 'colsample_bytree': 0.8389607317360063, 'gamma': 0.1772923093368186, 'reg_alpha': 0.7564262739814835, 'reg_lambda': 1.9128235403420233}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:29,936] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.11981220813437361, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8336914045238162, 'colsample_bytree': 0.9861374635233136, 'gamma': 0.8782986289573543, 'reg_alpha': 0.6028818189828226, 'reg_lambda': 2.5291980848228346}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:30,099] Trial 105 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 74, 'learning_rate': 0.07587130841663974, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7934331528231567, 'colsample_bytree': 0.9037300440938824, 'gamma': 1.5981528368809688, 'reg_alpha': 0.6928113063731225, 'reg_lambda': 1.6869199004894093}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:30,443] Trial 106 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 173, 'learning_rate': 0.06923739121860446, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8149925639527295, 'colsample_bytree': 0.8651189650411389, 'gamma': 0.1114598037574988, 'reg_alpha': 0.6500538872807601, 'reg_lambda': 1.5363882704056666}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:30,679] Trial 107 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 193, 'learning_rate': 0.14624130686052833, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8070589911288671, 'colsample_bytree': 0.9178499185828057, 'gamma': 3.211278063559761, 'reg_alpha': 0.03591752370757659, 'reg_lambda': 0.5289567073528776}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:30,957] Trial 108 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 167, 'learning_rate': 0.1027246997680221, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9531988800214541, 'colsample_bytree': 0.6893589275899139, 'gamma': 3.0508185111166872, 'reg_alpha': 0.15459097865708452, 'reg_lambda': 1.9873895072619743}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:31,126] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.12760692793872822, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8492236008386385, 'colsample_bytree': 0.8176636384259293, 'gamma': 3.550676311215021, 'reg_alpha': 0.3101802545731321, 'reg_lambda': 1.0944563113848744}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:31,442] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.11013188812274756, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8806877028581646, 'colsample_bytree': 0.9549211547339039, 'gamma': 0.5368115879466888, 'reg_alpha': 0.264667857595304, 'reg_lambda': 2.1954958726550124}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:31,767] Trial 111 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 44, 'learning_rate': 0.074201685869304, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6056751997344909, 'colsample_bytree': 0.7635837022044549, 'gamma': 0.09715244193574525, 'reg_alpha': 0.6003106179426294, 'reg_lambda': 1.7711744153817635}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:31,902] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.0966753630304859, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7935318137090043, 'colsample_bytree': 0.7660020172764497, 'gamma': 0.21398072698845572, 'reg_alpha': 0.6178770771569233, 'reg_lambda': 1.2555487190490555}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:32,111] Trial 113 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 46, 'learning_rate': 0.08942616270262566, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7697666124420346, 'colsample_bytree': 0.7778902984215417, 'gamma': 1.025615259522116, 'reg_alpha': 0.5538364051903739, 'reg_lambda': 1.8628303812888196}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:32,281] Trial 114 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.13323554590970443, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.787339435437533, 'colsample_bytree': 0.8777155758642066, 'gamma': 0.33158076085827104, 'reg_alpha': 0.6677382602437579, 'reg_lambda': 1.6077122706216245}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:32,689] Trial 115 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 206, 'learning_rate': 0.057718346966750336, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.820345445651921, 'colsample_bytree': 0.7969244477880173, 'gamma': 0.437630561364666, 'reg_alpha': 0.47182425997510197, 'reg_lambda': 1.7147805423587537}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:32,959] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.05965347903188993, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.835735701624927, 'colsample_bytree': 0.8056265346619153, 'gamma': 0.8003640575572889, 'reg_alpha': 0.48031190539505614, 'reg_lambda': 1.4370784435570727}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:33,196] Trial 117 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 206, 'learning_rate': 0.049933648468954525, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8202321294968528, 'colsample_bytree': 0.6080889180776016, 'gamma': 3.3751012067653927, 'reg_alpha': 0.4260460701609766, 'reg_lambda': 2.340905030074572}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:33,534] Trial 118 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 81, 'learning_rate': 0.053457060224437074, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8618150282268319, 'colsample_bytree': 0.6664775390591317, 'gamma': 2.258977931760465, 'reg_alpha': 0.5097474894247468, 'reg_lambda': 1.9595546447650563}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:33,770] Trial 119 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 185, 'learning_rate': 0.2521522221324468, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8032814815856664, 'colsample_bytree': 0.8219568944878296, 'gamma': 0.43589245926516784, 'reg_alpha': 0.4014945578547144, 'reg_lambda': 1.7982282613353096}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:34,160] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 161, 'learning_rate': 0.04584592217682865, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8016146682670777, 'colsample_bytree': 0.8190542468655321, 'gamma': 0.4457911347510343, 'reg_alpha': 0.40901948433142765, 'reg_lambda': 1.6894232335552435}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:34,379] Trial 121 finished with value: 0.738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.24323404000953985, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8000661482014166, 'colsample_bytree': 0.7934250958417665, 'gamma': 0.6747575150790109, 'reg_alpha': 0.4034953180275638, 'reg_lambda': 1.7914803850415313}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:34,707] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.04183244200769777, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8100416091227634, 'colsample_bytree': 0.8005300493278179, 'gamma': 0.4643101515568073, 'reg_alpha': 0.4457264122477132, 'reg_lambda': 1.688027868761672}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:34,942] Trial 123 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 181, 'learning_rate': 0.2996673753913001, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8283030684513059, 'colsample_bytree': 0.8248597197289682, 'gamma': 0.40266107504478704, 'reg_alpha': 0.3846248660929146, 'reg_lambda': 1.8242242039628092}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:35,248] Trial 124 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 182, 'learning_rate': 0.2590217608449339, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9837622540263742, 'colsample_bytree': 0.8141752717647853, 'gamma': 0.6170708324817329, 'reg_alpha': 0.36994394088045734, 'reg_lambda': 1.8169091226122518}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:35,506] Trial 125 finished with value: 0.744047619047619 and parameters: {'n_estimators': 192, 'learning_rate': 0.048054157072012854, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8269824262289825, 'colsample_bytree': 0.839587854084531, 'gamma': 0.4297880342822778, 'reg_alpha': 0.5257923531186312, 'reg_lambda': 1.8734252248495142}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:35,766] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 167, 'learning_rate': 0.04610603784548353, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7524558410706695, 'colsample_bytree': 0.8302253290206018, 'gamma': 0.27142568034423303, 'reg_alpha': 0.4550113747628738, 'reg_lambda': 1.7081648866824344}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:36,092] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.038072458794040254, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7837403318371502, 'colsample_bytree': 0.8255690933830101, 'gamma': 0.38964150997055286, 'reg_alpha': 0.4117386841440625, 'reg_lambda': 2.0483782712692795}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:36,358] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.03112086470510486, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8147529471251693, 'colsample_bytree': 0.8540498560768566, 'gamma': 0.2721502774490112, 'reg_alpha': 0.4675509640828756, 'reg_lambda': 1.645656139845903}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:36,598] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 91, 'learning_rate': 0.20646188220662204, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8022171959112945, 'colsample_bytree': 0.793285813824387, 'gamma': 0.9424069856606574, 'reg_alpha': 0.3896513785629633, 'reg_lambda': 1.5525571257797741}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:36,901] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.2952981448684135, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7712631460966587, 'colsample_bytree': 0.8121976010932235, 'gamma': 0.7538022454865321, 'reg_alpha': 0.3405654314777913, 'reg_lambda': 1.7965135663369982}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:37,145] Trial 131 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 170, 'learning_rate': 0.2786817249054529, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8407301647942906, 'colsample_bytree': 0.8685149794571503, 'gamma': 0.031478936347964226, 'reg_alpha': 0.501993113157558, 'reg_lambda': 1.9434493009123566}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:37,495] Trial 132 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 168, 'learning_rate': 0.24909832964157935, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8296296276167829, 'colsample_bytree': 0.8221010491821472, 'gamma': 0.024146116585872512, 'reg_alpha': 0.49177302224690117, 'reg_lambda': 1.6363527661141712}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:37,721] Trial 133 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 162, 'learning_rate': 0.2724874632371532, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9631974163033741, 'colsample_bytree': 0.8682313345723421, 'gamma': 0.20455969688318487, 'reg_alpha': 0.42656106310162134, 'reg_lambda': 1.8807327553026982}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:38,032] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 144, 'learning_rate': 0.2996674293411563, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.819210031851029, 'colsample_bytree': 0.8453376946066786, 'gamma': 0.5327526071341945, 'reg_alpha': 0.37162251384644013, 'reg_lambda': 1.935496226170509}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:38,304] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.2334077576096117, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8427184161784813, 'colsample_bytree': 0.7732409324935531, 'gamma': 0.1317148325604025, 'reg_alpha': 0.9038142192314478, 'reg_lambda': 2.0106204831710475}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:38,571] Trial 136 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 99, 'learning_rate': 0.2729984270771737, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8103313728308753, 'colsample_bytree': 0.7953180636842192, 'gamma': 0.30111068751188835, 'reg_alpha': 0.5417424836183409, 'reg_lambda': 1.7302423563686795}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:38,810] Trial 137 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 152, 'learning_rate': 0.19402755171980662, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8233433006252289, 'colsample_bytree': 0.7480072028862338, 'gamma': 0.000533748392737704, 'reg_alpha': 0.5790213680249505, 'reg_lambda': 1.831847296953845}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:39,155] Trial 138 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.05926936595556199, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8273073181083624, 'colsample_bytree': 0.7379437136489841, 'gamma': 0.005609871117783161, 'reg_alpha': 0.5066468791908766, 'reg_lambda': 2.1095282406915956}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:39,388] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.19096646771575077, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.803105495592107, 'colsample_bytree': 0.718427538763169, 'gamma': 0.4247610732740872, 'reg_alpha': 0.5840758669196303, 'reg_lambda': 1.5760236750859749}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:39,608] Trial 140 finished with value: 0.738095238095238 and parameters: {'n_estimators': 157, 'learning_rate': 0.22480975746773826, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8347437795748731, 'colsample_bytree': 0.8030996095655833, 'gamma': 0.1470372932394049, 'reg_alpha': 0.44010106468341764, 'reg_lambda': 1.8168830820306}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:39,893] Trial 141 finished with value: 0.738095238095238 and parameters: {'n_estimators': 177, 'learning_rate': 0.163347602701907, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8514869384695047, 'colsample_bytree': 0.812413898731481, 'gamma': 0.36770254381256556, 'reg_alpha': 0.5738092623673644, 'reg_lambda': 1.75296138910512}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:40,107] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.19375441477927882, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8194327634604612, 'colsample_bytree': 0.8325973362247335, 'gamma': 0.2177725478011401, 'reg_alpha': 0.5582804536305607, 'reg_lambda': 1.8288754205566213}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:40,342] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.2557846372277289, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8418605728848438, 'colsample_bytree': 0.9106067650115722, 'gamma': 1.201618383132647, 'reg_alpha': 0.4628509221976593, 'reg_lambda': 1.9250260699619663}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:40,647] Trial 144 finished with value: 0.738095238095238 and parameters: {'n_estimators': 189, 'learning_rate': 0.0554991433652344, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7948719030376933, 'colsample_bytree': 0.9752443766847353, 'gamma': 0.08818240976376457, 'reg_alpha': 0.5338704934883943, 'reg_lambda': 2.984119079970543}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:40,904] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 160, 'learning_rate': 0.17792126024373311, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8143401930351403, 'colsample_bytree': 0.758341296427181, 'gamma': 0.004568345607424459, 'reg_alpha': 0.34498066791133175, 'reg_lambda': 1.372908007473975}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:41,376] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 148, 'learning_rate': 0.04304458628309634, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8261574858668655, 'colsample_bytree': 0.8982385799405667, 'gamma': 0.29692531173890446, 'reg_alpha': 0.38867881980518254, 'reg_lambda': 1.8974943246400393}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:41,582] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 106, 'learning_rate': 0.06561534495590148, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8050535131460534, 'colsample_bytree': 0.9918136268478216, 'gamma': 0.15356279402568784, 'reg_alpha': 0.4911647566620681, 'reg_lambda': 1.682470410701339}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:41,777] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.2817346540505675, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8365183410881594, 'colsample_bytree': 0.9424997218745192, 'gamma': 0.5805720728198324, 'reg_alpha': 0.6437071368980392, 'reg_lambda': 2.670073782847978}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:42,147] Trial 149 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 239, 'learning_rate': 0.21145207577658884, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9200709998061419, 'colsample_bytree': 0.752991981857481, 'gamma': 0.46941209149556623, 'reg_alpha': 0.7312978250827743, 'reg_lambda': 2.880691563770061}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:42,375] Trial 150 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 135, 'learning_rate': 0.23858689035679956, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7856212664068662, 'colsample_bytree': 0.8595016476502206, 'gamma': 2.1007369201140422, 'reg_alpha': 0.8574863119020759, 'reg_lambda': 2.032945803457026}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:42,827] Trial 151 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 169, 'learning_rate': 0.26506766169178575, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8490565830980071, 'colsample_bytree': 0.8827187956111494, 'gamma': 3.297507310254984, 'reg_alpha': 0.18555139505821683, 'reg_lambda': 1.194185441498168}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:43,053] Trial 152 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 180, 'learning_rate': 0.28591220975854786, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.856824101513945, 'colsample_bytree': 0.8888457352666556, 'gamma': 3.8062622198782203, 'reg_alpha': 0.09265125995525088, 'reg_lambda': 1.139033886759623}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:43,141] Trial 153 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 21, 'learning_rate': 0.019338517549053934, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8228906801116458, 'colsample_bytree': 0.8739908286874217, 'gamma': 3.594291594174046, 'reg_alpha': 0.6034889571082975, 'reg_lambda': 1.0666431303496426}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:43,423] Trial 154 finished with value: 0.5 and parameters: {'n_estimators': 172, 'learning_rate': 0.24215229386003703, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8336482912503241, 'colsample_bytree': 0.8475270424630961, 'gamma': 3.4543730091169653, 'reg_alpha': 0.0747590298416215, 'reg_lambda': 1.251584248432279}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:43,670] Trial 155 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.08453081536545867, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8431529043899516, 'colsample_bytree': 0.6864244303521987, 'gamma': 0.11104858663099826, 'reg_alpha': 0.11803911252054254, 'reg_lambda': 1.7659186709388688}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:43,923] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 155, 'learning_rate': 0.20025952293405175, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8121876608616321, 'colsample_bytree': 0.9281265683851703, 'gamma': 1.7971318626774417, 'reg_alpha': 0.15049711253533096, 'reg_lambda': 1.3283509579648367}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:44,169] Trial 157 finished with value: 0.738095238095238 and parameters: {'n_estimators': 165, 'learning_rate': 0.2218623877502845, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8314254166880035, 'colsample_bytree': 0.8967579608086216, 'gamma': 0.6761683678868833, 'reg_alpha': 0.41113744310504263, 'reg_lambda': 0.9659921956662724}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:44,537] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.07369221458187494, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8200576543738871, 'colsample_bytree': 0.9078211893688531, 'gamma': 0.3581870337637847, 'reg_alpha': 0.6215213426461268, 'reg_lambda': 1.8442209187694207}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:44,788] Trial 159 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 195, 'learning_rate': 0.15777938458315752, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7977807480594534, 'colsample_bytree': 0.7883739363652683, 'gamma': 0.2148068465607796, 'reg_alpha': 0.22239689124455492, 'reg_lambda': 1.4883671142908825}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:45,172] Trial 160 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 183, 'learning_rate': 0.29795542989817503, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8073624008599837, 'colsample_bytree': 0.9651470470458422, 'gamma': 3.085661363237633, 'reg_alpha': 0.6892935663473154, 'reg_lambda': 1.0345327093031556}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:45,409] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.15293236372355576, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.871791525339907, 'colsample_bytree': 0.6592584062975204, 'gamma': 2.681257043428145, 'reg_alpha': 0.966683659548915, 'reg_lambda': 0.8183868582647339}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:45,793] Trial 162 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.13654300490806429, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.862618196593221, 'colsample_bytree': 0.7276218868507429, 'gamma': 2.8352674442321106, 'reg_alpha': 0.3198518697856018, 'reg_lambda': 1.728319308471707}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:45,999] Trial 163 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 77, 'learning_rate': 0.18050855097627957, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8940142875383362, 'colsample_bytree': 0.8363219355357929, 'gamma': 3.688932858187006, 'reg_alpha': 0.283554548938372, 'reg_lambda': 0.8691001310879847}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:46,253] Trial 164 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 197, 'learning_rate': 0.12235400293798823, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8384585402626189, 'colsample_bytree': 0.981754744295, 'gamma': 2.600845570694041, 'reg_alpha': 0.17465026581932191, 'reg_lambda': 0.7593587048351407}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:46,581] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 202, 'learning_rate': 0.1436196461841781, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8489864144729379, 'colsample_bytree': 0.917768076761779, 'gamma': 2.7475988782785477, 'reg_alpha': 0.37209498713375, 'reg_lambda': 0.9210930458711808}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:46,824] Trial 166 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.1670452537009172, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9433750251730851, 'colsample_bytree': 0.8795491375187331, 'gamma': 2.961307384492997, 'reg_alpha': 0.20919739696216508, 'reg_lambda': 1.1402600873523938}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:47,309] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 220, 'learning_rate': 0.03882892047634451, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8295082575344231, 'colsample_bytree': 0.7042301854471609, 'gamma': 2.35220083507758, 'reg_alpha': 0.4464678851121179, 'reg_lambda': 1.6491511316454006}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:47,573] Trial 168 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.10786137075052997, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8567895356106208, 'colsample_bytree': 0.8206250108227916, 'gamma': 0.056824045245809925, 'reg_alpha': 0.13967716919209744, 'reg_lambda': 1.0943911410544913}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:47,797] Trial 169 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 161, 'learning_rate': 0.2653170438366336, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7760768266924448, 'colsample_bytree': 0.6371599900086041, 'gamma': 0.5012327651692738, 'reg_alpha': 0.24782350461117947, 'reg_lambda': 1.7942837736530577}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:48,104] Trial 170 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 160, 'learning_rate': 0.2607892066514814, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7335223161724774, 'colsample_bytree': 0.6355606217562212, 'gamma': 0.5266545781482107, 'reg_alpha': 0.5843947441422557, 'reg_lambda': 1.7853061660997285}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:48,324] Trial 171 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 163, 'learning_rate': 0.2640359376504024, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.725770084960765, 'colsample_bytree': 0.8663464289467592, 'gamma': 0.47215123455130936, 'reg_alpha': 0.5833907064664658, 'reg_lambda': 1.7943375431641437}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:48,642] Trial 172 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 152, 'learning_rate': 0.2822182160115235, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6969896400840375, 'colsample_bytree': 0.6440033210713387, 'gamma': 0.6157931252247533, 'reg_alpha': 0.5558667372481765, 'reg_lambda': 1.8597636750609925}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:48,863] Trial 173 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 152, 'learning_rate': 0.24982346381878323, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6884865273109608, 'colsample_bytree': 0.6407581578655932, 'gamma': 0.79492868841161, 'reg_alpha': 0.561288635554999, 'reg_lambda': 1.8389386203188203}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:49,136] Trial 174 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 161, 'learning_rate': 0.27273176419900025, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7364746079316463, 'colsample_bytree': 0.6346775081164522, 'gamma': 0.6159465813707803, 'reg_alpha': 0.595507191225624, 'reg_lambda': 1.935402972287175}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:49,430] Trial 175 finished with value: 0.761904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.2748604220924509, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7410384083661545, 'colsample_bytree': 0.6361537118289677, 'gamma': 0.6167320632277806, 'reg_alpha': 0.5188290605681963, 'reg_lambda': 1.9285545451233177}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:49,674] Trial 176 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.27907417672669943, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.668613816810625, 'colsample_bytree': 0.6329118714765584, 'gamma': 0.6480410822514506, 'reg_alpha': 0.5200830084316239, 'reg_lambda': 1.9551503601419788}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:50,065] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 153, 'learning_rate': 0.26407397360178764, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7084884284698071, 'colsample_bytree': 0.635089406748928, 'gamma': 0.5143472401914737, 'reg_alpha': 0.5332129952825522, 'reg_lambda': 1.9079830700178533}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:50,277] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 156, 'learning_rate': 0.26388299814152827, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7100873976450462, 'colsample_bytree': 0.6455711316389597, 'gamma': 0.6009322200658362, 'reg_alpha': 0.5313905156708858, 'reg_lambda': 1.907839610563564}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:50,484] Trial 179 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 145, 'learning_rate': 0.2352273009976245, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7300784166028734, 'colsample_bytree': 0.64792126434872, 'gamma': 0.8655504975388078, 'reg_alpha': 0.5039280688146791, 'reg_lambda': 1.9544984164298551}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:50,783] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.2502340517579612, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7368950218267422, 'colsample_bytree': 0.649854430485265, 'gamma': 0.8955095512725988, 'reg_alpha': 0.5473930016574147, 'reg_lambda': 1.972890777319698}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:51,006] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.23260225312203797, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7167605385656496, 'colsample_bytree': 0.6331942343213617, 'gamma': 0.5348341783160727, 'reg_alpha': 0.48239140822654486, 'reg_lambda': 2.001166047118248}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:51,339] Trial 182 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 148, 'learning_rate': 0.28487863846200884, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7304204653218304, 'colsample_bytree': 0.6601531026112533, 'gamma': 0.7463770693850833, 'reg_alpha': 0.49748998324193167, 'reg_lambda': 1.886775927285153}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:51,571] Trial 183 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 147, 'learning_rate': 0.29821253167906936, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7423845461380175, 'colsample_bytree': 0.6598284882469717, 'gamma': 0.7392363306893307, 'reg_alpha': 0.5072861019443187, 'reg_lambda': 2.0763934628957568}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:51,783] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 144, 'learning_rate': 0.277314783034763, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6973712205517444, 'colsample_bytree': 0.6221149101223588, 'gamma': 0.691463693896424, 'reg_alpha': 0.5700890390811545, 'reg_lambda': 1.8766007191470346}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:52,083] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 152, 'learning_rate': 0.2597647718655848, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7287274255841628, 'colsample_bytree': 0.6456605633214996, 'gamma': 0.9639171840814491, 'reg_alpha': 0.5391817584949472, 'reg_lambda': 1.9077833022763506}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:52,300] Trial 186 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 147, 'learning_rate': 0.2737108609658928, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7240499996658291, 'colsample_bytree': 0.6363718191182373, 'gamma': 0.5944856032106899, 'reg_alpha': 0.5053291423425094, 'reg_lambda': 1.9442380334343534}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:52,551] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 138, 'learning_rate': 0.2186672332681378, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7461391717306638, 'colsample_bytree': 0.675508205934876, 'gamma': 0.8863659792038331, 'reg_alpha': 0.47741389066447615, 'reg_lambda': 1.8749088477147622}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:52,792] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.2278673002830186, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.744010787506643, 'colsample_bytree': 0.6796041652116838, 'gamma': 0.8795755349304097, 'reg_alpha': 0.4826471179899203, 'reg_lambda': 1.8645896352753901}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:53,005] Trial 189 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 130, 'learning_rate': 0.24196330845832736, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7592372610291421, 'colsample_bytree': 0.6630658394968983, 'gamma': 1.1167950504105333, 'reg_alpha': 0.520843884954106, 'reg_lambda': 1.9924209156696309}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:53,314] Trial 190 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 156, 'learning_rate': 0.21266570430669773, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7121199941370051, 'colsample_bytree': 0.6124960293048003, 'gamma': 0.9962978426748776, 'reg_alpha': 0.47490853194705496, 'reg_lambda': 2.0565506448680475}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:53,526] Trial 191 finished with value: 0.761904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.28315265453118976, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7314926819692966, 'colsample_bytree': 0.6502863986289809, 'gamma': 0.7419272435452908, 'reg_alpha': 0.5876617324831088, 'reg_lambda': 2.150442243853096}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:53,898] Trial 192 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 162, 'learning_rate': 0.28020779439509136, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7497813268553033, 'colsample_bytree': 0.653005606155968, 'gamma': 0.7590737279504008, 'reg_alpha': 0.5935550470110279, 'reg_lambda': 1.9265963747518247}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:54,143] Trial 193 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 167, 'learning_rate': 0.25661269051002883, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.732558889091808, 'colsample_bytree': 0.6740137490827662, 'gamma': 0.8268740671016663, 'reg_alpha': 0.5558382988372345, 'reg_lambda': 1.8167598517382997}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:54,520] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.2562118224439552, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7336265431815242, 'colsample_bytree': 0.6773704208749038, 'gamma': 0.8460878921000183, 'reg_alpha': 0.49758547395163866, 'reg_lambda': 2.1409644998366546}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:54,732] Trial 195 finished with value: 0.738095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.2858457355622674, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7003302826171035, 'colsample_bytree': 0.6423505580869092, 'gamma': 0.8280897934006046, 'reg_alpha': 0.5555342531383005, 'reg_lambda': 1.8040351225110336}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:55,065] Trial 196 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 169, 'learning_rate': 0.244614577860251, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.720121529913594, 'colsample_bytree': 0.6739425353298866, 'gamma': 0.6365522476854494, 'reg_alpha': 0.5244899496563091, 'reg_lambda': 1.8520280984613116}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:55,338] Trial 197 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.2678301482538818, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7300096281496307, 'colsample_bytree': 0.6246360322627638, 'gamma': 1.0411698515449608, 'reg_alpha': 0.5423368003255297, 'reg_lambda': 2.207938292079988}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:55,541] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 150, 'learning_rate': 0.2961672498599935, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7085408034317552, 'colsample_bytree': 0.6903807218899698, 'gamma': 0.5074031158550542, 'reg_alpha': 0.4667953058101221, 'reg_lambda': 1.7972820805477763}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:55,835] Trial 199 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 163, 'learning_rate': 0.22729964876952916, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7449655512356461, 'colsample_bytree': 0.65412127922402, 'gamma': 0.7248427389146486, 'reg_alpha': 0.5845305884497437, 'reg_lambda': 1.8990949134981299}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:55,839] A new study created in memory with name: no-name-33b6dfb8-7abb-4618-a4b0-2b9e82ea069c
[I 2025-11-03 20:07:56,199] Trial 0 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 249, 'learning_rate': 0.07480690910948144, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8150350788596642, 'colsample_bytree': 0.6283884597169632, 'gamma': 4.7382695318506824, 'reg_alpha': 0.12226715386961373, 'reg_lambda': 1.2438991856695434}. Best is trial 0 with value: 0.6785714285714286.
[I 2025-11-03 20:07:56,457] Trial 1 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.1872839539642376, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8642039489516566, 'colsample_bytree': 0.9119301325393848, 'gamma': 1.4404190111274129, 'reg_alpha': 0.9764182414939293, 'reg_lambda': 1.7786020309695134}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:07:56,704] Trial 2 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 198, 'learning_rate': 0.018536949670538927, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6266650617857435, 'colsample_bytree': 0.9019684615639618, 'gamma': 4.416797813255426, 'reg_alpha': 0.45305880113874464, 'reg_lambda': 2.5437079696835836}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:07:56,948] Trial 3 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 110, 'learning_rate': 0.0745236634897082, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9407736742819561, 'colsample_bytree': 0.7815602451136565, 'gamma': 3.7933827363549666, 'reg_alpha': 0.788973307628159, 'reg_lambda': 1.5748141300945682}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:07:57,179] Trial 4 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 196, 'learning_rate': 0.02776575968876442, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8343051148328251, 'colsample_bytree': 0.6540976071224235, 'gamma': 2.683524699427834, 'reg_alpha': 0.24130852942156855, 'reg_lambda': 2.268819026336057}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:07:57,362] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 118, 'learning_rate': 0.012118104764505921, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.6102427003565901, 'colsample_bytree': 0.8788607093215137, 'gamma': 1.222658531121636, 'reg_alpha': 0.3813367196689713, 'reg_lambda': 2.9272134778394037}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:07:57,730] Trial 6 finished with value: 0.675595238095238 and parameters: {'n_estimators': 150, 'learning_rate': 0.1767803958575287, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7224218550551624, 'colsample_bytree': 0.6685243129480359, 'gamma': 4.152818774579334, 'reg_alpha': 0.4618943502429199, 'reg_lambda': 1.8963908186342904}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:07:57,906] Trial 7 finished with value: 0.744047619047619 and parameters: {'n_estimators': 46, 'learning_rate': 0.07282443100644147, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7499969300766298, 'colsample_bytree': 0.658198312729401, 'gamma': 1.0446908498836127, 'reg_alpha': 0.5631664334422694, 'reg_lambda': 0.7544594160383971}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:58,193] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.041623541101371495, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.9707894677849499, 'colsample_bytree': 0.7635622623650992, 'gamma': 3.2826435747687, 'reg_alpha': 0.40013491954898806, 'reg_lambda': 1.8560271725143451}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:58,441] Trial 9 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 218, 'learning_rate': 0.1352517654198313, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9668707366420424, 'colsample_bytree': 0.8384098844244702, 'gamma': 1.1912416253588471, 'reg_alpha': 0.04664918286941122, 'reg_lambda': 0.968965253745268}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:58,520] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 23, 'learning_rate': 0.09701103414656559, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7301613644002557, 'colsample_bytree': 0.9843170108193249, 'gamma': 0.023743520525144834, 'reg_alpha': 0.6854115943232225, 'reg_lambda': 0.5526597412792662}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:58,709] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 42, 'learning_rate': 0.2410435769141051, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8789648195135574, 'colsample_bytree': 0.7234783532871598, 'gamma': 1.5148082790692308, 'reg_alpha': 0.9728506925363649, 'reg_lambda': 0.5592630933299083}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:58,948] Trial 12 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 73, 'learning_rate': 0.2933363880148649, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7171245550168892, 'colsample_bytree': 0.986787925932951, 'gamma': 0.204599054096682, 'reg_alpha': 0.994258036878292, 'reg_lambda': 1.3294094939625005}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:59,131] Trial 13 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 74, 'learning_rate': 0.29878212679824573, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7351301966986469, 'colsample_bytree': 0.9902785936016518, 'gamma': 0.2306120799605484, 'reg_alpha': 0.6759262982591251, 'reg_lambda': 1.0528358854330588}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:59,413] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.03797804893961594, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6851270459324003, 'colsample_bytree': 0.7167440526361111, 'gamma': 0.6372339693146369, 'reg_alpha': 0.8232829602997057, 'reg_lambda': 1.3759617975382255}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:59,574] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.10738015614349097, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.7716674316566245, 'colsample_bytree': 0.6102237258645417, 'gamma': 2.0975731313989843, 'reg_alpha': 0.6060315996403801, 'reg_lambda': 0.8595111895962542}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:59,942] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 95, 'learning_rate': 0.05208204975674566, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.6738516906124864, 'colsample_bytree': 0.8300844264790885, 'gamma': 0.7217579178768893, 'reg_alpha': 0.8375891022286284, 'reg_lambda': 0.765863084356876}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:00,054] Trial 17 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 46, 'learning_rate': 0.023332110007390872, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7864757769194863, 'colsample_bytree': 0.7170489537366644, 'gamma': 2.2828695082568915, 'reg_alpha': 0.23006961337094056, 'reg_lambda': 1.3280584691147859}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:00,197] Trial 18 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 22, 'learning_rate': 0.011253978505638328, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6629497645152339, 'colsample_bytree': 0.9444282984131505, 'gamma': 0.5337368882590816, 'reg_alpha': 0.5571427321230615, 'reg_lambda': 1.1275914289953124}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:00,340] Trial 19 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 53, 'learning_rate': 0.14526813784247003, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7609399036978652, 'colsample_bytree': 0.8312790042438936, 'gamma': 1.841376197990141, 'reg_alpha': 0.3077548971954568, 'reg_lambda': 1.5241145425374638}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:00,528] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 96, 'learning_rate': 0.07578194413476752, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.89251593004397, 'colsample_bytree': 0.6744638556443204, 'gamma': 2.735890120595808, 'reg_alpha': 0.9000956567402587, 'reg_lambda': 2.1799826524247203}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:00,766] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 136, 'learning_rate': 0.214048737676762, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8548642491270279, 'colsample_bytree': 0.9394613394739096, 'gamma': 1.0446907799241083, 'reg_alpha': 0.9735560227071965, 'reg_lambda': 1.6766136001972902}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:01,044] Trial 22 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 127, 'learning_rate': 0.25867076945151785, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8357656888681151, 'colsample_bytree': 0.9512280655351827, 'gamma': 0.9088172422740355, 'reg_alpha': 0.7330782012506705, 'reg_lambda': 1.5837687266796414}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:01,266] Trial 23 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 170, 'learning_rate': 0.20762631184652997, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9150130933381648, 'colsample_bytree': 0.9535933660731422, 'gamma': 0.8109902030944265, 'reg_alpha': 0.7396946497193302, 'reg_lambda': 1.9980622856054773}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:01,464] Trial 24 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 131, 'learning_rate': 0.12060169887034436, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8399836985511113, 'colsample_bytree': 0.8660431222099898, 'gamma': 1.831628658834737, 'reg_alpha': 0.5689026622246651, 'reg_lambda': 1.5778605306662405}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:01,730] Trial 25 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 126, 'learning_rate': 0.15776200104792043, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8077580028275881, 'colsample_bytree': 0.9381356170396448, 'gamma': 1.004340155253662, 'reg_alpha': 0.8769960439826238, 'reg_lambda': 2.466787944456906}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:02,055] Trial 26 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.23166690925160882, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.859849442305097, 'colsample_bytree': 0.9121036153769416, 'gamma': 1.5993654554498815, 'reg_alpha': 0.6627801933038021, 'reg_lambda': 2.9290008326940535}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:02,349] Trial 27 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 100, 'learning_rate': 0.09962852059750431, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8297120468786507, 'colsample_bytree': 0.7484123757493928, 'gamma': 3.1136361036935276, 'reg_alpha': 0.7580151436785693, 'reg_lambda': 2.1534302332010906}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:02,613] Trial 28 finished with value: 0.761904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.06307967030110032, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8962569757045606, 'colsample_bytree': 0.8041955367142949, 'gamma': 0.36829697636891157, 'reg_alpha': 0.5153123180438881, 'reg_lambda': 0.7302806219918467}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:02,944] Trial 29 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.07360838509804735, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9334514362404487, 'colsample_bytree': 0.8065464040348326, 'gamma': 0.43965504594244686, 'reg_alpha': 0.5193628132607903, 'reg_lambda': 0.736387368648338}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:03,229] Trial 30 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.06500667001426245, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9964948820309694, 'colsample_bytree': 0.8040271665398032, 'gamma': 0.27073540147905334, 'reg_alpha': 0.5168896954124319, 'reg_lambda': 0.7460661216721194}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:03,505] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.069750371129603, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9989927032502889, 'colsample_bytree': 0.7995366368650065, 'gamma': 0.4035503086182314, 'reg_alpha': 0.5267261955474309, 'reg_lambda': 0.7187738918443928}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:03,881] Trial 32 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.058561579583402294, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9983493069621483, 'colsample_bytree': 0.8043556663642484, 'gamma': 0.4051624830228632, 'reg_alpha': 0.5147260535594368, 'reg_lambda': 0.6611596465210794}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:04,161] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 229, 'learning_rate': 0.050576614212738374, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9976570049385792, 'colsample_bytree': 0.799939944004087, 'gamma': 0.33686980326886995, 'reg_alpha': 0.48506378185968924, 'reg_lambda': 0.5158561558825087}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:04,598] Trial 34 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 235, 'learning_rate': 0.06144055174358732, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9972963051750093, 'colsample_bytree': 0.7992040247291534, 'gamma': 0.03374298970611744, 'reg_alpha': 0.3924877223290617, 'reg_lambda': 0.9408459551830707}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:04,856] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 210, 'learning_rate': 0.03601033255224625, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9627741979892472, 'colsample_bytree': 0.7597075078280601, 'gamma': 0.5065319840082714, 'reg_alpha': 0.6381501471861677, 'reg_lambda': 1.121863997392499}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:05,290] Trial 36 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 237, 'learning_rate': 0.08633892037602843, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9141380278889726, 'colsample_bytree': 0.8609989845953991, 'gamma': 4.78266761122069, 'reg_alpha': 0.3248714750003548, 'reg_lambda': 0.6528947554205632}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:05,555] Trial 37 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 197, 'learning_rate': 0.06024645841205048, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9537443903391136, 'colsample_bytree': 0.7830149092410833, 'gamma': 1.372646879111663, 'reg_alpha': 0.4518106214391755, 'reg_lambda': 0.8712483188235982}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:05,874] Trial 38 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.046527807871083605, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9804232316412107, 'colsample_bytree': 0.8193323417942096, 'gamma': 0.6777889381887772, 'reg_alpha': 0.5328780792307013, 'reg_lambda': 0.6930158234942319}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:06,154] Trial 39 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 209, 'learning_rate': 0.029960022733462092, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.925598166492205, 'colsample_bytree': 0.8892049248183476, 'gamma': 0.22448208785953952, 'reg_alpha': 0.6015243273098242, 'reg_lambda': 1.1680263316434434}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:06,409] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.016230984231474278, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9452987705306074, 'colsample_bytree': 0.8462715297695387, 'gamma': 4.3615111018920905, 'reg_alpha': 0.4195679098846858, 'reg_lambda': 0.8843427666487416}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:06,734] Trial 41 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 244, 'learning_rate': 0.06559230468074635, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9332017444744477, 'colsample_bytree': 0.8140387163719629, 'gamma': 0.38704231970553016, 'reg_alpha': 0.5181337215320488, 'reg_lambda': 0.6776613313126139}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:07,082] Trial 42 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 247, 'learning_rate': 0.0808476176777467, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9836852049993304, 'colsample_bytree': 0.7769207365761647, 'gamma': 0.4517110234936998, 'reg_alpha': 0.47018357867105304, 'reg_lambda': 0.7789764119330853}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:07,482] Trial 43 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.06226890862891074, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9035175275408955, 'colsample_bytree': 0.7913539289438978, 'gamma': 0.04764136063061086, 'reg_alpha': 0.354202857857004, 'reg_lambda': 1.0268287120876132}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:07,752] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.045753269671001726, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9088087503541251, 'colsample_bytree': 0.737410522966758, 'gamma': 0.07184227510012087, 'reg_alpha': 0.3284048938662235, 'reg_lambda': 1.016502048866639}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:08,255] Trial 45 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 228, 'learning_rate': 0.05511247602383399, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8865938083489808, 'colsample_bytree': 0.7834454601359991, 'gamma': 1.217439840297079, 'reg_alpha': 0.19741919711687506, 'reg_lambda': 0.6061016777882748}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:08,500] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.03285464264075413, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.9696519537464169, 'colsample_bytree': 0.849302112425091, 'gamma': 0.7679303627616252, 'reg_alpha': 0.35886453649237704, 'reg_lambda': 0.7986294629292978}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:08,817] Trial 47 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 202, 'learning_rate': 0.08894006979861033, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9968654293291291, 'colsample_bytree': 0.7662711057424861, 'gamma': 0.016693055114783417, 'reg_alpha': 0.4509539403890274, 'reg_lambda': 0.5047177216672638}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:09,063] Trial 48 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 188, 'learning_rate': 0.04186068723660094, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9475199304918306, 'colsample_bytree': 0.7921033216122366, 'gamma': 3.5154518176066403, 'reg_alpha': 0.26363007546730055, 'reg_lambda': 1.0168509542358277}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:09,332] Trial 49 finished with value: 0.738095238095238 and parameters: {'n_estimators': 220, 'learning_rate': 0.0648246927635855, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9844837162404181, 'colsample_bytree': 0.7356070744799419, 'gamma': 0.255395774977388, 'reg_alpha': 0.10573118793425357, 'reg_lambda': 1.2309527973030445}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:09,673] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 161, 'learning_rate': 0.11465378937455328, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.8996084592145956, 'colsample_bytree': 0.6925081279347624, 'gamma': 0.5882789125622749, 'reg_alpha': 0.42771262927965564, 'reg_lambda': 0.6409676828983947}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:09,960] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.07084743869774061, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9345475983585028, 'colsample_bytree': 0.808416018845353, 'gamma': 0.3862991673780471, 'reg_alpha': 0.494311057967613, 'reg_lambda': 0.7414199465580616}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:10,231] Trial 52 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 237, 'learning_rate': 0.055218525832422635, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9561966404910306, 'colsample_bytree': 0.8250200059872388, 'gamma': 0.8296644506019715, 'reg_alpha': 0.5983248664246407, 'reg_lambda': 0.9646882319160877}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:10,568] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.05686098187537889, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9569559026201575, 'colsample_bytree': 0.8363111080065209, 'gamma': 0.21085811181199127, 'reg_alpha': 0.5849192232112066, 'reg_lambda': 0.9126710572309064}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:10,873] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 241, 'learning_rate': 0.046510234882510555, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8741101840880197, 'colsample_bytree': 0.8214976927211768, 'gamma': 0.9319918148730698, 'reg_alpha': 0.6440891549246509, 'reg_lambda': 0.8143766567537633}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:11,273] Trial 55 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.09129754043899083, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9756339302469312, 'colsample_bytree': 0.7706266839370377, 'gamma': 0.6813906440569983, 'reg_alpha': 0.6089655814193209, 'reg_lambda': 1.4257535127461451}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:11,543] Trial 56 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.039092850075481335, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9597506527406675, 'colsample_bytree': 0.8630585945692282, 'gamma': 1.0817690686064045, 'reg_alpha': 0.6934336298977207, 'reg_lambda': 1.0757601235706231}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:11,862] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 205, 'learning_rate': 0.05127733252678499, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9856916394888534, 'colsample_bytree': 0.7908995141700527, 'gamma': 1.3175072622722568, 'reg_alpha': 0.545665756701135, 'reg_lambda': 1.213760327786297}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:12,173] Trial 58 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 243, 'learning_rate': 0.023939306611905485, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9756408352040161, 'colsample_bytree': 0.7496912406788415, 'gamma': 4.994069193809512, 'reg_alpha': 0.3653090146529384, 'reg_lambda': 0.6161773876504831}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:12,493] Trial 59 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 191, 'learning_rate': 0.06839144987904797, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9417927190099866, 'colsample_bytree': 0.822754424637821, 'gamma': 0.8697850430977059, 'reg_alpha': 0.5093430020541243, 'reg_lambda': 0.9868254291272007}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:12,756] Trial 60 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 218, 'learning_rate': 0.05880524989065916, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9999965869339933, 'colsample_bytree': 0.8754073114779969, 'gamma': 0.14031989599659878, 'reg_alpha': 0.42206550322611336, 'reg_lambda': 0.8454314893961534}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:13,147] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.09456590283588434, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9737439730721275, 'colsample_bytree': 0.771979218351801, 'gamma': 0.626959515038007, 'reg_alpha': 0.6212678061395036, 'reg_lambda': 1.431864013606257}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:13,460] Trial 62 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 238, 'learning_rate': 0.08435251723128404, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9675026153262739, 'colsample_bytree': 0.7593908372988406, 'gamma': 0.5758623492889103, 'reg_alpha': 0.5739515311679447, 'reg_lambda': 1.329502008027558}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:13,859] Trial 63 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 226, 'learning_rate': 0.07906383117043672, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9263640874084489, 'colsample_bytree': 0.84815570349162, 'gamma': 0.7592394140802681, 'reg_alpha': 0.6886517843830646, 'reg_lambda': 1.6980969827192514}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:14,122] Trial 64 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.12299788467854195, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9868732313560273, 'colsample_bytree': 0.796802108890161, 'gamma': 0.3313968050457833, 'reg_alpha': 0.5489895682912062, 'reg_lambda': 1.4582202801222512}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:14,619] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.10094870911588646, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9523307573853964, 'colsample_bytree': 0.8329369047151068, 'gamma': 1.0825807174710242, 'reg_alpha': 0.48415844852035506, 'reg_lambda': 0.5830775738822951}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:14,897] Trial 66 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 151, 'learning_rate': 0.07144119165146597, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9036792215215551, 'colsample_bytree': 0.8074851705263968, 'gamma': 1.6405481176884824, 'reg_alpha': 0.592785135853369, 'reg_lambda': 0.9311819783872429}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:15,232] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.053144277953943365, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9220434822351479, 'colsample_bytree': 0.7054798350431117, 'gamma': 0.005805927144379552, 'reg_alpha': 0.6207907718849939, 'reg_lambda': 2.737745248556709}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:15,450] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.043228903477238526, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9669767619002166, 'colsample_bytree': 0.7839457166640081, 'gamma': 2.4861349099423884, 'reg_alpha': 0.7167985485552353, 'reg_lambda': 1.807946682792887}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:15,819] Trial 69 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.1340797896035071, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6308493111825059, 'colsample_bytree': 0.7422122152185037, 'gamma': 0.5359501837593694, 'reg_alpha': 0.7709730158365369, 'reg_lambda': 1.0692085156891946}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:16,012] Trial 70 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 110, 'learning_rate': 0.090914456949122, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8744692427950564, 'colsample_bytree': 0.6376641421370026, 'gamma': 0.19598095289224757, 'reg_alpha': 0.654644107661252, 'reg_lambda': 0.6795761808174253}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:16,399] Trial 71 finished with value: 0.755952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.07745177475616674, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9324028674987072, 'colsample_bytree': 0.8107661029232017, 'gamma': 0.43405885084759877, 'reg_alpha': 0.5219944382760069, 'reg_lambda': 0.7309033009715394}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:16,676] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 232, 'learning_rate': 0.07737997743333878, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9895934689670572, 'colsample_bytree': 0.8226551727680376, 'gamma': 0.3455936397211311, 'reg_alpha': 0.5440686852148612, 'reg_lambda': 0.7557325504021138}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:16,944] Trial 73 finished with value: 0.761904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.0642292876334576, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9456292982229618, 'colsample_bytree': 0.7728053632616088, 'gamma': 0.7151984406358429, 'reg_alpha': 0.0021325914294632042, 'reg_lambda': 0.566695968535258}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:17,340] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.06473309251674264, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8958089972256467, 'colsample_bytree': 0.808093682812342, 'gamma': 0.8647988159547689, 'reg_alpha': 0.14172003632649602, 'reg_lambda': 0.5322375816607782}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:17,706] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 240, 'learning_rate': 0.04943397924659752, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9168598761634584, 'colsample_bytree': 0.7963753168384509, 'gamma': 0.43141352842256886, 'reg_alpha': 0.014684615292743508, 'reg_lambda': 0.8459648374876059}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:18,042] Trial 76 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 245, 'learning_rate': 0.05505847446486271, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9433843706601854, 'colsample_bytree': 0.8452181026835272, 'gamma': 0.2809918973820187, 'reg_alpha': 0.505553245147412, 'reg_lambda': 0.5879069494913388}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:18,472] Trial 77 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.06080712661187468, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9583446521669958, 'colsample_bytree': 0.7854064203738174, 'gamma': 0.5235156710008546, 'reg_alpha': 0.45397953712966777, 'reg_lambda': 0.7155841917643623}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:18,742] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 231, 'learning_rate': 0.07169232942749222, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9588396873618942, 'colsample_bytree': 0.8142936147222282, 'gamma': 0.9810014516802827, 'reg_alpha': 0.4589668046928418, 'reg_lambda': 0.6740310917873191}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:19,140] Trial 79 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 202, 'learning_rate': 0.05960468775418631, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9364110896047645, 'colsample_bytree': 0.753884995554092, 'gamma': 0.7487306919764223, 'reg_alpha': 0.2865907250135872, 'reg_lambda': 0.6985622964923026}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:19,387] Trial 80 finished with value: 0.75 and parameters: {'n_estimators': 163, 'learning_rate': 0.03680837889214083, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9340223937765185, 'colsample_bytree': 0.7537258482636991, 'gamma': 1.4605478510772634, 'reg_alpha': 0.2740753216406226, 'reg_lambda': 0.7206153407802225}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:19,691] Trial 81 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.05908149088987508, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9468508676889682, 'colsample_bytree': 0.728549736358661, 'gamma': 0.7456015266434576, 'reg_alpha': 0.39654282406438957, 'reg_lambda': 0.7841985413976685}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:20,017] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 203, 'learning_rate': 0.04890109836617759, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9932498234190849, 'colsample_bytree': 0.778842149662796, 'gamma': 0.44844163101458023, 'reg_alpha': 0.20147842042011893, 'reg_lambda': 0.5612963763886394}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:20,401] Trial 83 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 171, 'learning_rate': 0.0471205617353842, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9588977852649295, 'colsample_bytree': 0.7657682108236571, 'gamma': 0.5265130308740353, 'reg_alpha': 0.18796439333817402, 'reg_lambda': 0.5618318222581498}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:20,637] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.04833084631784368, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9291302979745654, 'colsample_bytree': 0.7747714526710938, 'gamma': 1.1725093312194135, 'reg_alpha': 0.18158616517911347, 'reg_lambda': 0.5551246914986233}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:21,081] Trial 85 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 191, 'learning_rate': 0.04318518058011457, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9540855594430133, 'colsample_bytree': 0.7605090584005213, 'gamma': 0.5191599976332079, 'reg_alpha': 0.10262187846930935, 'reg_lambda': 0.521246024739174}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:21,355] Trial 86 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.039603600019896046, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9629036962108872, 'colsample_bytree': 0.7180631764821721, 'gamma': 0.6649406517444911, 'reg_alpha': 0.21131515612024415, 'reg_lambda': 0.6127407537257279}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:21,653] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.05387840499400809, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8475056873796696, 'colsample_bytree': 0.7828752697110939, 'gamma': 0.8138655041563433, 'reg_alpha': 0.06866869098807996, 'reg_lambda': 0.7124891497498386}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:21,878] Trial 88 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 142, 'learning_rate': 0.030414633763751545, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8467013242234243, 'colsample_bytree': 0.7462197067734212, 'gamma': 3.002408771349681, 'reg_alpha': 0.041650295445676, 'reg_lambda': 0.7227156305807886}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:22,231] Trial 89 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 169, 'learning_rate': 0.033730349138619165, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7938650260372461, 'colsample_bytree': 0.7665650836717817, 'gamma': 3.9220366934651754, 'reg_alpha': 0.15455827228479446, 'reg_lambda': 0.8954823372850691}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:22,528] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.07727865681994604, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8125489619582809, 'colsample_bytree': 0.7834557149199618, 'gamma': 0.4754255007930125, 'reg_alpha': 0.08018087169437907, 'reg_lambda': 0.8219377563280585}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:22,909] Trial 91 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.053558628582276065, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8235268227238648, 'colsample_bytree': 0.782643230455157, 'gamma': 0.8446528371047233, 'reg_alpha': 0.01837819655325544, 'reg_lambda': 0.641647184096083}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:23,117] Trial 92 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 119, 'learning_rate': 0.06547280589573566, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.88127914317311, 'colsample_bytree': 0.7552346224757537, 'gamma': 0.9796870248795987, 'reg_alpha': 0.24292485200536665, 'reg_lambda': 0.5085899422736273}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:23,501] Trial 93 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.04397051425761698, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9145972073267551, 'colsample_bytree': 0.7888020523076575, 'gamma': 0.7697519743915218, 'reg_alpha': 0.06735347656557138, 'reg_lambda': 0.5778262227479523}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:23,770] Trial 94 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 211, 'learning_rate': 0.05021142234878755, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9379814535048091, 'colsample_bytree': 0.7740848500649455, 'gamma': 0.6628949199098229, 'reg_alpha': 0.2933394231334302, 'reg_lambda': 0.6910508287534145}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:24,148] Trial 95 finished with value: 0.738095238095238 and parameters: {'n_estimators': 144, 'learning_rate': 0.05572533861394013, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9742879785025171, 'colsample_bytree': 0.7314795798953813, 'gamma': 1.1699587281034207, 'reg_alpha': 0.17938525083600226, 'reg_lambda': 0.7860634779689362}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:24,402] Trial 96 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 188, 'learning_rate': 0.06164269397044107, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8656591912635857, 'colsample_bytree': 0.8151000382093138, 'gamma': 0.5184700209869582, 'reg_alpha': 0.053293579549531817, 'reg_lambda': 0.9712758939922149}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:24,713] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 130, 'learning_rate': 0.08263645704880974, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9883471817845436, 'colsample_bytree': 0.8298090974834538, 'gamma': 0.6067792626276267, 'reg_alpha': 0.13066534526522422, 'reg_lambda': 1.9569868215111312}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:24,984] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.0739625269197882, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8907777381932919, 'colsample_bytree': 0.8015621825086591, 'gamma': 1.3498065964254358, 'reg_alpha': 0.0905487298922387, 'reg_lambda': 0.7254685278027028}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:25,327] Trial 99 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 207, 'learning_rate': 0.06825661569208466, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9510754215862907, 'colsample_bytree': 0.7774227895516701, 'gamma': 0.1368474683763632, 'reg_alpha': 0.02435099073059155, 'reg_lambda': 0.622886439842416}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:25,625] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.06853050943326543, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9774630432356526, 'colsample_bytree': 0.7653146311091623, 'gamma': 0.13110988558479825, 'reg_alpha': 0.028532996375984145, 'reg_lambda': 0.6201878818130633}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:25,910] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 194, 'learning_rate': 0.04735267600044398, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9475384055291947, 'colsample_bytree': 0.7766431604776646, 'gamma': 0.1386192415788292, 'reg_alpha': 0.0016001331814080408, 'reg_lambda': 0.6498041658459114}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:26,307] Trial 102 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 223, 'learning_rate': 0.05931544550542556, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9230044338243931, 'colsample_bytree': 0.7899613375175657, 'gamma': 0.31953094491505674, 'reg_alpha': 0.11584571436244061, 'reg_lambda': 0.5650276355329221}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:26,569] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 207, 'learning_rate': 0.06016141916906885, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9260305927437867, 'colsample_bytree': 0.793183902187294, 'gamma': 0.36390367526869477, 'reg_alpha': 0.11658467313965579, 'reg_lambda': 0.5671769665896909}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:26,979] Trial 104 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 207, 'learning_rate': 0.06070386234707334, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9081480483560781, 'colsample_bytree': 0.7941739406260113, 'gamma': 0.2796113729895321, 'reg_alpha': 0.15689466280270997, 'reg_lambda': 0.5073509806105576}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:27,354] Trial 105 finished with value: 0.761904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.06809077766335511, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9208975389751844, 'colsample_bytree': 0.7899329426240941, 'gamma': 0.39824966682804197, 'reg_alpha': 0.1134223675718791, 'reg_lambda': 0.8600197607265772}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:27,639] Trial 106 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 224, 'learning_rate': 0.06780210355301172, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9213725966841841, 'colsample_bytree': 0.7405277106703726, 'gamma': 0.14376279017572785, 'reg_alpha': 0.05636380203871963, 'reg_lambda': 0.8706527042937767}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:27,967] Trial 107 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 222, 'learning_rate': 0.10889744551041042, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9395497242630879, 'colsample_bytree': 0.7775568768249252, 'gamma': 0.42426350434096594, 'reg_alpha': 0.0841183404043605, 'reg_lambda': 0.7037023082590429}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:28,232] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 228, 'learning_rate': 0.0846016335488401, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9098566946607363, 'colsample_bytree': 0.7868412234276738, 'gamma': 0.37019084718812295, 'reg_alpha': 0.21593286881074825, 'reg_lambda': 0.8232775886909477}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:28,641] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.07474082349623283, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9189053586477278, 'colsample_bytree': 0.8116383476577812, 'gamma': 0.27346583103395855, 'reg_alpha': 0.0449547706925048, 'reg_lambda': 0.7536529520043032}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:28,946] Trial 110 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 182, 'learning_rate': 0.010117089780326828, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8998941972424013, 'colsample_bytree': 0.801273270077964, 'gamma': 0.09090656237510047, 'reg_alpha': 0.06904550528746976, 'reg_lambda': 2.383997600654072}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:29,395] Trial 111 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 208, 'learning_rate': 0.06288442345167183, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9308203968675871, 'colsample_bytree': 0.7943398370046246, 'gamma': 0.34567423178478185, 'reg_alpha': 0.10784016038958658, 'reg_lambda': 0.5784557820627225}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:29,680] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 202, 'learning_rate': 0.05232978490554813, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.774657349499471, 'colsample_bytree': 0.7536620032308853, 'gamma': 0.20567103388410632, 'reg_alpha': 0.12371099664921778, 'reg_lambda': 0.6307801878815072}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:30,044] Trial 113 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 213, 'learning_rate': 0.06645267506309631, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9307421874345141, 'colsample_bytree': 0.8037598150823918, 'gamma': 0.6207576227711867, 'reg_alpha': 0.16757158950304518, 'reg_lambda': 0.6516584387891861}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:30,338] Trial 114 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.06293746035203167, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.9473805487589173, 'colsample_bytree': 0.780747277524828, 'gamma': 0.44312341034038927, 'reg_alpha': 0.0011265811444635904, 'reg_lambda': 0.7862869871590046}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:30,759] Trial 115 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 210, 'learning_rate': 0.05742723124732835, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9366470487336656, 'colsample_bytree': 0.7725951702696723, 'gamma': 2.078124503318627, 'reg_alpha': 0.10336616546236753, 'reg_lambda': 0.6986179976120199}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:30,983] Trial 116 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.07213551691834431, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8859606914625294, 'colsample_bytree': 0.7897262386152307, 'gamma': 0.732649304140728, 'reg_alpha': 0.1377616442758172, 'reg_lambda': 0.5956988515213881}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:31,321] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 199, 'learning_rate': 0.07937997314239494, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8530768129004271, 'colsample_bytree': 0.8405990720701871, 'gamma': 0.004620107484589353, 'reg_alpha': 0.0263555750188272, 'reg_lambda': 0.9157950654925852}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:31,615] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.10085310277522871, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9695272527971253, 'colsample_bytree': 0.8186673902047019, 'gamma': 0.27485946876039136, 'reg_alpha': 0.4842709326656888, 'reg_lambda': 0.5486339986547732}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:32,012] Trial 119 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 228, 'learning_rate': 0.06906754528898225, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8666482478907169, 'colsample_bytree': 0.7630478179950829, 'gamma': 0.9058569558448432, 'reg_alpha': 0.530665574360453, 'reg_lambda': 0.7590380724808967}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:32,338] Trial 120 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 219, 'learning_rate': 0.015285980219876361, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9918207470743172, 'colsample_bytree': 0.799215729231916, 'gamma': 0.5658581455959946, 'reg_alpha': 0.24057458855700048, 'reg_lambda': 0.6720753594159383}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:32,603] Trial 121 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 194, 'learning_rate': 0.058692144130325676, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9288868288607073, 'colsample_bytree': 0.7942239229846925, 'gamma': 0.33472577348906024, 'reg_alpha': 0.11670725962906013, 'reg_lambda': 0.5816774444763637}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:32,911] Trial 122 finished with value: 0.761904761904762 and parameters: {'n_estimators': 194, 'learning_rate': 0.05595700486041029, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9280929253794534, 'colsample_bytree': 0.8074047283118788, 'gamma': 0.3459352551756301, 'reg_alpha': 0.09340961974551305, 'reg_lambda': 0.5005243397025181}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:33,174] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.06216937397392898, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9238169194049406, 'colsample_bytree': 0.8092095967628288, 'gamma': 0.3170914926602269, 'reg_alpha': 0.09382242784961366, 'reg_lambda': 0.591626994872104}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:33,408] Trial 124 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.058743312084782784, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.910613112333995, 'colsample_bytree': 0.828938379839461, 'gamma': 0.44938122561736293, 'reg_alpha': 0.43908784546465013, 'reg_lambda': 0.5434433338622384}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:33,844] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 198, 'learning_rate': 0.05126252331607348, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.949249939534317, 'colsample_bytree': 0.7953703313028289, 'gamma': 0.1872018845371308, 'reg_alpha': 0.11473582298173002, 'reg_lambda': 0.5081706083282206}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:34,071] Trial 126 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 206, 'learning_rate': 0.06464450750238404, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9358060812644823, 'colsample_bytree': 0.816607388267332, 'gamma': 0.36659477733742657, 'reg_alpha': 0.14938207835558334, 'reg_lambda': 0.616303894295189}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:35,004] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.08572796450077572, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9411791892884614, 'colsample_bytree': 0.804914748563499, 'gamma': 0.11120235487453206, 'reg_alpha': 0.210671613328104, 'reg_lambda': 0.6527120097645309}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:35,272] Trial 128 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 177, 'learning_rate': 0.056445890064165206, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9639434537776973, 'colsample_bytree': 0.7732050893563459, 'gamma': 0.5058261550342145, 'reg_alpha': 0.03260099705837455, 'reg_lambda': 0.5630225168672733}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:35,694] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.07405579797403186, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9622663497433436, 'colsample_bytree': 0.7693488563130104, 'gamma': 0.6709372010012846, 'reg_alpha': 0.033814015708464415, 'reg_lambda': 0.8505878341172068}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:35,947] Trial 130 finished with value: 0.761904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.05590562582386044, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9529656052784331, 'colsample_bytree': 0.7883896778858488, 'gamma': 0.5861712122756741, 'reg_alpha': 0.05429979610597094, 'reg_lambda': 0.5031704036797524}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:36,332] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 186, 'learning_rate': 0.05645199422711378, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9288076699945353, 'colsample_bytree': 0.7902616489705414, 'gamma': 0.5449829503749507, 'reg_alpha': 0.05398085361585498, 'reg_lambda': 0.5010870797103795}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:36,604] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.06799217174168147, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6967083315115463, 'colsample_bytree': 0.7971066052509088, 'gamma': 0.23441911460246415, 'reg_alpha': 0.08252317584232574, 'reg_lambda': 0.5930723207345938}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:36,989] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 191, 'learning_rate': 0.05809380950119224, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9541492222771962, 'colsample_bytree': 0.7875514466602649, 'gamma': 0.3379525400928443, 'reg_alpha': 0.012437344512818896, 'reg_lambda': 0.688222302036956}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:37,244] Trial 134 finished with value: 0.738095238095238 and parameters: {'n_estimators': 195, 'learning_rate': 0.07903922815271837, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9207555378125706, 'colsample_bytree': 0.7584944967157102, 'gamma': 0.6080953968490088, 'reg_alpha': 0.07129706677836804, 'reg_lambda': 0.5668174604595676}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:37,594] Trial 135 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 181, 'learning_rate': 0.06295334608051692, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9424550516278156, 'colsample_bytree': 0.8127015144591592, 'gamma': 0.4368578774496836, 'reg_alpha': 0.04396066213054084, 'reg_lambda': 0.7441619338241503}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:37,857] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.053747581630009825, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9652064734871266, 'colsample_bytree': 0.7714715479508875, 'gamma': 0.531950668703191, 'reg_alpha': 0.11781558140296375, 'reg_lambda': 0.6223754999946655}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:38,354] Trial 137 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.06600863585508775, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9306423207216735, 'colsample_bytree': 0.7470759466257544, 'gamma': 0.7188629930488605, 'reg_alpha': 0.023496524033993865, 'reg_lambda': 0.502984338472499}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:38,606] Trial 138 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 189, 'learning_rate': 0.0453145428363933, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9042960376204104, 'colsample_bytree': 0.7786346496552891, 'gamma': 0.2503626316592067, 'reg_alpha': 0.3318328157414093, 'reg_lambda': 0.8027500580587931}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:38,858] Trial 139 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 169, 'learning_rate': 0.07043144498862235, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9527133938975854, 'colsample_bytree': 0.8027236447868684, 'gamma': 0.08809295802874345, 'reg_alpha': 0.09479751651089072, 'reg_lambda': 0.671089522990253}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:39,069] Trial 140 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 35, 'learning_rate': 0.040362416106259624, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9781325355004898, 'colsample_bytree': 0.8251220243980394, 'gamma': 0.4931581716964993, 'reg_alpha': 0.5656279038894257, 'reg_lambda': 0.5560472846666806}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:39,352] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 203, 'learning_rate': 0.05683706607020997, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9695789844176027, 'colsample_bytree': 0.7861134511528737, 'gamma': 0.3864982266899139, 'reg_alpha': 0.1334504108554348, 'reg_lambda': 0.606781750585139}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:39,791] Trial 142 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.050000113314906634, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.744219966916454, 'colsample_bytree': 0.7781789596053932, 'gamma': 0.47950848879464164, 'reg_alpha': 0.05909114492910443, 'reg_lambda': 0.5647066999026118}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:40,085] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 206, 'learning_rate': 0.04858473408686408, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9833931185044729, 'colsample_bytree': 0.7656958645552954, 'gamma': 0.6340890070254939, 'reg_alpha': 0.1634050624385083, 'reg_lambda': 0.7160846187358093}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:40,394] Trial 144 finished with value: 0.761904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.059969187653812324, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9413262381087901, 'colsample_bytree': 0.794215150892915, 'gamma': 0.21125065901969703, 'reg_alpha': 0.2610897447550965, 'reg_lambda': 0.6505620706156467}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:40,733] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.061170654902944425, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9146005838592197, 'colsample_bytree': 0.7949257940581621, 'gamma': 0.22011428330215937, 'reg_alpha': 0.47725509945021755, 'reg_lambda': 0.6458540445016713}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:41,023] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.07717226053419582, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9412700089227763, 'colsample_bytree': 0.8103073635920093, 'gamma': 0.15137534429413732, 'reg_alpha': 0.5285888847826105, 'reg_lambda': 0.7501158505848171}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:41,349] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.05270588798045206, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9308398558863661, 'colsample_bytree': 0.8198967911400789, 'gamma': 0.018423574609507498, 'reg_alpha': 0.5001068972181303, 'reg_lambda': 0.6827121903827628}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:41,619] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.06225229906148174, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9553180771054646, 'colsample_bytree': 0.7903905864843573, 'gamma': 0.3230571264716271, 'reg_alpha': 0.03780456163068853, 'reg_lambda': 0.6202528322783971}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:42,026] Trial 149 finished with value: 0.767857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.07213281894281229, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9199783671427961, 'colsample_bytree': 0.8040000501905521, 'gamma': 0.3661746293595314, 'reg_alpha': 0.305912640545007, 'reg_lambda': 0.7874393410717383}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:42,330] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 247, 'learning_rate': 0.07281835347779017, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8953294031700807, 'colsample_bytree': 0.8367035377351363, 'gamma': 0.3013446847865124, 'reg_alpha': 0.2652099459437012, 'reg_lambda': 0.7919272164188991}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:43,000] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.06956054501446482, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9184667234305954, 'colsample_bytree': 0.8039744708676009, 'gamma': 0.3965561666526312, 'reg_alpha': 0.2826190244619144, 'reg_lambda': 0.7172477696922291}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:43,296] Trial 152 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.05735711606493014, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9373456343474912, 'colsample_bytree': 0.7988617576055626, 'gamma': 0.5406732303847841, 'reg_alpha': 0.3182772352975553, 'reg_lambda': 2.675349968071081}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:43,655] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.06312901111278922, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9469794283476994, 'colsample_bytree': 0.7843884311423834, 'gamma': 0.7688013450642093, 'reg_alpha': 0.3739328894715254, 'reg_lambda': 0.8403808620473985}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:43,945] Trial 154 finished with value: 0.755952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.08169673077517255, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9220755931726395, 'colsample_bytree': 0.7735802018342646, 'gamma': 0.17957475375951937, 'reg_alpha': 0.2918432749161567, 'reg_lambda': 0.5502469243582414}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:44,489] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.08426976536487113, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9226060207435494, 'colsample_bytree': 0.7581586652746098, 'gamma': 0.10854607536940372, 'reg_alpha': 0.33924807594658085, 'reg_lambda': 0.5000362207305066}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:44,784] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.09112995816868762, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9094415944447476, 'colsample_bytree': 0.7732184150177747, 'gamma': 0.19291064736062413, 'reg_alpha': 0.29085925149258784, 'reg_lambda': 0.5509104134955736}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:45,104] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.07401411494164568, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9274418322117536, 'colsample_bytree': 0.8134173662786554, 'gamma': 0.3856662495254848, 'reg_alpha': 0.25712074292439, 'reg_lambda': 0.6038319045025875}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:45,384] Trial 158 finished with value: 0.744047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.08077697062134952, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9352597836811679, 'colsample_bytree': 0.7509927931879811, 'gamma': 0.0027097599876425016, 'reg_alpha': 0.10670890725668672, 'reg_lambda': 0.6465370868518199}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:45,773] Trial 159 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 238, 'learning_rate': 0.06686429990844894, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8987210558919707, 'colsample_bytree': 0.795001252498374, 'gamma': 0.2867048182856495, 'reg_alpha': 0.0028367500250798365, 'reg_lambda': 0.5667542311520398}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:46,075] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.05468677933184306, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9149272582016641, 'colsample_bytree': 0.8058069714729617, 'gamma': 0.20408578533961622, 'reg_alpha': 0.9442895366360025, 'reg_lambda': 0.6656950477180876}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:46,387] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 230, 'learning_rate': 0.059459587023008846, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9497127689561103, 'colsample_bytree': 0.781781492666009, 'gamma': 0.491646174090617, 'reg_alpha': 0.2993539603860538, 'reg_lambda': 0.742117049884031}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:46,753] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 228, 'learning_rate': 0.05900048927895403, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9430343863023989, 'colsample_bytree': 0.7688519301335583, 'gamma': 0.4400391748923434, 'reg_alpha': 0.304047928737795, 'reg_lambda': 2.0812056925157574}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:47,032] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.06677185605829399, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.924837444879205, 'colsample_bytree': 0.779736431628247, 'gamma': 0.5881156237992675, 'reg_alpha': 0.3118760487562904, 'reg_lambda': 0.7496958380103752}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:47,475] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 240, 'learning_rate': 0.07582577545804807, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9488127917646897, 'colsample_bytree': 0.7869946922778389, 'gamma': 0.3442896084625455, 'reg_alpha': 0.3489714633292275, 'reg_lambda': 0.5434060194112619}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:47,798] Trial 165 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 185, 'learning_rate': 0.07072947571860484, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9314179625772909, 'colsample_bytree': 0.7625801763121282, 'gamma': 0.659126160509579, 'reg_alpha': 0.25586232956166405, 'reg_lambda': 0.6030383750828588}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:48,092] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 188, 'learning_rate': 0.06388998255402294, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9301952535479978, 'colsample_bytree': 0.7626653458473245, 'gamma': 0.6880317498844737, 'reg_alpha': 0.22501974162498145, 'reg_lambda': 0.6041181471100738}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:48,372] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 196, 'learning_rate': 0.05507044387940599, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9372089155387888, 'colsample_bytree': 0.9664097211661558, 'gamma': 0.8583630958166202, 'reg_alpha': 0.2404085534482941, 'reg_lambda': 0.6337468831039438}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:48,632] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 183, 'learning_rate': 0.06961951261225878, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9174975267839849, 'colsample_bytree': 0.7738821378623137, 'gamma': 0.4759716246376628, 'reg_alpha': 0.28628545776799547, 'reg_lambda': 0.5438168143969843}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:49,015] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.05186820880227717, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9056331963969744, 'colsample_bytree': 0.7422503317637765, 'gamma': 3.4513802202142108, 'reg_alpha': 0.24986651941995358, 'reg_lambda': 0.6819921650012931}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:49,237] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.09581182795008153, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9612264812466886, 'colsample_bytree': 0.7573843007548406, 'gamma': 2.650378313275829, 'reg_alpha': 0.2742434536388037, 'reg_lambda': 0.5008391826302817}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:49,571] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.05915829830422528, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9492250510366336, 'colsample_bytree': 0.7915632744218869, 'gamma': 0.30349844187052033, 'reg_alpha': 0.07118109810909742, 'reg_lambda': 0.8042057729596337}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:49,860] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.05910442047299663, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9505199680988661, 'colsample_bytree': 0.7954125358900819, 'gamma': 0.2703941555039051, 'reg_alpha': 0.07929084329358926, 'reg_lambda': 0.8903865445280968}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:50,249] Trial 173 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 208, 'learning_rate': 0.06281544255379812, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9426126558991317, 'colsample_bytree': 0.7815967554776521, 'gamma': 0.15350742549738494, 'reg_alpha': 0.0633087320211098, 'reg_lambda': 0.8170184977518282}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:50,519] Trial 174 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 209, 'learning_rate': 0.06367887192163238, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9424288530401382, 'colsample_bytree': 0.7830794418367345, 'gamma': 0.587322625251183, 'reg_alpha': 0.05963808244955298, 'reg_lambda': 0.8166429378740417}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:50,936] Trial 175 finished with value: 0.761904761904762 and parameters: {'n_estimators': 207, 'learning_rate': 0.06081792054205413, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9442593181853137, 'colsample_bytree': 0.7828271733119585, 'gamma': 0.5998325102722095, 'reg_alpha': 0.04940811796681017, 'reg_lambda': 0.7930279208179687}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:51,231] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 206, 'learning_rate': 0.06367547945123085, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9418695747626378, 'colsample_bytree': 0.7904091917551751, 'gamma': 0.6258277589692545, 'reg_alpha': 0.05747663455814752, 'reg_lambda': 0.8245803715211484}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:51,574] Trial 177 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 195, 'learning_rate': 0.05575680652073489, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9556430925288271, 'colsample_bytree': 0.7679497839223342, 'gamma': 0.6929594049364117, 'reg_alpha': 0.021755915931755396, 'reg_lambda': 0.9635897704225558}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:51,842] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.06621529241602211, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.963936175488089, 'colsample_bytree': 0.7838500804569418, 'gamma': 0.35072037270312834, 'reg_alpha': 0.07928771681412339, 'reg_lambda': 0.908754002123104}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:52,222] Trial 179 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 203, 'learning_rate': 0.06090874672865769, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9344177396086593, 'colsample_bytree': 0.8007706655543232, 'gamma': 1.0286470588141234, 'reg_alpha': 0.051358896465624526, 'reg_lambda': 0.7908400185067362}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:52,527] Trial 180 finished with value: 0.755952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.05080584457849367, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9419898138843769, 'colsample_bytree': 0.7780879933109316, 'gamma': 0.08375224161876932, 'reg_alpha': 0.033467926749816385, 'reg_lambda': 0.8246410571662958}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:52,862] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 214, 'learning_rate': 0.05853102123561843, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9484806628996882, 'colsample_bytree': 0.7841675494576648, 'gamma': 0.5664811039937009, 'reg_alpha': 0.09719233052886314, 'reg_lambda': 0.7691745641746337}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:53,111] Trial 182 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 199, 'learning_rate': 0.07068895154512776, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9549711174769773, 'colsample_bytree': 0.9195284023666485, 'gamma': 0.7974910958264904, 'reg_alpha': 0.06947325091931868, 'reg_lambda': 0.7007197779716092}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:53,390] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.05492836650834114, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.945209850396535, 'colsample_bytree': 0.7927341811450495, 'gamma': 0.4920793582593489, 'reg_alpha': 0.12814564723687827, 'reg_lambda': 0.8519973161982182}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:53,695] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.06049332089336121, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9297505881981787, 'colsample_bytree': 0.7793933492029606, 'gamma': 0.29381081191758274, 'reg_alpha': 0.03793514081899728, 'reg_lambda': 0.7683459550135098}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:54,093] Trial 185 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 217, 'learning_rate': 0.064369395267115, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9369183536049408, 'colsample_bytree': 0.7630860253924413, 'gamma': 0.4211033623453919, 'reg_alpha': 0.10795180790394464, 'reg_lambda': 0.6034163078905307}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:54,373] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 204, 'learning_rate': 0.06544725160805145, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9357875562036844, 'colsample_bytree': 0.7635531840521687, 'gamma': 0.19191916742552265, 'reg_alpha': 0.10714785251260942, 'reg_lambda': 0.5908994788763322}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:54,726] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.07012867991789172, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9275937827148912, 'colsample_bytree': 0.7541235603744505, 'gamma': 0.3982232767399319, 'reg_alpha': 0.08753759972667202, 'reg_lambda': 0.6501099272869444}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:55,017] Trial 188 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.06332381304895013, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9623543482880834, 'colsample_bytree': 0.7689810136279716, 'gamma': 0.7050009543478996, 'reg_alpha': 0.06253889019943554, 'reg_lambda': 0.5861880546837371}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:55,280] Trial 189 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.05307385222368685, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9395023281105368, 'colsample_bytree': 0.8034838209528832, 'gamma': 0.6175170487336138, 'reg_alpha': 0.1365891750872501, 'reg_lambda': 0.6378470912803818}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:55,671] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 180, 'learning_rate': 0.056434182108169424, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9209576745627214, 'colsample_bytree': 0.7945397926512084, 'gamma': 0.2772257857811269, 'reg_alpha': 0.025750592986046532, 'reg_lambda': 0.8906645823499926}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:55,954] Trial 191 finished with value: 0.761904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.06037414933949634, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9502712285745564, 'colsample_bytree': 0.7873367705578443, 'gamma': 0.49936986506919573, 'reg_alpha': 0.0020092240109806717, 'reg_lambda': 0.7089708139690887}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:56,362] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 215, 'learning_rate': 0.06486080075251624, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9558932616024383, 'colsample_bytree': 0.7737200167622973, 'gamma': 0.40751729614349863, 'reg_alpha': 0.012765861148691967, 'reg_lambda': 0.6914793279992131}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:56,621] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.0677133216257697, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9692746324050718, 'colsample_bytree': 0.773049081744771, 'gamma': 0.5641300926443285, 'reg_alpha': 0.012470722001444362, 'reg_lambda': 0.7008224965373799}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:56,948] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 202, 'learning_rate': 0.06385999810750392, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9597960525300554, 'colsample_bytree': 0.748315306145885, 'gamma': 0.4737201941634762, 'reg_alpha': 0.001363228271721223, 'reg_lambda': 0.8044034010254864}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:57,337] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.0732258671728039, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9586789019113313, 'colsample_bytree': 0.7365159284093237, 'gamma': 0.4234197224469039, 'reg_alpha': 0.04144295932084454, 'reg_lambda': 0.8163311264622334}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:57,575] Trial 196 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.06500069802008424, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9447772492242581, 'colsample_bytree': 0.7487298451804594, 'gamma': 1.7507077924232661, 'reg_alpha': 0.018255625310797823, 'reg_lambda': 0.8609830982246663}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:57,908] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 206, 'learning_rate': 0.07144963727327149, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9681624237120064, 'colsample_bytree': 0.7577502052133365, 'gamma': 0.12781116415140753, 'reg_alpha': 0.05055035959034268, 'reg_lambda': 0.786244520017266}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:58,175] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 198, 'learning_rate': 0.06470273394319245, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9539755249566759, 'colsample_bytree': 0.7281078542102001, 'gamma': 0.37257528300338105, 'reg_alpha': 0.06685360388593733, 'reg_lambda': 0.6626981718520208}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:58,596] Trial 199 finished with value: 0.738095238095238 and parameters: {'n_estimators': 185, 'learning_rate': 0.07574344911022758, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9368536874953023, 'colsample_bytree': 0.7442027484067284, 'gamma': 0.7933443399643498, 'reg_alpha': 0.02298821857394205, 'reg_lambda': 0.9330056753000535}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:58,600] A new study created in memory with name: no-name-716414a8-2900-401e-a047-b71b7fba1535
[I 2025-11-03 20:08:58,949] Trial 0 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 160, 'learning_rate': 0.05073919577635631, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6763121555948306, 'colsample_bytree': 0.8098416744119392, 'gamma': 0.13362771478994673, 'reg_alpha': 0.013573624135459261, 'reg_lambda': 2.4519523537792027}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:08:59,250] Trial 1 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 222, 'learning_rate': 0.021756735685567144, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6318335931258379, 'colsample_bytree': 0.6270712092002676, 'gamma': 4.618531799333615, 'reg_alpha': 0.15796144906633602, 'reg_lambda': 2.081767622213772}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:08:59,548] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.25405320482734456, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8902172922159606, 'colsample_bytree': 0.6280904428514578, 'gamma': 2.9791906262804857, 'reg_alpha': 0.13029406514067843, 'reg_lambda': 0.628200267042943}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:08:59,806] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.01664718241334195, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7630510205691401, 'colsample_bytree': 0.7859445047412713, 'gamma': 0.6842096103120199, 'reg_alpha': 0.5583512496247618, 'reg_lambda': 1.2793941888372682}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:00,181] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.13944731323940593, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.6382557941654875, 'colsample_bytree': 0.9449376933529969, 'gamma': 4.6279324117157286, 'reg_alpha': 0.6889978975408115, 'reg_lambda': 2.8753856645709397}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:00,464] Trial 5 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.13057131746869485, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.6022726481498858, 'colsample_bytree': 0.7034701298659782, 'gamma': 4.425697317759844, 'reg_alpha': 0.6769652587971277, 'reg_lambda': 0.8628284621480665}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:00,655] Trial 6 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 120, 'learning_rate': 0.2067098009887658, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8482422289251991, 'colsample_bytree': 0.957562694645723, 'gamma': 3.9099514947974052, 'reg_alpha': 0.6536220986508652, 'reg_lambda': 1.968392551415409}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:01,022] Trial 7 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 164, 'learning_rate': 0.02317315468340464, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9486790885320752, 'colsample_bytree': 0.8516614028750047, 'gamma': 4.918939470911957, 'reg_alpha': 0.633568461817377, 'reg_lambda': 1.9867358824467471}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:01,286] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.01788136869089908, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.7449218193681829, 'colsample_bytree': 0.6730365367407208, 'gamma': 3.54621253881592, 'reg_alpha': 0.9811387259076002, 'reg_lambda': 0.5817479138021227}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:01,666] Trial 9 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 204, 'learning_rate': 0.09157478410955332, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9783838469205194, 'colsample_bytree': 0.7188713059397135, 'gamma': 1.061049327639596, 'reg_alpha': 0.6304698074239357, 'reg_lambda': 2.1263073738850493}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:01,911] Trial 10 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.05476607248696822, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7111498950639692, 'colsample_bytree': 0.8730879527680724, 'gamma': 1.7636150004894138, 'reg_alpha': 0.31015029349545165, 'reg_lambda': 2.776570868836627}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:02,169] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 113, 'learning_rate': 0.046925809007989885, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7003400832020247, 'colsample_bytree': 0.8610642092953656, 'gamma': 1.8334267715050205, 'reg_alpha': 0.3170053755693165, 'reg_lambda': 2.8444861292838097}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:02,401] Trial 12 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 99, 'learning_rate': 0.04642274619917, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7193816541385516, 'colsample_bytree': 0.8867268470253689, 'gamma': 1.8404043355093307, 'reg_alpha': 0.37072400872193045, 'reg_lambda': 2.934564958481274}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:02,627] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 76, 'learning_rate': 0.03589501809868739, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8115264764713747, 'colsample_bytree': 0.9063856626364579, 'gamma': 1.9249480276976574, 'reg_alpha': 0.38473942516076964, 'reg_lambda': 2.5452380894263333}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:02,830] Trial 14 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 29, 'learning_rate': 0.07750609211688064, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7246151951542428, 'colsample_bytree': 0.8964488087619117, 'gamma': 2.2992070269382676, 'reg_alpha': 0.37059154066447936, 'reg_lambda': 2.9783409776036405}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:03,106] Trial 15 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 93, 'learning_rate': 0.010179117189643887, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.792706044146742, 'colsample_bytree': 0.9846457865807872, 'gamma': 1.4858736109129351, 'reg_alpha': 0.24394270632894458, 'reg_lambda': 1.4999913814661492}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:03,296] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.03730838807854438, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.6774997313402167, 'colsample_bytree': 0.775860506066808, 'gamma': 2.590383720847683, 'reg_alpha': 0.47673157870613886, 'reg_lambda': 2.440769067595903}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:03,405] Trial 17 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 47, 'learning_rate': 0.07211584969425698, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7797191150880365, 'colsample_bytree': 0.8397556044023577, 'gamma': 2.9796783757285, 'reg_alpha': 0.48549744392305394, 'reg_lambda': 2.5983980134028686}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:03,637] Trial 18 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 92, 'learning_rate': 0.03160739769148666, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8463602866627438, 'colsample_bytree': 0.9070180661879603, 'gamma': 1.1579846619399345, 'reg_alpha': 0.2411082267951077, 'reg_lambda': 1.599858609158798}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:03,875] Trial 19 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.030039095456486985, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8883427313904231, 'colsample_bytree': 0.9315440413807495, 'gamma': 1.0002405236360703, 'reg_alpha': 0.013427809026991644, 'reg_lambda': 1.5659417507322853}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:04,177] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.010555063905850197, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.902963973802224, 'colsample_bytree': 0.9910433963192673, 'gamma': 0.33666943593126586, 'reg_alpha': 0.05432793494568289, 'reg_lambda': 1.3895469064809722}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:04,414] Trial 21 finished with value: 0.744047619047619 and parameters: {'n_estimators': 139, 'learning_rate': 0.028971241416832636, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8386017856321278, 'colsample_bytree': 0.927433480313803, 'gamma': 1.1545530568148814, 'reg_alpha': 0.18458174752163845, 'reg_lambda': 1.635785304811527}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:04,774] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.029357361967809824, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9062442380123787, 'colsample_bytree': 0.9370579213497353, 'gamma': 0.7031894883544614, 'reg_alpha': 0.09289531332240238, 'reg_lambda': 1.1472782157466739}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:05,013] Trial 23 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 139, 'learning_rate': 0.015377041942349276, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8357477478613831, 'colsample_bytree': 0.9325354750941965, 'gamma': 1.335487331353722, 'reg_alpha': 0.20480441070059224, 'reg_lambda': 1.7579886738151107}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:05,373] Trial 24 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.06649405932142174, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8765322747827232, 'colsample_bytree': 0.8178134253383815, 'gamma': 0.8559925914195832, 'reg_alpha': 0.001058997261247691, 'reg_lambda': 1.110105594633697}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:05,775] Trial 25 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 107, 'learning_rate': 0.027614284405859557, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9506765004347941, 'colsample_bytree': 0.8712986410986859, 'gamma': 1.5120390166600695, 'reg_alpha': 0.2921132214774932, 'reg_lambda': 1.7890686184605062}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:05,956] Trial 26 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 71, 'learning_rate': 0.10496185890343404, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.81938608157571, 'colsample_bytree': 0.9682587741220055, 'gamma': 2.275483642283082, 'reg_alpha': 0.17572204388691337, 'reg_lambda': 2.294523818563868}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:06,188] Trial 27 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.11195358517869045, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8213406250622478, 'colsample_bytree': 0.9687922785544486, 'gamma': 2.3149404097917046, 'reg_alpha': 0.19005805447467894, 'reg_lambda': 2.328497551501291}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:06,355] Trial 28 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.18138248443855048, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7559861822812765, 'colsample_bytree': 0.7588575716071208, 'gamma': 2.5847801048226007, 'reg_alpha': 0.8132867670775876, 'reg_lambda': 2.687341747649128}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:06,499] Trial 29 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 36, 'learning_rate': 0.053449336033932114, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7941196582182475, 'colsample_bytree': 0.8207027264313727, 'gamma': 0.22691028724851348, 'reg_alpha': 0.4265200686961988, 'reg_lambda': 2.1695358323831058}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:06,715] Trial 30 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 53, 'learning_rate': 0.09939427372364386, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6934972552039917, 'colsample_bytree': 0.9939044207819854, 'gamma': 3.1990700000269316, 'reg_alpha': 0.2894030515362018, 'reg_lambda': 2.329619991837705}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:07,042] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.04081077827762651, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8621682567057815, 'colsample_bytree': 0.9282004309728509, 'gamma': 2.1175111121990753, 'reg_alpha': 0.07089909010069231, 'reg_lambda': 1.6018066035636718}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:07,362] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.024320133099374534, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9242379733216387, 'colsample_bytree': 0.9600439594143989, 'gamma': 0.009322782683570008, 'reg_alpha': 0.12956510836470236, 'reg_lambda': 1.9162058789058962}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:07,613] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 184, 'learning_rate': 0.0633524676058021, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.866442478603618, 'colsample_bytree': 0.9132538252180232, 'gamma': 1.6746545708944627, 'reg_alpha': 0.1498608757298364, 'reg_lambda': 2.2285554967459427}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:08,150] Trial 34 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.05204451697303582, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8237407848881877, 'colsample_bytree': 0.8682820663864621, 'gamma': 0.5215621867450273, 'reg_alpha': 0.022213545321090072, 'reg_lambda': 2.731046677659491}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:08,399] Trial 35 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 169, 'learning_rate': 0.01343154638503207, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6560645804099539, 'colsample_bytree': 0.9231875174836851, 'gamma': 0.999172386156096, 'reg_alpha': 0.10462632971861255, 'reg_lambda': 1.2865282105094022}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:08,650] Trial 36 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 106, 'learning_rate': 0.2925808498200038, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7736748518838719, 'colsample_bytree': 0.8881977746408124, 'gamma': 1.3506283197631022, 'reg_alpha': 0.19320372392433105, 'reg_lambda': 1.8559527867155918}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:08,839] Trial 37 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 64, 'learning_rate': 0.019442350010884922, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9229119381681035, 'colsample_bytree': 0.9522229325070024, 'gamma': 2.127141447083037, 'reg_alpha': 0.15740622785991287, 'reg_lambda': 1.6326849271523143}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:09,165] Trial 38 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 175, 'learning_rate': 0.1576995009651694, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8929326198902259, 'colsample_bytree': 0.6033963328523687, 'gamma': 2.785974127969853, 'reg_alpha': 0.23952911300266974, 'reg_lambda': 0.767308702941154}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:09,350] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.0805615001177406, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.6195316843339894, 'colsample_bytree': 0.8382597984825843, 'gamma': 0.6698878891678313, 'reg_alpha': 0.5572671722221395, 'reg_lambda': 1.4112819962386003}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:09,697] Trial 40 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 204, 'learning_rate': 0.05917061620056227, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8529151190248576, 'colsample_bytree': 0.9724942036943073, 'gamma': 1.191056817484385, 'reg_alpha': 0.03799495158522016, 'reg_lambda': 0.9922785971870429}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:09,928] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.027808997440651233, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9121988540200556, 'colsample_bytree': 0.9415538923948216, 'gamma': 0.7708009454484503, 'reg_alpha': 0.08748838756979432, 'reg_lambda': 1.1031759003106334}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:10,175] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.032039646577663006, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8846928705786256, 'colsample_bytree': 0.9434115167444079, 'gamma': 0.4556009430655946, 'reg_alpha': 0.1035213200503508, 'reg_lambda': 2.0324723150671247}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:10,449] Trial 43 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 122, 'learning_rate': 0.021046121813234505, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8782818341262292, 'colsample_bytree': 0.9668854541292703, 'gamma': 0.46381215645251095, 'reg_alpha': 0.12264287833851317, 'reg_lambda': 2.0227017131757847}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:10,714] Trial 44 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 116, 'learning_rate': 0.0408712584339313, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9565026790268288, 'colsample_bytree': 0.8819959822531654, 'gamma': 1.6574522852070517, 'reg_alpha': 0.3208386689878964, 'reg_lambda': 2.066050594166205}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:11,032] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 197, 'learning_rate': 0.03355300756312076, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.8107320310601674, 'colsample_bytree': 0.9175185542417066, 'gamma': 0.9642773954921287, 'reg_alpha': 0.17047675177024124, 'reg_lambda': 1.6861878134269779}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:11,288] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 157, 'learning_rate': 0.02418792728738327, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8854346964172006, 'colsample_bytree': 0.9449456755768831, 'gamma': 1.9555609293255567, 'reg_alpha': 0.22612877837049955, 'reg_lambda': 2.4435560693867036}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:11,550] Trial 47 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.11913060058634412, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7415436583647679, 'colsample_bytree': 0.9740021708454225, 'gamma': 1.3675076991559247, 'reg_alpha': 0.048762871658558, 'reg_lambda': 2.2645290538410956}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:11,787] Trial 48 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 128, 'learning_rate': 0.04272909506806667, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8378606225416668, 'colsample_bytree': 0.8974913256640444, 'gamma': 0.5236388048286246, 'reg_alpha': 0.279460137250321, 'reg_lambda': 2.801746715124283}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:11,987] Trial 49 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 102, 'learning_rate': 0.0888523197391956, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9713798774690008, 'colsample_bytree': 0.9974924107120889, 'gamma': 3.7749289054700155, 'reg_alpha': 0.3521095254568075, 'reg_lambda': 1.8875845447872515}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:12,230] Trial 50 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 83, 'learning_rate': 0.035568130261870536, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8021621424340509, 'colsample_bytree': 0.7981808899596043, 'gamma': 2.3757538194143843, 'reg_alpha': 0.43616373153574334, 'reg_lambda': 1.5194734952642046}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:12,506] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.02759190876458973, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9293163642989852, 'colsample_bytree': 0.9395740304672074, 'gamma': 0.7638118157875157, 'reg_alpha': 0.08582003351234783, 'reg_lambda': 1.2712475416143634}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:12,756] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 145, 'learning_rate': 0.02973572584643494, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8997025934442243, 'colsample_bytree': 0.9558092067008274, 'gamma': 0.22556513430478864, 'reg_alpha': 0.10050293355987165, 'reg_lambda': 2.590288156658105}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:12,972] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.046621711919801634, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8584855723410518, 'colsample_bytree': 0.9274214167106791, 'gamma': 1.140580806257087, 'reg_alpha': 0.0038453721860966794, 'reg_lambda': 0.7085449661212122}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:13,303] Trial 54 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 113, 'learning_rate': 0.04767877092699536, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8632623515682757, 'colsample_bytree': 0.9007754243976173, 'gamma': 1.639904482254307, 'reg_alpha': 0.008628934412144223, 'reg_lambda': 0.8671212277232613}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:13,528] Trial 55 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.04707003200630416, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8674015898401397, 'colsample_bytree': 0.8564564166338404, 'gamma': 1.7122889516357516, 'reg_alpha': 0.004528912292503212, 'reg_lambda': 0.96267715654455}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:13,879] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 98, 'learning_rate': 0.057557773675689906, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8271526802197849, 'colsample_bytree': 0.8964638191835459, 'gamma': 2.0705632299856815, 'reg_alpha': 0.1567018089043171, 'reg_lambda': 0.695350213961872}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:14,085] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.049039525038138874, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.7745858381775432, 'colsample_bytree': 0.910984609613758, 'gamma': 1.1977726219525275, 'reg_alpha': 0.05689835696509131, 'reg_lambda': 0.6045800822712236}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:14,412] Trial 58 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.0381524192560821, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8416321157974341, 'colsample_bytree': 0.6689972138609581, 'gamma': 1.5050637978106538, 'reg_alpha': 0.7401672061018949, 'reg_lambda': 0.7416354694259482}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:14,581] Trial 59 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 66, 'learning_rate': 0.07336796301312368, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8560371633043412, 'colsample_bytree': 0.8780072989754069, 'gamma': 1.8652246400315935, 'reg_alpha': 0.11940617177686101, 'reg_lambda': 0.8848414926398059}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:14,869] Trial 60 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 121, 'learning_rate': 0.06551534778399712, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8132641022230832, 'colsample_bytree': 0.9828650979824317, 'gamma': 2.8507010416858183, 'reg_alpha': 0.1916745593509968, 'reg_lambda': 0.503954196556351}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:15,120] Trial 61 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.032757146819477716, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8771239357446301, 'colsample_bytree': 0.9262097118745607, 'gamma': 1.0884232748317693, 'reg_alpha': 0.004711132193897042, 'reg_lambda': 2.5022267933653377}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:15,228] Trial 62 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 22, 'learning_rate': 0.042933809672768226, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8470070666626022, 'colsample_bytree': 0.9507970859525936, 'gamma': 0.9427315140849638, 'reg_alpha': 0.04257028716030273, 'reg_lambda': 1.9749579212537518}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:15,515] Trial 63 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 131, 'learning_rate': 0.03750262274898862, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9372925936825931, 'colsample_bytree': 0.9045245609334346, 'gamma': 1.6130554200391019, 'reg_alpha': 0.2630380430158931, 'reg_lambda': 2.145337042388094}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:15,787] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.05298688441715095, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7901641111444483, 'colsample_bytree': 0.9245950944098338, 'gamma': 1.3000272496124041, 'reg_alpha': 0.06949936128074896, 'reg_lambda': 1.8243127082542032}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:16,133] Trial 65 finished with value: 0.738095238095238 and parameters: {'n_estimators': 228, 'learning_rate': 0.02181365093342955, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8891857929456494, 'colsample_bytree': 0.9410855436332564, 'gamma': 1.4734029437442877, 'reg_alpha': 0.9163995546894319, 'reg_lambda': 0.8333827941502957}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:16,423] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.025349143715860327, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.99612242849769, 'colsample_bytree': 0.981829625502996, 'gamma': 0.362698276066339, 'reg_alpha': 0.025678268392459513, 'reg_lambda': 2.367453865602892}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:16,637] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.0450125520619555, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8276940275389219, 'colsample_bytree': 0.8474673806789736, 'gamma': 4.452082746555604, 'reg_alpha': 0.15062853026303163, 'reg_lambda': 1.736703238205046}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:16,793] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.22314612817621757, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.86435797791323, 'colsample_bytree': 0.7352419937113392, 'gamma': 1.825708302178329, 'reg_alpha': 0.21811511795473362, 'reg_lambda': 1.5261494718181736}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:17,032] Trial 69 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 84, 'learning_rate': 0.05827017930713413, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7173911499138104, 'colsample_bytree': 0.8919667997606687, 'gamma': 0.6311085278462605, 'reg_alpha': 0.1282264859396955, 'reg_lambda': 2.9479903634229485}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:17,243] Trial 70 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 119, 'learning_rate': 0.017392148665191978, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9110859620257717, 'colsample_bytree': 0.9606562856067854, 'gamma': 2.496160261471062, 'reg_alpha': 0.06804533075060877, 'reg_lambda': 1.240448314306374}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:17,455] Trial 71 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.03357043950935525, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9130162304907613, 'colsample_bytree': 0.9369804655752972, 'gamma': 0.8991280114795459, 'reg_alpha': 0.0882477388389396, 'reg_lambda': 1.1482317887127877}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:17,768] Trial 72 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.02653986484571168, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8989965575732193, 'colsample_bytree': 0.9187641004113143, 'gamma': 0.03554318476924656, 'reg_alpha': 0.02980455820868081, 'reg_lambda': 1.4327974777813366}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:17,979] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.029926853907268146, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8744743296266504, 'colsample_bytree': 0.9323149577662992, 'gamma': 1.1399391416157025, 'reg_alpha': 0.0018485291007760488, 'reg_lambda': 0.9095429222480486}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:18,313] Trial 74 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 109, 'learning_rate': 0.03003080214242316, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.851996151984005, 'colsample_bytree': 0.8693456820729019, 'gamma': 0.8215593596374867, 'reg_alpha': 0.17791541833228613, 'reg_lambda': 1.0073346803272347}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:18,547] Trial 75 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 133, 'learning_rate': 0.039849239339058824, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8863639557226254, 'colsample_bytree': 0.9118275807242768, 'gamma': 0.622074901560167, 'reg_alpha': 0.11060482197268598, 'reg_lambda': 1.3598569204584283}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:18,841] Trial 76 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 143, 'learning_rate': 0.015233811578175913, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8320933060221429, 'colsample_bytree': 0.9522690364339339, 'gamma': 1.265967312614318, 'reg_alpha': 0.060249256362881434, 'reg_lambda': 0.8101512733325078}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:19,141] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.021543091856043813, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6608355338153781, 'colsample_bytree': 0.969946388973491, 'gamma': 2.1813415628251525, 'reg_alpha': 0.14765218216264883, 'reg_lambda': 1.1513393651098256}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:19,467] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.050415547986221124, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9422933488618129, 'colsample_bytree': 0.9008888336720262, 'gamma': 1.0279172840008712, 'reg_alpha': 0.3177571714884097, 'reg_lambda': 2.6865767930629176}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:19,674] Trial 79 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 115, 'learning_rate': 0.019695505173444927, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7570947067821757, 'colsample_bytree': 0.8814903234087554, 'gamma': 1.4227522683036973, 'reg_alpha': 0.09556181226364428, 'reg_lambda': 1.6915631195657927}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:20,057] Trial 80 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 151, 'learning_rate': 0.1510462496429465, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.817904517026833, 'colsample_bytree': 0.8287593238513895, 'gamma': 0.4148834877669939, 'reg_alpha': 0.25904161165076267, 'reg_lambda': 0.6521990147819114}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:20,301] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.14529020483831556, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8174826226364896, 'colsample_bytree': 0.8236960517953789, 'gamma': 0.37098065448709505, 'reg_alpha': 0.031504989564149516, 'reg_lambda': 0.6532006225241205}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:20,632] Trial 82 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 150, 'learning_rate': 0.13407828690795057, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8034823631419424, 'colsample_bytree': 0.8343123469894539, 'gamma': 0.32815172176032315, 'reg_alpha': 0.24329471221545024, 'reg_lambda': 0.6790688326686323}. Best is trial 82 with value: 0.7678571428571428.
[I 2025-11-03 20:09:20,884] Trial 83 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 178, 'learning_rate': 0.14036661365032313, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7850358726550041, 'colsample_bytree': 0.8222927239374394, 'gamma': 0.34365866455412464, 'reg_alpha': 0.20956202541974273, 'reg_lambda': 0.649515129127979}. Best is trial 83 with value: 0.7857142857142858.
[I 2025-11-03 20:09:21,335] Trial 84 finished with value: 0.761904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.15675540470915098, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8037540987181969, 'colsample_bytree': 0.8183893716979594, 'gamma': 0.2115334492534335, 'reg_alpha': 0.26667578890193294, 'reg_lambda': 0.5081918403679841}. Best is trial 83 with value: 0.7857142857142858.
[I 2025-11-03 20:09:21,589] Trial 85 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 189, 'learning_rate': 0.17541232737230258, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8034852818489097, 'colsample_bytree': 0.8020808470068274, 'gamma': 0.22046504947149065, 'reg_alpha': 0.24454958115797365, 'reg_lambda': 0.5716503409101078}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:21,829] Trial 86 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 191, 'learning_rate': 0.1705780411792351, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7844303304370035, 'colsample_bytree': 0.8055221917427994, 'gamma': 0.16908882235015765, 'reg_alpha': 0.4089027426846386, 'reg_lambda': 0.5252948120604849}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:22,150] Trial 87 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 200, 'learning_rate': 0.1702504581411335, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7878224168405966, 'colsample_bytree': 0.7998714133824641, 'gamma': 0.18568238353224117, 'reg_alpha': 0.34497894444450306, 'reg_lambda': 0.5072064640778774}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:22,455] Trial 88 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 195, 'learning_rate': 0.1716146183271151, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7833666439093493, 'colsample_bytree': 0.8018851758981104, 'gamma': 0.18562186580006565, 'reg_alpha': 0.3950608093997828, 'reg_lambda': 0.556266508445034}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:22,904] Trial 89 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 193, 'learning_rate': 0.17429877385611717, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7386341007870733, 'colsample_bytree': 0.8045955819929168, 'gamma': 0.19302525891569358, 'reg_alpha': 0.39893278331423326, 'reg_lambda': 0.5478649605837376}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:23,189] Trial 90 finished with value: 0.75 and parameters: {'n_estimators': 208, 'learning_rate': 0.12501473155901835, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7855205647859651, 'colsample_bytree': 0.7660042080508801, 'gamma': 0.09199906627723864, 'reg_alpha': 0.3432444897038016, 'reg_lambda': 0.5000098255013963}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:23,461] Trial 91 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 215, 'learning_rate': 0.13460533992402404, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7803124938875708, 'colsample_bytree': 0.7775720449205827, 'gamma': 0.10634016046453178, 'reg_alpha': 0.438932988994575, 'reg_lambda': 0.5506841082073537}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:23,814] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 217, 'learning_rate': 0.20055357468724727, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8024911246736762, 'colsample_bytree': 0.7937712677490176, 'gamma': 0.27100935672255066, 'reg_alpha': 0.43174107276521323, 'reg_lambda': 0.5649199513358938}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:24,073] Trial 93 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 189, 'learning_rate': 0.13563668882679286, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7780199001967777, 'colsample_bytree': 0.783119897287333, 'gamma': 0.17775177580812107, 'reg_alpha': 0.5429311758868794, 'reg_lambda': 0.6325209073371041}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:24,540] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 190, 'learning_rate': 0.1352073606989247, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7724995344087702, 'colsample_bytree': 0.779234162426689, 'gamma': 0.1664098484195937, 'reg_alpha': 0.5254881711972238, 'reg_lambda': 0.6157250150096273}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:24,774] Trial 95 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 179, 'learning_rate': 0.16901000862231585, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7642535230367429, 'colsample_bytree': 0.8123270003263897, 'gamma': 0.29216644066102204, 'reg_alpha': 0.4754643032119961, 'reg_lambda': 0.6751530293828273}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:25,019] Trial 96 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 181, 'learning_rate': 0.16629482855376854, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7634570052052365, 'colsample_bytree': 0.8090505112776615, 'gamma': 0.2921689556724236, 'reg_alpha': 0.4808234723732859, 'reg_lambda': 0.7742891764951363}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:25,357] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 184, 'learning_rate': 0.17175003619407314, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7635365729406758, 'colsample_bytree': 0.7905015235697497, 'gamma': 0.019519298242364147, 'reg_alpha': 0.50503861083336, 'reg_lambda': 0.7778240937833886}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:25,614] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 199, 'learning_rate': 0.20177432525743516, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7491546700587237, 'colsample_bytree': 0.7484401972617026, 'gamma': 0.5065732438850761, 'reg_alpha': 0.4643166309394444, 'reg_lambda': 0.689323082843565}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:25,909] Trial 99 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 213, 'learning_rate': 0.23641708297315703, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7315283232074794, 'colsample_bytree': 0.8086037152544644, 'gamma': 0.3427527484441892, 'reg_alpha': 0.5728411877562067, 'reg_lambda': 0.5710900485285374}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:26,235] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.10829272175725253, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7831930552039594, 'colsample_bytree': 0.7821008176864083, 'gamma': 0.5902936925246858, 'reg_alpha': 0.389963396702052, 'reg_lambda': 0.7248189062411765}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:26,499] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.23478502972190937, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7344274061645802, 'colsample_bytree': 0.8059403260575951, 'gamma': 0.33887964508193735, 'reg_alpha': 0.5781525705343921, 'reg_lambda': 0.561750243396143}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:26,878] Trial 102 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 235, 'learning_rate': 0.2621532194771303, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7637409220506018, 'colsample_bytree': 0.8350968057175047, 'gamma': 0.1267859949202573, 'reg_alpha': 0.5650795374941973, 'reg_lambda': 0.6484409348026237}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:27,145] Trial 103 finished with value: 0.738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.16654265051498995, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7635228992214604, 'colsample_bytree': 0.830698944980871, 'gamma': 0.14727914765230907, 'reg_alpha': 0.46828392676715536, 'reg_lambda': 0.6428762210376889}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:27,564] Trial 104 finished with value: 0.7916666666666665 and parameters: {'n_estimators': 200, 'learning_rate': 0.1902884132153082, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7948704732388775, 'colsample_bytree': 0.7675379216201506, 'gamma': 0.10398939192823724, 'reg_alpha': 0.5393593660037308, 'reg_lambda': 0.6680920366913005}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:27,843] Trial 105 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.2753065550048641, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.7958638649812199, 'colsample_bytree': 0.768818586948365, 'gamma': 0.260329521803322, 'reg_alpha': 0.6172439822391556, 'reg_lambda': 0.7856766561907041}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:28,094] Trial 106 finished with value: 0.744047619047619 and parameters: {'n_estimators': 182, 'learning_rate': 0.1848792297549243, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7715619579429193, 'colsample_bytree': 0.8384950629613694, 'gamma': 0.00890650525421649, 'reg_alpha': 0.5284134068693198, 'reg_lambda': 0.6152822245657469}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:28,383] Trial 107 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 203, 'learning_rate': 0.1860166030365562, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.755437512592914, 'colsample_bytree': 0.8142980533129628, 'gamma': 0.45974443079232247, 'reg_alpha': 0.6100047008017927, 'reg_lambda': 0.6823721973382578}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:28,632] Trial 108 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 201, 'learning_rate': 0.18720321656469677, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7497387213200775, 'colsample_bytree': 0.8122603824839028, 'gamma': 0.4767337942931883, 'reg_alpha': 0.6043467301759777, 'reg_lambda': 0.7498406677995737}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:28,985] Trial 109 finished with value: 0.761904761904762 and parameters: {'n_estimators': 194, 'learning_rate': 0.2551639386119818, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.757173427579093, 'colsample_bytree': 0.7980414286694443, 'gamma': 0.11861518447799899, 'reg_alpha': 0.676165751930002, 'reg_lambda': 0.9178160067726399}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:29,228] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.21425312469716115, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7886827696400048, 'colsample_bytree': 0.8478113259390163, 'gamma': 0.743893783720381, 'reg_alpha': 0.4948233400208159, 'reg_lambda': 0.8154543993043193}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:29,593] Trial 111 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 172, 'learning_rate': 0.11855579004595371, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7667788556592061, 'colsample_bytree': 0.815192270894926, 'gamma': 0.28019151446947477, 'reg_alpha': 0.407832909428654, 'reg_lambda': 0.6684705291145603}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:29,817] Trial 112 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 177, 'learning_rate': 0.16367389712981517, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7686543544459404, 'colsample_bytree': 0.7875553230906336, 'gamma': 0.5702833338709893, 'reg_alpha': 0.45290754881669953, 'reg_lambda': 0.6024914153786249}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:30,191] Trial 113 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 171, 'learning_rate': 0.11790612982658773, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7777297407682062, 'colsample_bytree': 0.8183233518779298, 'gamma': 0.28300688167465016, 'reg_alpha': 0.4173750560444554, 'reg_lambda': 0.708141795984905}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:30,555] Trial 114 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 187, 'learning_rate': 0.14433464491154002, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7934007690467859, 'colsample_bytree': 0.7479998620385553, 'gamma': 0.3972810234234813, 'reg_alpha': 0.5347410881347764, 'reg_lambda': 0.6499620701309566}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:30,839] Trial 115 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.14992260999879106, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7952283877191005, 'colsample_bytree': 0.7129537788313053, 'gamma': 0.5012299687773489, 'reg_alpha': 0.35214718844806747, 'reg_lambda': 0.6754599034758122}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:31,082] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 196, 'learning_rate': 0.19125682937442207, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.748657972295736, 'colsample_bytree': 0.7506204635807244, 'gamma': 0.662635081154338, 'reg_alpha': 0.6493302871850627, 'reg_lambda': 0.7391563351542104}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:31,409] Trial 117 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 185, 'learning_rate': 0.17722887869034026, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7260697152112816, 'colsample_bytree': 0.8125835595719628, 'gamma': 0.4472655440013752, 'reg_alpha': 0.4017647821895215, 'reg_lambda': 0.8487626134073566}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:31,677] Trial 118 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 221, 'learning_rate': 0.09904599313454533, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8093668362834331, 'colsample_bytree': 0.7701172635864232, 'gamma': 0.3917025313324745, 'reg_alpha': 0.5069655283373676, 'reg_lambda': 0.5271707092174575}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:32,033] Trial 119 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 241, 'learning_rate': 0.21316646581054377, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7597531319889103, 'colsample_bytree': 0.8024573119884386, 'gamma': 0.11373413316312769, 'reg_alpha': 0.3744248356866617, 'reg_lambda': 0.587728857682192}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:32,303] Trial 120 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 243, 'learning_rate': 0.22144924416011644, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7636803877894904, 'colsample_bytree': 0.732663897173274, 'gamma': 0.08386056019586896, 'reg_alpha': 0.5980394092469563, 'reg_lambda': 0.6020037902809316}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:32,588] Trial 121 finished with value: 0.755952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.19722049003199554, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7557074594955269, 'colsample_bytree': 0.8012407913822785, 'gamma': 0.2545312957431171, 'reg_alpha': 0.3737131865862321, 'reg_lambda': 0.5931824718974728}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:32,843] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.2565545685734025, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7072441833049766, 'colsample_bytree': 0.8258544756698039, 'gamma': 0.02548198615141825, 'reg_alpha': 0.3353318182328362, 'reg_lambda': 0.7684783316924502}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:33,127] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 207, 'learning_rate': 0.16457563624266616, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7897952902446069, 'colsample_bytree': 0.7942422731260961, 'gamma': 0.18486447267481493, 'reg_alpha': 0.47745722656447004, 'reg_lambda': 0.672199290131393}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:33,467] Trial 124 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 201, 'learning_rate': 0.29846723487924365, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7646442352486968, 'colsample_bytree': 0.8550631918335061, 'gamma': 0.4150525026301729, 'reg_alpha': 0.30331922517504106, 'reg_lambda': 0.502516671830481}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:33,842] Trial 125 finished with value: 0.744047619047619 and parameters: {'n_estimators': 226, 'learning_rate': 0.12481116442498148, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.782246485620673, 'colsample_bytree': 0.7581406983071096, 'gamma': 0.3066044091172658, 'reg_alpha': 0.5589081885904367, 'reg_lambda': 0.5635778427438964}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:34,112] Trial 126 finished with value: 0.761904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.1432137990375768, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7403149127894669, 'colsample_bytree': 0.8131843915067358, 'gamma': 0.5672437432889924, 'reg_alpha': 0.41843947197865183, 'reg_lambda': 0.7123546394981084}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:34,421] Trial 127 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 193, 'learning_rate': 0.21324730226443991, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7558739248314349, 'colsample_bytree': 0.8459857903309073, 'gamma': 0.1255551652030831, 'reg_alpha': 0.5207427566406969, 'reg_lambda': 0.6425694748290005}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:34,687] Trial 128 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 236, 'learning_rate': 0.15965211305820204, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7719194906701244, 'colsample_bytree': 0.8013636241712084, 'gamma': 0.26328607541119364, 'reg_alpha': 0.4535151522833917, 'reg_lambda': 0.8164638266108369}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:34,925] Trial 129 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 168, 'learning_rate': 0.23480577954606968, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7941730103095184, 'colsample_bytree': 0.8287248023558347, 'gamma': 0.6887174889673469, 'reg_alpha': 0.48894406299839543, 'reg_lambda': 0.5520033275515649}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:35,235] Trial 130 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 174, 'learning_rate': 0.2721682703432905, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8064858658306296, 'colsample_bytree': 0.8193952150851073, 'gamma': 0.00556707120034812, 'reg_alpha': 0.37424261526462876, 'reg_lambda': 0.9619636253951481}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:35,470] Trial 131 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 190, 'learning_rate': 0.1794135579389707, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8095654613174614, 'colsample_bytree': 0.8210867934776922, 'gamma': 3.339533293574822, 'reg_alpha': 0.3628542035218193, 'reg_lambda': 0.6403690746595695}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:35,794] Trial 132 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.2739077515851273, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.7852523552722411, 'colsample_bytree': 0.8075750483705739, 'gamma': 0.0031235724902976547, 'reg_alpha': 0.36505109055590784, 'reg_lambda': 0.7377510794434795}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:36,062] Trial 133 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 176, 'learning_rate': 0.20256428407376834, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7992398632436623, 'colsample_bytree': 0.8381003450674563, 'gamma': 0.11022226849873258, 'reg_alpha': 0.40892222526522554, 'reg_lambda': 0.5893605520968779}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:36,487] Trial 134 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 173, 'learning_rate': 0.20589784255720736, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8016794974476683, 'colsample_bytree': 0.8361873640939488, 'gamma': 0.400253805616861, 'reg_alpha': 0.5430448996317088, 'reg_lambda': 0.9581147229210822}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:36,751] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 179, 'learning_rate': 0.24230938319701087, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.794918496056492, 'colsample_bytree': 0.8604775024994881, 'gamma': 0.09768310309119556, 'reg_alpha': 0.5824811537973346, 'reg_lambda': 1.0487614828367111}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:37,111] Trial 136 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 164, 'learning_rate': 0.1511029129431077, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8221519719541391, 'colsample_bytree': 0.8430146327430998, 'gamma': 0.307895819267818, 'reg_alpha': 0.4076173764895912, 'reg_lambda': 0.6907557438797024}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:37,353] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.2744949452410785, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7448672730607038, 'colsample_bytree': 0.8149369190039313, 'gamma': 0.21098706853380678, 'reg_alpha': 0.4488014640682395, 'reg_lambda': 0.6252190135518712}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:37,642] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.19239274505635384, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.7700611563082604, 'colsample_bytree': 0.7855678886317247, 'gamma': 0.11750667242049236, 'reg_alpha': 0.33616014108788206, 'reg_lambda': 0.8893719453589121}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:37,882] Trial 139 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 161, 'learning_rate': 0.2223717118185506, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8096120428760882, 'colsample_bytree': 0.8247555744046443, 'gamma': 0.45624553924592914, 'reg_alpha': 0.2962714238323015, 'reg_lambda': 0.7812391386179734}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:38,148] Trial 140 finished with value: 0.6071428571428571 and parameters: {'n_estimators': 167, 'learning_rate': 0.2237891728529155, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.810457851024675, 'colsample_bytree': 0.8242282236387551, 'gamma': 4.145816352797489, 'reg_alpha': 0.21613572147883137, 'reg_lambda': 0.7817022547573471}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:38,375] Trial 141 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 160, 'learning_rate': 0.2518431344510091, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7992307452837292, 'colsample_bytree': 0.8344504568471626, 'gamma': 0.4428005850188753, 'reg_alpha': 0.2864872655301609, 'reg_lambda': 0.846898984407942}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:38,709] Trial 142 finished with value: 0.744047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.2073776642656837, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.776523713958441, 'colsample_bytree': 0.7952356738104842, 'gamma': 0.0012806453713850169, 'reg_alpha': 0.3842767823051319, 'reg_lambda': 0.5853560264124702}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:38,965] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 200, 'learning_rate': 0.17995890607764398, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7570975901742681, 'colsample_bytree': 0.8203163180561034, 'gamma': 0.34074829186167105, 'reg_alpha': 0.31186254007808833, 'reg_lambda': 0.6774548881081556}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:39,308] Trial 144 finished with value: 0.744047619047619 and parameters: {'n_estimators': 171, 'learning_rate': 0.15732327698410234, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7896983564868413, 'colsample_bytree': 0.8095040549121483, 'gamma': 0.5328995736752222, 'reg_alpha': 0.5369679513704555, 'reg_lambda': 0.7345167135052451}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:39,550] Trial 145 finished with value: 0.8154761904761905 and parameters: {'n_estimators': 181, 'learning_rate': 0.22349255740447643, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8076497167192402, 'colsample_bytree': 0.6838339119978147, 'gamma': 0.21942577350775275, 'reg_alpha': 0.42786679596019667, 'reg_lambda': 0.5157034459056978}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:39,908] Trial 146 finished with value: 0.761904761904762 and parameters: {'n_estimators': 210, 'learning_rate': 0.2282937043372757, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8312385171840665, 'colsample_bytree': 0.6815394001079732, 'gamma': 0.2800878419471654, 'reg_alpha': 0.5091426517970931, 'reg_lambda': 0.5313164052232273}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:40,153] Trial 147 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 183, 'learning_rate': 0.18822312685651893, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8155007164344569, 'colsample_bytree': 0.7935973654450857, 'gamma': 0.20355220707466318, 'reg_alpha': 0.6269372231683192, 'reg_lambda': 0.5041232459362759}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:40,418] Trial 148 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 220, 'learning_rate': 0.1426518726404058, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8058522126369083, 'colsample_bytree': 0.655754121173697, 'gamma': 0.4413077554245831, 'reg_alpha': 0.431657550432504, 'reg_lambda': 0.6483916414699076}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:40,675] Trial 149 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 220, 'learning_rate': 0.25725085984380697, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8077378589157985, 'colsample_bytree': 0.6310524226137402, 'gamma': 0.8156954954247524, 'reg_alpha': 0.47412735021228225, 'reg_lambda': 0.7994518077625763}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:40,941] Trial 150 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 243, 'learning_rate': 0.14528452311363182, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8205866774174096, 'colsample_bytree': 0.6504774974217362, 'gamma': 0.48877382646551826, 'reg_alpha': 0.7216875107212044, 'reg_lambda': 0.626469813541993}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:41,312] Trial 151 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 232, 'learning_rate': 0.12657426694411095, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7801588931070007, 'colsample_bytree': 0.6798563384123613, 'gamma': 0.38346371673046803, 'reg_alpha': 0.43439318211574124, 'reg_lambda': 0.6745712705579228}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:41,561] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.1692111242114147, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7883960348393306, 'colsample_bytree': 0.6698880462805256, 'gamma': 0.6388334836938028, 'reg_alpha': 0.38490821970300454, 'reg_lambda': 0.7150096580178001}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:41,879] Trial 153 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 225, 'learning_rate': 0.14106870472520755, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7686523438295165, 'colsample_bytree': 0.6540421113155845, 'gamma': 0.22377248884180323, 'reg_alpha': 0.48924439272270553, 'reg_lambda': 0.5836060490738402}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:42,189] Trial 154 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 204, 'learning_rate': 0.15431779816581528, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8039171761924403, 'colsample_bytree': 0.6606500836961747, 'gamma': 4.966642042890944, 'reg_alpha': 0.4844948744993513, 'reg_lambda': 0.5626015879756514}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:42,626] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 217, 'learning_rate': 0.21347371106751872, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7755057845734085, 'colsample_bytree': 0.6272473473436195, 'gamma': 0.1664957344192613, 'reg_alpha': 0.5625658855955377, 'reg_lambda': 0.6023593219412201}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:43,026] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 227, 'learning_rate': 0.13964055339549114, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7943008845218139, 'colsample_bytree': 0.6382987961880325, 'gamma': 0.3988292153835861, 'reg_alpha': 0.5101216903690792, 'reg_lambda': 0.7609416062872104}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:43,297] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 243, 'learning_rate': 0.17704870738744924, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7504337239161182, 'colsample_bytree': 0.6495771745650085, 'gamma': 0.228557748760162, 'reg_alpha': 0.3320333248693146, 'reg_lambda': 0.5379485175780854}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:43,624] Trial 158 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.1921076516998089, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7620200359104973, 'colsample_bytree': 0.698380925360538, 'gamma': 4.784627023000002, 'reg_alpha': 0.46289650240207436, 'reg_lambda': 0.6385238608380523}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:43,907] Trial 159 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 225, 'learning_rate': 0.27235064609947274, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7841491104724722, 'colsample_bytree': 0.6175351114814024, 'gamma': 0.08980147900605435, 'reg_alpha': 0.29672146782483294, 'reg_lambda': 0.5944290901833025}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:44,164] Trial 160 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 187, 'learning_rate': 0.16486688005983255, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8140343540199138, 'colsample_bytree': 0.6929556701188292, 'gamma': 0.5844262209680235, 'reg_alpha': 0.5915068622321434, 'reg_lambda': 0.50337709630501}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:44,525] Trial 161 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 250, 'learning_rate': 0.11584764621496224, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7705549621583434, 'colsample_bytree': 0.6576089833351713, 'gamma': 0.3282624092220891, 'reg_alpha': 0.4310646276774918, 'reg_lambda': 0.6898497707137412}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:44,795] Trial 162 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 233, 'learning_rate': 0.1325531478982771, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7646997180456967, 'colsample_bytree': 0.7307545123049975, 'gamma': 0.25594893429655124, 'reg_alpha': 0.37117610136888596, 'reg_lambda': 0.6524557175790334}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:45,038] Trial 163 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 180, 'learning_rate': 0.14826927968638437, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8251564641338016, 'colsample_bytree': 0.8283930517937687, 'gamma': 0.47562260044166405, 'reg_alpha': 0.2522954732860037, 'reg_lambda': 0.723199687642794}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:45,556] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 237, 'learning_rate': 0.16100936368573426, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7779995912196517, 'colsample_bytree': 0.815178313055351, 'gamma': 0.006375073063830228, 'reg_alpha': 0.5465674492196826, 'reg_lambda': 0.6485712330789205}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:45,794] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.24146353187488448, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7584661165886007, 'colsample_bytree': 0.8061263438861679, 'gamma': 0.1688098660535363, 'reg_alpha': 0.423176806669087, 'reg_lambda': 0.556651706696783}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:46,119] Trial 166 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 196, 'learning_rate': 0.13953041649855225, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7895484646733848, 'colsample_bytree': 0.8013482148075869, 'gamma': 0.3249978339002168, 'reg_alpha': 0.2285847516298351, 'reg_lambda': 0.7700328033392336}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:46,370] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 203, 'learning_rate': 0.18078939888605894, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7997303366468204, 'colsample_bytree': 0.7739416774583857, 'gamma': 0.3719458664884698, 'reg_alpha': 0.49202076441862336, 'reg_lambda': 0.8434616023265364}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:46,730] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 195, 'learning_rate': 0.21528669143485224, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7869011114214668, 'colsample_bytree': 0.7884697412230123, 'gamma': 0.10158500504942054, 'reg_alpha': 0.19000312811115982, 'reg_lambda': 0.7687458475835425}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:47,010] Trial 169 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 211, 'learning_rate': 0.1458537309340942, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8373391166233545, 'colsample_bytree': 0.7986764041428537, 'gamma': 0.49380170059739836, 'reg_alpha': 0.2303581059418815, 'reg_lambda': 0.8968558258963268}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:47,427] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 212, 'learning_rate': 0.19567124505504116, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8390619870837411, 'colsample_bytree': 0.7434529113077433, 'gamma': 0.7134855306671117, 'reg_alpha': 0.26625754795373757, 'reg_lambda': 0.8974236801406192}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:47,696] Trial 171 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 222, 'learning_rate': 0.14066478324673093, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8061067169441297, 'colsample_bytree': 0.803313739594138, 'gamma': 0.5296604229502108, 'reg_alpha': 0.2277261988256165, 'reg_lambda': 0.8001553420340739}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:47,961] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 208, 'learning_rate': 0.16728139703490263, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.794938923575738, 'colsample_bytree': 0.7992465130597876, 'gamma': 0.21413993571412454, 'reg_alpha': 0.2888912668862455, 'reg_lambda': 0.5989322220952342}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:48,341] Trial 173 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 196, 'learning_rate': 0.1283644291945189, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8143194629699753, 'colsample_bytree': 0.7619276736796471, 'gamma': 0.4310683318097516, 'reg_alpha': 0.5235349373698364, 'reg_lambda': 0.7371830322189988}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:48,679] Trial 174 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 217, 'learning_rate': 0.1489539845476512, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7903300417695592, 'colsample_bytree': 0.7781103070017659, 'gamma': 0.3070440074541686, 'reg_alpha': 0.2333372369826231, 'reg_lambda': 0.847526471785101}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:48,916] Trial 175 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.29586360213355134, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7739669340349561, 'colsample_bytree': 0.8207579266096642, 'gamma': 0.15875170735005825, 'reg_alpha': 0.3575611307274888, 'reg_lambda': 0.9292807828893148}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:49,204] Trial 176 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 204, 'learning_rate': 0.17309560511781602, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7516144050378996, 'colsample_bytree': 0.7889047003710545, 'gamma': 0.35431264472494184, 'reg_alpha': 0.2169909348513019, 'reg_lambda': 1.0034927721764844}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:49,459] Trial 177 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 187, 'learning_rate': 0.1399451068344415, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7421363338462587, 'colsample_bytree': 0.8068694572595907, 'gamma': 0.07890180894267695, 'reg_alpha': 0.450997467282089, 'reg_lambda': 0.6859635655253052}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:49,762] Trial 178 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 200, 'learning_rate': 0.15524797523352088, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7808299932845708, 'colsample_bytree': 0.7127038517021955, 'gamma': 0.5668676296824777, 'reg_alpha': 0.20457923483183232, 'reg_lambda': 0.6083061510365786}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:50,008] Trial 179 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.18745485486606206, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.8290113737805975, 'colsample_bytree': 0.829419121358321, 'gamma': 0.25110562877292386, 'reg_alpha': 0.2440248774073863, 'reg_lambda': 0.5313069875547903}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:50,296] Trial 180 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 193, 'learning_rate': 0.2060803185685924, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8048237793414409, 'colsample_bytree': 0.6444124149271073, 'gamma': 0.43426860546641205, 'reg_alpha': 0.3226646188284187, 'reg_lambda': 0.7222298734611351}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:50,556] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 194, 'learning_rate': 0.24487634853070858, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7868170850270007, 'colsample_bytree': 0.7888916799844675, 'gamma': 0.005380163720532627, 'reg_alpha': 0.19230113470485746, 'reg_lambda': 0.7739924099512322}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:50,900] Trial 182 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 199, 'learning_rate': 0.2264992823313352, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7683774193817264, 'colsample_bytree': 0.7973027781799961, 'gamma': 0.12077319380227022, 'reg_alpha': 0.17841315454577122, 'reg_lambda': 0.7605848350547015}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:51,150] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 199, 'learning_rate': 0.2248358536029045, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.764927467829487, 'colsample_bytree': 0.8143292609458629, 'gamma': 0.1932690329741582, 'reg_alpha': 0.2714130974357513, 'reg_lambda': 0.6447352777060749}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:51,567] Trial 184 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 188, 'learning_rate': 0.26864057443608547, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7712111523347381, 'colsample_bytree': 0.7989131361310418, 'gamma': 0.2994916238638916, 'reg_alpha': 0.17018467459014794, 'reg_lambda': 0.8137337338337381}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:51,824] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 213, 'learning_rate': 0.2289974000856885, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7989926360394821, 'colsample_bytree': 0.8070621811693609, 'gamma': 0.11057495429795633, 'reg_alpha': 0.21340475998356917, 'reg_lambda': 0.5597464175252433}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:52,263] Trial 186 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.15800168607206266, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7332282437556875, 'colsample_bytree': 0.8204069602402709, 'gamma': 0.47171448819957157, 'reg_alpha': 0.47289183576073274, 'reg_lambda': 0.6754575388377444}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:52,544] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 179, 'learning_rate': 0.2004411778933037, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7791076688267481, 'colsample_bytree': 0.7952057895571113, 'gamma': 0.22372479940540888, 'reg_alpha': 0.6126092364138498, 'reg_lambda': 0.5921061923679285}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:52,855] Trial 188 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 205, 'learning_rate': 0.171163450974345, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8457059107235201, 'colsample_bytree': 0.6620173250928659, 'gamma': 0.3533593945087287, 'reg_alpha': 0.5697727241910358, 'reg_lambda': 0.7177092305947538}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:53,105] Trial 189 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 185, 'learning_rate': 0.18404059367016992, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7601610860826737, 'colsample_bytree': 0.7809428421561654, 'gamma': 0.09464135392941637, 'reg_alpha': 0.39040771752592723, 'reg_lambda': 0.5013660446742613}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:53,360] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 175, 'learning_rate': 0.18126334088557922, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7481621463484779, 'colsample_bytree': 0.7811961666985677, 'gamma': 0.09502470955650412, 'reg_alpha': 0.3823112399286301, 'reg_lambda': 0.5091526598583554}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:53,671] Trial 191 finished with value: 0.761904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.18915905978228179, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7577723803482581, 'colsample_bytree': 0.7740595748216705, 'gamma': 0.1878523893534625, 'reg_alpha': 0.4021662981202189, 'reg_lambda': 0.5791130996823797}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:53,910] Trial 192 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 182, 'learning_rate': 0.21829078646404113, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7684000588671775, 'colsample_bytree': 0.8116050335207672, 'gamma': 0.08441803247380697, 'reg_alpha': 0.3503484763720483, 'reg_lambda': 0.5009260902391679}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:54,157] Trial 193 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 191, 'learning_rate': 0.14820451962205997, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7925096438227989, 'colsample_bytree': 0.7984697438745813, 'gamma': 0.2881395673893483, 'reg_alpha': 0.6509724578383523, 'reg_lambda': 0.6222266917290267}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:54,543] Trial 194 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 197, 'learning_rate': 0.2563897875502465, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7610058153972508, 'colsample_bytree': 0.7876871544568667, 'gamma': 0.39512792707452515, 'reg_alpha': 0.4473605940414637, 'reg_lambda': 0.5565571650548607}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:54,780] Trial 195 finished with value: 0.755952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.16657415845303009, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7825917990321463, 'colsample_bytree': 0.6163741787554636, 'gamma': 0.17301048088170384, 'reg_alpha': 0.4963921118417462, 'reg_lambda': 0.645430660778698}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:55,139] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 178, 'learning_rate': 0.13309430092324998, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8095083525685961, 'colsample_bytree': 0.8234213554383764, 'gamma': 0.01259015158507519, 'reg_alpha': 0.4219799105584784, 'reg_lambda': 0.7509379763736986}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:55,399] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.2072244690684669, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.818380326760045, 'colsample_bytree': 0.8033137198255488, 'gamma': 0.25666962400903803, 'reg_alpha': 0.3967376005289704, 'reg_lambda': 0.8614693366813378}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:55,804] Trial 198 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.12251703644502167, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7748287244988852, 'colsample_bytree': 0.8321734627340668, 'gamma': 0.6058489757907671, 'reg_alpha': 0.549837521372243, 'reg_lambda': 0.6908859074837514}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:56,050] Trial 199 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 201, 'learning_rate': 0.15704583345671622, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7536064946495743, 'colsample_bytree': 0.811092101788604, 'gamma': 0.49286510125048943, 'reg_alpha': 0.37881518823835275, 'reg_lambda': 0.6002348416838654}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:56,054] A new study created in memory with name: no-name-09e8c48d-e87f-4b1b-abf1-3ec44dcc7c2e
[I 2025-11-03 20:09:56,215] Trial 0 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 48, 'learning_rate': 0.15418286712292753, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8502501017285076, 'colsample_bytree': 0.6072845190462425, 'gamma': 1.5973585886306796, 'reg_alpha': 0.3445016196589865, 'reg_lambda': 1.5168517973005862}. Best is trial 0 with value: 0.6845238095238094.
[I 2025-11-03 20:09:56,479] Trial 1 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 123, 'learning_rate': 0.013334686771963901, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8757275542774855, 'colsample_bytree': 0.757837797187702, 'gamma': 3.8568596184186643, 'reg_alpha': 0.46749775994114806, 'reg_lambda': 0.6279723800222188}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 20:09:56,545] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.14163295104362253, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.641590200189397, 'colsample_bytree': 0.7364816107145129, 'gamma': 4.345492813361875, 'reg_alpha': 0.8044204982040914, 'reg_lambda': 1.3506855492967418}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 20:09:56,844] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.028987704367337934, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9843417906005218, 'colsample_bytree': 0.7655035931724913, 'gamma': 4.853138261027546, 'reg_alpha': 0.29184006691638875, 'reg_lambda': 0.5155493457056397}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 20:09:57,073] Trial 4 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 149, 'learning_rate': 0.14106883250281416, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8295604562795945, 'colsample_bytree': 0.6152640911621845, 'gamma': 4.66100664314429, 'reg_alpha': 0.434051826620499, 'reg_lambda': 2.0861157437769835}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 20:09:57,222] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.016030643708652197, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7259371090826011, 'colsample_bytree': 0.7823361429265144, 'gamma': 2.8502819612289483, 'reg_alpha': 0.24769506134969743, 'reg_lambda': 2.3695268076811367}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 20:09:57,428] Trial 6 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.08668190902300847, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8303036921757005, 'colsample_bytree': 0.7544072508399222, 'gamma': 3.377766388508095, 'reg_alpha': 0.8030729906522895, 'reg_lambda': 2.819105003366738}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:57,640] Trial 7 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 75, 'learning_rate': 0.035143346363899035, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9511963621999548, 'colsample_bytree': 0.9180568314412151, 'gamma': 3.1807542495146235, 'reg_alpha': 0.1928409965484733, 'reg_lambda': 2.5562015092884387}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:57,693] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.055395792633627004, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.6526973041560905, 'colsample_bytree': 0.8403741001224607, 'gamma': 2.42327109966089, 'reg_alpha': 0.2836709269448767, 'reg_lambda': 0.6217101802219184}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:58,049] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 211, 'learning_rate': 0.02265965332270375, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8005957031448728, 'colsample_bytree': 0.9313658479992563, 'gamma': 4.992887486025356, 'reg_alpha': 0.32239681570461887, 'reg_lambda': 1.5334857747877053}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:58,280] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.2740063773449462, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.7321487532780673, 'colsample_bytree': 0.6779920949780744, 'gamma': 1.2635386912565094, 'reg_alpha': 0.9764089441358423, 'reg_lambda': 2.998593956300996}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:58,577] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 77, 'learning_rate': 0.05518636159242011, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9708866369892096, 'colsample_bytree': 0.9886555296514792, 'gamma': 3.284085804871673, 'reg_alpha': 0.049168512593433134, 'reg_lambda': 2.9623075686487423}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:58,769] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 75, 'learning_rate': 0.03898472496873974, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9175038081737941, 'colsample_bytree': 0.8633978115594522, 'gamma': 2.104521502654307, 'reg_alpha': 0.6852280814982968, 'reg_lambda': 2.5135632769348923}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:59,110] Trial 13 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.08342046078664876, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9146494155910381, 'colsample_bytree': 0.8961897413428169, 'gamma': 0.4686688759217619, 'reg_alpha': 0.0011835862289100163, 'reg_lambda': 2.5820170574500243}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:59,305] Trial 14 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 102, 'learning_rate': 0.06514682555870305, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7584704576090336, 'colsample_bytree': 0.9813735063543856, 'gamma': 3.6103732406488533, 'reg_alpha': 0.6706021929768894, 'reg_lambda': 2.0238566704711296}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:59,608] Trial 15 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 149, 'learning_rate': 0.09297683820137419, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9222680600276586, 'colsample_bytree': 0.7005845810610846, 'gamma': 2.9556335642735623, 'reg_alpha': 0.9576630369461953, 'reg_lambda': 2.69009766964548}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:59,759] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 57, 'learning_rate': 0.03752004464582859, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8810518415489051, 'colsample_bytree': 0.8277681272406925, 'gamma': 3.9907889564366075, 'reg_alpha': 0.6281887837313722, 'reg_lambda': 2.1442873290973714}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:00,152] Trial 17 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 240, 'learning_rate': 0.02133729918103615, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9986393268374356, 'colsample_bytree': 0.9246181722894555, 'gamma': 1.918109436047883, 'reg_alpha': 0.10669570841192616, 'reg_lambda': 2.781389965623405}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:00,355] Trial 18 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 98, 'learning_rate': 0.010744548750825112, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7699131868078128, 'colsample_bytree': 0.8065949138029658, 'gamma': 3.3869006794422143, 'reg_alpha': 0.8390249831458232, 'reg_lambda': 2.270691608009492}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:00,574] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.09283737694991175, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.6883978010378894, 'colsample_bytree': 0.6971536719690825, 'gamma': 2.735801697580886, 'reg_alpha': 0.1567493181368843, 'reg_lambda': 1.785330541540705}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:00,814] Trial 20 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 170, 'learning_rate': 0.2892217960195066, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9478932231671139, 'colsample_bytree': 0.8805900003601895, 'gamma': 0.9080073220701674, 'reg_alpha': 0.5799232837951553, 'reg_lambda': 0.8826034075468859}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:00,934] Trial 21 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 47, 'learning_rate': 0.08149454734575165, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9031896038478437, 'colsample_bytree': 0.8919360242370924, 'gamma': 0.5337848208641964, 'reg_alpha': 0.03412387238264485, 'reg_lambda': 2.5896037361653157}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:01,215] Trial 22 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 66, 'learning_rate': 0.040214374666063556, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8299802848778638, 'colsample_bytree': 0.947859562752418, 'gamma': 0.020426823370812475, 'reg_alpha': 0.19299897520433723, 'reg_lambda': 2.7874489346898246}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:01,440] Trial 23 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 36, 'learning_rate': 0.07125418138474614, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.944839385974702, 'colsample_bytree': 0.9014814563414215, 'gamma': 2.2784818406841847, 'reg_alpha': 0.019131139976112713, 'reg_lambda': 2.3904170019667155}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:01,541] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 28, 'learning_rate': 0.029310314635754495, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9524473995753137, 'colsample_bytree': 0.8445358404573029, 'gamma': 2.273311525066373, 'reg_alpha': 0.7901931426628777, 'reg_lambda': 2.34966487544551}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:01,807] Trial 25 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 90, 'learning_rate': 0.10830101727907708, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6010698164699524, 'colsample_bytree': 0.9562134746090734, 'gamma': 3.1242926195356984, 'reg_alpha': 0.11278198048232531, 'reg_lambda': 1.825800750414316}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:01,974] Trial 26 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 39, 'learning_rate': 0.2151631157164754, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8749054544895176, 'colsample_bytree': 0.8068586079184211, 'gamma': 2.556264105511679, 'reg_alpha': 0.5235767495606161, 'reg_lambda': 2.451321276351969}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:02,092] Trial 27 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 59, 'learning_rate': 0.046286217494730275, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9566260962488968, 'colsample_bytree': 0.7306803147086237, 'gamma': 1.6783737367571605, 'reg_alpha': 0.3790928633654494, 'reg_lambda': 2.852723269563542}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:02,357] Trial 28 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 37, 'learning_rate': 0.06764741783554006, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8453366805760709, 'colsample_bytree': 0.906761376102635, 'gamma': 3.6430285746342377, 'reg_alpha': 0.20386032844296142, 'reg_lambda': 2.2140483385257417}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:02,547] Trial 29 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 113, 'learning_rate': 0.11456690591369166, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8065744800209348, 'colsample_bytree': 0.8559208467151505, 'gamma': 4.2251915257037, 'reg_alpha': 0.10571666033549443, 'reg_lambda': 1.9718532089909828}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:02,634] Trial 30 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.16877646516572603, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9393398777561115, 'colsample_bytree': 0.9581561761003884, 'gamma': 1.4370027109322834, 'reg_alpha': 0.40986754420553767, 'reg_lambda': 1.551036393307979}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:02,839] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 22, 'learning_rate': 0.1841800582624004, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9444937115795031, 'colsample_bytree': 0.9545933981321307, 'gamma': 1.8914443684872215, 'reg_alpha': 0.41397197834718136, 'reg_lambda': 1.3255281363499647}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:03,113] Trial 32 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 22, 'learning_rate': 0.1883081602949362, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8772080183055296, 'colsample_bytree': 0.964087560242649, 'gamma': 1.4904107410990162, 'reg_alpha': 0.4044895926688815, 'reg_lambda': 1.2495574012942132}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:03,277] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.2016877949513222, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8815262419907026, 'colsample_bytree': 0.9956823006193106, 'gamma': 1.1779542812389558, 'reg_alpha': 0.4887560377589302, 'reg_lambda': 0.9477668222254196}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:03,493] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.1520704015722228, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8616369491185658, 'colsample_bytree': 0.9330487749198293, 'gamma': 1.381983328305888, 'reg_alpha': 0.5439680465152086, 'reg_lambda': 1.5381868464519766}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:03,651] Trial 35 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.12220145338323964, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8987069240757958, 'colsample_bytree': 0.9620764403583243, 'gamma': 0.8439785847724821, 'reg_alpha': 0.35623997593211654, 'reg_lambda': 1.15678605875187}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:03,758] Trial 36 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 51, 'learning_rate': 0.2407518615986169, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8468883952900247, 'colsample_bytree': 0.9754755390959116, 'gamma': 1.5965529626245054, 'reg_alpha': 0.45082200294093816, 'reg_lambda': 1.2318267248057442}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:04,013] Trial 37 finished with value: 0.744047619047619 and parameters: {'n_estimators': 85, 'learning_rate': 0.1686986377216247, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9809294141221557, 'colsample_bytree': 0.7584551376262807, 'gamma': 2.621528149190229, 'reg_alpha': 0.2565811592543785, 'reg_lambda': 1.6178056281968547}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:04,120] Trial 38 finished with value: 0.6964285714285713 and parameters: {'n_estimators': 29, 'learning_rate': 0.1375026208777944, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.930481761934098, 'colsample_bytree': 0.7281569863999325, 'gamma': 4.434550168691562, 'reg_alpha': 0.7522733307932776, 'reg_lambda': 1.0709880040397084}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:04,361] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.028905095474871464, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8207237523938629, 'colsample_bytree': 0.6484713530537579, 'gamma': 3.7846491044548385, 'reg_alpha': 0.4022896554193019, 'reg_lambda': 1.659697317960314}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:04,460] Trial 40 finished with value: 0.636904761904762 and parameters: {'n_estimators': 44, 'learning_rate': 0.25090422022284264, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7691802222463452, 'colsample_bytree': 0.787921863428433, 'gamma': 3.387437594320698, 'reg_alpha': 0.8977098649523073, 'reg_lambda': 1.3688032092639382}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:04,687] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.1798830527482408, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8967708223572713, 'colsample_bytree': 0.9254675183722916, 'gamma': 1.8815801113976236, 'reg_alpha': 0.3166758757134597, 'reg_lambda': 1.3263783166593155}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:04,958] Trial 42 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.1957351003232298, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9650584051112532, 'colsample_bytree': 0.95823825715317, 'gamma': 1.5053509881447713, 'reg_alpha': 0.44823340060892347, 'reg_lambda': 1.4331559374841951}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:05,033] Trial 43 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.13088598715293695, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9342801973749454, 'colsample_bytree': 0.9746766435663464, 'gamma': 1.8374811678591976, 'reg_alpha': 0.4033635880841701, 'reg_lambda': 0.8379639573156522}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:05,217] Trial 44 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 52, 'learning_rate': 0.17125969899128918, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9967894731680685, 'colsample_bytree': 0.9403130138664312, 'gamma': 1.080413750185079, 'reg_alpha': 0.5737956868703538, 'reg_lambda': 1.0495157934224917}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:05,391] Trial 45 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 35, 'learning_rate': 0.22701364632113225, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8652105361652692, 'colsample_bytree': 0.915148766261572, 'gamma': 2.0733805187825407, 'reg_alpha': 0.29907306858099625, 'reg_lambda': 1.8737462114258743}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:05,536] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 61, 'learning_rate': 0.10061408526915706, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9690442594773332, 'colsample_bytree': 0.8685711432441632, 'gamma': 3.151489479923074, 'reg_alpha': 0.48580590185613703, 'reg_lambda': 1.2609729800362954}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:05,821] Trial 47 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 142, 'learning_rate': 0.15410019361317617, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9046839983000912, 'colsample_bytree': 0.9996894708225175, 'gamma': 2.8339869686208496, 'reg_alpha': 0.34988928232967687, 'reg_lambda': 1.6957696641367836}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:06,047] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.04950183701612079, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9334469515142254, 'colsample_bytree': 0.9662208464122993, 'gamma': 2.345204903516381, 'reg_alpha': 0.24982440961726898, 'reg_lambda': 1.4206055545303005}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:06,209] Trial 49 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 45, 'learning_rate': 0.021004747025423067, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7891713001162383, 'colsample_bytree': 0.9435970593017574, 'gamma': 2.091740581315453, 'reg_alpha': 0.6315660340991144, 'reg_lambda': 0.7598793617989847}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:06,491] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 185, 'learning_rate': 0.2995450139297388, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9847664675238269, 'colsample_bytree': 0.7402111627483094, 'gamma': 0.7046557646497636, 'reg_alpha': 0.7379647518918684, 'reg_lambda': 1.5053042870066538}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:06,670] Trial 51 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 81, 'learning_rate': 0.17549040434334048, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.972409050467377, 'colsample_bytree': 0.7631740821126533, 'gamma': 2.5468368993758985, 'reg_alpha': 0.2586109666496605, 'reg_lambda': 1.602206946640436}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:06,914] Trial 52 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 78, 'learning_rate': 0.15461693699082837, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9849942583413203, 'colsample_bytree': 0.7778406166035278, 'gamma': 2.648679270730726, 'reg_alpha': 0.197722627381958, 'reg_lambda': 2.9029362349664383}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:07,159] Trial 53 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 90, 'learning_rate': 0.03202380388665358, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9212554337980967, 'colsample_bytree': 0.7490399240428045, 'gamma': 3.1267750887849495, 'reg_alpha': 0.4034646331284556, 'reg_lambda': 2.691944200747653}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:07,366] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.18882390400368548, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9454549304120512, 'colsample_bytree': 0.8198887908062057, 'gamma': 2.933066550759515, 'reg_alpha': 0.27000850222355205, 'reg_lambda': 1.9617839668499257}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:07,546] Trial 55 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 72, 'learning_rate': 0.2557192671855942, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8914260723841403, 'colsample_bytree': 0.7057778491759643, 'gamma': 3.5275587661706584, 'reg_alpha': 0.14660725649747114, 'reg_lambda': 1.1766504942418485}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:07,754] Trial 56 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 130, 'learning_rate': 0.083423443602796, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9809493207513375, 'colsample_bytree': 0.6800959826111488, 'gamma': 1.7712674698410567, 'reg_alpha': 0.326247922945038, 'reg_lambda': 1.6114329457009868}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:08,122] Trial 57 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.07729598835182208, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9181646054584826, 'colsample_bytree': 0.6409866667034052, 'gamma': 1.4007272295575597, 'reg_alpha': 0.3378092578445501, 'reg_lambda': 1.7169744537739924}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:08,327] Trial 58 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 132, 'learning_rate': 0.059810298781772624, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9616129190619899, 'colsample_bytree': 0.6035280392459343, 'gamma': 1.7190022645939462, 'reg_alpha': 0.5136331319283217, 'reg_lambda': 1.4764549909022908}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:08,556] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 153, 'learning_rate': 0.10329797118274159, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.8248931627889112, 'colsample_bytree': 0.6586212277178461, 'gamma': 4.064213467067672, 'reg_alpha': 0.4368069515127764, 'reg_lambda': 1.3229070595151187}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:08,855] Trial 60 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 168, 'learning_rate': 0.09156785014092675, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9996323683986771, 'colsample_bytree': 0.6848730570957338, 'gamma': 0.9490261357576341, 'reg_alpha': 0.3670308642059757, 'reg_lambda': 1.8846148914836736}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:09,157] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.07458195655393154, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9106819586636631, 'colsample_bytree': 0.6482060343644087, 'gamma': 1.3984088812806983, 'reg_alpha': 0.3178165845710212, 'reg_lambda': 1.7361965681541474}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:09,625] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 242, 'learning_rate': 0.07918540174573337, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9399774700380025, 'colsample_bytree': 0.6277106783810192, 'gamma': 1.340523336451016, 'reg_alpha': 0.3399239929050203, 'reg_lambda': 1.5702919802470678}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:09,868] Trial 63 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 227, 'learning_rate': 0.06441207876369826, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8832768159461215, 'colsample_bytree': 0.7117286704809873, 'gamma': 1.114446145658835, 'reg_alpha': 0.217498401606395, 'reg_lambda': 2.0868012137100616}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:10,210] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 200, 'learning_rate': 0.08910562188673984, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9171244257931959, 'colsample_bytree': 0.623057950253182, 'gamma': 1.9948342536286092, 'reg_alpha': 0.4037736286248072, 'reg_lambda': 2.60553269048391}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:10,417] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 117, 'learning_rate': 0.049521537836021395, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8608560885251824, 'colsample_bytree': 0.6723512817677262, 'gamma': 1.5561288847088555, 'reg_alpha': 0.29839124209384926, 'reg_lambda': 1.7167481485284597}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:10,729] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 102, 'learning_rate': 0.016053318246798776, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9527697332296925, 'colsample_bytree': 0.9878670242417454, 'gamma': 1.759546975012466, 'reg_alpha': 0.470671737299652, 'reg_lambda': 1.7924411167118484}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:10,970] Trial 67 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 229, 'learning_rate': 0.11972802034228956, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8422902316611063, 'colsample_bytree': 0.8853233388482011, 'gamma': 2.1977407967748848, 'reg_alpha': 0.5582776454472027, 'reg_lambda': 1.069504278526236}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:11,109] Trial 68 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 28, 'learning_rate': 0.058788208354869066, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9266558085631313, 'colsample_bytree': 0.9472577370413843, 'gamma': 0.40521132709505636, 'reg_alpha': 0.38227237047446805, 'reg_lambda': 2.707722590619857}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:11,373] Trial 69 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 155, 'learning_rate': 0.2215931661408189, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9151855163762121, 'colsample_bytree': 0.6367692677886305, 'gamma': 1.4276375643204273, 'reg_alpha': 0.06143613529764444, 'reg_lambda': 2.990776579685484}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:11,658] Trial 70 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 40, 'learning_rate': 0.03900627610897798, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7307528490852232, 'colsample_bytree': 0.9140001577361351, 'gamma': 1.2611657096374498, 'reg_alpha': 0.6023332539242264, 'reg_lambda': 1.3845354387251734}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:12,015] Trial 71 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 180, 'learning_rate': 0.08689897114928481, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9891870283519505, 'colsample_bytree': 0.7195351680920529, 'gamma': 0.9311998175302467, 'reg_alpha': 0.3642555779008737, 'reg_lambda': 1.9192958140809568}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:12,310] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 191, 'learning_rate': 0.08102528533780952, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9758332726353783, 'colsample_bytree': 0.6848521110169682, 'gamma': 0.7154389383241475, 'reg_alpha': 0.33680364155226056, 'reg_lambda': 1.6367657183781825}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:12,577] Trial 73 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 221, 'learning_rate': 0.10987492711492979, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9557550815488136, 'colsample_bytree': 0.724969983430249, 'gamma': 0.9930680556291076, 'reg_alpha': 0.22733804144673775, 'reg_lambda': 2.503266537362222}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:12,938] Trial 74 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 173, 'learning_rate': 0.04377568872030275, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9890110539585244, 'colsample_bytree': 0.7206674997439798, 'gamma': 0.26167687676038576, 'reg_alpha': 0.4264322854717916, 'reg_lambda': 1.4569219763142909}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:13,189] Trial 75 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 125, 'learning_rate': 0.042941826463247415, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9890457777526785, 'colsample_bytree': 0.7192990218391747, 'gamma': 0.003482980800380897, 'reg_alpha': 0.45906038165601926, 'reg_lambda': 1.2685562498488874}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:13,516] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.05210708696615532, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9654459073785289, 'colsample_bytree': 0.7440665639514515, 'gamma': 0.36845879569436135, 'reg_alpha': 0.4177848334890321, 'reg_lambda': 2.256926127540985}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:13,754] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 168, 'learning_rate': 0.03675177466094063, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9765088833665881, 'colsample_bytree': 0.7723191791344521, 'gamma': 0.7907282103973554, 'reg_alpha': 0.5280061895014603, 'reg_lambda': 1.4683968210867289}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:14,071] Trial 78 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.03474962831463803, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9903254543636393, 'colsample_bytree': 0.6678835906348833, 'gamma': 0.5078551620471776, 'reg_alpha': 0.9396876121012194, 'reg_lambda': 1.1862368709128739}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:14,304] Trial 79 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 173, 'learning_rate': 0.027201633858441873, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6937834468995675, 'colsample_bytree': 0.6938242235066406, 'gamma': 0.18822455897920376, 'reg_alpha': 0.16876162366736558, 'reg_lambda': 2.7741371987358505}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:14,451] Trial 80 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 54, 'learning_rate': 0.04389579934813946, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8068857870412266, 'colsample_bytree': 0.9765762018190051, 'gamma': 1.666060189828538, 'reg_alpha': 0.37838571193923654, 'reg_lambda': 1.5547715666696746}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:14,723] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 199, 'learning_rate': 0.0708078947986817, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9428520871559773, 'colsample_bytree': 0.9325060485974935, 'gamma': 1.2899031285620952, 'reg_alpha': 0.42327703152144136, 'reg_lambda': 1.328667623924213}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:15,083] Trial 82 finished with value: 0.738095238095238 and parameters: {'n_estimators': 200, 'learning_rate': 0.0678441005353349, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9436446125303907, 'colsample_bytree': 0.9279242918180782, 'gamma': 0.21641251872827766, 'reg_alpha': 0.41969031635036164, 'reg_lambda': 1.289314899337992}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:15,450] Trial 83 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 193, 'learning_rate': 0.12805096045435535, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9592647273728971, 'colsample_bytree': 0.96591826854306, 'gamma': 1.239764888814269, 'reg_alpha': 0.4870797769991109, 'reg_lambda': 1.1385264081195534}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:15,552] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 28, 'learning_rate': 0.14130404554431739, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9372852250258071, 'colsample_bytree': 0.9379670024580208, 'gamma': 1.9199912973186932, 'reg_alpha': 0.4450288140166252, 'reg_lambda': 1.4333019843210961}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:15,862] Trial 85 finished with value: 0.738095238095238 and parameters: {'n_estimators': 162, 'learning_rate': 0.09871175500765843, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9768297002617126, 'colsample_bytree': 0.9530436597532782, 'gamma': 1.5423165867845974, 'reg_alpha': 0.29526844205105884, 'reg_lambda': 1.006373622688106}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:15,952] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.05935619676353159, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9515867700555988, 'colsample_bytree': 0.9144265235915033, 'gamma': 3.786484887413549, 'reg_alpha': 0.9981843559718491, 'reg_lambda': 1.3596939385600684}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:16,310] Trial 87 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 176, 'learning_rate': 0.024574234389728555, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9634958736575724, 'colsample_bytree': 0.9845736302773868, 'gamma': 2.4281847461978905, 'reg_alpha': 0.5032402726733909, 'reg_lambda': 1.2277181262644519}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:16,450] Trial 88 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 33, 'learning_rate': 0.07128379371032327, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.992585858242134, 'colsample_bytree': 0.7133518591015316, 'gamma': 3.296976409732042, 'reg_alpha': 0.8394688242128875, 'reg_lambda': 1.506840058466579}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:16,757] Trial 89 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.20127716296470366, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9266339376175852, 'colsample_bytree': 0.7331101892639801, 'gamma': 1.1462691856604401, 'reg_alpha': 0.3761435971315079, 'reg_lambda': 2.333969073212963}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:16,911] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.08667055420037588, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7865542768068765, 'colsample_bytree': 0.7496399885538318, 'gamma': 1.7639049283380082, 'reg_alpha': 0.47584689807548325, 'reg_lambda': 2.8325542809426523}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:17,275] Trial 91 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.07888013751142338, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9081436142644728, 'colsample_bytree': 0.6602391435206864, 'gamma': 1.0274189356940124, 'reg_alpha': 0.3512891241543478, 'reg_lambda': 1.6614151634051657}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:17,624] Trial 92 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.1627455761917649, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8944812938737263, 'colsample_bytree': 0.6902234628272961, 'gamma': 1.4720181347762782, 'reg_alpha': 0.42253778771822453, 'reg_lambda': 1.8206317550717703}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:18,031] Trial 93 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 208, 'learning_rate': 0.06293789515890195, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8360130206761346, 'colsample_bytree': 0.7910224994498175, 'gamma': 0.647750789381063, 'reg_alpha': 0.2802326926005777, 'reg_lambda': 1.5810087950173086}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:18,285] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.05256982516101103, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9444452603759481, 'colsample_bytree': 0.7058905551516482, 'gamma': 1.2858636514066661, 'reg_alpha': 0.3243357514328367, 'reg_lambda': 1.9832055626973304}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:18,466] Trial 95 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 21, 'learning_rate': 0.07295998174488738, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9701703045779595, 'colsample_bytree': 0.9702021141129586, 'gamma': 1.5822386547102343, 'reg_alpha': 0.3869303992986743, 'reg_lambda': 1.3937874804776786}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:18,686] Trial 96 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 65, 'learning_rate': 0.046153052825142815, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8707537422160372, 'colsample_bytree': 0.9519111841651466, 'gamma': 3.535921093806456, 'reg_alpha': 0.43242042509438094, 'reg_lambda': 1.3286735210353888}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:18,926] Trial 97 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 201, 'learning_rate': 0.09469090370429893, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9817594229617651, 'colsample_bytree': 0.9315096822907585, 'gamma': 1.8523616579559976, 'reg_alpha': 0.3600512366762219, 'reg_lambda': 2.926660432501383}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:19,210] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 49, 'learning_rate': 0.2741569772799467, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9319788674812383, 'colsample_bytree': 0.6157869148288511, 'gamma': 0.8991952472308107, 'reg_alpha': 0.3986579203800925, 'reg_lambda': 2.1611246990004567}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:19,476] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.03199394563688867, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8872886529144887, 'colsample_bytree': 0.9033377585172203, 'gamma': 1.3739769209871098, 'reg_alpha': 0.31191884211432963, 'reg_lambda': 1.4564939634487217}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:19,877] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.033802576494780696, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8860630375712732, 'colsample_bytree': 0.9021273336341641, 'gamma': 2.2091221664846956, 'reg_alpha': 0.3165669716160571, 'reg_lambda': 1.473111136397741}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:20,136] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.040323299628349574, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9047273835519987, 'colsample_bytree': 0.9177411133035965, 'gamma': 1.3641461145746896, 'reg_alpha': 0.23336765207373542, 'reg_lambda': 1.8730601248793413}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:20,467] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 177, 'learning_rate': 0.03204856401014211, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8565171947086451, 'colsample_bytree': 0.8920425011508466, 'gamma': 1.2000852583311812, 'reg_alpha': 0.3365505994468687, 'reg_lambda': 1.6944452983446012}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:20,712] Trial 103 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 197, 'learning_rate': 0.08616611423976188, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8755608529655761, 'colsample_bytree': 0.8411777030218235, 'gamma': 1.6444837696533237, 'reg_alpha': 0.4604107113089675, 'reg_lambda': 1.5301197690545527}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:21,086] Trial 104 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 181, 'learning_rate': 0.025367432335921477, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9200035958928544, 'colsample_bytree': 0.9584811794474575, 'gamma': 1.966148840646588, 'reg_alpha': 0.31322572963854156, 'reg_lambda': 1.7699997579162128}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:21,368] Trial 105 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 188, 'learning_rate': 0.07683667226580644, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7490169067472964, 'colsample_bytree': 0.8734337873799646, 'gamma': 1.48619657008259, 'reg_alpha': 0.3612096828704355, 'reg_lambda': 1.1273616500445198}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:21,612] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 164, 'learning_rate': 0.029950162779234804, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9540824389170082, 'colsample_bytree': 0.9417312783224121, 'gamma': 1.0922363822252243, 'reg_alpha': 0.27037568662064043, 'reg_lambda': 1.2376487610099358}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:21,899] Trial 107 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 142, 'learning_rate': 0.029141430195317886, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.955393176908879, 'colsample_bytree': 0.9214967343174613, 'gamma': 1.0365783460278606, 'reg_alpha': 0.2673760361506312, 'reg_lambda': 1.313589611605111}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:22,142] Trial 108 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.01800538291553917, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9965420488294936, 'colsample_bytree': 0.935141956983367, 'gamma': 0.6236188429268357, 'reg_alpha': 0.6898172739618906, 'reg_lambda': 1.2637474100123307}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:22,463] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 135, 'learning_rate': 0.03059620783821513, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9717421104668496, 'colsample_bytree': 0.9451798976920048, 'gamma': 3.011237817490767, 'reg_alpha': 0.16235501800170135, 'reg_lambda': 0.5027773411892305}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:22,675] Trial 110 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 119, 'learning_rate': 0.034309353328128886, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9845524067542105, 'colsample_bytree': 0.9935331464605859, 'gamma': 1.1519041906836014, 'reg_alpha': 0.24594657086050914, 'reg_lambda': 1.4254730465618588}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:22,929] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.026349992845427574, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.939262440938863, 'colsample_bytree': 0.9414933754872551, 'gamma': 0.7889740468349521, 'reg_alpha': 0.2924282171261778, 'reg_lambda': 1.5970376274751752}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:23,282] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 101, 'learning_rate': 0.021623786423152765, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9402688019078296, 'colsample_bytree': 0.9439253760141479, 'gamma': 0.8713154672148611, 'reg_alpha': 0.1814921974305574, 'reg_lambda': 1.211125380487223}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:23,514] Trial 113 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 165, 'learning_rate': 0.026600425250596714, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9500677616774968, 'colsample_bytree': 0.9090955306718977, 'gamma': 4.680691064071153, 'reg_alpha': 0.28637180495377523, 'reg_lambda': 1.638963815509863}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:23,817] Trial 114 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.18284563579791746, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8163367163976777, 'colsample_bytree': 0.963527757539536, 'gamma': 0.823964364231605, 'reg_alpha': 0.12590660579166096, 'reg_lambda': 1.377272818191659}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:24,078] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 203, 'learning_rate': 0.02252996523606676, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8149366670765195, 'colsample_bytree': 0.9636470338279709, 'gamma': 0.808671765446283, 'reg_alpha': 0.0749219346156701, 'reg_lambda': 1.475596357064096}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:24,347] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 205, 'learning_rate': 0.04159684093172043, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8149345123095204, 'colsample_bytree': 0.9275243336560327, 'gamma': 0.9569768886056763, 'reg_alpha': 0.1273545934211059, 'reg_lambda': 1.3742620510414836}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:24,666] Trial 117 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 220, 'learning_rate': 0.235216223057003, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7921214493368309, 'colsample_bytree': 0.9796452999264553, 'gamma': 0.1966477660973469, 'reg_alpha': 0.3005747959268597, 'reg_lambda': 1.5814021373170783}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:24,911] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.03648729111414519, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8289725845357946, 'colsample_bytree': 0.8254548864665439, 'gamma': 0.572456435008491, 'reg_alpha': 0.20450535952783583, 'reg_lambda': 1.4263958863185273}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:25,190] Trial 119 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 95, 'learning_rate': 0.019669410664992195, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7750241473693521, 'colsample_bytree': 0.9717762861460619, 'gamma': 0.38214063568852263, 'reg_alpha': 0.10020359752687734, 'reg_lambda': 1.0994284718627503}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:25,447] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.024503641809751443, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9645059220304495, 'colsample_bytree': 0.9382429063583718, 'gamma': 1.3127741807555384, 'reg_alpha': 0.1415250960763625, 'reg_lambda': 2.562693683958814}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:25,801] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.20446270662693602, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8498212210460067, 'colsample_bytree': 0.9518054881859602, 'gamma': 0.7464907489776895, 'reg_alpha': 0.38656480084637135, 'reg_lambda': 1.523300991087854}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:26,122] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 196, 'learning_rate': 0.18355001392151887, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8414991564702345, 'colsample_bytree': 0.9005314295910659, 'gamma': 0.7601621762200672, 'reg_alpha': 0.3867729155236892, 'reg_lambda': 1.528374005423436}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:26,537] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 186, 'learning_rate': 0.027679328358403754, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8332494378817423, 'colsample_bytree': 0.9555278076363009, 'gamma': 1.1137775258253315, 'reg_alpha': 0.4358455297065734, 'reg_lambda': 1.4736369596246248}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:26,772] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.21100546889077937, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8550664955992086, 'colsample_bytree': 0.9516354552047369, 'gamma': 1.0358407498947662, 'reg_alpha': 0.4382329724949657, 'reg_lambda': 1.606431689248339}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:27,083] Trial 125 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 185, 'learning_rate': 0.027135296536329755, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8666162475810977, 'colsample_bytree': 0.9224809605399915, 'gamma': 0.8431396603166688, 'reg_alpha': 0.2769451612747786, 'reg_lambda': 2.422343597517123}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:27,326] Trial 126 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 175, 'learning_rate': 0.03050957472823047, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8512353779940993, 'colsample_bytree': 0.959340869266702, 'gamma': 0.7025622627183286, 'reg_alpha': 0.2136190949740039, 'reg_lambda': 1.3779145557012147}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:27,695] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.038124918861659154, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8329687948585835, 'colsample_bytree': 0.856089547433937, 'gamma': 1.147666039043743, 'reg_alpha': 0.36618897053759103, 'reg_lambda': 0.9931559041948983}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:27,982] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.03159125004638867, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.832182076060501, 'colsample_bytree': 0.7980550821174881, 'gamma': 1.0747212652056972, 'reg_alpha': 0.3630334072422867, 'reg_lambda': 0.9265160970100446}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:28,236] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.04482844083813121, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8057690576472498, 'colsample_bytree': 0.8582971926378832, 'gamma': 1.179475360108866, 'reg_alpha': 0.3962729140559259, 'reg_lambda': 1.2851498933109025}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:28,592] Trial 130 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 191, 'learning_rate': 0.010201691576457199, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8210443320577252, 'colsample_bytree': 0.8148562218387595, 'gamma': 0.46846870193630147, 'reg_alpha': 0.33840921325174633, 'reg_lambda': 0.6591925885765304}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:28,863] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.0380354048088957, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8373791289329916, 'colsample_bytree': 0.884130564928386, 'gamma': 0.9216209889756969, 'reg_alpha': 0.41975251693039733, 'reg_lambda': 0.7715627616054427}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:29,341] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 203, 'learning_rate': 0.028753211791354483, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.846377563211794, 'colsample_bytree': 0.930510850491517, 'gamma': 1.2769979110904655, 'reg_alpha': 0.32382844240263103, 'reg_lambda': 1.4710296007979577}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:29,604] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.02358202895276036, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8258432068654649, 'colsample_bytree': 0.9404503844947896, 'gamma': 1.273363712668458, 'reg_alpha': 0.31160258895745613, 'reg_lambda': 1.4581086129491592}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:29,874] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.027470267187079057, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8493427267395723, 'colsample_bytree': 0.9394878464113207, 'gamma': 1.279859752863218, 'reg_alpha': 0.3127116287929633, 'reg_lambda': 1.465610628202879}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:30,193] Trial 135 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.023311296209040818, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8446715329635822, 'colsample_bytree': 0.9496624773815815, 'gamma': 1.2160427982732056, 'reg_alpha': 0.37388289764283444, 'reg_lambda': 1.0125700303304657}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:30,460] Trial 136 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 205, 'learning_rate': 0.019184845070949377, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8179677594660419, 'colsample_bytree': 0.927420149645815, 'gamma': 1.1190616862645708, 'reg_alpha': 0.350053768187707, 'reg_lambda': 1.5313128663667732}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:30,841] Trial 137 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 194, 'learning_rate': 0.028430031527617174, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8247056059326432, 'colsample_bytree': 0.9640853555146914, 'gamma': 1.4252732842641087, 'reg_alpha': 0.3013329487696757, 'reg_lambda': 1.3379920801514356}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:31,111] Trial 138 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 210, 'learning_rate': 0.035871133034070274, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8355740664114484, 'colsample_bytree': 0.9080122116211045, 'gamma': 0.972940590410431, 'reg_alpha': 0.327197303816546, 'reg_lambda': 1.4216735160522922}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:31,486] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.03243290913080604, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8109592866462548, 'colsample_bytree': 0.9330739075007176, 'gamma': 1.3024323616848745, 'reg_alpha': 0.2431130693800564, 'reg_lambda': 1.6816867667497202}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:31,751] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 202, 'learning_rate': 0.025474862127338863, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8100893864251761, 'colsample_bytree': 0.9364507941635182, 'gamma': 0.2971284245561092, 'reg_alpha': 0.2590841364423592, 'reg_lambda': 1.6739893302178472}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:32,067] Trial 141 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 201, 'learning_rate': 0.024853825565036014, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7976145568916052, 'colsample_bytree': 0.9352807813231819, 'gamma': 0.5733713119787543, 'reg_alpha': 0.24367122108617137, 'reg_lambda': 1.491829978853558}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:32,505] Trial 142 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 186, 'learning_rate': 0.03314501554615079, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8087791455715617, 'colsample_bytree': 0.9446695437175527, 'gamma': 0.08445286467362201, 'reg_alpha': 0.2678702094372476, 'reg_lambda': 1.7038477474920308}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:32,758] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.029879093818246664, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8005919496704625, 'colsample_bytree': 0.956764528816668, 'gamma': 0.2989525531439086, 'reg_alpha': 0.2853393843872357, 'reg_lambda': 1.646311582548506}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:33,110] Trial 144 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 206, 'learning_rate': 0.026162305786309542, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8130302013509614, 'colsample_bytree': 0.9168457177076719, 'gamma': 1.3412620538348303, 'reg_alpha': 0.2302426883347073, 'reg_lambda': 1.5783275251941278}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:33,365] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.023663795217912505, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8289956636688327, 'colsample_bytree': 0.9319858520713998, 'gamma': 0.7423601341778645, 'reg_alpha': 0.2510337620305525, 'reg_lambda': 1.4480749200475302}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:33,741] Trial 146 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 215, 'learning_rate': 0.020693763688024766, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8260508902626095, 'colsample_bytree': 0.9740895419608647, 'gamma': 1.075166853684819, 'reg_alpha': 0.4532843613447465, 'reg_lambda': 1.9229599633768384}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:34,066] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.028928183699869693, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7802797428749549, 'colsample_bytree': 0.946644906452444, 'gamma': 0.8798761521108143, 'reg_alpha': 0.3511956663631167, 'reg_lambda': 1.2019609563654423}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:34,313] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.048621623416000584, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8414789663550118, 'colsample_bytree': 0.8492688580802282, 'gamma': 0.2852223436169842, 'reg_alpha': 0.40715544408385956, 'reg_lambda': 1.668422599006455}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:34,600] Trial 149 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 193, 'learning_rate': 0.031617284488132655, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7976626682677267, 'colsample_bytree': 0.9680590775060584, 'gamma': 0.47674055318500597, 'reg_alpha': 0.3792788235649576, 'reg_lambda': 1.7431385856461887}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:34,890] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.03403168762161863, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.864093168419662, 'colsample_bytree': 0.9232527559788359, 'gamma': 1.2119951066690122, 'reg_alpha': 0.0028017320129793966, 'reg_lambda': 1.531321426719793}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:35,267] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.02320268069175323, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8319267510540319, 'colsample_bytree': 0.934263792594332, 'gamma': 0.7160105234849964, 'reg_alpha': 0.26174362452247035, 'reg_lambda': 1.3695128975952784}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:35,595] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.02626694416115736, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8579643189572075, 'colsample_bytree': 0.9405840428813411, 'gamma': 0.8076571462894069, 'reg_alpha': 0.25569772018455933, 'reg_lambda': 1.4220278545828304}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:36,000] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 198, 'learning_rate': 0.023666546942977113, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.823486130265052, 'colsample_bytree': 0.9320728868176295, 'gamma': 0.9916771256763536, 'reg_alpha': 0.18158772060981443, 'reg_lambda': 1.4696466002282096}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:36,930] Trial 154 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 199, 'learning_rate': 0.022310944698061788, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8225167304387202, 'colsample_bytree': 0.9559570008492324, 'gamma': 1.1310350917127086, 'reg_alpha': 0.2994688000259538, 'reg_lambda': 1.2976638353924013}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:37,275] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.017446057690605265, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8471306720013658, 'colsample_bytree': 0.9833350137539849, 'gamma': 0.9558057292160592, 'reg_alpha': 0.19691922573795043, 'reg_lambda': 1.505324881956816}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:37,572] Trial 156 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 170, 'learning_rate': 0.03927940263094605, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8103169972732506, 'colsample_bytree': 0.9113067455976576, 'gamma': 1.2885980879060017, 'reg_alpha': 0.09543238040385514, 'reg_lambda': 1.6046988814488434}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:37,850] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 195, 'learning_rate': 0.028597142599863977, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8774773459000633, 'colsample_bytree': 0.9521032501022264, 'gamma': 1.5259885413627303, 'reg_alpha': 0.43443703885314794, 'reg_lambda': 1.2368807517665883}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:38,082] Trial 158 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 181, 'learning_rate': 0.19242024904892882, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8188462072983334, 'colsample_bytree': 0.9422424271082555, 'gamma': 0.09250261227772386, 'reg_alpha': 0.32876783885342864, 'reg_lambda': 1.5608885863433977}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:38,329] Trial 159 finished with value: 0.75 and parameters: {'n_estimators': 203, 'learning_rate': 0.20992623001265884, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6070692280664629, 'colsample_bytree': 0.9282198008670612, 'gamma': 1.0340553798993248, 'reg_alpha': 0.3938887599719667, 'reg_lambda': 1.3897548689645105}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:38,739] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 174, 'learning_rate': 0.02504974285138486, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8881542717028521, 'colsample_bytree': 0.8985326505477349, 'gamma': 1.4385698664130557, 'reg_alpha': 0.17241641180881356, 'reg_lambda': 2.051599902878909}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:38,996] Trial 161 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.02089093458843994, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8294037563041203, 'colsample_bytree': 0.9304475780766207, 'gamma': 0.6461950623605988, 'reg_alpha': 0.23281406839737315, 'reg_lambda': 1.4548640525964667}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:39,304] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.024516528013111254, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8379203516839763, 'colsample_bytree': 0.9191303889296668, 'gamma': 0.81289999111318, 'reg_alpha': 0.275161732725542, 'reg_lambda': 1.4692017762014193}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:39,720] Trial 163 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 185, 'learning_rate': 0.02296119568869112, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8031209751434836, 'colsample_bytree': 0.9342094778883839, 'gamma': 0.9468368966596092, 'reg_alpha': 0.21630983191088707, 'reg_lambda': 1.3438404387272738}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:39,980] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.030595112735093955, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8288281373690162, 'colsample_bytree': 0.9611491290989083, 'gamma': 1.1363369497353408, 'reg_alpha': 0.24907264469038196, 'reg_lambda': 1.5008870170182604}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:40,238] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.027387645419077924, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8534192576649509, 'colsample_bytree': 0.9409550154373747, 'gamma': 0.7460823354944107, 'reg_alpha': 0.1364869917619561, 'reg_lambda': 1.4055992335427232}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:40,537] Trial 166 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 178, 'learning_rate': 0.036473108867856284, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7921073894679218, 'colsample_bytree': 0.9484340309791538, 'gamma': 1.3208237560046618, 'reg_alpha': 0.31074824960281894, 'reg_lambda': 1.8208512761589313}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:40,810] Trial 167 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 205, 'learning_rate': 0.023878541772517265, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8166114652754561, 'colsample_bytree': 0.9247307208099014, 'gamma': 0.5589008004552849, 'reg_alpha': 0.35783953131727814, 'reg_lambda': 1.6149799766603077}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:41,059] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 224, 'learning_rate': 0.25672366004800345, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8462578422119872, 'colsample_bytree': 0.9332320068683808, 'gamma': 1.2144059902821138, 'reg_alpha': 0.28385617534263835, 'reg_lambda': 1.5472470932422147}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:41,462] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.03280444905123886, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8358766372142771, 'colsample_bytree': 0.8732496096763018, 'gamma': 0.9572669236595834, 'reg_alpha': 0.4185985173468075, 'reg_lambda': 1.2930928442935405}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:41,751] Trial 170 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.013148518854532667, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8671603777260083, 'colsample_bytree': 0.9675885976833751, 'gamma': 1.0471605603128384, 'reg_alpha': 0.47608991032285297, 'reg_lambda': 1.4514039615156036}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:42,016] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 196, 'learning_rate': 0.02819911467522107, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.873587483959788, 'colsample_bytree': 0.9558178106810942, 'gamma': 1.400839892342566, 'reg_alpha': 0.43297801024866744, 'reg_lambda': 1.2369089159602331}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:42,408] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.026028703028314257, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8803811948256385, 'colsample_bytree': 0.9520274491962564, 'gamma': 1.521189034361331, 'reg_alpha': 0.37360842908567765, 'reg_lambda': 1.1547582308886235}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:42,678] Trial 173 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 188, 'learning_rate': 0.028947653408998526, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8230905513500488, 'colsample_bytree': 0.9459982405896322, 'gamma': 1.6185592508014484, 'reg_alpha': 0.4329862325648855, 'reg_lambda': 1.248324260129093}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:43,041] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.0307004623559074, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8581724627757484, 'colsample_bytree': 0.9497038595167597, 'gamma': 1.5217146538691908, 'reg_alpha': 0.18154223177680395, 'reg_lambda': 1.3888350156008247}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:43,341] Trial 175 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 194, 'learning_rate': 0.025994382187396654, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8143597853830237, 'colsample_bytree': 0.9371327202783246, 'gamma': 1.193078053140454, 'reg_alpha': 0.49904665292027917, 'reg_lambda': 1.3431017616305267}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:43,623] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.02177912751471432, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8923574355211038, 'colsample_bytree': 0.9627161800482033, 'gamma': 0.8562599336262924, 'reg_alpha': 0.453111012064057, 'reg_lambda': 1.4875444596795604}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:44,001] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 198, 'learning_rate': 0.15085361010705148, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8790434883197492, 'colsample_bytree': 0.9058494482844213, 'gamma': 1.322923349972261, 'reg_alpha': 0.3305160549159822, 'reg_lambda': 1.666487984736766}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:44,248] Trial 178 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.019921303834544747, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8093558869728749, 'colsample_bytree': 0.975681113551734, 'gamma': 0.6702607742259052, 'reg_alpha': 0.40417199416308786, 'reg_lambda': 1.7828068536028385}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:44,626] Trial 179 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 174, 'learning_rate': 0.0546849369025675, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9004970697738067, 'colsample_bytree': 0.9208583301029518, 'gamma': 1.0632495581225596, 'reg_alpha': 0.2922524529940044, 'reg_lambda': 1.1867610359531933}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:44,871] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 202, 'learning_rate': 0.03446437819411262, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8397637419544338, 'colsample_bytree': 0.7183798106113342, 'gamma': 0.42987084918125507, 'reg_alpha': 0.34155711264925426, 'reg_lambda': 1.5639028825063144}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:45,257] Trial 181 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 203, 'learning_rate': 0.22041010109544734, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6076052848774167, 'colsample_bytree': 0.9264837827131959, 'gamma': 0.9986485345432355, 'reg_alpha': 0.3915918057299066, 'reg_lambda': 1.3846338232256308}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:45,501] Trial 182 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 209, 'learning_rate': 0.17538497830566735, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8297698682693279, 'colsample_bytree': 0.9295710155895254, 'gamma': 1.2501214645408203, 'reg_alpha': 0.39395499522039606, 'reg_lambda': 1.4259304661245946}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:45,846] Trial 183 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 212, 'learning_rate': 0.22079226092292395, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7101032529279727, 'colsample_bytree': 0.9273915975304966, 'gamma': 1.245125384528831, 'reg_alpha': 0.38982024366147666, 'reg_lambda': 1.4345222487203932}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:46,130] Trial 184 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 231, 'learning_rate': 0.16837841461240555, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6214631676319866, 'colsample_bytree': 0.9123335626832729, 'gamma': 1.134909993303229, 'reg_alpha': 0.36655082185805216, 'reg_lambda': 1.3484180170769189}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:46,474] Trial 185 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 207, 'learning_rate': 0.18177427435166738, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8267597179360298, 'colsample_bytree': 0.9323954353696552, 'gamma': 1.0066796638539495, 'reg_alpha': 0.4006930914770887, 'reg_lambda': 1.4303678711039964}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:46,773] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.20450196556256037, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6450316423888011, 'colsample_bytree': 0.9176494383794639, 'gamma': 0.9120451084116803, 'reg_alpha': 0.31585008572866397, 'reg_lambda': 1.4960083427898059}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:47,122] Trial 187 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 216, 'learning_rate': 0.20387047943045195, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6818229466363316, 'colsample_bytree': 0.9384084564475728, 'gamma': 0.7986685164578816, 'reg_alpha': 0.2631016074618761, 'reg_lambda': 1.3773899685046576}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:47,376] Trial 188 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.22505124385403344, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8339820814251064, 'colsample_bytree': 0.8308875252173933, 'gamma': 1.3802526618647957, 'reg_alpha': 0.3563142435457657, 'reg_lambda': 1.5350881319863086}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:47,722] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.18913903723286338, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8048658551514275, 'colsample_bytree': 0.9443840529588581, 'gamma': 1.1206450623594928, 'reg_alpha': 0.3819329474244658, 'reg_lambda': 1.4462724411286305}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:48,007] Trial 190 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.15797275308161, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.823936967504397, 'colsample_bytree': 0.8898594460797601, 'gamma': 1.259971745532648, 'reg_alpha': 0.41507108518740266, 'reg_lambda': 1.2900312038594168}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:48,359] Trial 191 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 151, 'learning_rate': 0.174807686578939, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8188630417978866, 'colsample_bytree': 0.9057156134335516, 'gamma': 1.2277948041949065, 'reg_alpha': 0.4158367212011655, 'reg_lambda': 1.306521919573871}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:48,595] Trial 192 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 168, 'learning_rate': 0.14840479377827373, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.82852028510869, 'colsample_bytree': 0.8897043189956105, 'gamma': 1.0227113876638882, 'reg_alpha': 0.4631838846868366, 'reg_lambda': 1.4071111206806053}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:48,877] Trial 193 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.15828368691431657, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8476720114764503, 'colsample_bytree': 0.9268215266379325, 'gamma': 1.3097645197810965, 'reg_alpha': 0.41229481926325007, 'reg_lambda': 1.3288909968262328}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:49,106] Trial 194 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 144, 'learning_rate': 0.19179228713856075, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8219531271214034, 'colsample_bytree': 0.8952031612791466, 'gamma': 0.9065695753912498, 'reg_alpha': 0.3681194795911586, 'reg_lambda': 1.5882296269123266}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:49,443] Trial 195 finished with value: 0.744047619047619 and parameters: {'n_estimators': 155, 'learning_rate': 0.17182934256657428, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.841008095417933, 'colsample_bytree': 0.9337523420675423, 'gamma': 0.30340849765413963, 'reg_alpha': 0.38800229381819196, 'reg_lambda': 1.2831160114786295}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:49,721] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.25517558693246595, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8111412191870895, 'colsample_bytree': 0.9185798713875577, 'gamma': 1.1324119157266996, 'reg_alpha': 0.348853028983689, 'reg_lambda': 1.4677785842818438}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:50,094] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 179, 'learning_rate': 0.1328786991081422, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7986796110839486, 'colsample_bytree': 0.957392337492764, 'gamma': 1.4189279748905288, 'reg_alpha': 0.2995996134049415, 'reg_lambda': 1.5150011459741641}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:50,345] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 191, 'learning_rate': 0.023697924423807415, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8294217588943801, 'colsample_bytree': 0.9439475498959202, 'gamma': 1.2567039385410872, 'reg_alpha': 0.44271531550186316, 'reg_lambda': 0.846987227954577}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:50,637] Trial 199 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 199, 'learning_rate': 0.02710641145591498, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.998939732243662, 'colsample_bytree': 0.9241298729943772, 'gamma': 0.7502236166373337, 'reg_alpha': 0.1200122358438872, 'reg_lambda': 1.3702170175739852}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:50,641] A new study created in memory with name: no-name-aec7c70f-6bdd-4e06-ace5-f374bfbe6094
[I 2025-11-03 20:10:51,046] Trial 0 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 107, 'learning_rate': 0.03805311169507047, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8327552500875941, 'colsample_bytree': 0.7082384887257468, 'gamma': 4.713199175759291, 'reg_alpha': 0.6695888621028837, 'reg_lambda': 2.760687191375709}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 20:10:51,253] Trial 1 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 136, 'learning_rate': 0.01609718876054623, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.645265811899154, 'colsample_bytree': 0.9505160693068474, 'gamma': 1.2308471674684296, 'reg_alpha': 0.8787594418255599, 'reg_lambda': 2.7949542388942805}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 20:10:51,406] Trial 2 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 60, 'learning_rate': 0.019087936258195992, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9291466442529063, 'colsample_bytree': 0.710554285101546, 'gamma': 1.318935835984879, 'reg_alpha': 0.0665986480099714, 'reg_lambda': 1.5167137136195628}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:51,690] Trial 3 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 184, 'learning_rate': 0.054724495044842975, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8535703459630237, 'colsample_bytree': 0.7400017065801843, 'gamma': 0.4208555193224739, 'reg_alpha': 0.6222950314869709, 'reg_lambda': 2.7616013075219383}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:51,949] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.024845596935905965, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9025189760528598, 'colsample_bytree': 0.8525689588545937, 'gamma': 0.9550028059421267, 'reg_alpha': 0.6401453399563012, 'reg_lambda': 0.7544590427060132}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:52,262] Trial 5 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 146, 'learning_rate': 0.12656329921814702, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.838034210545127, 'colsample_bytree': 0.8550480141955199, 'gamma': 4.287300412200006, 'reg_alpha': 0.9796349432723617, 'reg_lambda': 1.4755533754884163}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:52,344] Trial 6 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 42, 'learning_rate': 0.012192866157736374, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9627973515104924, 'colsample_bytree': 0.7666508320849537, 'gamma': 2.7034715217702727, 'reg_alpha': 0.3715063814163516, 'reg_lambda': 2.8952844991965057}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:52,643] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.04602794917249023, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.7746823032843871, 'colsample_bytree': 0.7642879854512721, 'gamma': 1.0103048746732086, 'reg_alpha': 0.5036258996111382, 'reg_lambda': 2.731943140612172}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:52,866] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.10092454594224362, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.7323899415435356, 'colsample_bytree': 0.9317810851688961, 'gamma': 4.990929072061706, 'reg_alpha': 0.9770876941519376, 'reg_lambda': 2.3411876013653643}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:53,227] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.15204886934555517, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.6641231647816092, 'colsample_bytree': 0.6030933664401275, 'gamma': 1.3972224092990237, 'reg_alpha': 0.8649784745487492, 'reg_lambda': 2.165745108167218}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:53,333] Trial 10 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.025081234402472938, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9965392276501607, 'colsample_bytree': 0.6650063385485526, 'gamma': 2.4137217229916637, 'reg_alpha': 0.0421123615077693, 'reg_lambda': 1.2797605773322847}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:53,734] Trial 11 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 247, 'learning_rate': 0.29380522055882735, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9096271361394456, 'colsample_bytree': 0.667670445363006, 'gamma': 0.016845475949485378, 'reg_alpha': 0.0318340772138519, 'reg_lambda': 1.9138723604553378}. Best is trial 11 with value: 0.7738095238095238.
[I 2025-11-03 20:10:54,039] Trial 12 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 250, 'learning_rate': 0.29648079485476675, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9204324961309491, 'colsample_bytree': 0.6617666156339075, 'gamma': 0.2948530480719415, 'reg_alpha': 0.06848478953162859, 'reg_lambda': 1.863552041516823}. Best is trial 11 with value: 0.7738095238095238.
[I 2025-11-03 20:10:54,396] Trial 13 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 249, 'learning_rate': 0.29472045572245986, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8868662130951042, 'colsample_bytree': 0.619238681878375, 'gamma': 0.15415363309689575, 'reg_alpha': 0.23327274409951004, 'reg_lambda': 2.0111383690988336}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:54,674] Trial 14 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 244, 'learning_rate': 0.2960582893544367, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.874861679922406, 'colsample_bytree': 0.6006390554376453, 'gamma': 2.7873544439538174, 'reg_alpha': 0.25888301673880354, 'reg_lambda': 1.9967517882167978}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:55,053] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 215, 'learning_rate': 0.18314481539802996, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.7713330069399128, 'colsample_bytree': 0.6503428264381119, 'gamma': 0.04449120032517812, 'reg_alpha': 0.2273193472668351, 'reg_lambda': 1.0423832613108224}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:55,308] Trial 16 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 218, 'learning_rate': 0.08082823968315558, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9978038680969684, 'colsample_bytree': 0.8168492257400104, 'gamma': 1.9635549242262076, 'reg_alpha': 0.2496249230798931, 'reg_lambda': 2.372361380527535}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:55,486] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.20739090591135484, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.7112894923754955, 'colsample_bytree': 0.6393165616087281, 'gamma': 3.6301456546220177, 'reg_alpha': 0.17089336835989358, 'reg_lambda': 1.8164602541962527}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:55,814] Trial 18 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 227, 'learning_rate': 0.07842160396346727, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8038288584024157, 'colsample_bytree': 0.700809955636182, 'gamma': 0.6151629528568114, 'reg_alpha': 0.35672448420724195, 'reg_lambda': 1.5591810575853866}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:56,048] Trial 19 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 189, 'learning_rate': 0.22949561987463538, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8883362675312194, 'colsample_bytree': 0.6343033477128465, 'gamma': 1.8851061992426568, 'reg_alpha': 0.006214337526082803, 'reg_lambda': 2.4113960151693083}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:56,289] Trial 20 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 101, 'learning_rate': 0.12728913325818533, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9477869845497867, 'colsample_bytree': 0.8996373291266578, 'gamma': 3.3780597072636063, 'reg_alpha': 0.15402845042571758, 'reg_lambda': 2.0825069332007518}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:56,650] Trial 21 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 246, 'learning_rate': 0.2909758733438305, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.922315154412871, 'colsample_bytree': 0.6798779896441206, 'gamma': 0.07052530834921295, 'reg_alpha': 0.14870353463989297, 'reg_lambda': 1.859929010917748}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:56,946] Trial 22 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 238, 'learning_rate': 0.22693937551560486, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9550349835669961, 'colsample_bytree': 0.9996248025069927, 'gamma': 0.13222424207308933, 'reg_alpha': 0.37874506327090035, 'reg_lambda': 1.7208290889284261}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:57,331] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 209, 'learning_rate': 0.2992040564389842, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8700692463962859, 'colsample_bytree': 0.6724185058899179, 'gamma': 0.46693017376616464, 'reg_alpha': 0.13858329399685543, 'reg_lambda': 1.1483821416663464}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:57,647] Trial 24 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.17129351211179492, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9012324338131898, 'colsample_bytree': 0.7325770373008109, 'gamma': 0.7660481176460037, 'reg_alpha': 0.31721035585143387, 'reg_lambda': 2.211878100627702}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:58,097] Trial 25 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 199, 'learning_rate': 0.13987367379542803, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8073585088857929, 'colsample_bytree': 0.6232912430348059, 'gamma': 0.006809558466371962, 'reg_alpha': 0.47448444386656174, 'reg_lambda': 2.5349357825584025}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:58,350] Trial 26 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 231, 'learning_rate': 0.230525595920953, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6032717235546485, 'colsample_bytree': 0.6909346092324135, 'gamma': 1.6300187627059861, 'reg_alpha': 0.137025777263093, 'reg_lambda': 1.9075841539570928}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:58,696] Trial 27 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.09436220866609912, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9241077058959835, 'colsample_bytree': 0.767378372781141, 'gamma': 0.6454785557171523, 'reg_alpha': 0.09509283514516215, 'reg_lambda': 1.6937571402408582}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:58,955] Trial 28 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 226, 'learning_rate': 0.2500427788612279, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9782645471768461, 'colsample_bytree': 0.8039555338267158, 'gamma': 0.8764026791467117, 'reg_alpha': 0.2065067805759281, 'reg_lambda': 2.0129452986274208}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:59,380] Trial 29 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 81, 'learning_rate': 0.17861613572101132, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8312983341509348, 'colsample_bytree': 0.6843990209109854, 'gamma': 2.1586106028605045, 'reg_alpha': 0.30029123196306806, 'reg_lambda': 1.321263334282783}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:59,642] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.11487882131657638, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8549930510063386, 'colsample_bytree': 0.7193027543863103, 'gamma': 0.3326076850370839, 'reg_alpha': 0.439875009887417, 'reg_lambda': 2.5355767586691735}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:59,947] Trial 31 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 249, 'learning_rate': 0.28997488571696556, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9211351157720532, 'colsample_bytree': 0.6537382035328693, 'gamma': 0.19585066756746794, 'reg_alpha': 0.013630140222387888, 'reg_lambda': 1.8737364798112321}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:00,291] Trial 32 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 232, 'learning_rate': 0.25239656942003796, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9428676712996126, 'colsample_bytree': 0.6275038391421791, 'gamma': 0.009978090434282438, 'reg_alpha': 0.006063908146480279, 'reg_lambda': 1.6770982896513438}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:00,599] Trial 33 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.18617417119159466, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9116365399744121, 'colsample_bytree': 0.6174770999170597, 'gamma': 1.3011592572997437, 'reg_alpha': 0.10282609803359855, 'reg_lambda': 2.2040025443183904}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:00,878] Trial 34 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.1566296793311621, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8855473240118247, 'colsample_bytree': 0.682169566098061, 'gamma': 0.4460826531325234, 'reg_alpha': 0.058082463229504944, 'reg_lambda': 1.9272694271347954}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:01,252] Trial 35 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 218, 'learning_rate': 0.26754137346015516, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9301816408916997, 'colsample_bytree': 0.6491108626419887, 'gamma': 1.0740577309117043, 'reg_alpha': 0.549513717134315, 'reg_lambda': 2.072468111249037}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:01,504] Trial 36 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 197, 'learning_rate': 0.20312600573462433, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8280769916051357, 'colsample_bytree': 0.742207360126804, 'gamma': 0.2844448875980806, 'reg_alpha': 0.18660289968557286, 'reg_lambda': 1.5666462066479996}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:01,760] Trial 37 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 121, 'learning_rate': 0.033946217476564976, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9731641397801478, 'colsample_bytree': 0.7107246866867656, 'gamma': 0.6931583297536916, 'reg_alpha': 0.7088177279590225, 'reg_lambda': 0.5237067227417067}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:02,011] Trial 38 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 158, 'learning_rate': 0.20930794803228495, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8502352666016523, 'colsample_bytree': 0.6611714314111543, 'gamma': 1.5610653778336447, 'reg_alpha': 0.10258729189921831, 'reg_lambda': 1.4038725170136779}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:02,462] Trial 39 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 236, 'learning_rate': 0.010607311846976346, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8998090783273343, 'colsample_bytree': 0.6971188616251787, 'gamma': 1.0907370209771132, 'reg_alpha': 0.029406206432945226, 'reg_lambda': 1.7625952816256505}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:02,741] Trial 40 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 222, 'learning_rate': 0.06865597145038314, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8669053164623676, 'colsample_bytree': 0.7497198330098731, 'gamma': 4.216223455186765, 'reg_alpha': 0.30165289761617725, 'reg_lambda': 1.6106695369642774}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:03,028] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 237, 'learning_rate': 0.1456930590975645, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.884926460011944, 'colsample_bytree': 0.6807408703600901, 'gamma': 0.4833863359917781, 'reg_alpha': 0.07452103984014015, 'reg_lambda': 1.9207177268616604}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:03,377] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 241, 'learning_rate': 0.1584072807074006, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9360169078725338, 'colsample_bytree': 0.7211768003181876, 'gamma': 0.27027712910620394, 'reg_alpha': 0.058993324516670886, 'reg_lambda': 2.251386724324441}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:03,664] Trial 43 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.2583469780088275, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9087719299019347, 'colsample_bytree': 0.6133838304946119, 'gamma': 0.46722807347924056, 'reg_alpha': 0.10198131586003335, 'reg_lambda': 1.9266661612888936}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:03,936] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.2738057122482617, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8872357685514777, 'colsample_bytree': 0.6500112145603579, 'gamma': 0.205400203612374, 'reg_alpha': 0.004237909373868837, 'reg_lambda': 2.081153057223165}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:04,208] Trial 45 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 229, 'learning_rate': 0.20730108279472922, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9634755180978862, 'colsample_bytree': 0.6755465926765264, 'gamma': 0.8556195213748627, 'reg_alpha': 0.1615192920065497, 'reg_lambda': 1.8117428891670782}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:04,457] Trial 46 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 189, 'learning_rate': 0.2978519496383013, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.852977488484659, 'colsample_bytree': 0.601050724488019, 'gamma': 0.5722479082261652, 'reg_alpha': 0.044636875037617894, 'reg_lambda': 1.972255720982902}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:04,815] Trial 47 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.04986831478378448, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9248268131383358, 'colsample_bytree': 0.7817786992693032, 'gamma': 0.008339945288856426, 'reg_alpha': 0.21895033654667773, 'reg_lambda': 1.4683778767342148}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:05,064] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.11080088141580163, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.7651107560926674, 'colsample_bytree': 0.6411949254939702, 'gamma': 0.29241785881519966, 'reg_alpha': 0.6990926162439444, 'reg_lambda': 2.2782599535335755}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:05,502] Trial 49 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.16277419868453785, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8251253295759787, 'colsample_bytree': 0.7070829067007383, 'gamma': 1.1228336160501335, 'reg_alpha': 0.13079118158076752, 'reg_lambda': 2.135348423388332}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:05,663] Trial 50 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 50, 'learning_rate': 0.017894310862871986, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9856789931411128, 'colsample_bytree': 0.8572825037113728, 'gamma': 0.8627263292283003, 'reg_alpha': 0.8098532367608912, 'reg_lambda': 2.4682164367383663}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:06,106] Trial 51 finished with value: 0.767857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.2424529481683464, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9053705695094544, 'colsample_bytree': 0.6153969991699774, 'gamma': 0.3942052958663167, 'reg_alpha': 0.08585270327000251, 'reg_lambda': 1.8594091844275005}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:06,380] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 243, 'learning_rate': 0.23868526740320878, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8853710072458147, 'colsample_bytree': 0.6560941107492726, 'gamma': 0.43353458406967943, 'reg_alpha': 0.04769452039168323, 'reg_lambda': 1.9816729985590404}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:06,642] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.26992381125386405, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9139883839614018, 'colsample_bytree': 0.614714875502059, 'gamma': 0.6106823079531551, 'reg_alpha': 0.2462895818780449, 'reg_lambda': 1.8160379176752988}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:07,044] Trial 54 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 243, 'learning_rate': 0.20021331344042356, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9599127089475418, 'colsample_bytree': 0.6291101197554715, 'gamma': 0.1449092548424955, 'reg_alpha': 0.10780059456452158, 'reg_lambda': 1.70893443426742}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:07,359] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.19547572990596226, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9460671047030517, 'colsample_bytree': 0.6675344176847611, 'gamma': 0.1922150976689368, 'reg_alpha': 0.17689596580657277, 'reg_lambda': 1.6144857004756514}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:07,692] Trial 56 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 213, 'learning_rate': 0.1334580504170883, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9635028120823305, 'colsample_bytree': 0.6324555622600766, 'gamma': 2.8633773923580845, 'reg_alpha': 0.12650095695310576, 'reg_lambda': 1.7267145960217383}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:08,005] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 226, 'learning_rate': 0.21395693134548646, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9367912083952978, 'colsample_bytree': 0.6354066396054574, 'gamma': 0.17559414924514954, 'reg_alpha': 0.2747261010576167, 'reg_lambda': 1.4425812784928473}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:08,104] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 22, 'learning_rate': 0.29581985847468795, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9526296859686451, 'colsample_bytree': 0.6900788726535189, 'gamma': 0.7296680664849795, 'reg_alpha': 0.02988040990841874, 'reg_lambda': 2.1242641399693074}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:08,500] Trial 59 finished with value: 0.761904761904762 and parameters: {'n_estimators': 177, 'learning_rate': 0.17250588055162924, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8703788564082158, 'colsample_bytree': 0.834389016276311, 'gamma': 0.15211311712316714, 'reg_alpha': 0.17134074716624037, 'reg_lambda': 2.3266336661083513}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:08,768] Trial 60 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 243, 'learning_rate': 0.22972078320991193, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9886672302694391, 'colsample_bytree': 0.6696092632240849, 'gamma': 3.048453004040061, 'reg_alpha': 0.19601953227525146, 'reg_lambda': 2.049549501781563}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:09,144] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 248, 'learning_rate': 0.26123238428360124, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8977851187307556, 'colsample_bytree': 0.6152073600502168, 'gamma': 0.44769260170556036, 'reg_alpha': 0.09917691512651905, 'reg_lambda': 1.9447079310703654}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:09,428] Trial 62 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 234, 'learning_rate': 0.2996622740105202, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9153297559018242, 'colsample_bytree': 0.6400656655424394, 'gamma': 0.5331919427822386, 'reg_alpha': 0.0685491963679492, 'reg_lambda': 1.8728526874428835}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:09,846] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.1922834841547846, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9195587932762022, 'colsample_bytree': 0.6014517877524623, 'gamma': 0.022838733079390362, 'reg_alpha': 0.12724164588343567, 'reg_lambda': 1.6496499617571436}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:10,112] Trial 64 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 244, 'learning_rate': 0.2620690646105656, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6819003040076893, 'colsample_bytree': 0.6491231481590343, 'gamma': 0.9526223435040404, 'reg_alpha': 0.04171642528969667, 'reg_lambda': 1.9156974198952297}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:10,479] Trial 65 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.22482735470747675, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.8934776944233336, 'colsample_bytree': 0.629468035544246, 'gamma': 0.3496449808214971, 'reg_alpha': 0.00539381858622923, 'reg_lambda': 1.7712832669816596}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:10,755] Trial 66 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 234, 'learning_rate': 0.027750691059025626, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8767210370634583, 'colsample_bytree': 0.6620731583365698, 'gamma': 0.1417144224898349, 'reg_alpha': 0.34335557167950137, 'reg_lambda': 1.527597357879302}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:11,002] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.25663761325245815, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9741296370034714, 'colsample_bytree': 0.6130266961804016, 'gamma': 0.6825377096210206, 'reg_alpha': 0.411380998439652, 'reg_lambda': 2.181431339025092}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:11,338] Trial 68 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 226, 'learning_rate': 0.15566548375833905, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.843867771686832, 'colsample_bytree': 0.6796398019372777, 'gamma': 1.4803577625551605, 'reg_alpha': 0.1158275053507917, 'reg_lambda': 1.7175955403983092}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:11,660] Trial 69 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.1809950097678734, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9310831681692218, 'colsample_bytree': 0.7261783802146509, 'gamma': 1.2170322715292525, 'reg_alpha': 0.22431889817675188, 'reg_lambda': 1.3448483745689832}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:11,965] Trial 70 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 217, 'learning_rate': 0.06597090244484975, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.785193233099986, 'colsample_bytree': 0.6445505016787153, 'gamma': 1.755169123970663, 'reg_alpha': 0.07659459094235828, 'reg_lambda': 1.859369333662849}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:12,251] Trial 71 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 246, 'learning_rate': 0.2409457076574892, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9023034217955485, 'colsample_bytree': 0.6220328182179492, 'gamma': 0.39860050479726195, 'reg_alpha': 0.08779063810005865, 'reg_lambda': 2.00329740943188}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:12,650] Trial 72 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 241, 'learning_rate': 0.22900185228905112, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9047714628553659, 'colsample_bytree': 0.6257919083325668, 'gamma': 0.36737493871172217, 'reg_alpha': 0.14687858811230378, 'reg_lambda': 2.0184856662426034}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:12,926] Trial 73 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.26921605400302645, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9563628751334271, 'colsample_bytree': 0.6575879732993696, 'gamma': 0.5437161208307427, 'reg_alpha': 0.08830701698604526, 'reg_lambda': 1.7991084601770166}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:13,111] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 82, 'learning_rate': 0.19369399392888292, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8618367336999205, 'colsample_bytree': 0.6245960499446641, 'gamma': 0.13476659105355385, 'reg_alpha': 0.024503444670656016, 'reg_lambda': 2.009292233702071}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:13,437] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 230, 'learning_rate': 0.2825878230171844, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.939299875292759, 'colsample_bytree': 0.6959927553461237, 'gamma': 0.2794036991134622, 'reg_alpha': 0.06015234114547158, 'reg_lambda': 2.115460939873533}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:13,686] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 146, 'learning_rate': 0.24187695905236872, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8797163797337767, 'colsample_bytree': 0.6065349963353023, 'gamma': 2.2305942577926445, 'reg_alpha': 0.11176022849043576, 'reg_lambda': 1.9454526016340739}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:14,050] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.22023823148719937, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9235621440118147, 'colsample_bytree': 0.9939232348233649, 'gamma': 0.793743055510648, 'reg_alpha': 0.16473526573744052, 'reg_lambda': 1.8522388318988694}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:14,320] Trial 78 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 238, 'learning_rate': 0.24675229352950492, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9079194715503283, 'colsample_bytree': 0.6393192661644659, 'gamma': 0.06254823147182573, 'reg_alpha': 0.6033430657201181, 'reg_lambda': 1.6666683122940587}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:14,619] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 222, 'learning_rate': 0.04101070694121132, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8948016232460996, 'colsample_bytree': 0.7104749090208062, 'gamma': 3.6937873455836248, 'reg_alpha': 0.002850195232511123, 'reg_lambda': 0.8958596185503366}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:14,982] Trial 80 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 244, 'learning_rate': 0.013759790769464488, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8197631570424739, 'colsample_bytree': 0.6863043899341832, 'gamma': 0.4875752235500156, 'reg_alpha': 0.19273228805851222, 'reg_lambda': 1.5793842007344767}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:15,292] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.2487647080514886, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.90615197014743, 'colsample_bytree': 0.6197113683597941, 'gamma': 0.37122549864840804, 'reg_alpha': 0.09788891264912186, 'reg_lambda': 1.8953439362775972}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:15,650] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.20724025730644344, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9170808109424604, 'colsample_bytree': 0.609855522924421, 'gamma': 0.231709622343178, 'reg_alpha': 0.06571311559709968, 'reg_lambda': 1.7658143851520074}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:15,953] Trial 83 finished with value: 0.761904761904762 and parameters: {'n_estimators': 239, 'learning_rate': 0.2818973318295461, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8949383962007631, 'colsample_bytree': 0.6242226176468593, 'gamma': 0.6377754426139413, 'reg_alpha': 0.028721182479963116, 'reg_lambda': 2.059283301445701}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:16,298] Trial 84 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.1704087736358646, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9287196342341036, 'colsample_bytree': 0.6565528415853497, 'gamma': 0.9582029932755792, 'reg_alpha': 0.14882643129952267, 'reg_lambda': 1.835841489581264}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:16,589] Trial 85 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.23698152797585334, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9462567358304876, 'colsample_bytree': 0.6709076372446171, 'gamma': 0.3945997559723053, 'reg_alpha': 0.08460880954619118, 'reg_lambda': 2.196329599086087}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:16,986] Trial 86 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 234, 'learning_rate': 0.20976756616549658, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9661195011339002, 'colsample_bytree': 0.6493240851580632, 'gamma': 0.029338164857155534, 'reg_alpha': 0.13461928956931443, 'reg_lambda': 1.9641037807804593}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:17,251] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 224, 'learning_rate': 0.27296656948558534, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8626176372541079, 'colsample_bytree': 0.6319096706364705, 'gamma': 0.2271913499227528, 'reg_alpha': 0.2458856154264144, 'reg_lambda': 1.6934313450766922}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:17,440] Trial 88 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 114, 'learning_rate': 0.19176939056316766, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9081802093159852, 'colsample_bytree': 0.6090236222415994, 'gamma': 4.632004793916174, 'reg_alpha': 0.03498223009291643, 'reg_lambda': 2.2850261224417743}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:17,861] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.14149469256324568, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8865730839152747, 'colsample_bytree': 0.6200491601119343, 'gamma': 0.5324867057997951, 'reg_alpha': 0.053300111129309755, 'reg_lambda': 1.899269711709761}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:18,163] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.24929121712592103, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8782911114214031, 'colsample_bytree': 0.8724992794006194, 'gamma': 0.7516139239572253, 'reg_alpha': 0.08449935095335133, 'reg_lambda': 2.827266527105383}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:18,531] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 188, 'learning_rate': 0.29876141616125873, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8454867397103225, 'colsample_bytree': 0.6056436807729465, 'gamma': 0.56153539701435, 'reg_alpha': 0.11485277693161017, 'reg_lambda': 1.9918027976310126}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:18,812] Trial 92 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 244, 'learning_rate': 0.2998322207931554, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8620168895764624, 'colsample_bytree': 0.6375978664055739, 'gamma': 0.13164803453914586, 'reg_alpha': 0.0491674778578054, 'reg_lambda': 1.7790606710790258}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:19,145] Trial 93 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 211, 'learning_rate': 0.27622291770271024, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.853619353584384, 'colsample_bytree': 0.6048214258443326, 'gamma': 0.34059819471708763, 'reg_alpha': 0.021097874935340294, 'reg_lambda': 2.1010764408924185}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:19,398] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 193, 'learning_rate': 0.22080706636903383, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9023351577136653, 'colsample_bytree': 0.6012692222485588, 'gamma': 0.4589119169923106, 'reg_alpha': 0.0735881217435823, 'reg_lambda': 2.037129011322982}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:19,675] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 157, 'learning_rate': 0.2533557216806869, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9356788550170426, 'colsample_bytree': 0.6451815043274582, 'gamma': 0.6334786777709707, 'reg_alpha': 0.157793801594326, 'reg_lambda': 1.9237633646932322}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:19,905] Trial 96 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 167, 'learning_rate': 0.27572163117797155, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9206260893098165, 'colsample_bytree': 0.6214026252785482, 'gamma': 0.12285117964159792, 'reg_alpha': 0.206087838621326, 'reg_lambda': 1.838855077172962}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:20,254] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.23497493080813156, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7480047741323199, 'colsample_bytree': 0.6660552752450486, 'gamma': 0.2613682988642203, 'reg_alpha': 0.9166375535197269, 'reg_lambda': 2.1497186935514354}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:20,549] Trial 98 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 202, 'learning_rate': 0.1191216283597514, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8352078249544851, 'colsample_bytree': 0.6329123640789746, 'gamma': 0.4392349847284269, 'reg_alpha': 0.10621137173230219, 'reg_lambda': 1.9651353614092244}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:20,979] Trial 99 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 235, 'learning_rate': 0.20189677660119787, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8727145351853466, 'colsample_bytree': 0.6553020884049381, 'gamma': 0.7749684385199181, 'reg_alpha': 0.05091513137828555, 'reg_lambda': 1.6427503495693518}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:21,244] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.2189547756657966, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8918568104303599, 'colsample_bytree': 0.6149435771448485, 'gamma': 0.0844565397030808, 'reg_alpha': 0.13825277386042764, 'reg_lambda': 1.735943839478134}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:21,619] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.2538029840218551, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9067284893554304, 'colsample_bytree': 0.6444087726993082, 'gamma': 0.002624053025136061, 'reg_alpha': 0.581158972992472, 'reg_lambda': 1.6699373003648286}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:21,895] Trial 102 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.24457479939663448, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9126549206446574, 'colsample_bytree': 0.6353802198246246, 'gamma': 0.2219397629875696, 'reg_alpha': 0.023707551506584226, 'reg_lambda': 1.8771617421036997}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:22,243] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.28105949458903584, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8841415169808771, 'colsample_bytree': 0.6758171631300102, 'gamma': 0.3277021259931333, 'reg_alpha': 0.6426437557194626, 'reg_lambda': 1.5374939931029052}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:22,495] Trial 104 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 231, 'learning_rate': 0.17827066154224117, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9307723217080576, 'colsample_bytree': 0.6006121487174322, 'gamma': 0.13722447115528336, 'reg_alpha': 0.5451286625370682, 'reg_lambda': 1.8038437621909267}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:22,876] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.23345663944505665, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9524311312970789, 'colsample_bytree': 0.6401024044094519, 'gamma': 0.004804586960417995, 'reg_alpha': 0.4924907570866925, 'reg_lambda': 2.0615329187252667}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:23,169] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.09379365941331594, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9012944892327639, 'colsample_bytree': 0.6289644027310117, 'gamma': 0.5821340532525233, 'reg_alpha': 0.7367026075449652, 'reg_lambda': 1.975761626856352}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:23,435] Trial 107 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 226, 'learning_rate': 0.25877657267554205, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6011215600552855, 'colsample_bytree': 0.6137225079749774, 'gamma': 0.4205557955957989, 'reg_alpha': 0.08584419707510867, 'reg_lambda': 1.623015702872978}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:23,828] Trial 108 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 235, 'learning_rate': 0.28548162164745466, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9234876226644759, 'colsample_bytree': 0.7026468506339696, 'gamma': 0.278932339106214, 'reg_alpha': 0.1815064286506622, 'reg_lambda': 1.7299896659144511}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:24,082] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.1635351807370065, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9086364936820623, 'colsample_bytree': 0.6527000520901619, 'gamma': 0.8554342915461375, 'reg_alpha': 2.4742197396274146e-05, 'reg_lambda': 2.2284158401116647}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:24,361] Trial 110 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.21916266883279423, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8894657597619027, 'colsample_bytree': 0.6646911930415592, 'gamma': 0.11540993275543383, 'reg_alpha': 0.45481540223957173, 'reg_lambda': 1.8910526711968172}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:24,685] Trial 111 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 240, 'learning_rate': 0.20906391630052223, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9797230435721419, 'colsample_bytree': 0.6490583460924815, 'gamma': 0.06607100808291429, 'reg_alpha': 0.1366537497287978, 'reg_lambda': 1.9532500751922186}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:24,954] Trial 112 finished with value: 0.761904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.18602011068274654, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9603856853516921, 'colsample_bytree': 0.6271099604115847, 'gamma': 0.20639255549708216, 'reg_alpha': 0.1145840374432085, 'reg_lambda': 2.03220222503993}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:25,215] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 236, 'learning_rate': 0.26168395978345027, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9684984549658736, 'colsample_bytree': 0.6852418090023884, 'gamma': 0.3742482925583721, 'reg_alpha': 0.6006690323299358, 'reg_lambda': 1.8214510550654872}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:25,660] Trial 114 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 219, 'learning_rate': 0.24030078347515826, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9424746962569471, 'colsample_bytree': 0.6178832317540507, 'gamma': 0.05762335783433467, 'reg_alpha': 0.06657619158907147, 'reg_lambda': 1.9337054480034372}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:25,918] Trial 115 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 228, 'learning_rate': 0.2966470160310942, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6226355782967827, 'colsample_bytree': 0.6426405659834056, 'gamma': 0.28557510564117605, 'reg_alpha': 0.04343348844950923, 'reg_lambda': 1.9957346466843993}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:26,247] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 246, 'learning_rate': 0.2655732872309215, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9167305667799928, 'colsample_bytree': 0.7820184581285503, 'gamma': 0.5074446344853318, 'reg_alpha': 0.12231706016262517, 'reg_lambda': 2.102146915351892}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:26,537] Trial 117 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.20387413378733693, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9999322916610938, 'colsample_bytree': 0.9187713096780581, 'gamma': 0.19837701597207058, 'reg_alpha': 0.5283722164506217, 'reg_lambda': 1.7483309645790015}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:26,802] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.2399790095579044, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9905024086794315, 'colsample_bytree': 0.6595979060702621, 'gamma': 0.6937392838429097, 'reg_alpha': 0.089319323209862, 'reg_lambda': 1.8594007994123496}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:27,189] Trial 119 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 181, 'learning_rate': 0.27880054129646925, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8964238175692713, 'colsample_bytree': 0.6764142745386528, 'gamma': 0.36625651574166784, 'reg_alpha': 0.01995354925187648, 'reg_lambda': 2.1576869786300885}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:27,457] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.21940575217061176, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8154832478219779, 'colsample_bytree': 0.6370724502069626, 'gamma': 0.08980799933282671, 'reg_alpha': 0.6628522567210224, 'reg_lambda': 1.6957828733738232}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:27,724] Trial 121 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 223, 'learning_rate': 0.24468036197938783, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9409785964458172, 'colsample_bytree': 0.6227705150596554, 'gamma': 0.046327322775309154, 'reg_alpha': 0.06462453406952764, 'reg_lambda': 1.9134157326018295}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:28,101] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.19825717289656722, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9487368154206609, 'colsample_bytree': 0.6125537073683991, 'gamma': 2.5715335699488575, 'reg_alpha': 0.05532151392350825, 'reg_lambda': 1.9396852885044575}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:28,382] Trial 123 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.2583122174203151, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9356842625453683, 'colsample_bytree': 0.625055270514926, 'gamma': 0.22025178094684011, 'reg_alpha': 0.0977902726374622, 'reg_lambda': 1.789607479566443}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:28,650] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.22778393496742153, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9277722417325837, 'colsample_bytree': 0.6514602967706158, 'gamma': 0.05254653862095017, 'reg_alpha': 0.16236301293025537, 'reg_lambda': 2.009043389356762}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:29,083] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.28504828395926013, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9646613384274912, 'colsample_bytree': 0.6314225616318816, 'gamma': 0.4887882463552184, 'reg_alpha': 0.07125707078815574, 'reg_lambda': 1.8981497945193675}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:29,387] Trial 126 finished with value: 0.738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.2486303532989653, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9141246639892623, 'colsample_bytree': 0.6100425574977578, 'gamma': 0.0013201252543795505, 'reg_alpha': 0.1330251000415644, 'reg_lambda': 2.070140108336319}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:29,766] Trial 127 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 247, 'learning_rate': 0.21207789623188048, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8811955303989557, 'colsample_bytree': 0.6211900926880389, 'gamma': 0.3110562633761549, 'reg_alpha': 0.040932667026771584, 'reg_lambda': 1.865750085518599}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:30,041] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.15184593186264686, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.879911344679311, 'colsample_bytree': 0.6229251787876553, 'gamma': 0.6162795989445481, 'reg_alpha': 0.04260503959585728, 'reg_lambda': 1.8404720732850202}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:30,472] Trial 129 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.2720884376201653, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.8656090521088543, 'colsample_bytree': 0.6179590272963996, 'gamma': 0.2753267351719204, 'reg_alpha': 0.026948511071128726, 'reg_lambda': 1.5794595130457167}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:30,756] Trial 130 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 242, 'learning_rate': 0.2972982864201861, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8997738466991908, 'colsample_bytree': 0.605364933788721, 'gamma': 0.3951128062332653, 'reg_alpha': 0.06700118530517145, 'reg_lambda': 1.8780212975966144}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:31,127] Trial 131 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 242, 'learning_rate': 0.283592679077153, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9020088446761875, 'colsample_bytree': 0.6003337300227397, 'gamma': 0.39571440255259377, 'reg_alpha': 0.05985914694899774, 'reg_lambda': 1.7777799318414058}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:31,414] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 242, 'learning_rate': 0.2996567484791148, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9002258835710325, 'colsample_bytree': 0.6024632240426258, 'gamma': 0.41832874947584797, 'reg_alpha': 0.06487635581146793, 'reg_lambda': 1.7703537586337448}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:31,678] Trial 133 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 243, 'learning_rate': 0.2696239115655743, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8705707382928128, 'colsample_bytree': 0.6091655746327859, 'gamma': 0.3454965215406055, 'reg_alpha': 0.08917013907280294, 'reg_lambda': 1.8718430819369374}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:32,028] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.057707252105008724, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8810038041888442, 'colsample_bytree': 0.6018119783857986, 'gamma': 0.5540041186787233, 'reg_alpha': 0.016027503400655882, 'reg_lambda': 1.9206656154348773}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:32,316] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.2984313846720224, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8934498458350117, 'colsample_bytree': 0.6175845649624, 'gamma': 0.1727645035876892, 'reg_alpha': 0.1043554898141981, 'reg_lambda': 1.8067907668011245}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:32,685] Trial 136 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.23235260723745224, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9211591324345085, 'colsample_bytree': 0.6101918670479215, 'gamma': 0.6850228759035151, 'reg_alpha': 0.041006304133000826, 'reg_lambda': 1.9848844971565647}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:32,970] Trial 137 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 242, 'learning_rate': 0.26818344955693807, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7950635437132074, 'colsample_bytree': 0.6284889128327017, 'gamma': 0.46901610729317866, 'reg_alpha': 0.06195509721333962, 'reg_lambda': 1.8524810359361803}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:33,293] Trial 138 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 228, 'learning_rate': 0.25526192346476584, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8877316669538117, 'colsample_bytree': 0.6219639565953716, 'gamma': 0.31800918481892254, 'reg_alpha': 0.07675449610466646, 'reg_lambda': 2.0311616352550272}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:33,640] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.28234304216830747, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8554224790784193, 'colsample_bytree': 0.6011957043358955, 'gamma': 0.16419893138459826, 'reg_alpha': 0.03730809665659454, 'reg_lambda': 1.8972784438409247}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:33,907] Trial 140 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 246, 'learning_rate': 0.21990193633363764, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.908389243524692, 'colsample_bytree': 0.6331658117725761, 'gamma': 0.5932390045166864, 'reg_alpha': 0.012789665608907957, 'reg_lambda': 1.7399365972576524}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:34,238] Trial 141 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.24372059122078804, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8996403400210036, 'colsample_bytree': 0.6391811668439623, 'gamma': 0.24495423756844964, 'reg_alpha': 0.10982216677103553, 'reg_lambda': 1.664587762247683}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:34,529] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.23958496556221892, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8992579924069674, 'colsample_bytree': 0.6134195475909868, 'gamma': 0.3744050170745025, 'reg_alpha': 0.11424349019990919, 'reg_lambda': 1.4895666694827232}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:34,900] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.2810704629836725, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9118915392700307, 'colsample_bytree': 0.6401221268704662, 'gamma': 0.25034455037457304, 'reg_alpha': 0.08734094385956, 'reg_lambda': 2.9772258847238473}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:35,163] Trial 144 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.29949957103296776, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.929073830671649, 'colsample_bytree': 0.623696070316335, 'gamma': 0.4516371717283321, 'reg_alpha': 0.00047245360617304694, 'reg_lambda': 1.692269096651208}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:35,624] Trial 145 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 225, 'learning_rate': 0.25224514086239497, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8725048401911888, 'colsample_bytree': 0.6118630959616945, 'gamma': 0.1583495008969895, 'reg_alpha': 0.14763038461722092, 'reg_lambda': 0.5193079207485911}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:35,931] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.02214082244996436, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8911085204333566, 'colsample_bytree': 0.6317991560791392, 'gamma': 0.2916678635922447, 'reg_alpha': 0.04929501385827191, 'reg_lambda': 1.7905376624429838}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:36,232] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 244, 'learning_rate': 0.23178184435099827, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9030353387790414, 'colsample_bytree': 0.6446856330915771, 'gamma': 0.49772064229030527, 'reg_alpha': 0.09970266477547203, 'reg_lambda': 1.931301065297257}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:36,558] Trial 148 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 232, 'learning_rate': 0.1894032782441327, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9203461114133242, 'colsample_bytree': 0.6003808523841285, 'gamma': 0.8304650706772925, 'reg_alpha': 0.068551676012662, 'reg_lambda': 1.8364809546255008}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:36,886] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 240, 'learning_rate': 0.2587358550690421, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9395227671138542, 'colsample_bytree': 0.6624261272860772, 'gamma': 2.0288744375114294, 'reg_alpha': 0.11541467672329776, 'reg_lambda': 1.9745499224683944}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:37,224] Trial 150 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.26873026243841175, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8788756703364162, 'colsample_bytree': 0.6188404587412734, 'gamma': 0.9844997194919811, 'reg_alpha': 0.0334475588949405, 'reg_lambda': 1.1953279346438455}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:37,512] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.24406569649653562, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9094275543842519, 'colsample_bytree': 0.6388255440142596, 'gamma': 0.10647169878526377, 'reg_alpha': 0.779388616487001, 'reg_lambda': 1.6218949015288096}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:37,869] Trial 152 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.21126478867242068, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9009072152504674, 'colsample_bytree': 0.6917295440215719, 'gamma': 0.2195024814143031, 'reg_alpha': 0.07659257240153984, 'reg_lambda': 1.6654133814551417}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:38,122] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 231, 'learning_rate': 0.2815534449566304, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9170166022020573, 'colsample_bytree': 0.6718833103614656, 'gamma': 0.37787875974833074, 'reg_alpha': 0.05330268555426288, 'reg_lambda': 1.7271739545009248}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:38,491] Trial 154 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 242, 'learning_rate': 0.2520888588580468, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8873510641437935, 'colsample_bytree': 0.6273601293966696, 'gamma': 0.10993115189882377, 'reg_alpha': 0.09906352675362196, 'reg_lambda': 1.8798938456129324}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:38,755] Trial 155 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 237, 'learning_rate': 0.22928755421721664, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9321696273985347, 'colsample_bytree': 0.6545153388418907, 'gamma': 0.2619284266192883, 'reg_alpha': 0.029481375427154826, 'reg_lambda': 1.7717626577227494}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:39,043] Trial 156 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 246, 'learning_rate': 0.20057393795628578, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9080877023846037, 'colsample_bytree': 0.6098426119851553, 'gamma': 0.01007423817958858, 'reg_alpha': 0.13038772038189098, 'reg_lambda': 1.822830278668956}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:39,241] Trial 157 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 84, 'learning_rate': 0.2995594190053908, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8964710208597643, 'colsample_bytree': 0.6367868511359125, 'gamma': 0.39643602766728137, 'reg_alpha': 0.1736545415778547, 'reg_lambda': 0.6474198135672495}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:39,538] Trial 158 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.2657133457077951, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9204639946975196, 'colsample_bytree': 0.6207574561009339, 'gamma': 0.1719931335585284, 'reg_alpha': 0.05688912212037315, 'reg_lambda': 2.6285659161796144}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:39,839] Trial 159 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 227, 'learning_rate': 0.24106321770259978, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8839375868995533, 'colsample_bytree': 0.6463413950653675, 'gamma': 3.288693151929247, 'reg_alpha': 0.41167749437611256, 'reg_lambda': 2.03393061280199}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:40,189] Trial 160 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 220, 'learning_rate': 0.17618835549357162, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7116911747905382, 'colsample_bytree': 0.6071318470213724, 'gamma': 0.5538976086022298, 'reg_alpha': 0.07427401684520285, 'reg_lambda': 1.58853162850258}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:40,465] Trial 161 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 234, 'learning_rate': 0.2180062697307104, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9551697643106325, 'colsample_bytree': 0.6499858058817698, 'gamma': 0.0827876412924384, 'reg_alpha': 0.1455122427136774, 'reg_lambda': 1.9607338819969475}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:40,847] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.20998046628864028, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9795796386003581, 'colsample_bytree': 0.665148880480843, 'gamma': 0.01514878696413774, 'reg_alpha': 0.28703578437928007, 'reg_lambda': 1.9569996170158066}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:41,132] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.03260782023508343, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9473150359768816, 'colsample_bytree': 0.6291880099999028, 'gamma': 0.24547628336904337, 'reg_alpha': 0.11825349073266529, 'reg_lambda': 2.103238836875391}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:41,438] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.2762486762186006, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9247164291249867, 'colsample_bytree': 0.6193193775753008, 'gamma': 0.3225988271200011, 'reg_alpha': 0.08707738509668986, 'reg_lambda': 1.8950127620035322}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:41,791] Trial 165 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 232, 'learning_rate': 0.2469291080187813, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9033916058212721, 'colsample_bytree': 0.8271134307361293, 'gamma': 0.146021208662355, 'reg_alpha': 0.01883935923546106, 'reg_lambda': 2.0007871918374787}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:42,072] Trial 166 finished with value: 0.761904761904762 and parameters: {'n_estimators': 245, 'learning_rate': 0.24631841466423535, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9032190895388575, 'colsample_bytree': 0.8349331911798544, 'gamma': 0.1800687647143801, 'reg_alpha': 0.002128829102145551, 'reg_lambda': 2.0668900093962708}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:42,346] Trial 167 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 231, 'learning_rate': 0.262901792487258, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8926553306384972, 'colsample_bytree': 0.83260163743544, 'gamma': 0.4421680180889326, 'reg_alpha': 0.02087401527520543, 'reg_lambda': 1.6969514756991422}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:42,665] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 241, 'learning_rate': 0.28138918582368333, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9127028047126194, 'colsample_bytree': 0.7994597265837349, 'gamma': 0.3132103867742407, 'reg_alpha': 0.04055678363707774, 'reg_lambda': 1.8541217092600857}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:43,067] Trial 169 finished with value: 0.761904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.2830202925106743, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8747419314751852, 'colsample_bytree': 0.8001826405940095, 'gamma': 0.32162446249513943, 'reg_alpha': 0.0402036882868795, 'reg_lambda': 2.006285498731364}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:43,349] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 246, 'learning_rate': 0.286528266817195, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9149053595449583, 'colsample_bytree': 0.8142970294536368, 'gamma': 0.6670801681575917, 'reg_alpha': 0.0611691081408499, 'reg_lambda': 1.9157526597597878}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:43,638] Trial 171 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 239, 'learning_rate': 0.258742509899909, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9111627640853401, 'colsample_bytree': 0.774689115042319, 'gamma': 3.837577641590027, 'reg_alpha': 0.021367373816557383, 'reg_lambda': 1.79211911312049}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:43,902] Trial 172 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 234, 'learning_rate': 0.23284833112727035, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9022454738834395, 'colsample_bytree': 0.8586210802755561, 'gamma': 0.11925249579533131, 'reg_alpha': 0.04446609324034248, 'reg_lambda': 1.830670014470247}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:44,266] Trial 173 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 234, 'learning_rate': 0.2257097082519711, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8974573064551431, 'colsample_bytree': 0.8839206966387902, 'gamma': 0.18015352745959717, 'reg_alpha': 0.04660939451176468, 'reg_lambda': 1.8763735491187439}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:44,520] Trial 174 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 227, 'learning_rate': 0.22727175311792935, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8967492460696852, 'colsample_bytree': 0.8893929869662345, 'gamma': 0.14831326576378195, 'reg_alpha': 0.0433224561726922, 'reg_lambda': 1.847409895740528}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:44,789] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.2188324731488778, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8944101450429905, 'colsample_bytree': 0.8680713111282912, 'gamma': 0.17947468082015974, 'reg_alpha': 0.04521615950471196, 'reg_lambda': 1.8515732546513073}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:45,101] Trial 176 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 228, 'learning_rate': 0.228286941126801, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8968465643274655, 'colsample_bytree': 0.8916724679882824, 'gamma': 0.10657032315286857, 'reg_alpha': 0.01659630576213407, 'reg_lambda': 1.8383442071633171}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:45,370] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 229, 'learning_rate': 0.2269626750890784, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8857181569742523, 'colsample_bytree': 0.8917490981912651, 'gamma': 0.11685630386591966, 'reg_alpha': 0.009919374848271365, 'reg_lambda': 1.762096666269242}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:45,853] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 233, 'learning_rate': 0.19065768252870385, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8976231638868913, 'colsample_bytree': 0.8882828217519976, 'gamma': 0.3048770420464272, 'reg_alpha': 0.031844266657545243, 'reg_lambda': 1.854657474468639}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:46,164] Trial 179 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 237, 'learning_rate': 0.19988976123444988, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9039669999512542, 'colsample_bytree': 0.922530038508752, 'gamma': 0.22102054608902358, 'reg_alpha': 0.02205046403229194, 'reg_lambda': 1.804727348173246}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:46,549] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.08397474169736405, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8880135443366289, 'colsample_bytree': 0.8961768307077844, 'gamma': 0.1281860150301864, 'reg_alpha': 0.043670332678893406, 'reg_lambda': 1.7461636210452078}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:46,823] Trial 181 finished with value: 0.773809523809524 and parameters: {'n_estimators': 223, 'learning_rate': 0.23471440043895184, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9141434379237746, 'colsample_bytree': 0.8839930016954574, 'gamma': 0.004230214794190668, 'reg_alpha': 0.07059542538128476, 'reg_lambda': 1.9136107521139187}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:47,191] Trial 182 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 217, 'learning_rate': 0.23280749147550123, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8996097723585879, 'colsample_bytree': 0.8654901776658884, 'gamma': 0.011261783683404969, 'reg_alpha': 0.0007051688199480113, 'reg_lambda': 1.8871347107174343}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:47,448] Trial 183 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 220, 'learning_rate': 0.2313790908238043, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8994440793757951, 'colsample_bytree': 0.8810423146643721, 'gamma': 0.10356827289669777, 'reg_alpha': 0.0003818929722357728, 'reg_lambda': 1.9108708360583828}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:47,783] Trial 184 finished with value: 0.761904761904762 and parameters: {'n_estimators': 217, 'learning_rate': 0.22746605434080097, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8948597416510787, 'colsample_bytree': 0.8740965904826524, 'gamma': 0.007747346857193249, 'reg_alpha': 0.007285351303143656, 'reg_lambda': 1.9248118823876212}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:48,054] Trial 185 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 219, 'learning_rate': 0.20924885694527823, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8826352563055724, 'colsample_bytree': 0.8815278179987, 'gamma': 0.10784297171500848, 'reg_alpha': 0.0019319382724711266, 'reg_lambda': 1.894042931002856}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:48,498] Trial 186 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 218, 'learning_rate': 0.1683578097495169, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8790144639746793, 'colsample_bytree': 0.8800624744838624, 'gamma': 0.004695548371974334, 'reg_alpha': 0.001967292771712814, 'reg_lambda': 1.8855193686242053}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:48,765] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 207, 'learning_rate': 0.18303422661966318, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8678072677941046, 'colsample_bytree': 0.907600953648552, 'gamma': 0.11096482517997835, 'reg_alpha': 0.0005623237843273203, 'reg_lambda': 1.812740193663008}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:49,175] Trial 188 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 209, 'learning_rate': 0.2079623303698734, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.882821881614742, 'colsample_bytree': 0.8524404032117214, 'gamma': 0.0005373472623884813, 'reg_alpha': 0.05762437756015515, 'reg_lambda': 1.950809287336071}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:49,514] Trial 189 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 221, 'learning_rate': 0.2004837279692351, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8944281462032758, 'colsample_bytree': 0.8603326519961376, 'gamma': 0.2217666628696776, 'reg_alpha': 0.028808153716101174, 'reg_lambda': 1.817013622448743}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:49,873] Trial 190 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 212, 'learning_rate': 0.21963487074752738, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8742018544513914, 'colsample_bytree': 0.8836769471571994, 'gamma': 4.988643090322117, 'reg_alpha': 0.07617471686797604, 'reg_lambda': 1.8853912214675939}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:50,159] Trial 191 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 225, 'learning_rate': 0.23351288634115858, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9018346884986426, 'colsample_bytree': 0.8646755530235991, 'gamma': 0.1155799257739322, 'reg_alpha': 0.056504511445783584, 'reg_lambda': 1.9258615307262639}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:50,568] Trial 192 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 215, 'learning_rate': 0.23360265944570074, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9013598128657875, 'colsample_bytree': 0.8798902749390164, 'gamma': 0.1206678886279588, 'reg_alpha': 0.04943615258285529, 'reg_lambda': 1.9334537351066112}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:50,835] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.23554518418711806, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.90268479769092, 'colsample_bytree': 0.9036941075488425, 'gamma': 0.13582260673394814, 'reg_alpha': 0.050646285655458215, 'reg_lambda': 1.9562299795267468}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:51,228] Trial 194 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 204, 'learning_rate': 0.2316754914278537, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8901767328276435, 'colsample_bytree': 0.863391712545753, 'gamma': 0.10287540097515015, 'reg_alpha': 0.02823071763339752, 'reg_lambda': 1.8654040100260363}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:51,562] Trial 195 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 201, 'learning_rate': 0.21675250151133524, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8892930607086664, 'colsample_bytree': 0.8652649407809844, 'gamma': 0.093246291806989, 'reg_alpha': 0.029508030476197662, 'reg_lambda': 1.8470596539775945}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:51,856] Trial 196 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 207, 'learning_rate': 0.2105863766312575, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8925045660279876, 'colsample_bytree': 0.8468413546075474, 'gamma': 0.09827349280927453, 'reg_alpha': 0.03105921123589929, 'reg_lambda': 1.7143296533786438}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:52,178] Trial 197 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 202, 'learning_rate': 0.19207855037392157, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8885467966128451, 'colsample_bytree': 0.8610004920230824, 'gamma': 0.2505685042977754, 'reg_alpha': 0.03043011760864423, 'reg_lambda': 1.7292552819284788}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:52,480] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.1889035113426988, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8807300627625626, 'colsample_bytree': 0.8778942143789091, 'gamma': 0.21514421447560592, 'reg_alpha': 0.000974451866357055, 'reg_lambda': 1.7021303395152574}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:52,902] Trial 199 finished with value: 0.761904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.2074830495557447, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8886974765215386, 'colsample_bytree': 0.8629970655027995, 'gamma': 0.2472762070592957, 'reg_alpha': 0.04215906866105796, 'reg_lambda': 1.6461698531043276}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:52,905] A new study created in memory with name: no-name-1d5c167a-e8ae-4d8c-ae6f-40e4c17e5fb1
[I 2025-11-03 20:11:53,186] Trial 0 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 121, 'learning_rate': 0.053651992472225754, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9502524372139597, 'colsample_bytree': 0.9866222982461279, 'gamma': 3.365481489370632, 'reg_alpha': 0.926153505245663, 'reg_lambda': 2.667648016303479}. Best is trial 0 with value: 0.7113095238095237.
[I 2025-11-03 20:11:53,454] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.027136623473345157, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9604188254279231, 'colsample_bytree': 0.8578815192565531, 'gamma': 4.541411925563986, 'reg_alpha': 0.3466789777322622, 'reg_lambda': 2.030712675358492}. Best is trial 0 with value: 0.7113095238095237.
[I 2025-11-03 20:11:53,588] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 83, 'learning_rate': 0.0376854746599944, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.8196019319891461, 'colsample_bytree': 0.8556108669751401, 'gamma': 1.2354604547094556, 'reg_alpha': 0.4610548419210243, 'reg_lambda': 2.877101148801941}. Best is trial 0 with value: 0.7113095238095237.
[I 2025-11-03 20:11:53,909] Trial 3 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 85, 'learning_rate': 0.0784141528075371, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8070221369566976, 'colsample_bytree': 0.9823082957496014, 'gamma': 2.539680506757275, 'reg_alpha': 0.24581008399536564, 'reg_lambda': 2.994170092687332}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:53,981] Trial 4 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 33, 'learning_rate': 0.03072295432962454, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7814839227944608, 'colsample_bytree': 0.9968181981325194, 'gamma': 0.9133900119950539, 'reg_alpha': 0.6745863163320416, 'reg_lambda': 0.5687839076807478}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:54,329] Trial 5 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 197, 'learning_rate': 0.19751886897118454, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9934296413828639, 'colsample_bytree': 0.975820435975659, 'gamma': 0.25880286371019356, 'reg_alpha': 0.4698065707314898, 'reg_lambda': 0.7839290211716337}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:54,613] Trial 6 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 193, 'learning_rate': 0.010835028154351669, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8700372982541806, 'colsample_bytree': 0.7462044342329892, 'gamma': 2.4531845082383983, 'reg_alpha': 0.0575718339923077, 'reg_lambda': 1.5659577814172059}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:54,823] Trial 7 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 89, 'learning_rate': 0.28461628869278927, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7439365766788694, 'colsample_bytree': 0.6651392630331476, 'gamma': 4.3495689449883725, 'reg_alpha': 0.5413255611916765, 'reg_lambda': 1.479739805193719}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:55,150] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.10132880953164439, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.971975579630661, 'colsample_bytree': 0.9245842896231788, 'gamma': 0.15943108840074216, 'reg_alpha': 0.561900478511986, 'reg_lambda': 1.9802780800618367}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:55,271] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.09444599777235033, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9011585243451448, 'colsample_bytree': 0.7374033631199491, 'gamma': 4.688915920242007, 'reg_alpha': 0.5755170986322845, 'reg_lambda': 1.4411985439862067}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:55,378] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.1197342854460248, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.6542083128414327, 'colsample_bytree': 0.6027188897552384, 'gamma': 2.704760292317744, 'reg_alpha': 0.05784685158368946, 'reg_lambda': 2.4624644555034405}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:55,730] Trial 11 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 131, 'learning_rate': 0.05822051446801508, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6903155561943206, 'colsample_bytree': 0.9176560444582817, 'gamma': 3.065982388504541, 'reg_alpha': 0.9333562013810525, 'reg_lambda': 2.9519852010211505}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:55,995] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.05525933039998874, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8957156430730776, 'colsample_bytree': 0.9230491231910728, 'gamma': 3.5220552934699993, 'reg_alpha': 0.9922078537646065, 'reg_lambda': 2.5247901497548515}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:56,216] Trial 13 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 106, 'learning_rate': 0.016596276252870922, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6095586516633313, 'colsample_bytree': 0.8409636440446335, 'gamma': 1.9271197368137027, 'reg_alpha': 0.22955198574432642, 'reg_lambda': 2.5179962723755955}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:56,549] Trial 14 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 154, 'learning_rate': 0.05224295471802784, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.8400045902724698, 'colsample_bytree': 0.9973686283262225, 'gamma': 3.5816449405291655, 'reg_alpha': 0.8072710755336496, 'reg_lambda': 2.9843658393400654}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:56,736] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.1438828041182592, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7425400136573149, 'colsample_bytree': 0.9430813571766438, 'gamma': 1.9552425997291807, 'reg_alpha': 0.21711065231841326, 'reg_lambda': 2.236787298066504}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:56,973] Trial 16 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 105, 'learning_rate': 0.07131231531026148, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9292693009410801, 'colsample_bytree': 0.882294899057114, 'gamma': 3.758712261902174, 'reg_alpha': 0.7788339370319755, 'reg_lambda': 2.6836782395390713}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:57,281] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 164, 'learning_rate': 0.01883979399832426, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7561200984955329, 'colsample_bytree': 0.7847553082947631, 'gamma': 2.04713021589959, 'reg_alpha': 0.28237894790762585, 'reg_lambda': 1.0027598548887044}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:57,727] Trial 18 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 236, 'learning_rate': 0.01760251018177887, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.75980303061706, 'colsample_bytree': 0.7843929670409828, 'gamma': 1.8510522877535727, 'reg_alpha': 0.2524481990374249, 'reg_lambda': 1.1213134127554167}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:57,972] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 159, 'learning_rate': 0.01936767639558811, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6710716309426438, 'colsample_bytree': 0.7869435772730259, 'gamma': 1.1892729227871013, 'reg_alpha': 0.3282101144788671, 'reg_lambda': 1.1210686419596232}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:58,242] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 198, 'learning_rate': 0.010269618299507954, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7160484280347064, 'colsample_bytree': 0.6858283538057321, 'gamma': 2.5236537940173114, 'reg_alpha': 0.17052408330686125, 'reg_lambda': 1.0574025308014483}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:58,706] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 157, 'learning_rate': 0.019133842659591793, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6691481400081976, 'colsample_bytree': 0.8013057110946544, 'gamma': 1.3225301100677649, 'reg_alpha': 0.3642458534752436, 'reg_lambda': 1.0947959217659191}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:58,959] Trial 22 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.026114220042868008, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7942165414364464, 'colsample_bytree': 0.7939882930319286, 'gamma': 0.7939807347308294, 'reg_alpha': 0.3782273175870711, 'reg_lambda': 0.8359030300247988}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:59,304] Trial 23 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 217, 'learning_rate': 0.033141510194634835, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.803541518655385, 'colsample_bytree': 0.7390272460898288, 'gamma': 1.7035684706103962, 'reg_alpha': 0.14054236125996716, 'reg_lambda': 0.7815741828435482}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:59,546] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.024723188901412733, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8491112229581175, 'colsample_bytree': 0.8139164596473399, 'gamma': 0.893582227031075, 'reg_alpha': 0.4098126488253033, 'reg_lambda': 0.5555605689405319}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:59,829] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.040780733518285185, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8470682416343223, 'colsample_bytree': 0.8180405658488985, 'gamma': 0.7557708795217631, 'reg_alpha': 0.4129349580397747, 'reg_lambda': 0.5725787955553366}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:12:00,087] Trial 26 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 214, 'learning_rate': 0.07872441339592066, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7945563925957148, 'colsample_bytree': 0.8863247772043542, 'gamma': 0.562799228604214, 'reg_alpha': 0.6304382232034202, 'reg_lambda': 0.7403219134444459}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:12:00,315] Trial 27 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.026260122224448585, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8498086621116032, 'colsample_bytree': 0.6791856021321954, 'gamma': 0.46709694652101635, 'reg_alpha': 0.4125326501755383, 'reg_lambda': 1.307475317333832}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:12:00,662] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 58, 'learning_rate': 0.02331456076601549, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8178647728059447, 'colsample_bytree': 0.7101176905375366, 'gamma': 1.5034027809876793, 'reg_alpha': 0.09679106169483268, 'reg_lambda': 1.7414332311957623}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:12:00,905] Trial 29 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 142, 'learning_rate': 0.013494466321599497, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8994352160018797, 'colsample_bytree': 0.6440317195433372, 'gamma': 3.0372257968578165, 'reg_alpha': 0.3106318097104838, 'reg_lambda': 0.5023077339722402}. Best is trial 29 with value: 0.7321428571428572.
[I 2025-11-03 20:12:01,249] Trial 30 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 144, 'learning_rate': 0.013013952029962325, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9137724014137301, 'colsample_bytree': 0.6148595908868117, 'gamma': 4.039305634480145, 'reg_alpha': 0.0068980941930128215, 'reg_lambda': 2.026307802516707}. Best is trial 29 with value: 0.7321428571428572.
[I 2025-11-03 20:12:01,472] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 108, 'learning_rate': 0.012418038953373135, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8770508658296338, 'colsample_bytree': 0.9606782052450227, 'gamma': 2.9427402354942473, 'reg_alpha': 0.3010651161972957, 'reg_lambda': 0.503989850733976}. Best is trial 29 with value: 0.7321428571428572.
[I 2025-11-03 20:12:01,790] Trial 32 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 142, 'learning_rate': 0.014421045634867659, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9310567273209095, 'colsample_bytree': 0.6417282622502803, 'gamma': 2.3455411474290293, 'reg_alpha': 0.3781885298913678, 'reg_lambda': 0.8327027131922948}. Best is trial 29 with value: 0.7321428571428572.
[I 2025-11-03 20:12:02,038] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.013884728405798323, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9433423609456856, 'colsample_bytree': 0.6336060981631687, 'gamma': 3.1114904624377706, 'reg_alpha': 0.3605349907209846, 'reg_lambda': 0.9051124508267514}. Best is trial 29 with value: 0.7321428571428572.
[I 2025-11-03 20:12:02,266] Trial 34 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 113, 'learning_rate': 0.014850543435977671, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.967834186827655, 'colsample_bytree': 0.6463757092796911, 'gamma': 2.243003603191614, 'reg_alpha': 0.4909464997498665, 'reg_lambda': 1.274624474209449}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:02,550] Trial 35 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 94, 'learning_rate': 0.015563561129513513, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9967273918804028, 'colsample_bytree': 0.6380689568859506, 'gamma': 2.3350701089449934, 'reg_alpha': 0.4883567697660022, 'reg_lambda': 1.2366156387089993}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:02,732] Trial 36 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 76, 'learning_rate': 0.039793611087602196, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9662351386450858, 'colsample_bytree': 0.6535736477507903, 'gamma': 2.231455385856045, 'reg_alpha': 0.4636024191977227, 'reg_lambda': 1.6121047051513873}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:02,907] Trial 37 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 71, 'learning_rate': 0.04375801600563167, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9657954290433095, 'colsample_bytree': 0.7064211038466116, 'gamma': 3.254595894641111, 'reg_alpha': 0.6621094134792563, 'reg_lambda': 1.7468926143885015}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:03,227] Trial 38 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 116, 'learning_rate': 0.1522328467768629, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9654897012452484, 'colsample_bytree': 0.660927554666724, 'gamma': 2.8029904971270336, 'reg_alpha': 0.46719397345825064, 'reg_lambda': 1.8799771587259482}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:03,432] Trial 39 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 118, 'learning_rate': 0.17300712345022876, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9815891735125831, 'colsample_bytree': 0.6577319124688433, 'gamma': 2.7477114587177343, 'reg_alpha': 0.48985039627755683, 'reg_lambda': 1.9283727481283188}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:03,589] Trial 40 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 43, 'learning_rate': 0.27284589802490467, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9631317274215548, 'colsample_bytree': 0.707222169445337, 'gamma': 2.163207129481678, 'reg_alpha': 0.6149684744383186, 'reg_lambda': 2.185517677647835}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:03,825] Trial 41 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 85, 'learning_rate': 0.11857155000790814, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9435331475239854, 'colsample_bytree': 0.6136710327943352, 'gamma': 2.745754595445464, 'reg_alpha': 0.5459381579153404, 'reg_lambda': 1.6040870555359021}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:04,041] Trial 42 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 77, 'learning_rate': 0.23487655879669905, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9838348104965731, 'colsample_bytree': 0.6655825928612884, 'gamma': 2.5106432443906357, 'reg_alpha': 0.44797669976541366, 'reg_lambda': 1.85394402205056}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:04,290] Trial 43 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 98, 'learning_rate': 0.03277930566326214, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9094499672167782, 'colsample_bytree': 0.6899662701465835, 'gamma': 2.9115120432301427, 'reg_alpha': 0.7100136758404343, 'reg_lambda': 2.760354982296499}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:04,593] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.07019233419375322, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.8749531966001277, 'colsample_bytree': 0.6548041864857317, 'gamma': 3.3309597616519877, 'reg_alpha': 0.2974781823493562, 'reg_lambda': 1.393717881374331}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:04,712] Trial 45 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 46, 'learning_rate': 0.08820429244384145, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9590724996981799, 'colsample_bytree': 0.6297203223223962, 'gamma': 2.1891043760682587, 'reg_alpha': 0.4551034972286064, 'reg_lambda': 1.5854323133426163}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:04,947] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.1579673396027193, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.9281160885196531, 'colsample_bytree': 0.727969153950391, 'gamma': 3.8789014464555986, 'reg_alpha': 0.18822115205271292, 'reg_lambda': 2.1876186421446353}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:05,038] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.11101828653778405, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8863933403700696, 'colsample_bytree': 0.6025879037640873, 'gamma': 1.6768916021951483, 'reg_alpha': 0.32367563186175935, 'reg_lambda': 2.400047058602538}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:05,386] Trial 48 finished with value: 0.6875 and parameters: {'n_estimators': 96, 'learning_rate': 0.049016608328113734, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9990036544252042, 'colsample_bytree': 0.7523112682669849, 'gamma': 4.914450153170662, 'reg_alpha': 0.5324403747195492, 'reg_lambda': 1.6773677108902665}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:05,566] Trial 49 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 82, 'learning_rate': 0.06461347646259474, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9788865294895064, 'colsample_bytree': 0.6473292662011579, 'gamma': 2.6636331690623285, 'reg_alpha': 0.5856468583819048, 'reg_lambda': 1.2919256228311786}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:05,808] Trial 50 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 61, 'learning_rate': 0.12944986625450025, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9502024333175921, 'colsample_bytree': 0.762838831902702, 'gamma': 3.5262258925291388, 'reg_alpha': 0.5092123592610172, 'reg_lambda': 1.4724526705714736}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:06,025] Trial 51 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.011729482476206267, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9275238581023295, 'colsample_bytree': 0.6683598586509926, 'gamma': 2.3956309011362666, 'reg_alpha': 0.4262474288696103, 'reg_lambda': 0.6612536076800313}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:06,334] Trial 52 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 118, 'learning_rate': 0.01589864993325385, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9187402744719151, 'colsample_bytree': 0.6221141776563821, 'gamma': 2.327283237487133, 'reg_alpha': 0.25089312558798027, 'reg_lambda': 0.9581695048091974}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:06,552] Trial 53 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 145, 'learning_rate': 0.021426085239553538, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8972763804039546, 'colsample_bytree': 0.6401887910812271, 'gamma': 3.0733448862321655, 'reg_alpha': 0.3796295284003204, 'reg_lambda': 0.718041450301076}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:06,850] Trial 54 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 102, 'learning_rate': 0.211665749171431, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8594656135972828, 'colsample_bytree': 0.6694960040494065, 'gamma': 3.1968014382491305, 'reg_alpha': 0.4618940047931818, 'reg_lambda': 0.6782617478057422}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:07,161] Trial 55 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 133, 'learning_rate': 0.037647878104890335, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8304056477074865, 'colsample_bytree': 0.6521259154680943, 'gamma': 2.9019409747971365, 'reg_alpha': 0.2695986981194502, 'reg_lambda': 1.8804053893295358}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:07,498] Trial 56 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 151, 'learning_rate': 0.0231252391653893, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8915524620062383, 'colsample_bytree': 0.6914309937954712, 'gamma': 2.6108577446788335, 'reg_alpha': 0.33886435154309585, 'reg_lambda': 1.1999609233437318}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:07,691] Trial 57 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.019767590674478308, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7741109451232226, 'colsample_bytree': 0.7259769267589717, 'gamma': 2.0876745538832484, 'reg_alpha': 0.39371198309957184, 'reg_lambda': 2.3925748369677713}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:07,999] Trial 58 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 112, 'learning_rate': 0.01101053424385667, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9001974314856147, 'colsample_bytree': 0.8996872007162117, 'gamma': 3.0264388707396104, 'reg_alpha': 0.520879689572488, 'reg_lambda': 1.4019776371137858}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:08,191] Trial 59 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 70, 'learning_rate': 0.021609678724568634, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.940313589871292, 'colsample_bytree': 0.9718786169932231, 'gamma': 3.43069345397675, 'reg_alpha': 0.2151961877691767, 'reg_lambda': 2.8597338458798376}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:08,464] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.021831705642002062, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9421767475720765, 'colsample_bytree': 0.8541330960255938, 'gamma': 3.687486122189819, 'reg_alpha': 0.14192785014359777, 'reg_lambda': 2.799881426414955}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:08,685] Trial 61 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 82, 'learning_rate': 0.029337394874991592, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9614713968966395, 'colsample_bytree': 0.9760091416691308, 'gamma': 4.192665892444747, 'reg_alpha': 0.2279365371153803, 'reg_lambda': 2.8838155564111103}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:08,929] Trial 62 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 48, 'learning_rate': 0.017606295332389995, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.621158400002516, 'colsample_bytree': 0.958142252246596, 'gamma': 3.411288047840471, 'reg_alpha': 0.1813964397341055, 'reg_lambda': 2.66500008969033}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:09,151] Trial 63 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 148, 'learning_rate': 0.021517084590137653, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9810770453476726, 'colsample_bytree': 0.9565378838378038, 'gamma': 2.8125412495302817, 'reg_alpha': 0.30697348549115955, 'reg_lambda': 2.881010998265743}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:09,578] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 136, 'learning_rate': 0.02969096555789413, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9521605339967509, 'colsample_bytree': 0.9930311529691768, 'gamma': 3.355012351896666, 'reg_alpha': 0.20752017535360862, 'reg_lambda': 2.6682196000323173}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:09,798] Trial 65 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 75, 'learning_rate': 0.014641515921460027, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9712137388315681, 'colsample_bytree': 0.9807406374521911, 'gamma': 1.8302577174684926, 'reg_alpha': 0.34952857580998864, 'reg_lambda': 2.5685238439204063}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:09,998] Trial 66 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 127, 'learning_rate': 0.0884400263721413, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8630896488146763, 'colsample_bytree': 0.938902909061537, 'gamma': 3.1901261654769772, 'reg_alpha': 0.10810755710212425, 'reg_lambda': 2.9870130128133767}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:10,276] Trial 67 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.059346521250909993, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7091770049183512, 'colsample_bytree': 0.6761490492606504, 'gamma': 3.0756902162929642, 'reg_alpha': 0.4311854109385896, 'reg_lambda': 0.7149920287074492}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:10,612] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.017659915392808763, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9082280881353288, 'colsample_bytree': 0.6240783509187677, 'gamma': 2.536807500499864, 'reg_alpha': 0.2452935131907884, 'reg_lambda': 0.6162789853873895}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:10,826] Trial 69 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.037250536136037404, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9230203505641988, 'colsample_bytree': 0.6096685032910366, 'gamma': 3.8655825373306243, 'reg_alpha': 0.5694783879286748, 'reg_lambda': 0.8960872899717639}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:11,080] Trial 70 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.012900262766674586, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9374823048559918, 'colsample_bytree': 0.91404718992324, 'gamma': 2.19398305606045, 'reg_alpha': 0.4759173087998594, 'reg_lambda': 2.2978495605390807}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:11,430] Trial 71 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 142, 'learning_rate': 0.010310279420833936, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9378974749555125, 'colsample_bytree': 0.6478381218113171, 'gamma': 2.357657705892195, 'reg_alpha': 0.28106500967747633, 'reg_lambda': 0.8049742757736277}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:11,664] Trial 72 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 157, 'learning_rate': 0.0110495374019861, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.953529450455347, 'colsample_bytree': 0.6447976781367956, 'gamma': 2.8487074548865805, 'reg_alpha': 0.3787312885281257, 'reg_lambda': 0.5133802645736107}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:11,954] Trial 73 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 103, 'learning_rate': 0.010158667643085996, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9748987474546699, 'colsample_bytree': 0.6346901778694277, 'gamma': 1.988365598363449, 'reg_alpha': 0.3291534676268276, 'reg_lambda': 0.8266731936341565}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:12,250] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.010154828316078415, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.98596326974339, 'colsample_bytree': 0.6314258085809732, 'gamma': 1.5232742996776465, 'reg_alpha': 0.26286699694511095, 'reg_lambda': 0.7751997713173071}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:12,505] Trial 75 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 140, 'learning_rate': 0.012023346785901978, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9958926631848732, 'colsample_bytree': 0.6602747725608281, 'gamma': 1.5037588607176922, 'reg_alpha': 0.2764315113976919, 'reg_lambda': 0.9833170349021655}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:12,743] Trial 76 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 176, 'learning_rate': 0.013961595305233485, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9879163996489803, 'colsample_bytree': 0.6994545322557464, 'gamma': 1.7787205512608755, 'reg_alpha': 0.39228211974206656, 'reg_lambda': 0.6061462874451823}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:13,020] Trial 77 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 148, 'learning_rate': 0.01599825492897869, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9688973211629127, 'colsample_bytree': 0.6199687190046047, 'gamma': 1.0216453316408183, 'reg_alpha': 0.2054687784128802, 'reg_lambda': 0.7801472887685194}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:13,387] Trial 78 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 185, 'learning_rate': 0.010170686825570926, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9377499881219298, 'colsample_bytree': 0.6381253597469668, 'gamma': 2.6495469919962633, 'reg_alpha': 0.2901384006099126, 'reg_lambda': 1.0402089076266483}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:13,734] Trial 79 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 163, 'learning_rate': 0.013183043614735948, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9164575860494901, 'colsample_bytree': 0.6783278287944466, 'gamma': 1.4188295810410287, 'reg_alpha': 0.15773651597725385, 'reg_lambda': 1.1942265350258578}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:13,969] Trial 80 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 134, 'learning_rate': 0.011897802866592607, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9495560657405107, 'colsample_bytree': 0.6294632082740859, 'gamma': 2.257908282724285, 'reg_alpha': 0.44535744374407316, 'reg_lambda': 0.9118412120343423}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:14,212] Trial 81 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 149, 'learning_rate': 0.016317161876788826, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9686711852313361, 'colsample_bytree': 0.6134178772839114, 'gamma': 1.1438605093436451, 'reg_alpha': 0.193939152531792, 'reg_lambda': 0.7310767952270647}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:14,506] Trial 82 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 123, 'learning_rate': 0.014760161510462718, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9607177787525695, 'colsample_bytree': 0.6463706875331565, 'gamma': 1.0792786786192465, 'reg_alpha': 0.23702830925665933, 'reg_lambda': 0.8187364352342643}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:14,735] Trial 83 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 144, 'learning_rate': 0.020416940515624277, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9871832013292205, 'colsample_bytree': 0.6245336066912857, 'gamma': 0.9412763178410762, 'reg_alpha': 0.08043663116289002, 'reg_lambda': 0.6017225260173954}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:14,971] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.017312797230988764, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9727258206222802, 'colsample_bytree': 0.6002132700780829, 'gamma': 0.5409338869402938, 'reg_alpha': 0.2651298500935623, 'reg_lambda': 0.6593788372934427}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:15,209] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.02582207578821243, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.93175905667275, 'colsample_bytree': 0.6044455386629042, 'gamma': 0.1371455729658484, 'reg_alpha': 0.3151060701049402, 'reg_lambda': 0.5053306679985896}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:15,500] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.03397620735466338, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9040317449640862, 'colsample_bytree': 0.601597571014384, 'gamma': 0.23145768439253706, 'reg_alpha': 0.3180475515896997, 'reg_lambda': 2.089119394155415}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:15,724] Trial 87 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 131, 'learning_rate': 0.02721184734886038, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8850685348446105, 'colsample_bytree': 0.600031013861951, 'gamma': 0.040927146041472406, 'reg_alpha': 0.26659343455023843, 'reg_lambda': 0.5068045940151185}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:16,018] Trial 88 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 130, 'learning_rate': 0.025285990777306172, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8865398746192127, 'colsample_bytree': 0.6112354669901682, 'gamma': 0.16270744087146394, 'reg_alpha': 0.2704953138398061, 'reg_lambda': 0.5381451137907902}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:16,253] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.034649252681602585, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9054605419902882, 'colsample_bytree': 0.6024950527026999, 'gamma': 0.03864683732232016, 'reg_alpha': 0.34944798971575475, 'reg_lambda': 0.6895715919878596}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:16,500] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.03364522414226794, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9062118974598603, 'colsample_bytree': 0.6001916557833277, 'gamma': 0.37643070241749355, 'reg_alpha': 0.3539608767429792, 'reg_lambda': 0.6439340052640528}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:16,775] Trial 91 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 109, 'learning_rate': 0.027764149077670018, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8778668761263294, 'colsample_bytree': 0.6015605204093085, 'gamma': 0.01307499240047533, 'reg_alpha': 0.3516021056751366, 'reg_lambda': 0.6813561233918527}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:16,965] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 110, 'learning_rate': 0.02781872603001657, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8923285184015985, 'colsample_bytree': 0.600614337696643, 'gamma': 0.03640163690271193, 'reg_alpha': 0.3216269299033936, 'reg_lambda': 0.6920342262998824}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:17,215] Trial 93 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 153, 'learning_rate': 0.027220322107624376, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9181579846893663, 'colsample_bytree': 0.6057621822618056, 'gamma': 0.6783791616623068, 'reg_alpha': 0.25863588384238073, 'reg_lambda': 0.7772800676033808}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:17,534] Trial 94 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 138, 'learning_rate': 0.02391045776374135, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8774582394203575, 'colsample_bytree': 0.6184208478007592, 'gamma': 0.3552317994947498, 'reg_alpha': 0.29222125258211584, 'reg_lambda': 0.5811255680640727}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:17,790] Trial 95 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 171, 'learning_rate': 0.01823715808625102, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8621408843686313, 'colsample_bytree': 0.6179622139455212, 'gamma': 0.013126070185286326, 'reg_alpha': 0.2988372201618928, 'reg_lambda': 0.5761031320163379}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:18,042] Trial 96 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 137, 'learning_rate': 0.02332976053564328, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8848163280561637, 'colsample_bytree': 0.629463762788913, 'gamma': 0.35840150224447115, 'reg_alpha': 0.3721943477209905, 'reg_lambda': 0.8849283925763194}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:18,295] Trial 97 finished with value: 0.738095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.024586643491708776, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8758604225301321, 'colsample_bytree': 0.611959877905111, 'gamma': 0.48215283062086994, 'reg_alpha': 0.3438849443362848, 'reg_lambda': 0.6594966701482922}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:18,598] Trial 98 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 115, 'learning_rate': 0.031133987290129162, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8304547064382949, 'colsample_bytree': 0.6204223088881832, 'gamma': 0.3127036344275369, 'reg_alpha': 0.2721637100322763, 'reg_lambda': 0.7457030468049899}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:18,855] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.04428337842499004, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9331697797629614, 'colsample_bytree': 0.6349217606073795, 'gamma': 0.5767779910519694, 'reg_alpha': 0.3929258270572094, 'reg_lambda': 0.566053925017709}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:19,082] Trial 100 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 145, 'learning_rate': 0.020447543994582096, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8696826168472293, 'colsample_bytree': 0.6090297322135643, 'gamma': 0.12821088876573009, 'reg_alpha': 0.2915310782614907, 'reg_lambda': 0.5001196748485032}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:19,348] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 119, 'learning_rate': 0.034439892337809384, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8982841947204809, 'colsample_bytree': 0.6272590455689825, 'gamma': 0.22128217479122778, 'reg_alpha': 0.32740479189378424, 'reg_lambda': 0.636271296393472}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:19,581] Trial 102 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 139, 'learning_rate': 0.027860264933237167, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9083472967375018, 'colsample_bytree': 0.6001280530622822, 'gamma': 0.09885613040210448, 'reg_alpha': 0.23407210364292388, 'reg_lambda': 0.6876940380943564}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:19,857] Trial 103 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 107, 'learning_rate': 0.03546907489037391, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.852705483997724, 'colsample_bytree': 0.6173509567284398, 'gamma': 0.2554425814407197, 'reg_alpha': 0.3055286760344696, 'reg_lambda': 0.7467659299983772}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:20,106] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 132, 'learning_rate': 0.031455221045400716, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9230895856293366, 'colsample_bytree': 0.6416796294657706, 'gamma': 0.45487190140864403, 'reg_alpha': 0.41320254041843285, 'reg_lambda': 0.592093940675033}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:20,338] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 100, 'learning_rate': 0.023918264167726865, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8805760548671523, 'colsample_bytree': 0.6518479868830767, 'gamma': 0.626365727844474, 'reg_alpha': 0.3481362057886429, 'reg_lambda': 0.8629861215791708}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:20,671] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 153, 'learning_rate': 0.041090727192542954, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8387833195869708, 'colsample_bytree': 0.6073836599736079, 'gamma': 0.7728752614569561, 'reg_alpha': 0.2496499888637216, 'reg_lambda': 0.8094394636157884}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:20,890] Trial 107 finished with value: 0.738095238095238 and parameters: {'n_estimators': 124, 'learning_rate': 0.025877347985421822, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8706038068665912, 'colsample_bytree': 0.6348158636550599, 'gamma': 0.2097407874574479, 'reg_alpha': 0.32054243434729635, 'reg_lambda': 2.074322409485209}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:21,297] Trial 108 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 159, 'learning_rate': 0.01914888192316331, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8926029030693089, 'colsample_bytree': 0.6185176289299167, 'gamma': 0.008095263443735647, 'reg_alpha': 0.28725596255114083, 'reg_lambda': 0.5478337829346996}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:21,505] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.016899927482768067, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9057543645218146, 'colsample_bytree': 0.6279178928901034, 'gamma': 0.12319913519632732, 'reg_alpha': 0.3626881959103089, 'reg_lambda': 0.9466789841563792}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:21,948] Trial 110 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 169, 'learning_rate': 0.0224412618514755, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9470743876060628, 'colsample_bytree': 0.6060674092609187, 'gamma': 0.4406123584165922, 'reg_alpha': 0.26507959380216384, 'reg_lambda': 0.6968228917237553}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:22,161] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.029443747001466798, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9097488141432478, 'colsample_bytree': 0.6001524011078809, 'gamma': 0.35340609724465455, 'reg_alpha': 0.3496651182607302, 'reg_lambda': 0.763375001262732}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:22,373] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.04619564540523359, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9008889715822294, 'colsample_bytree': 0.6131691509025107, 'gamma': 0.314467146407234, 'reg_alpha': 0.3659349878635682, 'reg_lambda': 0.6398978523787517}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:22,712] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 134, 'learning_rate': 0.03403944615111347, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9294124277693127, 'colsample_bytree': 0.6012412010826241, 'gamma': 0.513744474349773, 'reg_alpha': 0.2232566399928589, 'reg_lambda': 0.641581375327052}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:22,938] Trial 114 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 116, 'learning_rate': 0.03239056289929102, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9147235030277787, 'colsample_bytree': 0.6233044447332868, 'gamma': 0.6914004025196951, 'reg_alpha': 0.4278151053437305, 'reg_lambda': 0.5634599305221538}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:23,272] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 139, 'learning_rate': 0.0288953935603293, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8834304476579697, 'colsample_bytree': 0.6381720191040902, 'gamma': 0.40605733072270644, 'reg_alpha': 0.3122452843304561, 'reg_lambda': 0.7064255361705888}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:23,501] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 120, 'learning_rate': 0.036076305734460926, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9911256224547332, 'colsample_bytree': 0.6093925783386478, 'gamma': 0.841444861899713, 'reg_alpha': 0.3933820083840411, 'reg_lambda': 0.8593439124309067}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:23,814] Trial 117 finished with value: 0.744047619047619 and parameters: {'n_estimators': 106, 'learning_rate': 0.011120210001770735, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9784228698593093, 'colsample_bytree': 0.6466092589812517, 'gamma': 0.21458962776659485, 'reg_alpha': 0.2832179351948302, 'reg_lambda': 1.0220301459665533}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:24,105] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 91, 'learning_rate': 0.011693944368224383, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9758312056459089, 'colsample_bytree': 0.6481833230535267, 'gamma': 0.26121199241768733, 'reg_alpha': 0.1621372351699572, 'reg_lambda': 1.0856960214183864}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:24,337] Trial 119 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 145, 'learning_rate': 0.011023723466391213, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9551463448112628, 'colsample_bytree': 0.6542316443412522, 'gamma': 0.08827659881981587, 'reg_alpha': 0.2835363970632761, 'reg_lambda': 1.024343834444617}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:24,650] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 107, 'learning_rate': 0.015261580405131422, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9827689817727787, 'colsample_bytree': 0.6701549295622771, 'gamma': 0.1718162935594186, 'reg_alpha': 0.25219431490809696, 'reg_lambda': 1.1479622076867508}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:24,865] Trial 121 finished with value: 0.761904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.014848796304301299, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9761537502452731, 'colsample_bytree': 0.6608999951797918, 'gamma': 0.17900832489819574, 'reg_alpha': 0.2543703266500984, 'reg_lambda': 1.1572178404745712}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:25,184] Trial 122 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 96, 'learning_rate': 0.01530245740109502, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9822157952768521, 'colsample_bytree': 0.6713282533748798, 'gamma': 0.15241583282799226, 'reg_alpha': 0.2521108537528827, 'reg_lambda': 1.1441370435020095}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:25,426] Trial 123 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 99, 'learning_rate': 0.015077854156187462, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9801769520507617, 'colsample_bytree': 0.6729878654246938, 'gamma': 0.0015158101412652836, 'reg_alpha': 0.21552827963741475, 'reg_lambda': 1.1650212591204607}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:25,633] Trial 124 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 99, 'learning_rate': 0.014600166271200282, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.998444710229121, 'colsample_bytree': 0.6698326992322056, 'gamma': 0.0076011737567431015, 'reg_alpha': 0.20052436329082593, 'reg_lambda': 1.2757276048789647}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:25,919] Trial 125 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 85, 'learning_rate': 0.015422265303761918, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9828370054615769, 'colsample_bytree': 0.6850105083999931, 'gamma': 0.10294931920929298, 'reg_alpha': 0.2448865596912027, 'reg_lambda': 1.1821426603792466}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:26,104] Trial 126 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 88, 'learning_rate': 0.013718921282863459, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.98504508315615, 'colsample_bytree': 0.6959535444087438, 'gamma': 0.17557946380791997, 'reg_alpha': 0.23429192861511774, 'reg_lambda': 1.1464822808389434}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:26,311] Trial 127 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.014985115729431621, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9743792464648935, 'colsample_bytree': 0.6788469935726107, 'gamma': 0.5525726632511507, 'reg_alpha': 0.2481057414137638, 'reg_lambda': 1.3850935758717646}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:26,659] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 91, 'learning_rate': 0.01513162269399718, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9919315098009456, 'colsample_bytree': 0.673418192903432, 'gamma': 1.3001264210311987, 'reg_alpha': 0.12497235787734573, 'reg_lambda': 1.3620411599119202}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:26,873] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.0166238730226657, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9776612361332163, 'colsample_bytree': 0.7132550243375683, 'gamma': 0.5332261498193902, 'reg_alpha': 0.17675968950578036, 'reg_lambda': 1.17879773818324}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:27,183] Trial 130 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 94, 'learning_rate': 0.012853408608704974, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.99998180062428, 'colsample_bytree': 0.7188219516906869, 'gamma': 0.3155460095553102, 'reg_alpha': 0.18364865932921662, 'reg_lambda': 1.1716137780687084}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:27,380] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 81, 'learning_rate': 0.017230460284663095, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9717422497670732, 'colsample_bytree': 0.688171802967469, 'gamma': 0.5387556770546867, 'reg_alpha': 0.21393220978049254, 'reg_lambda': 1.2316580626471718}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:27,732] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.018534379664505548, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9628065743527774, 'colsample_bytree': 0.6811543959546507, 'gamma': 0.566586208913259, 'reg_alpha': 0.21390985180037098, 'reg_lambda': 1.2401618154577885}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:27,921] Trial 133 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 78, 'learning_rate': 0.015684497067043383, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9799323911382555, 'colsample_bytree': 0.6869225903707069, 'gamma': 0.681199755415041, 'reg_alpha': 0.14471344031530575, 'reg_lambda': 1.1084043507658483}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:28,119] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 97, 'learning_rate': 0.012376313750723691, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.989147788583688, 'colsample_bytree': 0.6594392368248155, 'gamma': 0.4146026501583963, 'reg_alpha': 0.1843632211426409, 'reg_lambda': 1.3254222034225707}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:28,400] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.016556755183867025, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9702391235920627, 'colsample_bytree': 0.7121857036804704, 'gamma': 0.12012606965409393, 'reg_alpha': 0.24365698318516918, 'reg_lambda': 1.2391270855425855}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:28,594] Trial 136 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 81, 'learning_rate': 0.01388391634870162, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9570605354708355, 'colsample_bytree': 0.6831588492368206, 'gamma': 0.9322122711671987, 'reg_alpha': 0.21953745231510022, 'reg_lambda': 1.3388032539742007}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:28,877] Trial 137 finished with value: 0.761904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.015493512298455098, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9842679474551694, 'colsample_bytree': 0.7010778080563724, 'gamma': 0.2835638831785114, 'reg_alpha': 0.16392415917750852, 'reg_lambda': 1.4024285755175416}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:29,147] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.015177791209046857, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9836492118763537, 'colsample_bytree': 0.667385982572763, 'gamma': 0.2800171662407665, 'reg_alpha': 0.7855203533309774, 'reg_lambda': 1.516971630577147}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:29,392] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.01298674420666757, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8147218925629189, 'colsample_bytree': 0.6999257746144988, 'gamma': 0.1609468249753094, 'reg_alpha': 0.1669209548356656, 'reg_lambda': 1.4366111818206315}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:29,597] Trial 140 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 106, 'learning_rate': 0.014246499223805572, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9626955949889121, 'colsample_bytree': 0.666630018600742, 'gamma': 0.013023866949009245, 'reg_alpha': 0.2569526327849408, 'reg_lambda': 1.282054228661387}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:29,895] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.01750172420993844, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9760299069394393, 'colsample_bytree': 0.6882879654590865, 'gamma': 0.49681153308228154, 'reg_alpha': 0.20345661358986158, 'reg_lambda': 1.1573795675794574}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:30,098] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 101, 'learning_rate': 0.015970541700636793, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9869628447171047, 'colsample_bytree': 0.7044900322706796, 'gamma': 1.6265872509085444, 'reg_alpha': 0.12961943190126463, 'reg_lambda': 1.0933469750241418}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:30,329] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.016671025763950322, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9698983456888749, 'colsample_bytree': 0.6769787681773488, 'gamma': 0.3707266964606378, 'reg_alpha': 0.23958146196776303, 'reg_lambda': 1.1918401304552737}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:30,598] Trial 144 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 88, 'learning_rate': 0.019893028690158403, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9911764320150492, 'colsample_bytree': 0.6932109060626955, 'gamma': 0.25604061916924176, 'reg_alpha': 0.21894337764360902, 'reg_lambda': 1.3762434388504563}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:30,819] Trial 145 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.018467530804079757, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9777518761708929, 'colsample_bytree': 0.6609997628251437, 'gamma': 0.5852211127021314, 'reg_alpha': 0.1943211861937106, 'reg_lambda': 1.433300987985602}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:31,025] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 64, 'learning_rate': 0.01496396407591712, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9581935477934077, 'colsample_bytree': 0.6750361531373223, 'gamma': 0.1179099127284652, 'reg_alpha': 0.16405262666504045, 'reg_lambda': 1.0556431511554802}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:31,261] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 96, 'learning_rate': 0.012231550810365225, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9688854772623288, 'colsample_bytree': 0.7328884891517571, 'gamma': 0.422900479668082, 'reg_alpha': 0.25444639318290846, 'reg_lambda': 1.5285953259949783}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:31,500] Trial 148 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 73, 'learning_rate': 0.013382470320930645, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9810521141496046, 'colsample_bytree': 0.7157897629201053, 'gamma': 0.20847614752350405, 'reg_alpha': 0.09912361879512453, 'reg_lambda': 1.2275468924645987}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:31,798] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.010424481350062204, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9835393113138978, 'colsample_bytree': 0.765847846317433, 'gamma': 0.21421171040072362, 'reg_alpha': 0.03240512500132768, 'reg_lambda': 1.2955215201035128}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:31,973] Trial 150 finished with value: 0.755952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.013550507375295538, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.999388247746034, 'colsample_bytree': 0.7068204415690936, 'gamma': 2.4707218701279876, 'reg_alpha': 0.07175813564497106, 'reg_lambda': 1.1322275420036012}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:32,202] Trial 151 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 66, 'learning_rate': 0.013521197021294012, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9962117274072807, 'colsample_bytree': 0.7186475080558581, 'gamma': 2.404810832639542, 'reg_alpha': 0.030373954737219225, 'reg_lambda': 1.1345154608820216}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:32,486] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.011465544612169672, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9937624768847892, 'colsample_bytree': 0.7197275769709215, 'gamma': 2.518849944947015, 'reg_alpha': 0.14861070463108172, 'reg_lambda': 1.2107150999804508}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:32,756] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 74, 'learning_rate': 0.012717975818826803, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9800656825587296, 'colsample_bytree': 0.7419980274846747, 'gamma': 2.079337896935273, 'reg_alpha': 0.0743848137008758, 'reg_lambda': 0.9445450254262979}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:33,009] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.012953794231930394, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9835680524842837, 'colsample_bytree': 0.7416552597455127, 'gamma': 2.03985529567338, 'reg_alpha': 0.08921572190699181, 'reg_lambda': 1.124360657871288}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:33,389] Trial 155 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.010666519905804799, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9499737785709227, 'colsample_bytree': 0.7030393598590648, 'gamma': 2.294399473684564, 'reg_alpha': 0.06192072055747763, 'reg_lambda': 1.005001705632185}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:33,592] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.01006188594469384, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9922975378753283, 'colsample_bytree': 0.6566899910289868, 'gamma': 2.106327372767417, 'reg_alpha': 0.023306282912404802, 'reg_lambda': 0.9265662297607562}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:33,812] Trial 157 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 72, 'learning_rate': 0.012119413164925463, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.961041035048684, 'colsample_bytree': 0.6821867368796367, 'gamma': 2.461460321525699, 'reg_alpha': 0.06241074007101716, 'reg_lambda': 0.9608841662348875}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:34,052] Trial 158 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 74, 'learning_rate': 0.013739669090844614, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9621059773698076, 'colsample_bytree': 0.6953023015288787, 'gamma': 2.595677534743529, 'reg_alpha': 0.07796028919666038, 'reg_lambda': 0.9826439137736009}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:34,313] Trial 159 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 69, 'learning_rate': 0.011946666618802384, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9661366474407406, 'colsample_bytree': 0.750320670005949, 'gamma': 2.45934934821104, 'reg_alpha': 0.10632037456544437, 'reg_lambda': 1.0905177589279627}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:34,478] Trial 160 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.01440898479727546, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9677129449097382, 'colsample_bytree': 0.7515002209152264, 'gamma': 0.004453564123652463, 'reg_alpha': 0.10968780019021541, 'reg_lambda': 1.062679197877982}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:34,702] Trial 161 finished with value: 0.761904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.014482928961914209, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9677693122998847, 'colsample_bytree': 0.7518631739188819, 'gamma': 0.07796105696624983, 'reg_alpha': 0.11462046698700558, 'reg_lambda': 1.0661868819402858}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:34,886] Trial 162 finished with value: 0.7619047619047621 and parameters: {'n_estimators': 59, 'learning_rate': 0.012176157438923954, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9640123050835906, 'colsample_bytree': 0.7534017894990297, 'gamma': 2.4945974355268867, 'reg_alpha': 0.10013087407984236, 'reg_lambda': 0.9800654749721902}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:35,213] Trial 163 finished with value: 0.755952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.012380007797215627, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.947492582806474, 'colsample_bytree': 0.7546116370629283, 'gamma': 0.0770469171577222, 'reg_alpha': 0.10938637159464319, 'reg_lambda': 1.0673291341986306}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:35,395] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 53, 'learning_rate': 0.013868173005488834, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9558149304458203, 'colsample_bytree': 0.7819492389503915, 'gamma': 2.4160412076735107, 'reg_alpha': 0.05762194261975205, 'reg_lambda': 0.9510546676105468}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:35,725] Trial 165 finished with value: 0.7380952380952382 and parameters: {'n_estimators': 62, 'learning_rate': 0.012323650376915135, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9660968055105732, 'colsample_bytree': 0.7703678745301823, 'gamma': 0.006540484204529263, 'reg_alpha': 0.11069065257475336, 'reg_lambda': 1.0722185116395764}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:35,909] Trial 166 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 68, 'learning_rate': 0.011719364568226684, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7871259857239397, 'colsample_bytree': 0.7560867669912917, 'gamma': 2.6633517618186264, 'reg_alpha': 0.06620205729179983, 'reg_lambda': 1.0126061398764639}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:36,191] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 72, 'learning_rate': 0.01443823462375149, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9751497152571293, 'colsample_bytree': 0.7479983906460564, 'gamma': 7.062841334452147e-06, 'reg_alpha': 0.10243112333534989, 'reg_lambda': 1.1064666899309001}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:36,367] Trial 168 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 69, 'learning_rate': 0.014554675605623398, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7417549879776566, 'colsample_bytree': 0.7467027320239186, 'gamma': 0.1031932337400308, 'reg_alpha': 0.0985796151708018, 'reg_lambda': 1.6580201761928757}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:36,684] Trial 169 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 44, 'learning_rate': 0.01569182261782424, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9741623322787055, 'colsample_bytree': 0.7728511150244498, 'gamma': 0.30277395831605713, 'reg_alpha': 0.04353647145312886, 'reg_lambda': 1.0551485527829783}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:36,890] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.015347598539112356, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9641070093748169, 'colsample_bytree': 0.773244300658717, 'gamma': 0.3238217941904044, 'reg_alpha': 0.012217884719576487, 'reg_lambda': 1.0351382233629103}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:37,066] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 36, 'learning_rate': 0.013128767672684064, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9765392463446912, 'colsample_bytree': 0.7359433900424995, 'gamma': 0.2262098118126096, 'reg_alpha': 0.04563485458669077, 'reg_lambda': 1.0902322464717815}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:37,241] Trial 172 finished with value: 0.7886904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.012975930973033513, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.973391095323069, 'colsample_bytree': 0.7287721113812314, 'gamma': 0.24479754724377298, 'reg_alpha': 0.047182233583820815, 'reg_lambda': 0.9630971827935023}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:38,033] Trial 173 finished with value: 0.636904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.013167945139676908, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9556989911484779, 'colsample_bytree': 0.7300035058402353, 'gamma': 0.2878458766734137, 'reg_alpha': 0.04205010457047304, 'reg_lambda': 0.9790409552480197}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:38,228] Trial 174 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 37, 'learning_rate': 0.01157206095972736, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9718322024230727, 'colsample_bytree': 0.7377648929400177, 'gamma': 0.20246545247769926, 'reg_alpha': 0.04148965629357002, 'reg_lambda': 0.9469671993943625}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:38,408] Trial 175 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.011441024032640457, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.972640591764511, 'colsample_bytree': 0.7376413871566333, 'gamma': 4.475344387169445, 'reg_alpha': 0.0386715517148165, 'reg_lambda': 0.9076697894238507}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:38,522] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.012384082887260364, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9431081398839752, 'colsample_bytree': 0.7573811087110152, 'gamma': 0.20969233134006238, 'reg_alpha': 0.12039094956185527, 'reg_lambda': 1.0609568307689656}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:38,712] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.013182602184577103, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9640836257284907, 'colsample_bytree': 0.7417799752615198, 'gamma': 0.35064791630202513, 'reg_alpha': 0.00600248414227382, 'reg_lambda': 0.954191961942026}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:38,839] Trial 178 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 30, 'learning_rate': 0.011209493928584788, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9752939929550208, 'colsample_bytree': 0.7285292990172538, 'gamma': 0.25380735430551576, 'reg_alpha': 0.05172085159022157, 'reg_lambda': 0.978193549648586}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:39,211] Trial 179 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.012445673472366458, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9512579835723153, 'colsample_bytree': 0.7950783588951321, 'gamma': 0.4190293371057021, 'reg_alpha': 0.08534619778283793, 'reg_lambda': 0.8864329261135335}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:39,362] Trial 180 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.013997361324247275, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9698127500402759, 'colsample_bytree': 0.7634491223266736, 'gamma': 0.13752759750543653, 'reg_alpha': 0.051573838627967106, 'reg_lambda': 1.0600103592388062}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:39,565] Trial 181 finished with value: 0.7827380952380953 and parameters: {'n_estimators': 39, 'learning_rate': 0.014139127762812113, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9705313812674291, 'colsample_bytree': 0.7763130000605538, 'gamma': 0.10522569405398292, 'reg_alpha': 0.07925132111657787, 'reg_lambda': 1.0309417136484211}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:39,715] Trial 182 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 39, 'learning_rate': 0.011879164375811137, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9779094953002694, 'colsample_bytree': 0.7786274849404127, 'gamma': 0.1846094934065445, 'reg_alpha': 0.051451759403159346, 'reg_lambda': 1.0209973851153933}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:39,856] Trial 183 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 39, 'learning_rate': 0.011916933459099598, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.974924347590568, 'colsample_bytree': 0.7868804661924098, 'gamma': 0.1701170258925941, 'reg_alpha': 0.07345926047638505, 'reg_lambda': 1.0085170965600425}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:40,113] Trial 184 finished with value: 0.625 and parameters: {'n_estimators': 38, 'learning_rate': 0.011730624402662515, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9590642030587472, 'colsample_bytree': 0.7810036460617595, 'gamma': 0.1658859746574018, 'reg_alpha': 0.05646013549030623, 'reg_lambda': 1.0124102463074272}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:40,283] Trial 185 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 28, 'learning_rate': 0.010934202520424798, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9777677610300142, 'colsample_bytree': 0.8070597744215199, 'gamma': 0.19663188409901167, 'reg_alpha': 0.00313953614192361, 'reg_lambda': 0.9542314757643191}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:40,481] Trial 186 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 40, 'learning_rate': 0.012824107820060686, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9688034564574445, 'colsample_bytree': 0.7762850471970983, 'gamma': 0.13402419268194604, 'reg_alpha': 0.07930931689749586, 'reg_lambda': 1.0384655345296288}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:40,681] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.012122953697768566, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.967063846944444, 'colsample_bytree': 0.7761603400818989, 'gamma': 0.1206763854812676, 'reg_alpha': 0.080745329451737, 'reg_lambda': 0.913523417642157}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:40,933] Trial 188 finished with value: 0.636904761904762 and parameters: {'n_estimators': 38, 'learning_rate': 0.012819446038765687, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.956442104296887, 'colsample_bytree': 0.7892298677923991, 'gamma': 0.08799394720083142, 'reg_alpha': 0.04262853219077537, 'reg_lambda': 1.028963513287458}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:41,156] Trial 189 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 42, 'learning_rate': 0.011623224058464492, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9685854240660908, 'colsample_bytree': 0.7604128508456958, 'gamma': 0.2670103827374209, 'reg_alpha': 0.09162749965669993, 'reg_lambda': 1.0720567689402396}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:41,297] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.01119308664314413, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9861810676527497, 'colsample_bytree': 0.7656633970651444, 'gamma': 0.36802728070606483, 'reg_alpha': 0.02341899778145748, 'reg_lambda': 0.8640071113985706}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:41,558] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 34, 'learning_rate': 0.013939326124868994, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9809371953495091, 'colsample_bytree': 0.7903476920763403, 'gamma': 0.1806415123590546, 'reg_alpha': 0.06599115964416792, 'reg_lambda': 0.995449481626423}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:41,735] Trial 192 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 34, 'learning_rate': 0.01363103081793949, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9799185425432658, 'colsample_bytree': 0.8267124768614498, 'gamma': 0.0015195876259589125, 'reg_alpha': 0.06503680245029837, 'reg_lambda': 0.9945362125893388}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:41,830] Trial 193 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 21, 'learning_rate': 0.013530511038567476, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9897247465096952, 'colsample_bytree': 0.8138421592120827, 'gamma': 0.08231485593959809, 'reg_alpha': 0.060930834064314994, 'reg_lambda': 1.1015922028581477}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,014] Trial 194 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 32, 'learning_rate': 0.013164541107340689, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9801420837667266, 'colsample_bytree': 0.7975743095822408, 'gamma': 0.18619568822389787, 'reg_alpha': 0.07529314841806628, 'reg_lambda': 1.009312598209339}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,168] Trial 195 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.013985443232629879, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9728679868828133, 'colsample_bytree': 0.8472994266053739, 'gamma': 0.016188185950927747, 'reg_alpha': 0.050558672219685956, 'reg_lambda': 0.9107351608458611}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,414] Trial 196 finished with value: 0.619047619047619 and parameters: {'n_estimators': 34, 'learning_rate': 0.014089569554681129, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.990485014896132, 'colsample_bytree': 0.836684750290404, 'gamma': 0.04673970484025396, 'reg_alpha': 0.050847645935535084, 'reg_lambda': 0.916119075617119}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,514] Trial 197 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 29, 'learning_rate': 0.013904083615283789, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9780354540644534, 'colsample_bytree': 0.8550756482668145, 'gamma': 0.29687478698569764, 'reg_alpha': 0.02507327474244768, 'reg_lambda': 0.940448347711694}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,745] Trial 198 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 25, 'learning_rate': 0.016023438163168608, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9735841646215336, 'colsample_bytree': 0.8695994550864198, 'gamma': 0.2900518741172296, 'reg_alpha': 0.02833738506524995, 'reg_lambda': 0.8630916133942079}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,979] Trial 199 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 27, 'learning_rate': 0.016085190387331853, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9592702913296239, 'colsample_bytree': 0.8583946654414327, 'gamma': 0.2962692178455867, 'reg_alpha': 0.03286984179243521, 'reg_lambda': 0.8802688787572412}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,983] A new study created in memory with name: no-name-987be5db-d072-47af-a28f-f4dc314a43bf
[I 2025-11-03 20:12:43,320] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.11451899926344439, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.6080280020819486, 'colsample_bytree': 0.9646615261878948, 'gamma': 3.6624607814217662, 'reg_alpha': 0.7239467075516166, 'reg_lambda': 2.1300060688261775}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:12:43,638] Trial 1 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 224, 'learning_rate': 0.016864835760726945, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9180452317726036, 'colsample_bytree': 0.9980280553823638, 'gamma': 2.927472929502812, 'reg_alpha': 0.22401126519881664, 'reg_lambda': 2.2188040755598366}. Best is trial 1 with value: 0.6726190476190477.
[I 2025-11-03 20:12:43,878] Trial 2 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.16004054991940414, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9819795480234937, 'colsample_bytree': 0.9175638654212769, 'gamma': 4.2696745001650624, 'reg_alpha': 0.4503009179491133, 'reg_lambda': 1.867892206617602}. Best is trial 1 with value: 0.6726190476190477.
[I 2025-11-03 20:12:44,086] Trial 3 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 124, 'learning_rate': 0.05600462364562181, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7411680089720836, 'colsample_bytree': 0.7129885242689967, 'gamma': 1.6432415648306926, 'reg_alpha': 0.576903885202897, 'reg_lambda': 2.5358235086462804}. Best is trial 3 with value: 0.7083333333333333.
[I 2025-11-03 20:12:44,330] Trial 4 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.018141603541967137, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9896529270323663, 'colsample_bytree': 0.6688096248561234, 'gamma': 2.158791743018695, 'reg_alpha': 0.9562123922128554, 'reg_lambda': 1.8991773961540346}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:44,622] Trial 5 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 236, 'learning_rate': 0.04348485370482503, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7530056404357776, 'colsample_bytree': 0.606468704646971, 'gamma': 2.4405693733485583, 'reg_alpha': 0.8045816080498642, 'reg_lambda': 1.4852622629822645}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:44,935] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.15970045420234152, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.6839988462006127, 'colsample_bytree': 0.960737400207356, 'gamma': 0.3029786051990896, 'reg_alpha': 0.6031306470464493, 'reg_lambda': 0.8428656035729525}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:45,202] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.013745183602147562, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8292827892781566, 'colsample_bytree': 0.8986890405678191, 'gamma': 3.077905191280184, 'reg_alpha': 0.5725086182449812, 'reg_lambda': 0.8758427591659006}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:45,697] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.28111204497330117, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9196110731692408, 'colsample_bytree': 0.7386985890702022, 'gamma': 2.389432012180877, 'reg_alpha': 0.9319008771776485, 'reg_lambda': 1.094070555934655}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:45,801] Trial 9 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 61, 'learning_rate': 0.10377244283499373, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7893731251124156, 'colsample_bytree': 0.9426924295292233, 'gamma': 4.207687337467975, 'reg_alpha': 0.5901548972565145, 'reg_lambda': 1.137519838950268}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:46,004] Trial 10 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 21, 'learning_rate': 0.0332721248604053, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.995268748485174, 'colsample_bytree': 0.6073287209850114, 'gamma': 1.023690873629275, 'reg_alpha': 0.9794525677824326, 'reg_lambda': 2.933819457286604}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:46,184] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 66, 'learning_rate': 0.07301303881279836, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8332900612394885, 'colsample_bytree': 0.8287598637241465, 'gamma': 4.800097299117961, 'reg_alpha': 0.04859322102760927, 'reg_lambda': 1.3978342683459872}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:46,415] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.010713028915215278, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.899656374242128, 'colsample_bytree': 0.8123247343239927, 'gamma': 1.8832100683081803, 'reg_alpha': 0.38059154947608637, 'reg_lambda': 0.6047202407534096}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:46,646] Trial 13 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 64, 'learning_rate': 0.023681920879016202, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7726945691656605, 'colsample_bytree': 0.7003810830766831, 'gamma': 3.6793767078042556, 'reg_alpha': 0.7644237190402184, 'reg_lambda': 1.4697341130844641}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:46,715] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.08614273332883708, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.866108011513031, 'colsample_bytree': 0.8670506114252976, 'gamma': 4.888844839936095, 'reg_alpha': 0.34184797747037793, 'reg_lambda': 1.850988682845467}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:46,989] Trial 15 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 113, 'learning_rate': 0.02661493977188127, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6751636588568917, 'colsample_bytree': 0.7643792019078643, 'gamma': 1.1386293835439378, 'reg_alpha': 0.9105991425949912, 'reg_lambda': 1.2766732965571133}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:47,143] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.04396962257325181, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.7928905335399896, 'colsample_bytree': 0.6717477497345435, 'gamma': 3.666020195257005, 'reg_alpha': 0.18968669235343272, 'reg_lambda': 1.7279232954363715}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:47,449] Trial 17 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 94, 'learning_rate': 0.26057511273140493, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7151830089228863, 'colsample_bytree': 0.6701651097597289, 'gamma': 2.9327832292950466, 'reg_alpha': 0.7287789799445297, 'reg_lambda': 2.3991131994394235}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:47,775] Trial 18 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 155, 'learning_rate': 0.020014351445729824, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9570311699352644, 'colsample_bytree': 0.7811018081340835, 'gamma': 4.221974723505986, 'reg_alpha': 0.8647038846663193, 'reg_lambda': 1.0991956730394463}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:47,892] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.12144333795787371, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8391551318396612, 'colsample_bytree': 0.8501585635026948, 'gamma': 0.17838168489642658, 'reg_alpha': 0.6152215364836517, 'reg_lambda': 0.5264759540651114}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:48,203] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.06662902386088983, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.6064955885476957, 'colsample_bytree': 0.64419670187271, 'gamma': 1.9399707950314138, 'reg_alpha': 0.47685122322495527, 'reg_lambda': 2.764529767601214}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:48,426] Trial 21 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 144, 'learning_rate': 0.041746679354188916, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7564282886270006, 'colsample_bytree': 0.6238778989627636, 'gamma': 2.5297801041036063, 'reg_alpha': 0.8164792782593785, 'reg_lambda': 1.6279754662770216}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:48,729] Trial 22 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 200, 'learning_rate': 0.03636897105184058, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7188951059762759, 'colsample_bytree': 0.6068574674546452, 'gamma': 2.368866777361738, 'reg_alpha': 0.7020487666688351, 'reg_lambda': 2.118414823321604}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:48,917] Trial 23 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 73, 'learning_rate': 0.08873751032145279, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8024522113864931, 'colsample_bytree': 0.6558194369609982, 'gamma': 1.209705356367551, 'reg_alpha': 0.8285401439750402, 'reg_lambda': 1.5840848495034199}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:49,148] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.02856933014730626, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8759299105811198, 'colsample_bytree': 0.7006265851347109, 'gamma': 3.3163118852062823, 'reg_alpha': 0.960891301336866, 'reg_lambda': 1.231521069094137}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:49,262] Trial 25 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 39, 'learning_rate': 0.02947880656187685, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8764406095689723, 'colsample_bytree': 0.7103590675556429, 'gamma': 4.228090466365169, 'reg_alpha': 0.9826797070611992, 'reg_lambda': 1.1347769004982629}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:49,562] Trial 26 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 81, 'learning_rate': 0.016942882287958545, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9386339953079383, 'colsample_bytree': 0.75028426094095, 'gamma': 3.4580115699118306, 'reg_alpha': 0.6758744330102143, 'reg_lambda': 1.976313390291203}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:49,822] Trial 27 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 36, 'learning_rate': 0.010529991126358497, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9547804986966059, 'colsample_bytree': 0.6894672845030964, 'gamma': 3.260626465377198, 'reg_alpha': 0.868740345513579, 'reg_lambda': 0.8998422574781726}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:50,124] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 107, 'learning_rate': 0.021276230799532992, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8692034446857518, 'colsample_bytree': 0.7304897421837656, 'gamma': 3.996520016638238, 'reg_alpha': 0.9909267712766243, 'reg_lambda': 1.3090167316932224}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:50,328] Trial 29 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 123, 'learning_rate': 0.1229952559753606, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8958101675227149, 'colsample_bytree': 0.7898694257194212, 'gamma': 4.64555597999661, 'reg_alpha': 0.9088345012987126, 'reg_lambda': 0.7031993498174454}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:50,542] Trial 30 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 120, 'learning_rate': 0.013096684468431674, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8940798821284031, 'colsample_bytree': 0.7828705908639118, 'gamma': 4.657545287009714, 'reg_alpha': 0.9168150259569534, 'reg_lambda': 0.7311614590825811}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:50,853] Trial 31 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 137, 'learning_rate': 0.1257125382482349, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8122715149789153, 'colsample_bytree': 0.9274406856396897, 'gamma': 4.519856894342459, 'reg_alpha': 0.9009505352422065, 'reg_lambda': 1.0339948021257512}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:51,011] Trial 32 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 59, 'learning_rate': 0.17179717515922685, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8484462745668524, 'colsample_bytree': 0.9829138025597186, 'gamma': 3.8979533187015676, 'reg_alpha': 0.7532632532675904, 'reg_lambda': 0.7245644668908802}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:51,169] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.20596087541389876, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9711759345526315, 'colsample_bytree': 0.8681875624340601, 'gamma': 4.371688308629603, 'reg_alpha': 0.6701978515397311, 'reg_lambda': 1.242904133326906}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:51,392] Trial 34 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.23973472108530136, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9761737998578514, 'colsample_bytree': 0.8917657442744717, 'gamma': 2.758012771244909, 'reg_alpha': 0.6605304578600584, 'reg_lambda': 2.234925429036717}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:51,628] Trial 35 finished with value: 0.6875 and parameters: {'n_estimators': 125, 'learning_rate': 0.19241478250996671, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9285127902752504, 'colsample_bytree': 0.8423172448629951, 'gamma': 4.497737422668488, 'reg_alpha': 0.8146048999995816, 'reg_lambda': 1.7586532077639765}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:51,931] Trial 36 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.21176458740715157, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9640653251278076, 'colsample_bytree': 0.8006909997400083, 'gamma': 4.964440903297099, 'reg_alpha': 0.957952490798377, 'reg_lambda': 1.3061332370246197}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:52,126] Trial 37 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.13958510962691664, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9986168017293168, 'colsample_bytree': 0.8935460596862523, 'gamma': 2.0715961272345425, 'reg_alpha': 0.524795773986446, 'reg_lambda': 2.04610061401556}. Best is trial 37 with value: 0.7440476190476191.
[I 2025-11-03 20:12:52,444] Trial 38 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 171, 'learning_rate': 0.05159741138381077, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9979585630978953, 'colsample_bytree': 0.7310138034511444, 'gamma': 2.0686499064888033, 'reg_alpha': 0.22369760515733367, 'reg_lambda': 2.0299785152322305}. Best is trial 37 with value: 0.7440476190476191.
[I 2025-11-03 20:12:52,691] Trial 39 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.05361984407443478, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9989537487521764, 'colsample_bytree': 0.7271200326747881, 'gamma': 1.4529647824642278, 'reg_alpha': 0.21705374719234172, 'reg_lambda': 2.0646330448041947}. Best is trial 37 with value: 0.7440476190476191.
[I 2025-11-03 20:12:53,038] Trial 40 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 208, 'learning_rate': 0.14074923636785203, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9995489128694014, 'colsample_bytree': 0.77705105949307, 'gamma': 1.4820718941698194, 'reg_alpha': 0.10372712840731281, 'reg_lambda': 2.3179746445432174}. Best is trial 37 with value: 0.7440476190476191.
[I 2025-11-03 20:12:53,287] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 173, 'learning_rate': 0.054703542351152955, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.98728137174791, 'colsample_bytree': 0.7276902269117014, 'gamma': 2.063071739844097, 'reg_alpha': 0.25836734967547037, 'reg_lambda': 2.030540072027491}. Best is trial 37 with value: 0.7440476190476191.
[I 2025-11-03 20:12:53,629] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 168, 'learning_rate': 0.05361888524628661, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.93992260747309, 'colsample_bytree': 0.759576116791256, 'gamma': 0.6143093153580894, 'reg_alpha': 0.26758533020117936, 'reg_lambda': 2.5470904317940786}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:53,929] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 187, 'learning_rate': 0.06746789754552196, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9426399638342612, 'colsample_bytree': 0.7567207953483817, 'gamma': 0.6340476915207359, 'reg_alpha': 0.2865939757838294, 'reg_lambda': 2.5935249623955774}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:54,311] Trial 44 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 223, 'learning_rate': 0.09809820838725289, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9081654636292269, 'colsample_bytree': 0.8177078659024862, 'gamma': 0.6407021218812345, 'reg_alpha': 0.4184724919180063, 'reg_lambda': 2.463793591041052}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:54,661] Trial 45 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 164, 'learning_rate': 0.07648114780332986, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9448528563823764, 'colsample_bytree': 0.8036342654103744, 'gamma': 1.7354326712030927, 'reg_alpha': 0.14063981844738088, 'reg_lambda': 2.1772405008785953}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:54,896] Trial 46 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 187, 'learning_rate': 0.14910196770974019, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9755497985723409, 'colsample_bytree': 0.6835326207800173, 'gamma': 1.4354920540203275, 'reg_alpha': 0.5240682522737602, 'reg_lambda': 1.8967977212621885}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:55,172] Trial 47 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.06138375217551011, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9186583200052946, 'colsample_bytree': 0.7483590639877622, 'gamma': 0.779791414754403, 'reg_alpha': 0.35576921957582913, 'reg_lambda': 2.6685095907158907}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:55,389] Trial 48 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 125, 'learning_rate': 0.0489301102727745, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6330771381669204, 'colsample_bytree': 0.7168356371181199, 'gamma': 2.210219102623842, 'reg_alpha': 0.012828225040035668, 'reg_lambda': 2.3134895403940865}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:55,640] Trial 49 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 94, 'learning_rate': 0.03562376455092247, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9813802975259779, 'colsample_bytree': 0.7718754626545257, 'gamma': 0.03207832532320509, 'reg_alpha': 0.31895547706563626, 'reg_lambda': 2.9364596350590193}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:55,855] Trial 50 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 149, 'learning_rate': 0.10744308078960943, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9592393838792406, 'colsample_bytree': 0.7909393790271347, 'gamma': 1.6557854575337099, 'reg_alpha': 0.1778627248677701, 'reg_lambda': 1.805341551389005}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:56,141] Trial 51 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.04895789319650488, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9975993784271837, 'colsample_bytree': 0.7391149853564548, 'gamma': 2.5876690966215596, 'reg_alpha': 0.21489669991018112, 'reg_lambda': 1.946741266985925}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:56,387] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 160, 'learning_rate': 0.08350200942196895, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9869614982334813, 'colsample_bytree': 0.7179530498774083, 'gamma': 2.2464707708505154, 'reg_alpha': 0.08548747191178563, 'reg_lambda': 2.07202650234822}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:56,596] Trial 53 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 106, 'learning_rate': 0.04048534643066893, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9397029677478257, 'colsample_bytree': 0.7624002370979225, 'gamma': 0.9280150329050865, 'reg_alpha': 0.4164747804691423, 'reg_lambda': 1.6688072536462664}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:57,025] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 200, 'learning_rate': 0.05734334210063394, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.965659351200297, 'colsample_bytree': 0.8302304950118832, 'gamma': 1.3324334125505684, 'reg_alpha': 0.2542786984335442, 'reg_lambda': 2.82120588095501}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:57,399] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 171, 'learning_rate': 0.1322903408978053, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9882392054356515, 'colsample_bytree': 0.6584196366086406, 'gamma': 1.8676326430253802, 'reg_alpha': 0.1322397158210375, 'reg_lambda': 2.2487300639145182}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:57,784] Trial 56 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 190, 'learning_rate': 0.0946278972525674, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9303706442829734, 'colsample_bytree': 0.6242417445436761, 'gamma': 2.065184860643847, 'reg_alpha': 0.5512319340524772, 'reg_lambda': 1.5187296696060166}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:57,987] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 118, 'learning_rate': 0.11335331321193563, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9020416687967143, 'colsample_bytree': 0.6963545967090122, 'gamma': 2.790271281952123, 'reg_alpha': 0.3094585342089487, 'reg_lambda': 2.496856712333906}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:58,224] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.03255288394635748, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9997931795844429, 'colsample_bytree': 0.952243674328891, 'gamma': 0.381609368880635, 'reg_alpha': 0.22595186496102312, 'reg_lambda': 2.1224736106283073}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:58,544] Trial 59 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 129, 'learning_rate': 0.01719778256634394, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9518490156910357, 'colsample_bytree': 0.9668379222156904, 'gamma': 0.2760650004999155, 'reg_alpha': 0.18732999791506022, 'reg_lambda': 2.10874619159169}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:58,759] Trial 60 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 93, 'learning_rate': 0.024329029596028534, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.972000837897061, 'colsample_bytree': 0.9006228446698555, 'gamma': 0.41462636265538916, 'reg_alpha': 0.865381243607673, 'reg_lambda': 2.3472604420832384}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:59,058] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.024229016883086783, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9744249212975195, 'colsample_bytree': 0.9074622508530653, 'gamma': 0.5229975754779495, 'reg_alpha': 0.8662659542586291, 'reg_lambda': 2.371001498161971}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:59,282] Trial 62 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 88, 'learning_rate': 0.024757435860993496, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9718863681639941, 'colsample_bytree': 0.9047568057563897, 'gamma': 0.4736928835659165, 'reg_alpha': 0.8496965311795539, 'reg_lambda': 2.399397138967171}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:59,622] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 88, 'learning_rate': 0.0241422349770155, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9731250414348191, 'colsample_bytree': 0.9045037457174585, 'gamma': 0.46950115991086977, 'reg_alpha': 0.8630356286569775, 'reg_lambda': 2.402404977403883}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:59,845] Trial 64 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 109, 'learning_rate': 0.01939120400023834, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9655505118096257, 'colsample_bytree': 0.9439023817822982, 'gamma': 0.5090834529469854, 'reg_alpha': 0.7564257545823734, 'reg_lambda': 2.6477391393023453}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:00,046] Trial 65 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 100, 'learning_rate': 0.03136722795819043, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.980359753954604, 'colsample_bytree': 0.9166838106341477, 'gamma': 1.0323890090708687, 'reg_alpha': 0.4638077441289079, 'reg_lambda': 2.377808655239439}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:00,328] Trial 66 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 89, 'learning_rate': 0.013362381739547888, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9293016482463735, 'colsample_bytree': 0.8730883572385276, 'gamma': 0.38909751087598604, 'reg_alpha': 0.7873866065840739, 'reg_lambda': 2.552776043755222}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:00,595] Trial 67 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 97, 'learning_rate': 0.025302141375435003, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9902725073485785, 'colsample_bytree': 0.8826860940668191, 'gamma': 0.0006778996981562369, 'reg_alpha': 0.8452072266248143, 'reg_lambda': 2.1635715336965133}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:00,865] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 69, 'learning_rate': 0.021993460750900865, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9500926612343779, 'colsample_bytree': 0.9380945455293701, 'gamma': 0.24716471730649814, 'reg_alpha': 0.6238310167447667, 'reg_lambda': 2.3075303595806655}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:01,060] Trial 69 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 83, 'learning_rate': 0.02719907821185986, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9594497446992961, 'colsample_bytree': 0.9569232016931172, 'gamma': 0.8932295895439989, 'reg_alpha': 0.7218656812323391, 'reg_lambda': 2.7623757879296265}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:01,282] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.037511086801083365, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.9994941447239449, 'colsample_bytree': 0.9085303769807276, 'gamma': 0.6881069726106588, 'reg_alpha': 0.262771393107755, 'reg_lambda': 2.441180186724778}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:01,491] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 89, 'learning_rate': 0.022315596132739902, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9755048346539191, 'colsample_bytree': 0.8993427607399193, 'gamma': 0.4687051093639193, 'reg_alpha': 0.872346946806186, 'reg_lambda': 2.3767376580636292}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:01,755] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 73, 'learning_rate': 0.01552903622264941, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9701390392432648, 'colsample_bytree': 0.9244803221802095, 'gamma': 0.14155239863171937, 'reg_alpha': 0.8465339606752338, 'reg_lambda': 2.225739725460009}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:01,990] Trial 73 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 102, 'learning_rate': 0.03136341062302836, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.983438768257146, 'colsample_bytree': 0.9903894910191696, 'gamma': 0.4937264674904551, 'reg_alpha': 0.7838570096218689, 'reg_lambda': 2.5361123082033012}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:02,213] Trial 74 finished with value: 0.755952380952381 and parameters: {'n_estimators': 110, 'learning_rate': 0.01894084615567441, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9702743596708902, 'colsample_bytree': 0.8527377922127686, 'gamma': 0.814278190889382, 'reg_alpha': 0.9397289312175958, 'reg_lambda': 2.270301805055132}. Best is trial 74 with value: 0.755952380952381.
[I 2025-11-03 20:13:02,497] Trial 75 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 113, 'learning_rate': 0.015177259040207208, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.954101388580826, 'colsample_bytree': 0.8542244240382141, 'gamma': 1.1357467299571664, 'reg_alpha': 0.9624890043675152, 'reg_lambda': 2.2827311354820163}. Best is trial 74 with value: 0.755952380952381.
[I 2025-11-03 20:13:02,722] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 134, 'learning_rate': 0.019846937737160508, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9133417917629503, 'colsample_bytree': 0.8838802918082607, 'gamma': 0.7808635698847399, 'reg_alpha': 0.9376585390936474, 'reg_lambda': 2.1660804098327997}. Best is trial 74 with value: 0.755952380952381.
[I 2025-11-03 20:13:02,976] Trial 77 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 146, 'learning_rate': 0.028449591365456772, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9364938805914218, 'colsample_bytree': 0.8891985880265851, 'gamma': 1.2926721167407988, 'reg_alpha': 0.8877737170958696, 'reg_lambda': 2.027752383513939}. Best is trial 74 with value: 0.755952380952381.
[I 2025-11-03 20:13:03,290] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.04537574198955789, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9893316639072832, 'colsample_bytree': 0.9345652160785167, 'gamma': 0.34977707831301535, 'reg_alpha': 0.9434116656291146, 'reg_lambda': 2.6470487871982304}. Best is trial 74 with value: 0.755952380952381.
[I 2025-11-03 20:13:03,495] Trial 79 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 112, 'learning_rate': 0.04526980572567554, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9896555773882745, 'colsample_bytree': 0.9684681050890472, 'gamma': 0.33775568007197476, 'reg_alpha': 0.9934699453135531, 'reg_lambda': 2.6998972813571793}. Best is trial 74 with value: 0.755952380952381.
[I 2025-11-03 20:13:03,798] Trial 80 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 132, 'learning_rate': 0.03844007463170945, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9996937433020212, 'colsample_bytree': 0.9352821659267037, 'gamma': 0.8675108438319119, 'reg_alpha': 0.9306809723749974, 'reg_lambda': 2.6040501348635074}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:04,090] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.04120718523055878, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9910913842721731, 'colsample_bytree': 0.9355423162552157, 'gamma': 0.8598015083018257, 'reg_alpha': 0.9323551619843528, 'reg_lambda': 2.815682536863578}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:04,302] Trial 82 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 119, 'learning_rate': 0.03436150167498996, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9812290190213059, 'colsample_bytree': 0.9577984109089701, 'gamma': 0.6316403212067176, 'reg_alpha': 0.9401464584825034, 'reg_lambda': 2.5893750480942583}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:04,613] Trial 83 finished with value: 0.738095238095238 and parameters: {'n_estimators': 141, 'learning_rate': 0.04610289969808224, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9617431829409129, 'colsample_bytree': 0.9475389311035726, 'gamma': 0.9839064933641981, 'reg_alpha': 0.8887691770709932, 'reg_lambda': 2.4739203687037623}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:04,828] Trial 84 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 104, 'learning_rate': 0.03791164262000081, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9990808990861647, 'colsample_bytree': 0.9165724112988145, 'gamma': 0.16428507861905195, 'reg_alpha': 0.15760438137633218, 'reg_lambda': 2.631933002638333}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:05,075] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 118, 'learning_rate': 0.03158127266441744, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9474307413247957, 'colsample_bytree': 0.918178213204134, 'gamma': 0.7670754679511127, 'reg_alpha': 0.9673183869593329, 'reg_lambda': 1.939942613343636}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:05,311] Trial 86 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 164, 'learning_rate': 0.06469154209062637, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9829784833532923, 'colsample_bytree': 0.9320601605081438, 'gamma': 1.0966529831038279, 'reg_alpha': 0.9133266244686019, 'reg_lambda': 2.7435374625132445}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:05,505] Trial 87 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 96, 'learning_rate': 0.054373958853835766, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.968644790813083, 'colsample_bytree': 0.850017804570343, 'gamma': 0.5545502333194586, 'reg_alpha': 0.3567355158733808, 'reg_lambda': 2.4992431335819423}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:05,864] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 132, 'learning_rate': 0.03995490661184294, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9992990401969212, 'colsample_bytree': 0.8752859476774605, 'gamma': 0.33582458412232397, 'reg_alpha': 0.22263831063279066, 'reg_lambda': 1.8310332059287742}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:06,070] Trial 89 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 128, 'learning_rate': 0.07244797490424552, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9999474131100268, 'colsample_bytree': 0.864797562735437, 'gamma': 1.4529640801282429, 'reg_alpha': 0.24071396770940656, 'reg_lambda': 1.8510952988567153}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:06,388] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 153, 'learning_rate': 0.05822262490377559, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8874448735060758, 'colsample_bytree': 0.8944107861929392, 'gamma': 0.12335937611949621, 'reg_alpha': 0.22140907192302495, 'reg_lambda': 2.099395060177577}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:06,684] Trial 91 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.039672711197128334, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.989846952513298, 'colsample_bytree': 0.8762135914694082, 'gamma': 0.333221011889403, 'reg_alpha': 0.2867935912169641, 'reg_lambda': 2.8836925456509928}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:07,072] Trial 92 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 112, 'learning_rate': 0.049352246108413565, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9781339694829569, 'colsample_bytree': 0.947474082240032, 'gamma': 0.7423379522701938, 'reg_alpha': 0.20619602760843275, 'reg_lambda': 2.001488026618263}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:07,298] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.05100970141068197, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9761859856327416, 'colsample_bytree': 0.8319090115733956, 'gamma': 0.7316841549320653, 'reg_alpha': 0.20201964802312886, 'reg_lambda': 1.9826454003342953}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:07,519] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.02629669182746181, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9605085318985211, 'colsample_bytree': 0.9521366511549566, 'gamma': 0.5859573359472535, 'reg_alpha': 0.17009425347218748, 'reg_lambda': 1.747963237063066}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:07,845] Trial 95 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.03323107552749605, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9807470522548343, 'colsample_bytree': 0.970248684221679, 'gamma': 1.254520793014627, 'reg_alpha': 0.10184654098534056, 'reg_lambda': 2.1950111902180107}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:08,089] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 183, 'learning_rate': 0.03507879554520715, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9828820928338371, 'colsample_bytree': 0.9757432893560485, 'gamma': 1.2032213783889523, 'reg_alpha': 0.077767024848442, 'reg_lambda': 1.8177979134123239}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:08,465] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 199, 'learning_rate': 0.042640798826842574, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9508322182408739, 'colsample_bytree': 0.8610550635684734, 'gamma': 0.8462684790626639, 'reg_alpha': 0.11951354032911779, 'reg_lambda': 2.195403118742623}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:08,667] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 110, 'learning_rate': 0.29233435995965795, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9932472986072538, 'colsample_bytree': 0.9741527847886018, 'gamma': 0.9848472272524668, 'reg_alpha': 0.04666825667165196, 'reg_lambda': 2.056862873006221}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:09,072] Trial 99 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 214, 'learning_rate': 0.029344158135964995, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7698475998572283, 'colsample_bytree': 0.9998955188601112, 'gamma': 1.5982043001407253, 'reg_alpha': 0.2881657192668689, 'reg_lambda': 2.1407360829836968}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:09,302] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 160, 'learning_rate': 0.011907787754847778, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8498720739942569, 'colsample_bytree': 0.9253157334307133, 'gamma': 1.2748047435442271, 'reg_alpha': 0.24118686564042907, 'reg_lambda': 1.684766226103428}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:09,715] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.018620223886516227, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.968034798089487, 'colsample_bytree': 0.9865311512965397, 'gamma': 0.6768672801385255, 'reg_alpha': 0.16103011107067022, 'reg_lambda': 2.258969587791521}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:09,968] Trial 102 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.032450749709749954, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9672522337484558, 'colsample_bytree': 0.9932162924107503, 'gamma': 0.6778390497169503, 'reg_alpha': 0.16222406370301543, 'reg_lambda': 2.270605850129307}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:10,227] Trial 103 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 193, 'learning_rate': 0.05031392789964789, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9808728761981372, 'colsample_bytree': 0.9630036476272648, 'gamma': 1.0506658675448848, 'reg_alpha': 0.20347706055942769, 'reg_lambda': 1.908683720270136}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:10,574] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.01833254150129868, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9357048201762197, 'colsample_bytree': 0.96449108459451, 'gamma': 1.069189322505983, 'reg_alpha': 0.19933409823337753, 'reg_lambda': 1.9044749892095003}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:10,838] Trial 105 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 198, 'learning_rate': 0.048773650000717, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.980539166437715, 'colsample_bytree': 0.9444191856817067, 'gamma': 0.904528019839666, 'reg_alpha': 0.14770644027446464, 'reg_lambda': 1.9671577993173128}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:11,195] Trial 106 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.051858862300264874, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9592055202382399, 'colsample_bytree': 0.9871532742982634, 'gamma': 1.4018452358059565, 'reg_alpha': 0.09337209636996815, 'reg_lambda': 2.011681538542952}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:11,451] Trial 107 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 204, 'learning_rate': 0.06078875523498574, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7168227651040174, 'colsample_bytree': 0.9781692554474406, 'gamma': 1.7620652731694921, 'reg_alpha': 0.11409628122040189, 'reg_lambda': 1.8055886844920923}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:11,813] Trial 108 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 195, 'learning_rate': 0.07345365059585507, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9443225490531156, 'colsample_bytree': 0.9837627640950102, 'gamma': 0.7856277222055752, 'reg_alpha': 0.0405019842118188, 'reg_lambda': 2.22016946923776}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:12,068] Trial 109 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 181, 'learning_rate': 0.04783169745297927, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9770383045474128, 'colsample_bytree': 0.9099115271455046, 'gamma': 1.1771067784927296, 'reg_alpha': 0.13467885119079379, 'reg_lambda': 1.8845810812027086}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:12,474] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.03823076342711115, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.967642945871176, 'colsample_bytree': 0.9566331305199863, 'gamma': 1.541843358613347, 'reg_alpha': 0.068996297338028, 'reg_lambda': 1.5842736035014833}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:12,731] Trial 111 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 175, 'learning_rate': 0.04283406349230362, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.99356050844329, 'colsample_bytree': 0.9506110181436425, 'gamma': 0.577625009972182, 'reg_alpha': 0.17984565376390127, 'reg_lambda': 2.3269576604790774}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:12,997] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.01807153002343926, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9820749837737435, 'colsample_bytree': 0.967029050521459, 'gamma': 1.0157438758156807, 'reg_alpha': 0.2692964797808123, 'reg_lambda': 2.057352138599391}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:13,297] Trial 113 finished with value: 0.738095238095238 and parameters: {'n_estimators': 192, 'learning_rate': 0.02194733927056801, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9237108378981209, 'colsample_bytree': 0.9205458141364277, 'gamma': 0.8401646579418394, 'reg_alpha': 0.20718279837041428, 'reg_lambda': 2.0945675531517454}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:13,521] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.05456027115439111, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9955486053868798, 'colsample_bytree': 0.7440338361157992, 'gamma': 0.227823445277627, 'reg_alpha': 0.23451021566835678, 'reg_lambda': 2.1219431470239245}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:13,764] Trial 115 finished with value: 0.755952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.01586974614109047, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9744675154326383, 'colsample_bytree': 0.9715809264776752, 'gamma': 0.6624652168783672, 'reg_alpha': 0.4052723370614335, 'reg_lambda': 1.9337098846060499}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:14,097] Trial 116 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 171, 'learning_rate': 0.014059613678388054, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6841564076315169, 'colsample_bytree': 0.8144913484514705, 'gamma': 0.9329089044248761, 'reg_alpha': 0.39999350249788923, 'reg_lambda': 1.9387407582802603}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:14,396] Trial 117 finished with value: 0.699404761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.01613672693332792, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.95773086661838, 'colsample_bytree': 0.9771913757055539, 'gamma': 0.7050145615964927, 'reg_alpha': 0.5122390652421844, 'reg_lambda': 2.2538611874325203}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:14,686] Trial 118 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.012098584711332296, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9762055985297022, 'colsample_bytree': 0.9607215733783522, 'gamma': 1.271898415090071, 'reg_alpha': 0.31056211529493694, 'reg_lambda': 2.4442826441190495}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:14,962] Trial 119 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.020844628724808193, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9656094477037108, 'colsample_bytree': 0.9394844772814255, 'gamma': 1.0928197677033515, 'reg_alpha': 0.3294163867801395, 'reg_lambda': 1.6945063126201323}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:15,271] Trial 120 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 168, 'learning_rate': 0.062096213491196525, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.987660530832993, 'colsample_bytree': 0.7254882696463106, 'gamma': 1.3591496518664197, 'reg_alpha': 0.441829559888472, 'reg_lambda': 1.998413191072403}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:15,536] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.014746807911384692, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9854815220445081, 'colsample_bytree': 0.9701125454883865, 'gamma': 0.4702763440508082, 'reg_alpha': 0.18244792687634193, 'reg_lambda': 2.206598193730316}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:15,919] Trial 122 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 157, 'learning_rate': 0.016485594705431435, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.998162180096223, 'colsample_bytree': 0.9462017518941073, 'gamma': 0.5978149078226987, 'reg_alpha': 0.2190021419824636, 'reg_lambda': 1.9313534025006367}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:16,146] Trial 123 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.018764558437750364, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9697735268115625, 'colsample_bytree': 0.9933610399362928, 'gamma': 0.38689335358818905, 'reg_alpha': 0.14868803949249332, 'reg_lambda': 2.1433232949126495}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:16,559] Trial 124 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 138, 'learning_rate': 0.02305887145370654, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.955109533852575, 'colsample_bytree': 0.9293505985313069, 'gamma': 0.7004230866004333, 'reg_alpha': 0.5697369588866614, 'reg_lambda': 1.8733677267494893}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:16,794] Trial 125 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 105, 'learning_rate': 0.033801141557868446, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9749414842135554, 'colsample_bytree': 0.8770732397133897, 'gamma': 2.323338459349571, 'reg_alpha': 0.2469395957340233, 'reg_lambda': 2.3534690487072147}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:17,133] Trial 126 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 121, 'learning_rate': 0.04019744047894442, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9996636380413588, 'colsample_bytree': 0.91229525087136, 'gamma': 0.5527844770161687, 'reg_alpha': 0.2049574255389351, 'reg_lambda': 1.7853596855526108}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:17,354] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.04420501195607245, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9890080107557231, 'colsample_bytree': 0.8857877375861886, 'gamma': 0.29515266352590197, 'reg_alpha': 0.27359864571749754, 'reg_lambda': 2.0660274699659653}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:17,568] Trial 128 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 115, 'learning_rate': 0.06811517225092499, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6227186310506305, 'colsample_bytree': 0.9815603142854773, 'gamma': 0.824894536138304, 'reg_alpha': 0.11029556954983627, 'reg_lambda': 2.1726579010427596}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:17,861] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.017370683567863678, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8238589347800988, 'colsample_bytree': 0.706683805528317, 'gamma': 1.960266286868599, 'reg_alpha': 0.3671719691560487, 'reg_lambda': 2.4193678437945234}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:18,122] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.03587985867093886, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9803092018416452, 'colsample_bytree': 0.9534322829841302, 'gamma': 0.9345362835356286, 'reg_alpha': 0.18789004562813416, 'reg_lambda': 2.285579105659794}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:18,395] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 128, 'learning_rate': 0.03545086736330353, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9828926911893846, 'colsample_bytree': 0.9528834365245531, 'gamma': 0.6426665423663276, 'reg_alpha': 0.16372696612856613, 'reg_lambda': 2.2502342866481952}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:18,617] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 122, 'learning_rate': 0.03564264235120169, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9743713700954838, 'colsample_bytree': 0.9631932739587982, 'gamma': 1.0108765820956742, 'reg_alpha': 0.4821760586111286, 'reg_lambda': 2.5515477893119285}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:18,876] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.052698667920329706, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9839299449132721, 'colsample_bytree': 0.9528767432556482, 'gamma': 0.9004332909296391, 'reg_alpha': 0.17001917087501728, 'reg_lambda': 2.3003014505541883}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:19,122] Trial 134 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 128, 'learning_rate': 0.0472188030362359, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9628274086712423, 'colsample_bytree': 0.9560391790613307, 'gamma': 0.9156236807310516, 'reg_alpha': 0.16538976752676451, 'reg_lambda': 2.296582861913626}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:19,405] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 138, 'learning_rate': 0.037916260103935534, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9808071836823874, 'colsample_bytree': 0.9402903532445896, 'gamma': 0.6561911606858397, 'reg_alpha': 0.13050482583462938, 'reg_lambda': 2.273039250823607}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:19,642] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.03964818691790358, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9457486705343924, 'colsample_bytree': 0.943409467110213, 'gamma': 0.6715552612360298, 'reg_alpha': 0.1865513113612483, 'reg_lambda': 2.3784015824692584}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:19,977] Trial 137 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 146, 'learning_rate': 0.02966039390084016, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9524450363063522, 'colsample_bytree': 0.9381473458203591, 'gamma': 0.7773473041023572, 'reg_alpha': 0.12794680812659076, 'reg_lambda': 2.2653953712200137}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:20,201] Trial 138 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.036276373017822855, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9823642206508009, 'colsample_bytree': 0.9304626179290414, 'gamma': 0.5139528411174118, 'reg_alpha': 0.15506342391270944, 'reg_lambda': 2.5102265292601125}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:20,437] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.05766157653368024, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9655690032712094, 'colsample_bytree': 0.9705979223967125, 'gamma': 0.6317726493471518, 'reg_alpha': 0.1357929597282941, 'reg_lambda': 2.3047420927551965}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:20,871] Trial 140 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.05789760177168839, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9635789962217288, 'colsample_bytree': 0.9697479765848077, 'gamma': 0.5994147779972026, 'reg_alpha': 0.09248745907390192, 'reg_lambda': 2.345764478136077}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:21,106] Trial 141 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.05095943006461934, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9708788422840469, 'colsample_bytree': 0.9527272463223853, 'gamma': 0.7264497492076407, 'reg_alpha': 0.12606816165129237, 'reg_lambda': 2.2999798938782408}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:21,432] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.04352110353389025, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9807491618833629, 'colsample_bytree': 0.9858398970283562, 'gamma': 0.8776202858253184, 'reg_alpha': 0.06746701467543802, 'reg_lambda': 2.430517248790816}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:21,649] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.04155982115608307, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9845489259954562, 'colsample_bytree': 0.9856219497309099, 'gamma': 0.9554185594065611, 'reg_alpha': 0.004638792137021383, 'reg_lambda': 2.418010104077599}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:21,955] Trial 144 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.03779155883308534, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9858810358804294, 'colsample_bytree': 0.9947084826051382, 'gamma': 1.173166363295864, 'reg_alpha': 0.05341279848398588, 'reg_lambda': 2.2133294950328826}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:22,164] Trial 145 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.04171890291115307, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.9889500893784176, 'colsample_bytree': 0.9786242747995545, 'gamma': 0.4247923778297321, 'reg_alpha': 0.009110918153201787, 'reg_lambda': 2.480091838463082}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:22,391] Trial 146 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.031013157202375734, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9386162753678844, 'colsample_bytree': 0.9611496505878351, 'gamma': 1.0452772692307957, 'reg_alpha': 0.028601450198658875, 'reg_lambda': 2.6038274793408434}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:22,710] Trial 147 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 149, 'learning_rate': 0.04542426733400733, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9568301424182423, 'colsample_bytree': 0.9674797112182693, 'gamma': 0.9201204431747063, 'reg_alpha': 0.10247275363913767, 'reg_lambda': 2.3789895123245977}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:22,924] Trial 148 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 132, 'learning_rate': 0.0344433213315438, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9725809189848778, 'colsample_bytree': 0.9741291421725531, 'gamma': 0.6149306490540762, 'reg_alpha': 0.17282240006998728, 'reg_lambda': 2.333914822810153}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:23,350] Trial 149 finished with value: 0.755952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.056016556914430526, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9675377176366062, 'colsample_bytree': 0.9880255296477239, 'gamma': 0.08700447069900252, 'reg_alpha': 0.14885235803742702, 'reg_lambda': 2.2822692364250656}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:23,540] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.027170471812687957, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9904706161282605, 'colsample_bytree': 0.9860037096192366, 'gamma': 0.17236583078727313, 'reg_alpha': 0.1497536572882734, 'reg_lambda': 2.4115520827249695}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:23,852] Trial 151 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 126, 'learning_rate': 0.05540313271529999, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9643305552963065, 'colsample_bytree': 0.9991362347305556, 'gamma': 0.8181826997477686, 'reg_alpha': 0.1357636378224606, 'reg_lambda': 2.29279354145566}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:24,063] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.053412337759218775, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9499023369662698, 'colsample_bytree': 0.9969905422912099, 'gamma': 0.056757151768088154, 'reg_alpha': 0.17123189102565298, 'reg_lambda': 2.2536788488471267}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:24,395] Trial 153 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 123, 'learning_rate': 0.06414212673447552, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9729741676978244, 'colsample_bytree': 0.9879067651324811, 'gamma': 0.8020611625605449, 'reg_alpha': 0.11544317041284922, 'reg_lambda': 2.259278852376141}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:24,691] Trial 154 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 135, 'learning_rate': 0.03871358629778948, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9803283900473605, 'colsample_bytree': 0.9826509829374702, 'gamma': 0.25641304172518864, 'reg_alpha': 0.1928551358436219, 'reg_lambda': 2.1888541342077805}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:25,075] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.04728297326025234, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7424603172536546, 'colsample_bytree': 0.9577016368301638, 'gamma': 1.1290013444711684, 'reg_alpha': 0.07216157796164945, 'reg_lambda': 2.4662948160918434}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:25,303] Trial 156 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 141, 'learning_rate': 0.04185952401185822, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9634761149393274, 'colsample_bytree': 0.8372460594611791, 'gamma': 0.9569899040779986, 'reg_alpha': 0.14355275924076152, 'reg_lambda': 2.5355808131161597}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:25,619] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.041942906904126026, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9616428458915959, 'colsample_bytree': 0.8464273969297336, 'gamma': 0.4216668292519007, 'reg_alpha': 0.13534836070238093, 'reg_lambda': 2.545855497924883}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:25,902] Trial 158 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.020207156481556316, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9663555929813438, 'colsample_bytree': 0.8308628798814389, 'gamma': 0.9848012396118416, 'reg_alpha': 0.08846859226956885, 'reg_lambda': 2.599121011214567}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:26,195] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.0544091955107826, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9920901485233597, 'colsample_bytree': 0.8640304587664454, 'gamma': 0.5329143516369871, 'reg_alpha': 0.15382351746774423, 'reg_lambda': 2.511395400980129}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:26,620] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 193, 'learning_rate': 0.04998667274788188, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9555929891457672, 'colsample_bytree': 0.8408551637448513, 'gamma': 0.8350967932143996, 'reg_alpha': 0.8950725335269968, 'reg_lambda': 2.431149522328302}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:26,897] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.03276827220508761, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9817254045851738, 'colsample_bytree': 0.9977068234684383, 'gamma': 0.9638294182047069, 'reg_alpha': 0.18399260518991428, 'reg_lambda': 2.3525851054327753}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:27,238] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.03558513743117217, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9719733924049481, 'colsample_bytree': 0.8559969035283806, 'gamma': 0.7032842766027348, 'reg_alpha': 0.22454088087952712, 'reg_lambda': 2.2243183274842595}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:27,503] Trial 163 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 116, 'learning_rate': 0.04431902412395436, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9786186163505587, 'colsample_bytree': 0.9758481423651101, 'gamma': 0.8057485247365583, 'reg_alpha': 0.6415693883262752, 'reg_lambda': 2.691820816488606}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:27,724] Trial 164 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 131, 'learning_rate': 0.03759958220269978, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9916997105193417, 'colsample_bytree': 0.7953133645523165, 'gamma': 1.0741960659437748, 'reg_alpha': 0.10980322735866901, 'reg_lambda': 2.3041779083334766}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:28,040] Trial 165 finished with value: 0.75 and parameters: {'n_estimators': 126, 'learning_rate': 0.04067976053823301, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9855113847707282, 'colsample_bytree': 0.9908599003265064, 'gamma': 1.2505219669527277, 'reg_alpha': 0.1604906357366069, 'reg_lambda': 2.262244932360678}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:28,250] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 121, 'learning_rate': 0.05949499848628886, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9478529979829167, 'colsample_bytree': 0.9641122078649639, 'gamma': 0.923347927657486, 'reg_alpha': 0.20103188103850092, 'reg_lambda': 2.398566574312528}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:28,535] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.04748349177195595, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9626532570661246, 'colsample_bytree': 0.9486095198831402, 'gamma': 0.7257383077854223, 'reg_alpha': 0.0009527279029636349, 'reg_lambda': 2.16598279781238}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:28,833] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.02959808173300586, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9697771029257559, 'colsample_bytree': 0.8039036345103312, 'gamma': 0.327002880518147, 'reg_alpha': 0.13632581381209985, 'reg_lambda': 2.3698912478796705}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:29,065] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.05090481495214808, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9771832667797626, 'colsample_bytree': 0.769290865579403, 'gamma': 0.48311520226537974, 'reg_alpha': 0.181052708523971, 'reg_lambda': 2.4632873399303574}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:29,542] Trial 170 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 134, 'learning_rate': 0.03668071542845744, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9572887813025593, 'colsample_bytree': 0.9804600288651455, 'gamma': 0.08847581057983286, 'reg_alpha': 0.23285018545978448, 'reg_lambda': 2.3148635664537522}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:29,769] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 147, 'learning_rate': 0.05708093792626408, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9646614611929085, 'colsample_bytree': 0.9709547992766789, 'gamma': 0.6222533474600432, 'reg_alpha': 0.13843550489830705, 'reg_lambda': 2.301030915905331}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:30,134] Trial 172 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 152, 'learning_rate': 0.056051049538012036, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9860122159563626, 'colsample_bytree': 0.9999344186106175, 'gamma': 0.8518374527574694, 'reg_alpha': 0.12091500204905586, 'reg_lambda': 2.2052146307464526}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:30,367] Trial 173 finished with value: 0.738095238095238 and parameters: {'n_estimators': 162, 'learning_rate': 0.06863655381313975, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9928503026312105, 'colsample_bytree': 0.9995415499814917, 'gamma': 0.8600624125210092, 'reg_alpha': 0.9773954265388415, 'reg_lambda': 2.219192846753876}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:30,591] Trial 174 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.062078476517072295, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9848472429929476, 'colsample_bytree': 0.9892261317914393, 'gamma': 0.9891601363190197, 'reg_alpha': 0.9246908766000002, 'reg_lambda': 2.565793831710827}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:30,863] Trial 175 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 144, 'learning_rate': 0.04434950135014615, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9769316157631645, 'colsample_bytree': 0.9386586602489366, 'gamma': 1.1442915170008232, 'reg_alpha': 0.15256865747147827, 'reg_lambda': 2.1459357009885722}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:31,074] Trial 176 finished with value: 0.755952380952381 and parameters: {'n_estimators': 130, 'learning_rate': 0.01569979827095785, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9991323551580975, 'colsample_bytree': 0.8383080170774714, 'gamma': 0.75047606873145, 'reg_alpha': 0.09891492027386117, 'reg_lambda': 2.3508397857076266}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:31,477] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 174, 'learning_rate': 0.01653387383561094, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9998405721734668, 'colsample_bytree': 0.8406372878038426, 'gamma': 0.6848100833972675, 'reg_alpha': 0.1142841477069813, 'reg_lambda': 2.3598677512725112}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:31,715] Trial 178 finished with value: 0.761904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.014051508220281832, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9997226152960449, 'colsample_bytree': 0.8453078448613516, 'gamma': 0.7998811494170057, 'reg_alpha': 0.10096578543751258, 'reg_lambda': 2.3579821483089063}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:32,029] Trial 179 finished with value: 0.6875 and parameters: {'n_estimators': 166, 'learning_rate': 0.01379314454498167, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9971997940940792, 'colsample_bytree': 0.8398005638922873, 'gamma': 0.7783841089544179, 'reg_alpha': 0.07816416185890909, 'reg_lambda': 2.499095423476115}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:32,265] Trial 180 finished with value: 0.755952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.0151744505225265, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9937013395800148, 'colsample_bytree': 0.8308176177800235, 'gamma': 0.8524234609686516, 'reg_alpha': 0.060298156713531934, 'reg_lambda': 2.3906779194106873}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:32,572] Trial 181 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 175, 'learning_rate': 0.012290158720314692, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9986455154572513, 'colsample_bytree': 0.822278486356083, 'gamma': 0.8846753883197697, 'reg_alpha': 0.04780523466209634, 'reg_lambda': 2.4211083529752275}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:32,938] Trial 182 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 174, 'learning_rate': 0.012085720808569572, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9980178042526594, 'colsample_bytree': 0.8162106814299871, 'gamma': 0.8508870083398238, 'reg_alpha': 0.03653207379488384, 'reg_lambda': 2.4027019329932515}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:33,226] Trial 183 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 173, 'learning_rate': 0.012172920650265455, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9992454960119459, 'colsample_bytree': 0.8388446077528104, 'gamma': 1.0620349686867327, 'reg_alpha': 0.03408155634903339, 'reg_lambda': 2.41720383732795}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:33,475] Trial 184 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 173, 'learning_rate': 0.011439286896835611, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9963700151850614, 'colsample_bytree': 0.8238748423340045, 'gamma': 1.084244646598815, 'reg_alpha': 0.04216900370547623, 'reg_lambda': 2.4256475912500144}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:33,720] Trial 185 finished with value: 0.761904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.012763334681778907, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9973181223818235, 'colsample_bytree': 0.8363097769031442, 'gamma': 1.0290411923900078, 'reg_alpha': 0.02330692131994909, 'reg_lambda': 2.3527140890192686}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:34,015] Trial 186 finished with value: 0.761904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.01288795245789879, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9995220099118255, 'colsample_bytree': 0.8208041971462792, 'gamma': 1.202358473235305, 'reg_alpha': 0.0245469929768686, 'reg_lambda': 2.36279686733157}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:34,297] Trial 187 finished with value: 0.761904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.012907020142858555, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9983050336813014, 'colsample_bytree': 0.821539470245084, 'gamma': 1.1382895900856007, 'reg_alpha': 0.01822472677303014, 'reg_lambda': 2.355651447795492}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:34,604] Trial 188 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 174, 'learning_rate': 0.010068804553039726, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9994581825418323, 'colsample_bytree': 0.8196984354752884, 'gamma': 1.3170574367851655, 'reg_alpha': 0.02232224479717927, 'reg_lambda': 2.3667489650608067}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:34,901] Trial 189 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 167, 'learning_rate': 0.012587364589181938, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9934348259168615, 'colsample_bytree': 0.8260073122216867, 'gamma': 1.1999809142527513, 'reg_alpha': 0.05282314203064122, 'reg_lambda': 2.3454379464360278}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:35,304] Trial 190 finished with value: 0.755952380952381 and parameters: {'n_estimators': 180, 'learning_rate': 0.010967474625251921, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9979993555795298, 'colsample_bytree': 0.8120473118271806, 'gamma': 1.1630836312972692, 'reg_alpha': 0.029050146394771468, 'reg_lambda': 2.390386870896176}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:35,562] Trial 191 finished with value: 0.761904761904762 and parameters: {'n_estimators': 177, 'learning_rate': 0.013117768524336316, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9965610436705116, 'colsample_bytree': 0.8092612226703173, 'gamma': 1.2156733079875595, 'reg_alpha': 0.027846143049135103, 'reg_lambda': 2.3423897785042356}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:35,827] Trial 192 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 180, 'learning_rate': 0.010975803597020977, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9997731033967099, 'colsample_bytree': 0.8093419769467972, 'gamma': 1.364015393364973, 'reg_alpha': 0.03215746634397682, 'reg_lambda': 2.3918853504542668}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:36,235] Trial 193 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 177, 'learning_rate': 0.014742075472756267, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9992976995803302, 'colsample_bytree': 0.8106698085123719, 'gamma': 1.1843663784747664, 'reg_alpha': 0.058585757062208005, 'reg_lambda': 2.4551816899542294}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:36,491] Trial 194 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 175, 'learning_rate': 0.012756513479508423, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9991595963377836, 'colsample_bytree': 0.8107492422416, 'gamma': 1.20232072787914, 'reg_alpha': 0.0584659583065886, 'reg_lambda': 2.44712824682147}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:36,805] Trial 195 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 175, 'learning_rate': 0.012924297880357241, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9998689512145906, 'colsample_bytree': 0.8092956657683728, 'gamma': 1.4843824985814487, 'reg_alpha': 0.05540307805271895, 'reg_lambda': 2.4912784051735124}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:37,048] Trial 196 finished with value: 0.761904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.014959419078411267, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9999821438028226, 'colsample_bytree': 0.8259768100600644, 'gamma': 1.1591282214112915, 'reg_alpha': 0.03133713555424502, 'reg_lambda': 2.4347539619289833}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:37,437] Trial 197 finished with value: 0.6875 and parameters: {'n_estimators': 170, 'learning_rate': 0.014561571797429817, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9913834815550137, 'colsample_bytree': 0.788154866186287, 'gamma': 1.1205659470700566, 'reg_alpha': 0.026591715464133053, 'reg_lambda': 2.4471430734490673}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:37,693] Trial 198 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 176, 'learning_rate': 0.01569745602338358, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.992296210766887, 'colsample_bytree': 0.8169355183235049, 'gamma': 1.1957396145288768, 'reg_alpha': 0.060710804047810804, 'reg_lambda': 2.455983521749551}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:38,117] Trial 199 finished with value: 0.755952380952381 and parameters: {'n_estimators': 175, 'learning_rate': 0.015282801881470992, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9923306589728587, 'colsample_bytree': 0.8199942334625685, 'gamma': 1.2800991163700983, 'reg_alpha': 0.057771960458857415, 'reg_lambda': 2.470784920579813}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:38,121] A new study created in memory with name: no-name-9e7ec7d3-60be-41ad-81f5-92fcd51cb0f7
[I 2025-11-03 20:13:38,462] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.026354191856823563, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8329970538390981, 'colsample_bytree': 0.6653316582905567, 'gamma': 1.7660398197451788, 'reg_alpha': 0.8951608691798769, 'reg_lambda': 2.3550308602789247}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:13:38,684] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 122, 'learning_rate': 0.06138657071843969, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.7995853761414988, 'colsample_bytree': 0.8652861128081928, 'gamma': 0.7823139536799384, 'reg_alpha': 0.8220403453951329, 'reg_lambda': 2.393051808123377}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:13:39,030] Trial 2 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 119, 'learning_rate': 0.01781008483443874, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6635524664353415, 'colsample_bytree': 0.8828767159189825, 'gamma': 4.292841017939525, 'reg_alpha': 0.5475433239810004, 'reg_lambda': 1.8835545539694662}. Best is trial 2 with value: 0.6488095238095238.
[I 2025-11-03 20:13:39,304] Trial 3 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 116, 'learning_rate': 0.019210757066298528, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6969575712291072, 'colsample_bytree': 0.848484217994666, 'gamma': 3.28151383067629, 'reg_alpha': 0.698184148887627, 'reg_lambda': 0.7860937001924826}. Best is trial 3 with value: 0.6607142857142858.
[I 2025-11-03 20:13:39,410] Trial 4 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 48, 'learning_rate': 0.04246881749963355, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.993485062180272, 'colsample_bytree': 0.8524042566954045, 'gamma': 4.65147219928061, 'reg_alpha': 0.4131438892834005, 'reg_lambda': 0.7450734009742384}. Best is trial 3 with value: 0.6607142857142858.
[I 2025-11-03 20:13:39,694] Trial 5 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 72, 'learning_rate': 0.037843047374838276, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8435377155622759, 'colsample_bytree': 0.6979900577379532, 'gamma': 0.8255471968157624, 'reg_alpha': 0.8586931847096114, 'reg_lambda': 2.3016018045693145}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:39,940] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.032331277153684966, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.9105692572649957, 'colsample_bytree': 0.7831752313907427, 'gamma': 3.127449887464204, 'reg_alpha': 0.7698488307042896, 'reg_lambda': 2.810195635304032}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:40,155] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.254841207920849, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.6479503709431672, 'colsample_bytree': 0.9131741890292603, 'gamma': 2.6368570265677587, 'reg_alpha': 0.7116367489373762, 'reg_lambda': 1.0555933086754954}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:40,215] Trial 8 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 25, 'learning_rate': 0.030089692669242715, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6405048325836248, 'colsample_bytree': 0.6306457899399607, 'gamma': 4.923771407906126, 'reg_alpha': 0.2987359125268738, 'reg_lambda': 1.9153957156713657}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:40,525] Trial 9 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 221, 'learning_rate': 0.17866227710569316, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9648433068287525, 'colsample_bytree': 0.6139763184567345, 'gamma': 4.4831624442326605, 'reg_alpha': 0.9910617361988288, 'reg_lambda': 2.4700417535019117}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:40,729] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.08706065469981619, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.7721203826034069, 'colsample_bytree': 0.7342651850950732, 'gamma': 0.03129343909449622, 'reg_alpha': 0.018647690301911157, 'reg_lambda': 1.4901153817575903}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:41,150] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 245, 'learning_rate': 0.17716390017387618, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9931906887465709, 'colsample_bytree': 0.6951134083687455, 'gamma': 1.542393484741671, 'reg_alpha': 0.9701864237257671, 'reg_lambda': 2.9248813709716206}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:41,465] Trial 12 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 218, 'learning_rate': 0.1118196102954892, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9030499328535162, 'colsample_bytree': 0.6017112358157303, 'gamma': 3.782598999647708, 'reg_alpha': 0.9330556408058072, 'reg_lambda': 2.3854492852322924}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:41,818] Trial 13 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 188, 'learning_rate': 0.010547031799558303, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9108675918210706, 'colsample_bytree': 0.7351590097639801, 'gamma': 1.909320108458371, 'reg_alpha': 0.5665853636120383, 'reg_lambda': 2.1207350722363536}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:42,098] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 200, 'learning_rate': 0.1295166126953695, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8576901070878977, 'colsample_bytree': 0.677377653268963, 'gamma': 0.694160399054766, 'reg_alpha': 0.9921993877935709, 'reg_lambda': 2.6786210728074584}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:42,569] Trial 15 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 244, 'learning_rate': 0.29940365790354173, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7441653696107217, 'colsample_bytree': 0.9922057334246452, 'gamma': 2.3703215136301417, 'reg_alpha': 0.654676486694895, 'reg_lambda': 1.4625344976163703}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:42,977] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.05667201882266137, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9433299007701622, 'colsample_bytree': 0.7483671719237077, 'gamma': 1.143758594919683, 'reg_alpha': 0.8369505640777893, 'reg_lambda': 2.5635124354547214}. Best is trial 16 with value: 0.7142857142857143.
[I 2025-11-03 20:13:43,236] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.060194602396738864, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8594536155625397, 'colsample_bytree': 0.7870317653196837, 'gamma': 1.0261164014148267, 'reg_alpha': 0.37235471226058875, 'reg_lambda': 2.1017878296864185}. Best is trial 16 with value: 0.7142857142857143.
[I 2025-11-03 20:13:43,446] Trial 18 finished with value: 0.75 and parameters: {'n_estimators': 89, 'learning_rate': 0.05643206419957493, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9384172351216267, 'colsample_bytree': 0.7929467960163323, 'gamma': 0.12498848852086364, 'reg_alpha': 0.2509622900264034, 'reg_lambda': 1.5552865289768276}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:43,608] Trial 19 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.0805355254840824, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9450123724161259, 'colsample_bytree': 0.8172803079781811, 'gamma': 0.10551018292911003, 'reg_alpha': 0.13540564328045618, 'reg_lambda': 1.5786744134054382}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:43,806] Trial 20 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 20, 'learning_rate': 0.07335909789107752, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9452696541279847, 'colsample_bytree': 0.8174171564266173, 'gamma': 0.17585784561875034, 'reg_alpha': 0.15929899466858566, 'reg_lambda': 1.4235152409448255}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:44,036] Trial 21 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 21, 'learning_rate': 0.08013221875050003, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9446028859932221, 'colsample_bytree': 0.8222766839580276, 'gamma': 0.05221683746245809, 'reg_alpha': 0.12136507963581189, 'reg_lambda': 1.5318481645944255}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:44,151] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 44, 'learning_rate': 0.09682798604547888, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8908949044747476, 'colsample_bytree': 0.9255958413891933, 'gamma': 0.27829234508148126, 'reg_alpha': 0.17529938726101682, 'reg_lambda': 1.233760051364336}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:44,430] Trial 23 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.10549605228669524, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8852527440977574, 'colsample_bytree': 0.9497337114511142, 'gamma': 0.46541274319779147, 'reg_alpha': 0.2588556278541694, 'reg_lambda': 1.1413228746294581}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:44,594] Trial 24 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 41, 'learning_rate': 0.04527695719875488, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8835366444606699, 'colsample_bytree': 0.9135789496262127, 'gamma': 1.3324114583385491, 'reg_alpha': 0.0068819188984897695, 'reg_lambda': 1.1965096643983926}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:44,826] Trial 25 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 97, 'learning_rate': 0.16151705617077788, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9652667708080058, 'colsample_bytree': 0.9152700843666337, 'gamma': 0.5111872422854863, 'reg_alpha': 0.13906268183089526, 'reg_lambda': 0.538119377408041}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:44,989] Trial 26 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.09494340796937598, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8203199478630828, 'colsample_bytree': 0.9997393902191609, 'gamma': 0.3673757393319558, 'reg_alpha': 0.23523910902017292, 'reg_lambda': 1.6904537070597019}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:45,172] Trial 27 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 57, 'learning_rate': 0.13477687551750986, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9195038202602016, 'colsample_bytree': 0.7669616934219032, 'gamma': 2.32718971766277, 'reg_alpha': 0.07411265101885947, 'reg_lambda': 1.2867090817608329}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:45,489] Trial 28 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 37, 'learning_rate': 0.04968181207036758, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.6021712923093279, 'colsample_bytree': 0.9571101575885633, 'gamma': 1.2648306633919846, 'reg_alpha': 0.38006261326889224, 'reg_lambda': 0.9505922507094562}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:45,713] Trial 29 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 151, 'learning_rate': 0.07174270147048842, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8749760208099452, 'colsample_bytree': 0.8872097004611328, 'gamma': 1.7283233142947645, 'reg_alpha': 0.20497749766631385, 'reg_lambda': 1.7984727461062529}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:46,072] Trial 30 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 103, 'learning_rate': 0.02441197371504426, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9696926054471555, 'colsample_bytree': 0.8269325284191718, 'gamma': 0.2798355625556763, 'reg_alpha': 0.32284066476375933, 'reg_lambda': 1.340864968769995}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:46,295] Trial 31 finished with value: 0.755952380952381 and parameters: {'n_estimators': 107, 'learning_rate': 0.017700595191262547, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9990847161583086, 'colsample_bytree': 0.820811423252428, 'gamma': 0.015128549455400903, 'reg_alpha': 0.2947053286835626, 'reg_lambda': 1.294576562694143}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:46,639] Trial 32 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 134, 'learning_rate': 0.017866756150285202, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9747191811322086, 'colsample_bytree': 0.8177929034624294, 'gamma': 0.01827881057222061, 'reg_alpha': 0.3455161116863965, 'reg_lambda': 1.640140010241021}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:46,868] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 106, 'learning_rate': 0.012097929695084046, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9324023509002559, 'colsample_bytree': 0.8341282085828683, 'gamma': 0.7413766499537366, 'reg_alpha': 0.4508859546070897, 'reg_lambda': 1.2979913472450424}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:47,137] Trial 34 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 112, 'learning_rate': 0.011303532355623966, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9974075610410728, 'colsample_bytree': 0.8674829167303734, 'gamma': 0.8859522776133262, 'reg_alpha': 0.4445544316770213, 'reg_lambda': 1.3186548062030328}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:47,341] Trial 35 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 129, 'learning_rate': 0.02419841580491048, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9975834526871392, 'colsample_bytree': 0.8808875906323379, 'gamma': 0.5995007216303619, 'reg_alpha': 0.5031414787188659, 'reg_lambda': 0.9245759253582368}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:47,677] Trial 36 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 114, 'learning_rate': 0.01334956699949608, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9781235771636708, 'colsample_bytree': 0.8609116105355367, 'gamma': 1.060923304910263, 'reg_alpha': 0.2905752273864718, 'reg_lambda': 1.3903324267581658}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:47,929] Trial 37 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 147, 'learning_rate': 0.021964058198683824, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9660754142698608, 'colsample_bytree': 0.7954296476369765, 'gamma': 0.8916941244454083, 'reg_alpha': 0.4425808136988773, 'reg_lambda': 1.887704927880859}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:48,150] Trial 38 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 111, 'learning_rate': 0.014523985496573829, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9991376908972243, 'colsample_bytree': 0.8430461970549779, 'gamma': 0.3574857230732439, 'reg_alpha': 0.31524881656773696, 'reg_lambda': 1.0567514310748687}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:48,443] Trial 39 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 102, 'learning_rate': 0.01488110296594206, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7286740312869612, 'colsample_bytree': 0.7602617082235348, 'gamma': 2.024391433329398, 'reg_alpha': 0.5219425439272939, 'reg_lambda': 1.769237207338433}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:48,667] Trial 40 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 126, 'learning_rate': 0.03391400350258639, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9243004565928156, 'colsample_bytree': 0.8759594587107058, 'gamma': 2.776461056356374, 'reg_alpha': 0.42341291008366194, 'reg_lambda': 0.7839465544173189}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:48,977] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 105, 'learning_rate': 0.010313672966001997, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9378818585974086, 'colsample_bytree': 0.8425271018006327, 'gamma': 0.7545069035736268, 'reg_alpha': 0.44910919031727703, 'reg_lambda': 1.328752064999434}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:49,189] Trial 42 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 89, 'learning_rate': 0.012328709552639028, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9778595762058124, 'colsample_bytree': 0.8305237646805357, 'gamma': 0.6040175639362725, 'reg_alpha': 0.5738477173316695, 'reg_lambda': 1.093453670356391}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:49,493] Trial 43 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 142, 'learning_rate': 0.020531557792517974, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9587001886707971, 'colsample_bytree': 0.7745070939797809, 'gamma': 1.4354415823139623, 'reg_alpha': 0.47086174645340323, 'reg_lambda': 1.3152289019911638}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:49,745] Trial 44 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.017299490323739675, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9845608893186862, 'colsample_bytree': 0.8021874840741119, 'gamma': 0.918623691539876, 'reg_alpha': 0.348577532381185, 'reg_lambda': 0.9727966174141127}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:49,975] Trial 45 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 161, 'learning_rate': 0.03008763985269888, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9951658539161473, 'colsample_bytree': 0.8005620090699036, 'gamma': 0.9526423706368496, 'reg_alpha': 0.34242920479449634, 'reg_lambda': 0.9134891001072312}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:50,275] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 169, 'learning_rate': 0.016503233743128332, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.955323882412076, 'colsample_bytree': 0.7998594628209164, 'gamma': 0.3062103324551822, 'reg_alpha': 0.2635417458126797, 'reg_lambda': 0.5056969146232495}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:50,514] Trial 47 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 182, 'learning_rate': 0.026233113928365717, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.979634983419897, 'colsample_bytree': 0.7243213873285862, 'gamma': 3.5109327244346744, 'reg_alpha': 0.38218490409529804, 'reg_lambda': 2.017989148401976}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:50,885] Trial 48 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.040327214298979695, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8014750531670772, 'colsample_bytree': 0.8595062908967457, 'gamma': 0.46957302667187917, 'reg_alpha': 0.2156752723683678, 'reg_lambda': 0.6377512905855408}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:51,148] Trial 49 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 120, 'learning_rate': 0.016805220404476028, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9863763167228232, 'colsample_bytree': 0.8926462315762751, 'gamma': 1.6515961150371787, 'reg_alpha': 0.2955709227274126, 'reg_lambda': 1.6151197750642452}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:51,335] Trial 50 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 79, 'learning_rate': 0.022876225925866467, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9121841846495712, 'colsample_bytree': 0.7824701574283991, 'gamma': 4.1739441661822525, 'reg_alpha': 0.6398991198544097, 'reg_lambda': 1.0189021627912584}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:51,610] Trial 51 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 91, 'learning_rate': 0.012667787482507296, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9302217651857608, 'colsample_bytree': 0.8349530288624455, 'gamma': 0.776517349413967, 'reg_alpha': 0.40884394842715005, 'reg_lambda': 1.173403235534419}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:51,824] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 106, 'learning_rate': 0.011414458898170384, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9581663929581664, 'colsample_bytree': 0.8503547334725261, 'gamma': 0.24523202218130968, 'reg_alpha': 0.34056832298807344, 'reg_lambda': 1.3776158303654666}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:52,124] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 137, 'learning_rate': 0.019488298913310515, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9012855566002136, 'colsample_bytree': 0.8082600168950406, 'gamma': 1.1381616994040087, 'reg_alpha': 0.47711052853964697, 'reg_lambda': 1.4777867002284049}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:52,339] Trial 54 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 95, 'learning_rate': 0.014845393070304143, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9289328075081048, 'colsample_bytree': 0.8684370095253915, 'gamma': 0.7144217854305209, 'reg_alpha': 0.5559619686990043, 'reg_lambda': 1.1934070773494518}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:52,591] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.011466823975164043, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.9821023378488004, 'colsample_bytree': 0.7518402216310942, 'gamma': 0.005463413198545812, 'reg_alpha': 0.26744341247078535, 'reg_lambda': 0.8584175532603051}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:52,783] Trial 56 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 77, 'learning_rate': 0.010165122905956347, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9574425828738169, 'colsample_bytree': 0.895834597996454, 'gamma': 0.847637239351934, 'reg_alpha': 0.6105358028802341, 'reg_lambda': 1.5167677923589569}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:52,959] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 86, 'learning_rate': 0.028616570282288416, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.6921563555574739, 'colsample_bytree': 0.7172298844210191, 'gamma': 0.5550210659247565, 'reg_alpha': 0.408635576309627, 'reg_lambda': 1.0010985124949094}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:53,244] Trial 58 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 100, 'learning_rate': 0.03691141204521959, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9995385066962663, 'colsample_bytree': 0.829353616579704, 'gamma': 0.15484890610307395, 'reg_alpha': 0.32006879899046947, 'reg_lambda': 1.259456059547793}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:53,476] Trial 59 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 124, 'learning_rate': 0.014309346175582832, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9448875935713086, 'colsample_bytree': 0.6466141555824542, 'gamma': 0.41347049193510255, 'reg_alpha': 0.3663397217683356, 'reg_lambda': 0.6695552035425836}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:53,823] Trial 60 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 63, 'learning_rate': 0.01782892350963518, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.97065088665459, 'colsample_bytree': 0.7853948454430844, 'gamma': 1.2618100050120211, 'reg_alpha': 0.18829498459659866, 'reg_lambda': 1.6975449331812753}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:54,034] Trial 61 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 75, 'learning_rate': 0.0542930647222085, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7940836389077486, 'colsample_bytree': 0.8560132027526165, 'gamma': 0.5136570886305476, 'reg_alpha': 0.22712825981594892, 'reg_lambda': 1.1279572450541993}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:54,259] Trial 62 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 110, 'learning_rate': 0.026795873846318336, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7866235688911439, 'colsample_bytree': 0.8085584876484444, 'gamma': 0.22128826260244477, 'reg_alpha': 0.20325583568803404, 'reg_lambda': 0.6909972256858108}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:54,580] Trial 63 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 67, 'learning_rate': 0.04366734893623841, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7436945147094155, 'colsample_bytree': 0.8639453295288385, 'gamma': 0.4074709118067693, 'reg_alpha': 0.23987088754018976, 'reg_lambda': 0.8421718122104728}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:54,871] Trial 64 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 201, 'learning_rate': 0.03854962612277965, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8392826962728406, 'colsample_bytree': 0.8380948095986542, 'gamma': 0.9489094670948737, 'reg_alpha': 0.2831804094478204, 'reg_lambda': 0.5811389479056428}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:55,024] Trial 65 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.06751505563524322, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8095299952294892, 'colsample_bytree': 0.9009528469646138, 'gamma': 0.6753363909208976, 'reg_alpha': 0.39725247194108076, 'reg_lambda': 1.4175679178918494}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:55,186] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.07158425632547588, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8585139192043761, 'colsample_bytree': 0.9064301608509135, 'gamma': 1.477050076235929, 'reg_alpha': 0.4862688778416132, 'reg_lambda': 1.552580609029163}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:55,492] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 160, 'learning_rate': 0.06515169594051483, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9873681164247345, 'colsample_bytree': 0.9392536590391761, 'gamma': 0.6454193943596971, 'reg_alpha': 0.5264719533870419, 'reg_lambda': 1.4258673390918128}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:55,772] Trial 68 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.016436066378465647, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9509055588627782, 'colsample_bytree': 0.8162286970000603, 'gamma': 2.043347657008609, 'reg_alpha': 0.39951480502905706, 'reg_lambda': 1.3161610515199482}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:56,043] Trial 69 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 33, 'learning_rate': 0.05284310694002913, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8258191182478996, 'colsample_bytree': 0.8736560926004981, 'gamma': 0.17489273356115476, 'reg_alpha': 0.44530167879780014, 'reg_lambda': 1.371983951203243}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:56,233] Trial 70 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 96, 'learning_rate': 0.04855408008396432, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9332363670722409, 'colsample_bytree': 0.9023847376071954, 'gamma': 1.1919670722165456, 'reg_alpha': 0.3261794077054084, 'reg_lambda': 1.234782460232984}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:56,393] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.06365990112042805, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8178624266205285, 'colsample_bytree': 0.8475980690400332, 'gamma': 0.4378714579209953, 'reg_alpha': 0.352477235727808, 'reg_lambda': 1.4588733311746653}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:56,624] Trial 72 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 59, 'learning_rate': 0.06006832506457901, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8152960956935125, 'colsample_bytree': 0.8279755976553993, 'gamma': 0.8225309875104284, 'reg_alpha': 0.3673461113294618, 'reg_lambda': 1.456137169075393}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:56,863] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.06669427048960266, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7674258848897728, 'colsample_bytree': 0.8472008166758508, 'gamma': 1.059788016511884, 'reg_alpha': 0.786465064039818, 'reg_lambda': 1.5868987575347286}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:56,996] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.08555352144245836, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9705081351062339, 'colsample_bytree': 0.7742888487432784, 'gamma': 0.32764259377296623, 'reg_alpha': 0.43264698818114933, 'reg_lambda': 1.6791517954005337}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:57,111] Trial 75 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 31, 'learning_rate': 0.011298175254838972, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8686410279769669, 'colsample_bytree': 0.8829431051266456, 'gamma': 0.6672333767179399, 'reg_alpha': 0.3579428917781099, 'reg_lambda': 1.7991952043844677}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:57,387] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 110, 'learning_rate': 0.013190382991630493, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8984463796238018, 'colsample_bytree': 0.8078460519850973, 'gamma': 0.08596644931989883, 'reg_alpha': 0.09684081449368792, 'reg_lambda': 1.511886342379327}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:57,586] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 104, 'learning_rate': 0.021084396863687706, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.845229060672357, 'colsample_bytree': 0.9259133524512998, 'gamma': 0.2592304003200146, 'reg_alpha': 0.3995467902707984, 'reg_lambda': 1.107417990150323}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:58,062] Trial 78 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 119, 'learning_rate': 0.07861761089890139, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.769905355706187, 'colsample_bytree': 0.795809749488909, 'gamma': 0.0020314325524712906, 'reg_alpha': 0.46340074016357125, 'reg_lambda': 1.343219901739408}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:58,254] Trial 79 finished with value: 0.726190476190476 and parameters: {'n_estimators': 72, 'learning_rate': 0.03376003936595635, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9187378477582392, 'colsample_bytree': 0.820148330982257, 'gamma': 0.49516463310380615, 'reg_alpha': 0.3157268125309307, 'reg_lambda': 1.2705866909155663}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:58,552] Trial 80 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 91, 'learning_rate': 0.018709952830013764, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9906436670787192, 'colsample_bytree': 0.8519178465982495, 'gamma': 0.9226857380273332, 'reg_alpha': 0.5048130110531184, 'reg_lambda': 1.4389244533164185}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:13:58,763] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 93, 'learning_rate': 0.015815950120236066, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9861159482772377, 'colsample_bytree': 0.8517294285515792, 'gamma': 0.9314111180726066, 'reg_alpha': 0.5104095091568805, 'reg_lambda': 1.4302415405392206}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:13:59,027] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 83, 'learning_rate': 0.013530390604548878, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9666796138753362, 'colsample_bytree': 0.8400474556924278, 'gamma': 0.7323794914617574, 'reg_alpha': 0.2519500087483089, 'reg_lambda': 1.619798030212517}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:13:59,228] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.01976143126367782, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9868237077378124, 'colsample_bytree': 0.8273378593299155, 'gamma': 0.5589434839282283, 'reg_alpha': 0.5939940650016631, 'reg_lambda': 1.2124573042110496}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:13:59,429] Trial 84 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 113, 'learning_rate': 0.024811790835809623, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9917894538482189, 'colsample_bytree': 0.8655970834831489, 'gamma': 2.8403656318816775, 'reg_alpha': 0.28270557772546834, 'reg_lambda': 1.3999659805454538}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:13:59,773] Trial 85 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 142, 'learning_rate': 0.02264301726815631, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9988424839391916, 'colsample_bytree': 0.8707455326260409, 'gamma': 2.7691560946984826, 'reg_alpha': 0.29218069736769675, 'reg_lambda': 1.390787475318639}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:13:59,986] Trial 86 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 113, 'learning_rate': 0.018420384142826676, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9748731483687325, 'colsample_bytree': 0.8853228736422617, 'gamma': 3.529176938311948, 'reg_alpha': 0.15317814111464234, 'reg_lambda': 1.730952471034888}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:00,255] Trial 87 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 91, 'learning_rate': 0.026391629439539998, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8087815291090349, 'colsample_bytree': 0.8636163698549087, 'gamma': 2.8361513001386736, 'reg_alpha': 0.37876929231152767, 'reg_lambda': 1.4803670334841301}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:00,584] Trial 88 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 173, 'learning_rate': 0.02489876057107805, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9641232493672706, 'colsample_bytree': 0.969995774270997, 'gamma': 2.8801916255576288, 'reg_alpha': 0.2728084007953011, 'reg_lambda': 2.2445839615155188}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:00,793] Trial 89 finished with value: 0.7083333333333335 and parameters: {'n_estimators': 123, 'learning_rate': 0.05875520481761519, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9920166343392706, 'colsample_bytree': 0.9227044341041556, 'gamma': 2.47616487423314, 'reg_alpha': 0.32740869168555337, 'reg_lambda': 1.5753377527292745}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:01,085] Trial 90 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.11385162505003132, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9775432143387345, 'colsample_bytree': 0.7934638911923094, 'gamma': 0.12905497357402862, 'reg_alpha': 0.30051454280664536, 'reg_lambda': 1.8500854329421768}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:01,303] Trial 91 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 150, 'learning_rate': 0.15328354175095632, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9806556507495005, 'colsample_bytree': 0.7897774233816781, 'gamma': 2.952461521141758, 'reg_alpha': 0.3070092401020965, 'reg_lambda': 1.9707252021350072}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:01,693] Trial 92 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 133, 'learning_rate': 0.2012738836814974, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9483936492339334, 'colsample_bytree': 0.7720808444743417, 'gamma': 3.100885051862926, 'reg_alpha': 0.3518525752530465, 'reg_lambda': 1.8422029092409717}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:01,943] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.09215746761482574, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9895814227498488, 'colsample_bytree': 0.7602044795218079, 'gamma': 0.1452100991470532, 'reg_alpha': 0.24885224590964655, 'reg_lambda': 1.6369833450855116}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:02,287] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 193, 'learning_rate': 0.11591211298049264, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9920580343891376, 'colsample_bytree': 0.7452943314488064, 'gamma': 0.14374597107946585, 'reg_alpha': 0.2524884210921295, 'reg_lambda': 1.6625308862137407}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:02,581] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 206, 'learning_rate': 0.10187205271623445, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9763881428822095, 'colsample_bytree': 0.7577112399587511, 'gamma': 2.624254399346639, 'reg_alpha': 0.17461734750893812, 'reg_lambda': 1.542972534330067}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:02,931] Trial 96 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 235, 'learning_rate': 0.0930681325144015, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9896715025061648, 'colsample_bytree': 0.8098933429283076, 'gamma': 0.38422948503622656, 'reg_alpha': 0.2148329673313675, 'reg_lambda': 1.7650875632663425}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:03,261] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 178, 'learning_rate': 0.13519019620646439, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9624128023080615, 'colsample_bytree': 0.7663317380392188, 'gamma': 0.11862628579540926, 'reg_alpha': 0.42000578175806047, 'reg_lambda': 1.9508133590401937}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:03,489] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 156, 'learning_rate': 0.06623278000636595, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9390954814640214, 'colsample_bytree': 0.7901751493688723, 'gamma': 0.3252846296724181, 'reg_alpha': 0.53834576387533, 'reg_lambda': 2.109529493876584}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:03,876] Trial 99 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.04981571770270155, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9999720344273574, 'colsample_bytree': 0.7416339169038564, 'gamma': 3.282350932067393, 'reg_alpha': 0.39090241626173317, 'reg_lambda': 1.6371467700784632}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:04,122] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 169, 'learning_rate': 0.08542796656929542, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7848685483826731, 'colsample_bytree': 0.8013440147978336, 'gamma': 1.362486637619332, 'reg_alpha': 0.28155519663840894, 'reg_lambda': 1.410141302283383}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:04,481] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.07660069992592788, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9702028702709289, 'colsample_bytree': 0.8460230712372567, 'gamma': 0.2605683387817541, 'reg_alpha': 0.3363150851319554, 'reg_lambda': 1.167833860272648}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:04,722] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.07521280653169267, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9523098778439083, 'colsample_bytree': 0.894506238297669, 'gamma': 0.23593390006012246, 'reg_alpha': 0.23675167252017712, 'reg_lambda': 1.293157157761834}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:05,008] Trial 103 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 147, 'learning_rate': 0.11863854752347579, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6291174531797207, 'colsample_bytree': 0.8514439024278802, 'gamma': 0.46669191719788816, 'reg_alpha': 0.3400654384924122, 'reg_lambda': 1.047445368247518}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:05,247] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 160, 'learning_rate': 0.09347390067921424, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9822014127774473, 'colsample_bytree': 0.876013265850131, 'gamma': 0.5909192904192483, 'reg_alpha': 0.2956922041608885, 'reg_lambda': 1.1307451950618923}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:05,547] Trial 105 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.10702859566427861, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9697624650076148, 'colsample_bytree': 0.843892516893931, 'gamma': 0.10456772635529168, 'reg_alpha': 0.26172581671075756, 'reg_lambda': 0.9565154568911214}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:05,830] Trial 106 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 116, 'learning_rate': 0.129966004639849, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6969342205367978, 'colsample_bytree': 0.8572209257708141, 'gamma': 0.0033220063504175446, 'reg_alpha': 0.19216318191114934, 'reg_lambda': 0.9919125112275089}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:06,072] Trial 107 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 209, 'learning_rate': 0.10724843062858812, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9581671998889244, 'colsample_bytree': 0.7807803557740266, 'gamma': 0.12291806530711441, 'reg_alpha': 0.2667268302022432, 'reg_lambda': 1.4835090383960852}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:06,294] Trial 108 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 127, 'learning_rate': 0.12463105369556125, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9768932285771345, 'colsample_bytree': 0.8372651246649704, 'gamma': 0.3935508179346326, 'reg_alpha': 0.8848098506070878, 'reg_lambda': 1.8285970258128337}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:06,490] Trial 109 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 110, 'learning_rate': 0.09998126882726603, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.719374167063247, 'colsample_bytree': 0.8181762458015653, 'gamma': 2.233016872821203, 'reg_alpha': 0.22631462240713407, 'reg_lambda': 1.5861823676873663}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:06,737] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 132, 'learning_rate': 0.15156038026777455, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9905788173036529, 'colsample_bytree': 0.7311715643435992, 'gamma': 0.6508825023151162, 'reg_alpha': 0.30838306381743535, 'reg_lambda': 1.3467874327726974}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:06,976] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.06781042466582435, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9734132069299296, 'colsample_bytree': 0.8426516363690267, 'gamma': 0.09504396540214044, 'reg_alpha': 0.4903917993862383, 'reg_lambda': 0.8872810351827041}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:07,261] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.06265333080852359, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9658197628041667, 'colsample_bytree': 0.8649354396558521, 'gamma': 0.2334215031599919, 'reg_alpha': 0.3576385457375623, 'reg_lambda': 1.0638952883595216}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:07,439] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 60, 'learning_rate': 0.08012244191451727, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9827960788563367, 'colsample_bytree': 0.7083403592989649, 'gamma': 1.0158948991476129, 'reg_alpha': 0.37591281998724463, 'reg_lambda': 1.1685234188761344}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:07,825] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.07189936645285845, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9932833906465182, 'colsample_bytree': 0.8323727713852287, 'gamma': 0.8362854191962361, 'reg_alpha': 0.3299282738704916, 'reg_lambda': 1.2229071303768002}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:08,068] Trial 115 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.09066394759934847, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9711676933139292, 'colsample_bytree': 0.8781045558688028, 'gamma': 0.2934301611650523, 'reg_alpha': 0.4621158192758855, 'reg_lambda': 0.7769163856342809}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:08,425] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 189, 'learning_rate': 0.11011678666417361, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9487941354998584, 'colsample_bytree': 0.9030540324319496, 'gamma': 0.46754791683173746, 'reg_alpha': 0.416516937163324, 'reg_lambda': 0.8145834562240033}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:08,619] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 87, 'learning_rate': 0.05641697624047757, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9535216547838221, 'colsample_bytree': 0.8996297603621299, 'gamma': 0.525799912356122, 'reg_alpha': 0.4561659962959864, 'reg_lambda': 0.7097373890163419}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:08,978] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.11228063491584912, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.941177574440687, 'colsample_bytree': 0.8789322349339759, 'gamma': 0.3969285490243738, 'reg_alpha': 0.43844212744764716, 'reg_lambda': 0.7881260532802712}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:09,174] Trial 119 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.08726802744157124, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6746102768713151, 'colsample_bytree': 0.9115843897213748, 'gamma': 4.794541952298251, 'reg_alpha': 0.4145204603161701, 'reg_lambda': 0.6347745407431091}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:09,394] Trial 120 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 102, 'learning_rate': 0.01563903998242891, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9624063224591519, 'colsample_bytree': 0.8876102080288245, 'gamma': 0.7540010327426827, 'reg_alpha': 0.4752072938695911, 'reg_lambda': 0.7817620378235867}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:09,692] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 188, 'learning_rate': 0.10575939229879282, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9996211625151858, 'colsample_bytree': 0.9353350754622821, 'gamma': 0.1494754353880372, 'reg_alpha': 0.24308878021662286, 'reg_lambda': 0.9560817689909487}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:09,921] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.13907541225678696, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9835745889858956, 'colsample_bytree': 0.8900533114440301, 'gamma': 0.3151567220384764, 'reg_alpha': 0.27649558622678877, 'reg_lambda': 0.7432917538065842}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:10,207] Trial 123 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.0903237743868006, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9711966938618688, 'colsample_bytree': 0.8717160634546431, 'gamma': 0.49310577891771923, 'reg_alpha': 0.5037045767090274, 'reg_lambda': 1.534087970316805}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:10,521] Trial 124 finished with value: 0.755952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.01865414012206533, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9844873948681228, 'colsample_bytree': 0.9036712494198971, 'gamma': 1.1575940352955894, 'reg_alpha': 0.42531969650388046, 'reg_lambda': 0.8280098233729557}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:10,801] Trial 125 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 195, 'learning_rate': 0.018558021081875233, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9484283824660892, 'colsample_bytree': 0.9179477106818571, 'gamma': 1.1448949054602413, 'reg_alpha': 0.4060996344746002, 'reg_lambda': 0.8521840696917142}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:11,219] Trial 126 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.0212349319739402, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9800582619464089, 'colsample_bytree': 0.8586169617533815, 'gamma': 0.8818637561535376, 'reg_alpha': 0.425066489865471, 'reg_lambda': 0.8051433858488655}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:11,499] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 215, 'learning_rate': 0.021007057430571855, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8311291266907387, 'colsample_bytree': 0.9072966830527734, 'gamma': 0.9073644990031382, 'reg_alpha': 0.4346274651658473, 'reg_lambda': 0.8074821840458026}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:11,740] Trial 128 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 200, 'learning_rate': 0.019648355104504547, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9584774968964536, 'colsample_bytree': 0.8556492223305884, 'gamma': 1.2488014920178354, 'reg_alpha': 0.4500143462479999, 'reg_lambda': 0.9399906262428377}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:12,120] Trial 129 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 234, 'learning_rate': 0.023346736162935155, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.755364135896265, 'colsample_bytree': 0.8696488311616429, 'gamma': 1.5942275199964282, 'reg_alpha': 0.47034462234769836, 'reg_lambda': 0.9062380500434031}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:12,458] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.01688226219248352, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9879418936103721, 'colsample_bytree': 0.8816351676097633, 'gamma': 0.6809217933113398, 'reg_alpha': 0.38812098123397626, 'reg_lambda': 0.6136733731502209}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:12,784] Trial 131 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 119, 'learning_rate': 0.021863899020552777, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9780280724969148, 'colsample_bytree': 0.8992383427029226, 'gamma': 0.8053178117840558, 'reg_alpha': 0.3675842194102758, 'reg_lambda': 0.9838586254560199}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:13,173] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.017365077969989734, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9713834935669696, 'colsample_bytree': 0.8581623107505948, 'gamma': 1.037603300600916, 'reg_alpha': 0.5182291612395357, 'reg_lambda': 0.7398785217221989}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:13,565] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.01725055660322369, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9699751257500092, 'colsample_bytree': 0.8600685410344938, 'gamma': 1.0772841587459876, 'reg_alpha': 0.5537041118682922, 'reg_lambda': 0.7258620058284049}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:13,875] Trial 134 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 225, 'learning_rate': 0.015771458660548274, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9942814594954531, 'colsample_bytree': 0.8234955328666397, 'gamma': 0.9990648257196149, 'reg_alpha': 0.5281674522515551, 'reg_lambda': 0.8477019015169155}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:14,194] Trial 135 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 206, 'learning_rate': 0.01404794316853243, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8050631122163631, 'colsample_bytree': 0.8665142050252628, 'gamma': 0.8939597524773365, 'reg_alpha': 0.4967174838895572, 'reg_lambda': 0.5800310434507185}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:14,462] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.019260790515940516, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9838600442540003, 'colsample_bytree': 0.848615079544722, 'gamma': 1.3602264588655524, 'reg_alpha': 0.4321925404786922, 'reg_lambda': 0.7706111909470804}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:14,723] Trial 137 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.029066684695743743, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9675325376761119, 'colsample_bytree': 0.8908412158588485, 'gamma': 1.0944955059790067, 'reg_alpha': 0.513688435063519, 'reg_lambda': 0.6691686592254188}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:15,075] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 219, 'learning_rate': 0.017894613052106555, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8469901892986229, 'colsample_bytree': 0.8789912456525204, 'gamma': 0.6433196359211639, 'reg_alpha': 0.4201984344997571, 'reg_lambda': 0.89708550623497}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:15,355] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.020508965086210845, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.938130969410919, 'colsample_bytree': 0.8351437395779108, 'gamma': 0.9685548204444224, 'reg_alpha': 0.480727472181941, 'reg_lambda': 0.8091244261896781}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:15,600] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.04765708572848288, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9584822338362629, 'colsample_bytree': 0.8124720895505347, 'gamma': 4.1823449807237765, 'reg_alpha': 0.5869934679736366, 'reg_lambda': 1.430633235452952}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:15,906] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.12134217206600861, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9761238763101014, 'colsample_bytree': 0.8001268636723236, 'gamma': 0.5995562991923498, 'reg_alpha': 0.3963855503593776, 'reg_lambda': 1.370638565300181}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:16,161] Trial 142 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 52, 'learning_rate': 0.015446088200516595, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8173913800146819, 'colsample_bytree': 0.8450001226669103, 'gamma': 1.21588168436935, 'reg_alpha': 0.29210806244100296, 'reg_lambda': 1.4622701505849265}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:16,461] Trial 143 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 240, 'learning_rate': 0.01849772249465096, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9831465679723611, 'colsample_bytree': 0.8534632598795026, 'gamma': 0.4404924094692957, 'reg_alpha': 0.36010968345547645, 'reg_lambda': 1.2994422863133772}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:16,670] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.05294607554396297, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9986604346419901, 'colsample_bytree': 0.8610541212081165, 'gamma': 0.8157837033806667, 'reg_alpha': 0.3101460043230946, 'reg_lambda': 0.8286960436298141}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:16,935] Trial 145 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 39, 'learning_rate': 0.012670062890871105, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9794425352359408, 'colsample_bytree': 0.8745339209424273, 'gamma': 0.2891132934719691, 'reg_alpha': 0.45823295358583, 'reg_lambda': 0.7261216095297969}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:17,164] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.0984640910998217, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9911594330629111, 'colsample_bytree': 0.9040805352931344, 'gamma': 0.7292441949414956, 'reg_alpha': 0.3821695296706115, 'reg_lambda': 0.6891220160805016}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:17,344] Trial 147 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 63, 'learning_rate': 0.016701461657609412, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9513062073690742, 'colsample_bytree': 0.8251335045341026, 'gamma': 0.04435400203397319, 'reg_alpha': 0.34447087231522466, 'reg_lambda': 1.5030430440713216}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:17,594] Trial 148 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 81, 'learning_rate': 0.024666472395203715, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9654119730832191, 'colsample_bytree': 0.806118588877946, 'gamma': 0.16799787329536733, 'reg_alpha': 0.5395905730237932, 'reg_lambda': 0.8986091549080437}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:17,842] Trial 149 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.011151724894442617, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9230474451617949, 'colsample_bytree': 0.9295125890474082, 'gamma': 1.8027947196534966, 'reg_alpha': 0.4207520288714778, 'reg_lambda': 0.7570102229042359}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:18,147] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 151, 'learning_rate': 0.10757135179101993, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9706808789812323, 'colsample_bytree': 0.7947422094974138, 'gamma': 0.36040036938229686, 'reg_alpha': 0.4636149775958248, 'reg_lambda': 0.5209435806548431}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:18,402] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 177, 'learning_rate': 0.062235648461955624, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9885778793552923, 'colsample_bytree': 0.783993989428986, 'gamma': 0.21377832568577468, 'reg_alpha': 0.25890340287752894, 'reg_lambda': 1.7128184584556372}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:18,660] Trial 152 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.0585275388924334, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9875520737761404, 'colsample_bytree': 0.7750449411784243, 'gamma': 0.05140579360309318, 'reg_alpha': 0.27225663807232364, 'reg_lambda': 1.6973080388167552}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:18,989] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.0695529081600788, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9758558313199629, 'colsample_bytree': 0.7895055093226181, 'gamma': 0.20155965448024604, 'reg_alpha': 0.31555236384160124, 'reg_lambda': 1.8630781898854203}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:19,238] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.06222096546841958, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9997762479512509, 'colsample_bytree': 0.9123120103764595, 'gamma': 0.5377473494830357, 'reg_alpha': 0.21698324840573105, 'reg_lambda': 1.7374750466289428}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:19,585] Trial 155 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 182, 'learning_rate': 0.06756706114959982, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9885180641403504, 'colsample_bytree': 0.9127059137961586, 'gamma': 0.5620850715432644, 'reg_alpha': 0.21523201375936232, 'reg_lambda': 1.81180796521634}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:19,828] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 177, 'learning_rate': 0.05981823414781979, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9988532127268062, 'colsample_bytree': 0.8956867044121689, 'gamma': 0.22987023477601612, 'reg_alpha': 0.1676424396885901, 'reg_lambda': 1.738736431844179}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:20,129] Trial 157 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 196, 'learning_rate': 0.05443218750330893, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.993141313416195, 'colsample_bytree': 0.9452436932480905, 'gamma': 0.8496670345108297, 'reg_alpha': 0.25693088171349465, 'reg_lambda': 2.0370800647506897}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:20,397] Trial 158 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 166, 'learning_rate': 0.07270958517546594, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9754312815810086, 'colsample_bytree': 0.7827601843233025, 'gamma': 3.085156821526091, 'reg_alpha': 0.2269333407601985, 'reg_lambda': 1.7442615946811622}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:20,631] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.08260740454362589, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9998157415071913, 'colsample_bytree': 0.8851703413672025, 'gamma': 1.0040524227167689, 'reg_alpha': 0.20019363798576334, 'reg_lambda': 1.9021294751624938}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:20,951] Trial 160 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.06275377021530815, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.982361560350047, 'colsample_bytree': 0.923928295541616, 'gamma': 0.32468383128364975, 'reg_alpha': 0.48926650456412524, 'reg_lambda': 1.0052713827860256}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:21,193] Trial 161 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 169, 'learning_rate': 0.04588911257099253, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9850287964930511, 'colsample_bytree': 0.925261075881611, 'gamma': 0.3158767235741818, 'reg_alpha': 0.49718964172925184, 'reg_lambda': 1.0862424603805998}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:21,476] Trial 162 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 186, 'learning_rate': 0.06275623086278817, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9625887532157719, 'colsample_bytree': 0.9176886275024793, 'gamma': 2.617961407094113, 'reg_alpha': 0.43944213230180484, 'reg_lambda': 0.9655138578113829}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:21,751] Trial 163 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 157, 'learning_rate': 0.06904852343617827, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9804996774506918, 'colsample_bytree': 0.906781268964261, 'gamma': 0.4786906070872953, 'reg_alpha': 0.5180592384582321, 'reg_lambda': 1.0223529949142571}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:22,057] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.05089607003701139, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9756817508149106, 'colsample_bytree': 0.9546390238427302, 'gamma': 0.19831365612659366, 'reg_alpha': 0.5708969665176018, 'reg_lambda': 0.8426591411883433}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:22,322] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.0556134214745546, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9937825844251285, 'colsample_bytree': 0.9138201310104191, 'gamma': 0.7140517449898686, 'reg_alpha': 0.7133854303978728, 'reg_lambda': 2.912108002020191}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:22,716] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.06102993426284637, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9703828497487159, 'colsample_bytree': 0.7873765034459179, 'gamma': 0.40186482278350166, 'reg_alpha': 0.483277981774049, 'reg_lambda': 0.926564356541123}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:23,000] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.04242774601964349, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.955799046200612, 'colsample_bytree': 0.802684679231713, 'gamma': 0.36172656444662504, 'reg_alpha': 0.4839735569732378, 'reg_lambda': 0.9361142287455058}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:23,336] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.06064316933375931, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9687291926681062, 'colsample_bytree': 0.7868170377971745, 'gamma': 0.23536225546441716, 'reg_alpha': 0.4728238312532635, 'reg_lambda': 1.0112309521120275}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:23,581] Trial 169 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 181, 'learning_rate': 0.02172337872011673, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9828377535922026, 'colsample_bytree': 0.7660482786143258, 'gamma': 0.021637881804234534, 'reg_alpha': 0.5499742759664622, 'reg_lambda': 0.8800663223253432}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:23,912] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.014815709130358453, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9736480848771525, 'colsample_bytree': 0.7802136872311238, 'gamma': 0.5630636318541062, 'reg_alpha': 0.03729830668053108, 'reg_lambda': 1.878418771176666}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:24,147] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.01723023957939231, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.973609212758564, 'colsample_bytree': 0.783347467093068, 'gamma': 0.5648252280103567, 'reg_alpha': 0.09648289957593387, 'reg_lambda': 1.944485826648267}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:24,421] Trial 172 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 151, 'learning_rate': 0.02004418893612678, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9890061478985978, 'colsample_bytree': 0.7769789901561227, 'gamma': 0.42329339941756833, 'reg_alpha': 0.13366732982315443, 'reg_lambda': 2.013255785563539}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:24,681] Trial 173 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 148, 'learning_rate': 0.014853784925000372, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9903226720047108, 'colsample_bytree': 0.7762390410275095, 'gamma': 0.4313358144154106, 'reg_alpha': 0.5085783181846675, 'reg_lambda': 2.0735255480960038}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:25,028] Trial 174 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 154, 'learning_rate': 0.019245204694216405, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9866130323422277, 'colsample_bytree': 0.9340097554349923, 'gamma': 0.5220912064076423, 'reg_alpha': 0.042914992712674516, 'reg_lambda': 2.2088108801458586}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:25,280] Trial 175 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 165, 'learning_rate': 0.018912151235373032, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9797217331010408, 'colsample_bytree': 0.9299679219735301, 'gamma': 0.5234764515060696, 'reg_alpha': 0.010369323601524469, 'reg_lambda': 2.4238373141519065}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:25,688] Trial 176 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 159, 'learning_rate': 0.017718808209952266, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9638557820308806, 'colsample_bytree': 0.9372900426295261, 'gamma': 0.5056432357626004, 'reg_alpha': 0.03126113452478987, 'reg_lambda': 2.577610643696565}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:25,925] Trial 177 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 167, 'learning_rate': 0.01396031948785778, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9809841622050959, 'colsample_bytree': 0.9327002866779933, 'gamma': 0.6457774657352143, 'reg_alpha': 0.029920219156442593, 'reg_lambda': 2.387722704564741}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:26,246] Trial 178 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 163, 'learning_rate': 0.018720790462075237, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.973246238256678, 'colsample_bytree': 0.9475321657439043, 'gamma': 0.9115381023933042, 'reg_alpha': 0.0028185763151678117, 'reg_lambda': 2.16158183411641}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:26,554] Trial 179 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 172, 'learning_rate': 0.016012897393650496, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9807944178910278, 'colsample_bytree': 0.9609298537719541, 'gamma': 0.35497237881816385, 'reg_alpha': 0.06783413884053716, 'reg_lambda': 2.552885635606831}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:26,884] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 153, 'learning_rate': 0.02035251255134205, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9653078597578131, 'colsample_bytree': 0.9408589757173121, 'gamma': 0.7901482119788559, 'reg_alpha': 0.06460787934499501, 'reg_lambda': 2.2111552391226095}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:27,129] Trial 181 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.022606689411627454, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9917308276546527, 'colsample_bytree': 0.9222843335064889, 'gamma': 0.29695770611889544, 'reg_alpha': 0.08427807468322707, 'reg_lambda': 2.277487329673789}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:27,528] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 177, 'learning_rate': 0.019083129195248, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9931782511183509, 'colsample_bytree': 0.9259591872711055, 'gamma': 0.29903834841353416, 'reg_alpha': 0.020359388219016956, 'reg_lambda': 2.5023594439313355}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:27,854] Trial 183 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.0169972146893468, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9988146776459035, 'colsample_bytree': 0.9318661890729966, 'gamma': 0.6004333287275481, 'reg_alpha': 0.049868519139320173, 'reg_lambda': 2.448294860588608}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:28,204] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.01845774023389202, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9840547476368499, 'colsample_bytree': 0.9199757978712385, 'gamma': 0.20122442396692236, 'reg_alpha': 0.012409927867412116, 'reg_lambda': 2.403573578728472}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:28,546] Trial 185 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 184, 'learning_rate': 0.019216814366994513, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9727926581100569, 'colsample_bytree': 0.9285608544745649, 'gamma': 0.5102456578959723, 'reg_alpha': 0.043660648113751116, 'reg_lambda': 2.71227341549096}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:28,855] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.015449858023113912, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.984991175014865, 'colsample_bytree': 0.9727065055645765, 'gamma': 1.1208266923175794, 'reg_alpha': 0.020174197430129683, 'reg_lambda': 1.8862151157173512}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:29,086] Trial 187 finished with value: 0.738095238095238 and parameters: {'n_estimators': 154, 'learning_rate': 0.02053970139211223, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9594611657511971, 'colsample_bytree': 0.9098866078364279, 'gamma': 0.35388849224151286, 'reg_alpha': 0.04832986446087592, 'reg_lambda': 2.5375979074495905}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:29,463] Trial 188 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 190, 'learning_rate': 0.017790445049065923, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9780446908939093, 'colsample_bytree': 0.7889835017360766, 'gamma': 0.10035253657650184, 'reg_alpha': 0.11038756872500705, 'reg_lambda': 2.4793738010119437}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:29,713] Trial 189 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 161, 'learning_rate': 0.019106576659401065, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9991577911096811, 'colsample_bytree': 0.9421619035812391, 'gamma': 0.26032421545330875, 'reg_alpha': 0.49123973972694185, 'reg_lambda': 0.8099436113618158}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:30,042] Trial 190 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 179, 'learning_rate': 0.01932869684515164, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9993119676778094, 'colsample_bytree': 0.950431453013299, 'gamma': 0.24988872623727607, 'reg_alpha': 0.5266980020225781, 'reg_lambda': 2.6378079490255573}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:30,277] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 146, 'learning_rate': 0.01687893843112366, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9924569315323721, 'colsample_bytree': 0.9366630387196748, 'gamma': 0.4362019801088465, 'reg_alpha': 0.0023261616900730545, 'reg_lambda': 0.7999623478895838}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:30,653] Trial 192 finished with value: 0.755952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.017075572566495115, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.992018127493955, 'colsample_bytree': 0.92610166614191, 'gamma': 0.42535365229333855, 'reg_alpha': 0.011634147215504468, 'reg_lambda': 0.8589833045339809}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:30,928] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.016189806199158486, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9914255486574571, 'colsample_bytree': 0.9460081471497036, 'gamma': 0.17791309837381258, 'reg_alpha': 0.010679087829197098, 'reg_lambda': 0.8116367534191767}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:31,367] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 220, 'learning_rate': 0.016424396661986206, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9924855426127239, 'colsample_bytree': 0.9428666640459648, 'gamma': 0.18610067430306826, 'reg_alpha': 0.009998635317975143, 'reg_lambda': 0.7903265260694421}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:31,642] Trial 195 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.017695694998452593, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9991561019314208, 'colsample_bytree': 0.9601994440863034, 'gamma': 0.13960603176061465, 'reg_alpha': 0.0019112141013880694, 'reg_lambda': 0.7434926861593556}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:31,914] Trial 196 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.017271406640242744, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9920615536157523, 'colsample_bytree': 0.9631770953709762, 'gamma': 0.08243908112065305, 'reg_alpha': 0.00038592813585537795, 'reg_lambda': 2.319911414187619}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:32,288] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 226, 'learning_rate': 0.017309961017556347, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9917088901794187, 'colsample_bytree': 0.9681102824916225, 'gamma': 0.006131993271352054, 'reg_alpha': 0.000529704822831559, 'reg_lambda': 0.7533041080409802}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:32,577] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 216, 'learning_rate': 0.018201995456320712, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9894216394484917, 'colsample_bytree': 0.9612938270800286, 'gamma': 0.1560848003497884, 'reg_alpha': 0.05921556120481255, 'reg_lambda': 2.293710430876162}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:33,081] Trial 199 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 239, 'learning_rate': 0.016140030697978012, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.999330866830987, 'colsample_bytree': 0.9835311875611699, 'gamma': 0.07738787896391287, 'reg_alpha': 0.02965724134159497, 'reg_lambda': 2.3222692081127008}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:33,085] A new study created in memory with name: no-name-f8bc2f6f-8547-4d23-8b01-82b20cf4f544
[I 2025-11-03 20:14:33,357] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 29, 'learning_rate': 0.023852763629750584, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.8351620294147899, 'colsample_bytree': 0.9876386447985755, 'gamma': 0.4348463756807086, 'reg_alpha': 0.20870967786109418, 'reg_lambda': 2.382525382716821}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:14:33,621] Trial 1 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 193, 'learning_rate': 0.01192963481545347, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6362733713195551, 'colsample_bytree': 0.8666023148894445, 'gamma': 4.7060673469416745, 'reg_alpha': 0.1373773049226774, 'reg_lambda': 2.0735847136921572}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:33,879] Trial 2 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 111, 'learning_rate': 0.2809940091832862, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9920904523465386, 'colsample_bytree': 0.6117872984292198, 'gamma': 2.415767971060188, 'reg_alpha': 0.04509806765638957, 'reg_lambda': 2.672114575242468}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:34,167] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.024895544872995473, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8347255887715566, 'colsample_bytree': 0.8321401180154699, 'gamma': 2.5234460676639574, 'reg_alpha': 0.7562984022834052, 'reg_lambda': 0.7832744463478531}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:34,295] Trial 4 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 60, 'learning_rate': 0.010727556063379133, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6954355180290477, 'colsample_bytree': 0.7514526774024306, 'gamma': 0.4990433167651698, 'reg_alpha': 0.0006611283203057372, 'reg_lambda': 2.4228263165070816}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:34,532] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.06695616255408043, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.7086698670347081, 'colsample_bytree': 0.9716260965499011, 'gamma': 4.672819664890869, 'reg_alpha': 0.6118989444164992, 'reg_lambda': 2.5949435234059965}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:34,819] Trial 6 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 150, 'learning_rate': 0.0654109461223738, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6609179409656366, 'colsample_bytree': 0.9474402662658643, 'gamma': 3.76436632517398, 'reg_alpha': 0.22555073097079958, 'reg_lambda': 2.110154969958014}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:35,001] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 94, 'learning_rate': 0.015560025283279226, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9635043900818226, 'colsample_bytree': 0.7135058085390995, 'gamma': 2.7503714315606893, 'reg_alpha': 0.11342516524982005, 'reg_lambda': 1.5121108744155194}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:35,331] Trial 8 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 175, 'learning_rate': 0.02437596836907738, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7725490402243431, 'colsample_bytree': 0.8311283370612502, 'gamma': 1.169034945440156, 'reg_alpha': 0.017540206545443415, 'reg_lambda': 2.454706460923611}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:35,538] Trial 9 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 140, 'learning_rate': 0.02293810435553241, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7166825517405255, 'colsample_bytree': 0.7066023986423308, 'gamma': 4.7128501624272525, 'reg_alpha': 0.28609626614279826, 'reg_lambda': 2.8252345172483624}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:35,932] Trial 10 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 249, 'learning_rate': 0.13445111442106417, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6280379410026941, 'colsample_bytree': 0.8933330573175248, 'gamma': 3.6757855379855346, 'reg_alpha': 0.9752496845917371, 'reg_lambda': 1.4925931131509786}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:36,320] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 192, 'learning_rate': 0.01008549110107884, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7663968800799856, 'colsample_bytree': 0.8432035326550069, 'gamma': 1.4690416807434197, 'reg_alpha': 0.3961515244707034, 'reg_lambda': 2.080322077823087}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:36,640] Trial 12 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.010564364547402848, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6001235618906002, 'colsample_bytree': 0.8832689299380916, 'gamma': 1.544158855638494, 'reg_alpha': 0.4146706460842199, 'reg_lambda': 1.861929649137912}. Best is trial 12 with value: 0.7261904761904762.
[I 2025-11-03 20:14:36,940] Trial 13 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 227, 'learning_rate': 0.042737861621344395, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6194739310824549, 'colsample_bytree': 0.9166548961169889, 'gamma': 1.6108167826531652, 'reg_alpha': 0.5039275786675952, 'reg_lambda': 1.0909281338522745}. Best is trial 12 with value: 0.7261904761904762.
[I 2025-11-03 20:14:37,243] Trial 14 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 247, 'learning_rate': 0.04274035676154889, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6043487701212937, 'colsample_bytree': 0.929014423820529, 'gamma': 1.456822922943067, 'reg_alpha': 0.5215729599382977, 'reg_lambda': 0.9084242572378991}. Best is trial 12 with value: 0.7261904761904762.
[I 2025-11-03 20:14:37,562] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.11581249607639925, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.6045046795052584, 'colsample_bytree': 0.9291435983641241, 'gamma': 1.9448058596061633, 'reg_alpha': 0.6516464447551826, 'reg_lambda': 0.6360330960989167}. Best is trial 12 with value: 0.7261904761904762.
[I 2025-11-03 20:14:37,903] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 244, 'learning_rate': 0.04176134571685843, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6810344506440116, 'colsample_bytree': 0.7980035916526987, 'gamma': 1.0303312023598976, 'reg_alpha': 0.39535627130577256, 'reg_lambda': 1.1148009012259181}. Best is trial 16 with value: 0.7261904761904763.
[I 2025-11-03 20:14:38,205] Trial 17 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.11424134328386701, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9085518896589111, 'colsample_bytree': 0.7488477127883857, 'gamma': 0.0665057218731786, 'reg_alpha': 0.36844366666562345, 'reg_lambda': 1.2765513245086186}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:38,445] Trial 18 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.11028624223871163, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9133413066776634, 'colsample_bytree': 0.7749403297441662, 'gamma': 0.22430798179887756, 'reg_alpha': 0.35788784704393, 'reg_lambda': 1.2482944655062522}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:38,743] Trial 19 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.15256062105626098, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9168673539070953, 'colsample_bytree': 0.6466773965209668, 'gamma': 0.08798926784720454, 'reg_alpha': 0.30979792719866783, 'reg_lambda': 1.4081507791731183}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:39,073] Trial 20 finished with value: 0.7172619047619047 and parameters: {'n_estimators': 179, 'learning_rate': 0.21510411057293755, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8983128867924388, 'colsample_bytree': 0.7768737009160342, 'gamma': 0.02526611528449786, 'reg_alpha': 0.8480925483451554, 'reg_lambda': 1.22787734955508}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:39,325] Trial 21 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 164, 'learning_rate': 0.11122843231881031, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9090389289736001, 'colsample_bytree': 0.6510957378975121, 'gamma': 0.05631711571036293, 'reg_alpha': 0.33382416945231774, 'reg_lambda': 1.463015941380489}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:40,181] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.16018944949888306, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9147047380709983, 'colsample_bytree': 0.6804035109111849, 'gamma': 0.685634985768021, 'reg_alpha': 0.3010101034388597, 'reg_lambda': 1.7081521548675092}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:40,411] Trial 23 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 158, 'learning_rate': 0.09594883263027194, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8638874323758624, 'colsample_bytree': 0.7474084500322097, 'gamma': 0.759354985087602, 'reg_alpha': 0.4411465187492245, 'reg_lambda': 1.2844710540158752}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:40,640] Trial 24 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 122, 'learning_rate': 0.18102926926187174, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9451674285710707, 'colsample_bytree': 0.6079289558567771, 'gamma': 0.332814420780905, 'reg_alpha': 0.5616768103563807, 'reg_lambda': 0.522249283509527}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:40,935] Trial 25 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 174, 'learning_rate': 0.08159416378497626, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8661775653601593, 'colsample_bytree': 0.6527432993345942, 'gamma': 0.9649535338136661, 'reg_alpha': 0.1845818063108192, 'reg_lambda': 0.9495668593039628}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:41,205] Trial 26 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 213, 'learning_rate': 0.22476997151153263, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9438123569392841, 'colsample_bytree': 0.7415088938943264, 'gamma': 0.3264124488228783, 'reg_alpha': 0.33033133812478227, 'reg_lambda': 1.721361640138964}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:41,408] Trial 27 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 86, 'learning_rate': 0.15012005343041923, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9946612301447552, 'colsample_bytree': 0.7809080504335141, 'gamma': 2.0008980688570963, 'reg_alpha': 0.24126801554004157, 'reg_lambda': 1.3097487063800706}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:41,682] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.072773481374419, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.8762920636639069, 'colsample_bytree': 0.6951515296390618, 'gamma': 0.14265358299404055, 'reg_alpha': 0.47371296133526064, 'reg_lambda': 1.8455294414694745}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:42,030] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.09958329435741374, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8376318738528538, 'colsample_bytree': 0.656056514673392, 'gamma': 0.6215385853077408, 'reg_alpha': 0.1587135021139116, 'reg_lambda': 1.5858181517584522}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:42,128] Trial 30 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 22, 'learning_rate': 0.2743903696780683, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8175535492675639, 'colsample_bytree': 0.7314078149564358, 'gamma': 3.208620756164611, 'reg_alpha': 0.35411260499374325, 'reg_lambda': 1.0421816683777358}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:42,444] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.12193355134527016, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9169267174232181, 'colsample_bytree': 0.6488754638448185, 'gamma': 0.016879630414785206, 'reg_alpha': 0.2814490509477104, 'reg_lambda': 1.401529758237189}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:42,684] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.09823185611486028, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8965169596064929, 'colsample_bytree': 0.6362384151283337, 'gamma': 0.3371962979397284, 'reg_alpha': 0.3706244439302267, 'reg_lambda': 1.214455081359292}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:43,084] Trial 33 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 196, 'learning_rate': 0.17807828056056277, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9529068317384389, 'colsample_bytree': 0.6804393629966807, 'gamma': 0.7513465265841867, 'reg_alpha': 0.2456265045903009, 'reg_lambda': 1.5869566062329983}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:43,371] Trial 34 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 194, 'learning_rate': 0.19222473822871483, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9666900465983411, 'colsample_bytree': 0.679470343726042, 'gamma': 0.9110805583553837, 'reg_alpha': 0.07421327222892721, 'reg_lambda': 1.9362652863246628}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:43,735] Trial 35 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.1491367621424112, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9367998653784877, 'colsample_bytree': 0.7642454116844676, 'gamma': 0.5022551833788229, 'reg_alpha': 0.22605463721848834, 'reg_lambda': 1.6442271010387204}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:44,089] Trial 36 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 134, 'learning_rate': 0.2789095739683199, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9717097125757842, 'colsample_bytree': 0.7214485748831391, 'gamma': 1.2749851687009395, 'reg_alpha': 0.12289039343505102, 'reg_lambda': 0.7640529726166725}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:44,442] Trial 37 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.055316626243269655, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8804934169098944, 'colsample_bytree': 0.8131060509458744, 'gamma': 0.6260626582792459, 'reg_alpha': 0.2622761363376504, 'reg_lambda': 1.3935801204508413}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:44,716] Trial 38 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 183, 'learning_rate': 0.08399106731441769, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.843670998806848, 'colsample_bytree': 0.6258842093472669, 'gamma': 0.3499371416618437, 'reg_alpha': 0.6575543737910385, 'reg_lambda': 0.8476591054513907}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:44,991] Trial 39 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 148, 'learning_rate': 0.23595124515144145, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9347421884788826, 'colsample_bytree': 0.6827355871624294, 'gamma': 1.9516453618492435, 'reg_alpha': 0.18480325134911246, 'reg_lambda': 1.5762153948725937}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:45,196] Trial 40 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 121, 'learning_rate': 0.18034293014433125, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9775509098199016, 'colsample_bytree': 0.7627687620782022, 'gamma': 0.8169693762674682, 'reg_alpha': 0.5680830925728989, 'reg_lambda': 1.1499370070120527}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:45,522] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 169, 'learning_rate': 0.1189080764623623, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9146909531033608, 'colsample_bytree': 0.6218596084810329, 'gamma': 0.15421505377894373, 'reg_alpha': 0.45051740194371703, 'reg_lambda': 1.404104049521659}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:45,803] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.13738569331426992, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8982244129326804, 'colsample_bytree': 0.6660669707336998, 'gamma': 0.012973941730428984, 'reg_alpha': 0.32152209690173844, 'reg_lambda': 2.2905362753359957}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:46,068] Trial 43 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.1173198999445935, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9532043121282571, 'colsample_bytree': 0.7013220616420178, 'gamma': 0.4575122241654973, 'reg_alpha': 0.3402959360056331, 'reg_lambda': 1.4892838958531651}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:46,308] Trial 44 finished with value: 0.6577380952380951 and parameters: {'n_estimators': 185, 'learning_rate': 0.17602227833029052, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7839424301448296, 'colsample_bytree': 0.6372999763218997, 'gamma': 4.274945127596358, 'reg_alpha': 0.24327213263256095, 'reg_lambda': 1.3392921432070544}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:46,730] Trial 45 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 217, 'learning_rate': 0.05720985753340152, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9282996300926226, 'colsample_bytree': 0.7218253573060812, 'gamma': 0.23246236059400524, 'reg_alpha': 0.4119358796328817, 'reg_lambda': 1.835686551994721}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:46,991] Trial 46 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 196, 'learning_rate': 0.10222487582458527, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7494105607099601, 'colsample_bytree': 0.6021151237735854, 'gamma': 1.1987109073906477, 'reg_alpha': 0.07498235817938168, 'reg_lambda': 2.971883013645024}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:47,554] Trial 47 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 233, 'learning_rate': 0.08087458546448116, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9981775153631828, 'colsample_bytree': 0.8033344370048883, 'gamma': 0.496683713680985, 'reg_alpha': 0.3137126644042839, 'reg_lambda': 1.4514702287637484}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:47,790] Trial 48 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 48, 'learning_rate': 0.13516846361016807, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8526787747671696, 'colsample_bytree': 0.9824986856408594, 'gamma': 0.7610962550884404, 'reg_alpha': 0.3797943630428023, 'reg_lambda': 0.9976539557675432}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:48,039] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 206, 'learning_rate': 0.06434199076546585, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8829528901424325, 'colsample_bytree': 0.850297282882759, 'gamma': 2.73247997848752, 'reg_alpha': 0.19122419711758232, 'reg_lambda': 1.9902448036255058}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:48,388] Trial 50 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 172, 'learning_rate': 0.16266081892326845, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.817427632099601, 'colsample_bytree': 0.673462972735598, 'gamma': 0.2039560068580939, 'reg_alpha': 0.49033251695380775, 'reg_lambda': 1.176052024822234}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:48,718] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.20868659030836764, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9131868532992098, 'colsample_bytree': 0.6917206179893415, 'gamma': 0.6348804794132412, 'reg_alpha': 0.3041820434845956, 'reg_lambda': 1.6994076403133325}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:48,964] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.16100545496050192, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.922473571170889, 'colsample_bytree': 0.6643096355818812, 'gamma': 1.021400161297043, 'reg_alpha': 0.2891634004649325, 'reg_lambda': 1.5634070567734315}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:49,318] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 234, 'learning_rate': 0.139040571061911, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9568528608020931, 'colsample_bytree': 0.7130610715358916, 'gamma': 0.015437461666117536, 'reg_alpha': 0.36908489481099604, 'reg_lambda': 1.7736539410297465}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:49,571] Trial 54 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 177, 'learning_rate': 0.03649144497839846, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8935650965306664, 'colsample_bytree': 0.6239185282044197, 'gamma': 0.6768455049737074, 'reg_alpha': 0.44927344552273907, 'reg_lambda': 1.2717499069100509}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:49,864] Trial 55 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 157, 'learning_rate': 0.015756443464717686, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9770693630150773, 'colsample_bytree': 0.6464642520971333, 'gamma': 0.4928111222857269, 'reg_alpha': 0.2656283230676761, 'reg_lambda': 1.613384145888277}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:50,163] Trial 56 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.10691117550358678, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9162607072998993, 'colsample_bytree': 0.7345419890565394, 'gamma': 1.7062980502218874, 'reg_alpha': 0.22028879108218438, 'reg_lambda': 2.203079671912634}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:50,539] Trial 57 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 217, 'learning_rate': 0.24238609882487644, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8617724199744357, 'colsample_bytree': 0.7579391071223875, 'gamma': 4.9908537795177335, 'reg_alpha': 0.14835618590129004, 'reg_lambda': 1.7245521435693383}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:50,733] Trial 58 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 93, 'learning_rate': 0.09093844300772416, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9050973471187558, 'colsample_bytree': 0.6922131274541821, 'gamma': 0.25013993807093415, 'reg_alpha': 0.41800411256512854, 'reg_lambda': 1.4935223244405453}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:50,961] Trial 59 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.16420221636864105, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9441220215335316, 'colsample_bytree': 0.7792645353941773, 'gamma': 1.387671183013434, 'reg_alpha': 0.5496551495221079, 'reg_lambda': 1.3302806537319407}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:51,216] Trial 60 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 130, 'learning_rate': 0.2010608793754774, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9844963564271189, 'colsample_bytree': 0.8218165396138332, 'gamma': 2.380726873495776, 'reg_alpha': 0.34454904985163515, 'reg_lambda': 2.0014657536341796}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:51,494] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.1505949206990878, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9360729650960188, 'colsample_bytree': 0.7883988030566071, 'gamma': 0.492165153770452, 'reg_alpha': 0.21163695248017061, 'reg_lambda': 1.6503269567850716}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:51,899] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.12721741402689235, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9316292637663668, 'colsample_bytree': 0.7637172240670891, 'gamma': 0.8557895909586446, 'reg_alpha': 0.2758768334078826, 'reg_lambda': 1.0889939120426761}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:52,158] Trial 63 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 211, 'learning_rate': 0.1112318661747177, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9557051720510155, 'colsample_bytree': 0.7448660659539053, 'gamma': 1.1072889404840627, 'reg_alpha': 0.24081874156094465, 'reg_lambda': 1.6867143690042068}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:52,517] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.1446644773883249, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8758392918124739, 'colsample_bytree': 0.7268563556742302, 'gamma': 0.1216839248598505, 'reg_alpha': 0.30895210526589734, 'reg_lambda': 1.5133297590515453}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:52,886] Trial 65 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 196, 'learning_rate': 0.24824653639100971, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8862027202188225, 'colsample_bytree': 0.7087993465662923, 'gamma': 0.1468743534704974, 'reg_alpha': 0.3927456589838193, 'reg_lambda': 1.536541703833234}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:53,199] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.19016540771660753, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8721210258928239, 'colsample_bytree': 0.7262468120431306, 'gamma': 0.3659221424352497, 'reg_alpha': 0.9884168596294143, 'reg_lambda': 1.4271046210466654}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:53,444] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.12946439095774112, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.908626363624, 'colsample_bytree': 0.6640445954156552, 'gamma': 0.20954123908063207, 'reg_alpha': 0.3186827262813916, 'reg_lambda': 1.3280226081060345}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:53,825] Trial 68 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 191, 'learning_rate': 0.08851358916980379, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8511380845688824, 'colsample_bytree': 0.6798577338369639, 'gamma': 0.008295323495210866, 'reg_alpha': 0.3513347307795771, 'reg_lambda': 1.7939673350529162}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:54,066] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 161, 'learning_rate': 0.0700233497923425, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.8221445807840818, 'colsample_bytree': 0.6361522490242434, 'gamma': 0.6715981532662783, 'reg_alpha': 0.4219348192591058, 'reg_lambda': 1.2387447444492186}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:54,400] Trial 70 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 154, 'learning_rate': 0.14849062514514727, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9030959444670346, 'colsample_bytree': 0.6899952955528876, 'gamma': 0.2809875499977846, 'reg_alpha': 0.9259251373783215, 'reg_lambda': 1.9026558768979585}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:54,687] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 222, 'learning_rate': 0.14883551628071776, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9434511706104034, 'colsample_bytree': 0.769969134157561, 'gamma': 0.5003022770093407, 'reg_alpha': 0.16230556158854187, 'reg_lambda': 1.608619388826625}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:54,991] Trial 72 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 200, 'learning_rate': 0.10934055290507877, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9261933679312933, 'colsample_bytree': 0.7964131641764405, 'gamma': 0.4101304180845708, 'reg_alpha': 0.11163081885465212, 'reg_lambda': 1.3981939055008177}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:55,266] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.16834769677384048, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.960465210542595, 'colsample_bytree': 0.7721504055027524, 'gamma': 0.11690064943252754, 'reg_alpha': 0.17947281722357822, 'reg_lambda': 1.5159845719125522}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:55,658] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 229, 'learning_rate': 0.1735514609687859, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9611795336147988, 'colsample_bytree': 0.7702610098897092, 'gamma': 0.10885535881682278, 'reg_alpha': 0.10480472563672297, 'reg_lambda': 1.5141249028247368}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:56,015] Trial 75 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.21380204143613082, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9510806244130198, 'colsample_bytree': 0.7699689095689078, 'gamma': 0.15667209414937316, 'reg_alpha': 0.08565311784591634, 'reg_lambda': 1.5332241308253005}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:56,283] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.17037360890935832, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9676564077977693, 'colsample_bytree': 0.7504146990167517, 'gamma': 0.5396877877437936, 'reg_alpha': 0.0045945299198254935, 'reg_lambda': 1.1903001329144147}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:56,626] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 221, 'learning_rate': 0.26210936525578254, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9620139994265311, 'colsample_bytree': 0.8102721177605771, 'gamma': 0.34727838082563833, 'reg_alpha': 0.16360470788659812, 'reg_lambda': 1.5942506790791093}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:56,955] Trial 78 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 237, 'learning_rate': 0.18862891326763445, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9817705837976162, 'colsample_bytree': 0.7850609755189476, 'gamma': 3.4903346601710106, 'reg_alpha': 0.1043372366087929, 'reg_lambda': 1.3779172324682316}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:57,223] Trial 79 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 226, 'learning_rate': 0.29354220294184385, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9453585306632447, 'colsample_bytree': 0.7727563551792187, 'gamma': 0.11630191238587513, 'reg_alpha': 0.05172874089926301, 'reg_lambda': 1.2768176699279712}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:57,554] Trial 80 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 246, 'learning_rate': 0.14865446326629653, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9869238636469547, 'colsample_bytree': 0.7380989483300272, 'gamma': 0.8587507736758307, 'reg_alpha': 0.13613589488905556, 'reg_lambda': 1.4906117101765337}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:57,821] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 216, 'learning_rate': 0.12788267506045387, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9268646478125846, 'colsample_bytree': 0.7534626827209029, 'gamma': 0.12694084573989514, 'reg_alpha': 0.24591502884518635, 'reg_lambda': 1.435488390803704}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:58,161] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.1393112503666467, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9395125086885675, 'colsample_bytree': 0.7541255812002462, 'gamma': 0.27040974615999425, 'reg_alpha': 0.17983882313378663, 'reg_lambda': 1.4567862009751362}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:58,478] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 210, 'learning_rate': 0.12427634157354998, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9268961234398763, 'colsample_bytree': 0.7941290925122252, 'gamma': 0.11137237357864946, 'reg_alpha': 0.03744297700653024, 'reg_lambda': 1.1076859920855648}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:58,898] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.1730998050727573, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6556888110590551, 'colsample_bytree': 0.8369472706574533, 'gamma': 0.5718400937608822, 'reg_alpha': 0.2566316060992897, 'reg_lambda': 1.6429962843769315}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:59,173] Trial 85 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.196148558354967, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.892374236161236, 'colsample_bytree': 0.7735502339453689, 'gamma': 0.40187257574178525, 'reg_alpha': 0.20041013047754183, 'reg_lambda': 1.355522479479617}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:59,573] Trial 86 finished with value: 0.755952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.2271174743502121, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9647705364709855, 'colsample_bytree': 0.7223583837613288, 'gamma': 0.004641657742336797, 'reg_alpha': 0.17003636136334732, 'reg_lambda': 1.5287382393124502}. Best is trial 86 with value: 0.755952380952381.
[I 2025-11-03 20:14:59,836] Trial 87 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.21625499400315729, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.967486240721615, 'colsample_bytree': 0.7187734265315774, 'gamma': 0.020763313770782707, 'reg_alpha': 0.15876622078741073, 'reg_lambda': 1.7686245572800756}. Best is trial 87 with value: 0.7619047619047619.
[I 2025-11-03 20:15:00,153] Trial 88 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.2226800461143983, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9708818908436123, 'colsample_bytree': 0.7217025335318605, 'gamma': 0.0016053758902576654, 'reg_alpha': 0.09207835204056533, 'reg_lambda': 1.7679265600607237}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:00,452] Trial 89 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 203, 'learning_rate': 0.22626613890753408, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9716597469477929, 'colsample_bytree': 0.718543035226713, 'gamma': 0.010253595493592865, 'reg_alpha': 0.16316864375721116, 'reg_lambda': 1.8121889608486204}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:00,787] Trial 90 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 205, 'learning_rate': 0.22438423488693326, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9940020460440089, 'colsample_bytree': 0.7179810982283318, 'gamma': 0.25957948903503236, 'reg_alpha': 0.13682478795215375, 'reg_lambda': 1.7726174253314593}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:01,102] Trial 91 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 250, 'learning_rate': 0.26387291683924696, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9708956610201702, 'colsample_bytree': 0.7021591940405699, 'gamma': 0.3880657106188835, 'reg_alpha': 0.16896815579351174, 'reg_lambda': 1.8270514516180367}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:01,479] Trial 92 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 221, 'learning_rate': 0.22823119624421828, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9505754052930737, 'colsample_bytree': 0.7285320686802841, 'gamma': 0.25388972240275165, 'reg_alpha': 0.2203577210954339, 'reg_lambda': 1.8657884327266723}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:01,819] Trial 93 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 197, 'learning_rate': 0.2128430195130774, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.972876095161437, 'colsample_bytree': 0.7431194437270534, 'gamma': 0.014858304460099836, 'reg_alpha': 0.15020629174698893, 'reg_lambda': 2.0115085906084738}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:02,110] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.19864523691638455, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9910256669477873, 'colsample_bytree': 0.7069936795646682, 'gamma': 0.7414378285804921, 'reg_alpha': 0.04878964454828967, 'reg_lambda': 1.929759119354833}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:02,497] Trial 95 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 208, 'learning_rate': 0.26117532759685447, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9806889637432041, 'colsample_bytree': 0.7326983962537881, 'gamma': 0.013545172942474724, 'reg_alpha': 0.08811440162885878, 'reg_lambda': 2.1429264774796573}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:02,843] Trial 96 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 192, 'learning_rate': 0.24051672427769483, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9586195773591906, 'colsample_bytree': 0.7155990046004129, 'gamma': 0.4544748513186944, 'reg_alpha': 0.12697217296845548, 'reg_lambda': 2.600416962557118}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:03,151] Trial 97 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 218, 'learning_rate': 0.18561978238672705, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9657523266595913, 'colsample_bytree': 0.7396320664897356, 'gamma': 0.5860979387101269, 'reg_alpha': 0.215110245461313, 'reg_lambda': 1.6635019351818474}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:03,412] Trial 98 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.15827858687502566, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9463214140072899, 'colsample_bytree': 0.7220355699470621, 'gamma': 0.19412023416398827, 'reg_alpha': 0.19326231416907247, 'reg_lambda': 1.6007876917200452}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:03,726] Trial 99 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 212, 'learning_rate': 0.29085984747041077, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9973366240408065, 'colsample_bytree': 0.7634684061277731, 'gamma': 0.3219832203924802, 'reg_alpha': 0.28562715065265254, 'reg_lambda': 1.7504397014488593}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:04,011] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 231, 'learning_rate': 0.2167127774688251, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.935567626598689, 'colsample_bytree': 0.726414069014814, 'gamma': 0.10436678732227067, 'reg_alpha': 0.23118199542429385, 'reg_lambda': 1.6940663149986583}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:04,426] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 226, 'learning_rate': 0.17327795583943567, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9621955174845455, 'colsample_bytree': 0.6989677637278777, 'gamma': 0.11047670870718704, 'reg_alpha': 0.10404972303642746, 'reg_lambda': 1.5208289002348694}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:04,700] Trial 102 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.24890151216859135, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9753813459456272, 'colsample_bytree': 0.7480215267224459, 'gamma': 0.22508500804865902, 'reg_alpha': 0.17195121613668607, 'reg_lambda': 1.5507364916583273}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:05,072] Trial 103 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 243, 'learning_rate': 0.24860391948764726, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9756674147803663, 'colsample_bytree': 0.7446857002425129, 'gamma': 0.39744443938045315, 'reg_alpha': 0.15660408652070332, 'reg_lambda': 1.7982118734967636}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:05,375] Trial 104 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 241, 'learning_rate': 0.2301765270683088, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9737682635268069, 'colsample_bytree': 0.7457120671184826, 'gamma': 0.43866778526254, 'reg_alpha': 0.14305138307900808, 'reg_lambda': 1.8128163438032567}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:05,781] Trial 105 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 240, 'learning_rate': 0.24456915881361133, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.973801732714762, 'colsample_bytree': 0.7491179470425252, 'gamma': 0.5338593382572782, 'reg_alpha': 0.15463174034855587, 'reg_lambda': 1.9055007859213071}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:06,048] Trial 106 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 243, 'learning_rate': 0.27238886322532585, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9839264925558531, 'colsample_bytree': 0.7564532570605851, 'gamma': 4.102051586097359, 'reg_alpha': 0.1270380765373062, 'reg_lambda': 1.7440825248528826}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:06,534] Trial 107 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.22604513840863702, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7313850817552401, 'colsample_bytree': 0.712210385260073, 'gamma': 0.7313423852651206, 'reg_alpha': 0.06939221062347802, 'reg_lambda': 1.9642798875290433}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:06,819] Trial 108 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.2309243748405054, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7801041056280325, 'colsample_bytree': 0.7106567858990529, 'gamma': 0.7933882991047496, 'reg_alpha': 0.021981180231225875, 'reg_lambda': 2.0535467869613053}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:07,139] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 244, 'learning_rate': 0.20360061174578353, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7240083974213992, 'colsample_bytree': 0.6841909396065443, 'gamma': 0.9487091784592848, 'reg_alpha': 0.06646179643004514, 'reg_lambda': 1.8257999364139919}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:07,569] Trial 110 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 249, 'learning_rate': 0.25145085686162233, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7384135454597592, 'colsample_bytree': 0.7360671463271996, 'gamma': 0.7086953922364402, 'reg_alpha': 0.08807130491022601, 'reg_lambda': 1.9722456187337172}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:07,837] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.29923189836830366, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6779652776524604, 'colsample_bytree': 0.740671268951265, 'gamma': 0.4137941858436799, 'reg_alpha': 0.16785396156872165, 'reg_lambda': 1.788576052707147}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:08,246] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.23599432877307414, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9993174600599393, 'colsample_bytree': 0.7143868751065364, 'gamma': 0.2805120401187462, 'reg_alpha': 0.20074454073384465, 'reg_lambda': 1.8992761299853183}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:08,526] Trial 113 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 223, 'learning_rate': 0.22092198068368749, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9775053645840787, 'colsample_bytree': 0.6730355910753342, 'gamma': 0.4648316391951887, 'reg_alpha': 0.06250661781582653, 'reg_lambda': 2.1049291413136473}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:08,793] Trial 114 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.2111191452482387, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.989816708878531, 'colsample_bytree': 0.7007521995108694, 'gamma': 0.5741426166843263, 'reg_alpha': 0.03089785937538031, 'reg_lambda': 2.269396164573578}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:09,158] Trial 115 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 234, 'learning_rate': 0.27462818547185536, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9789420922993188, 'colsample_bytree': 0.6687922670643609, 'gamma': 2.2479178768714814, 'reg_alpha': 0.07143166513357925, 'reg_lambda': 2.119381399532848}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:09,468] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 239, 'learning_rate': 0.22355399295789188, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.968824922858645, 'colsample_bytree': 0.6871047079158099, 'gamma': 0.4300110202098133, 'reg_alpha': 0.057908567695502684, 'reg_lambda': 2.1792054832519097}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:09,863] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.031892413440170506, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9527489383103356, 'colsample_bytree': 0.6740301593904251, 'gamma': 1.1238803906478494, 'reg_alpha': 0.14982321211726146, 'reg_lambda': 2.062490613481911}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:10,165] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.1845385326324922, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7576094212491833, 'colsample_bytree': 0.720280340850102, 'gamma': 0.6722158186930018, 'reg_alpha': 0.11503792478133881, 'reg_lambda': 1.9706471455799766}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:10,546] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.2537347613072613, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7005784331908002, 'colsample_bytree': 0.9594793764616495, 'gamma': 0.2175064158578344, 'reg_alpha': 0.09652627691132312, 'reg_lambda': 2.4020266532467263}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:10,821] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 230, 'learning_rate': 0.20177385906439424, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8015396167475185, 'colsample_bytree': 0.7321515382581207, 'gamma': 0.3286069732577404, 'reg_alpha': 0.13679314424713007, 'reg_lambda': 1.7146347520655207}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:11,167] Trial 121 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 221, 'learning_rate': 0.20157047229030808, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7960112618255746, 'colsample_bytree': 0.7312260836976231, 'gamma': 0.34911270122996474, 'reg_alpha': 0.130318684178656, 'reg_lambda': 1.8603743129487764}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:11,434] Trial 122 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 230, 'learning_rate': 0.22697085020275454, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9757781875883715, 'colsample_bytree': 0.7469997151911769, 'gamma': 3.0139340802123353, 'reg_alpha': 0.1674301954969621, 'reg_lambda': 1.6276390941261878}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:11,704] Trial 123 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 237, 'learning_rate': 0.18853437414913093, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9846184664084391, 'colsample_bytree': 0.7083584118718238, 'gamma': 0.5096837615131309, 'reg_alpha': 0.12115899771277994, 'reg_lambda': 1.7020821817741372}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:12,070] Trial 124 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 233, 'learning_rate': 0.24572143634723112, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9533736143220601, 'colsample_bytree': 0.6569817142891304, 'gamma': 0.2943209170738944, 'reg_alpha': 0.1426233511553428, 'reg_lambda': 1.573228316142397}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:12,362] Trial 125 finished with value: 0.761904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.2073169574817421, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9409285184164973, 'colsample_bytree': 0.7583497895074394, 'gamma': 0.1742517251865272, 'reg_alpha': 0.1874384023406474, 'reg_lambda': 1.7932481689183737}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:12,755] Trial 126 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 72, 'learning_rate': 0.28063573474646314, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9411686963741528, 'colsample_bytree': 0.6950822422277811, 'gamma': 0.01263443213838017, 'reg_alpha': 0.6950861597105895, 'reg_lambda': 1.8046939361567749}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:13,038] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.227341932276327, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6328263051459074, 'colsample_bytree': 0.7325696268864197, 'gamma': 0.8801220020631821, 'reg_alpha': 0.1855959500899228, 'reg_lambda': 1.7470841797199232}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:13,511] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.20831020886290882, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9674227143605629, 'colsample_bytree': 0.7606987208617517, 'gamma': 0.1955568174856341, 'reg_alpha': 0.07898229482525126, 'reg_lambda': 1.856227433648875}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:13,790] Trial 129 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 227, 'learning_rate': 0.1981399215013935, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6117227203688106, 'colsample_bytree': 0.7225982152668997, 'gamma': 0.6227936346239156, 'reg_alpha': 0.20837843169391257, 'reg_lambda': 1.651355672260882}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:14,192] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 225, 'learning_rate': 0.1993929537596377, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6532318158505265, 'colsample_bytree': 0.7184717691483504, 'gamma': 0.9917139882329573, 'reg_alpha': 0.2085317009520517, 'reg_lambda': 1.6676862517901028}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:14,474] Trial 131 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 228, 'learning_rate': 0.216095070509463, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6174900911568534, 'colsample_bytree': 0.7436853474235456, 'gamma': 0.651347935949702, 'reg_alpha': 0.17618701064271314, 'reg_lambda': 1.729730318715581}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:14,944] Trial 132 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 228, 'learning_rate': 0.18012478430784482, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6461146056368199, 'colsample_bytree': 0.7040468426630653, 'gamma': 0.6264629426261129, 'reg_alpha': 0.17742729333515617, 'reg_lambda': 1.7338739496430096}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:15,226] Trial 133 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 220, 'learning_rate': 0.19222494910710505, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6126750644201343, 'colsample_bytree': 0.7029563151922803, 'gamma': 0.6164695063610193, 'reg_alpha': 0.18074422741329327, 'reg_lambda': 1.722370826764764}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:15,587] Trial 134 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.18025644524316867, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6213727929508642, 'colsample_bytree': 0.7009690953672687, 'gamma': 0.7944500859121877, 'reg_alpha': 0.18764987304732106, 'reg_lambda': 1.6153007681424771}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:15,902] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 221, 'learning_rate': 0.1574576552042845, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6077800956034877, 'colsample_bytree': 0.6899463364467775, 'gamma': 1.2329925557775354, 'reg_alpha': 0.22801884150073606, 'reg_lambda': 1.573520430080486}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:16,318] Trial 136 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 208, 'learning_rate': 0.21222227717961087, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6090934662296837, 'colsample_bytree': 0.707717698518856, 'gamma': 0.6827323932434347, 'reg_alpha': 0.17389029404627532, 'reg_lambda': 1.6621628525447438}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:16,679] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 212, 'learning_rate': 0.18623238764761083, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6438440761107256, 'colsample_bytree': 0.6765263347519014, 'gamma': 1.0650686148411084, 'reg_alpha': 0.0011294107290864275, 'reg_lambda': 1.743037851445673}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:17,139] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 227, 'learning_rate': 0.012338783815591944, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6178192495410427, 'colsample_bytree': 0.7239990858091822, 'gamma': 0.6010963736273425, 'reg_alpha': 0.25693520063278275, 'reg_lambda': 2.0371770768147623}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:17,423] Trial 139 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 235, 'learning_rate': 0.16439151818399397, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6241547045889856, 'colsample_bytree': 0.6951352571549989, 'gamma': 0.9171392004954478, 'reg_alpha': 0.20809329758760906, 'reg_lambda': 1.9527895110043998}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:17,795] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.19540416437481184, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.600821429463204, 'colsample_bytree': 0.7140707011271945, 'gamma': 1.7474916131531657, 'reg_alpha': 0.24228118046206715, 'reg_lambda': 1.8959204951323427}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:18,062] Trial 141 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.21015484906817486, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6398920254364591, 'colsample_bytree': 0.7280073911357121, 'gamma': 0.5253784933484102, 'reg_alpha': 0.11644005966705953, 'reg_lambda': 1.7229775799710396}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:18,339] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.2138241848073764, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6413137138129708, 'colsample_bytree': 0.7064575500827627, 'gamma': 0.7557989900304054, 'reg_alpha': 0.10559993560795634, 'reg_lambda': 1.695081607635731}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:18,712] Trial 143 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 228, 'learning_rate': 0.2605785149081975, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6122309759675798, 'colsample_bytree': 0.7253710197333395, 'gamma': 0.5948147114810252, 'reg_alpha': 0.19187190973618817, 'reg_lambda': 1.5587124006287203}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:19,044] Trial 144 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.27382336147287184, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6314484782002984, 'colsample_bytree': 0.7222052863625835, 'gamma': 0.5998288061670854, 'reg_alpha': 0.1895209959651928, 'reg_lambda': 1.7431758916253448}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:19,405] Trial 145 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.2611019917410656, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6136631854077761, 'colsample_bytree': 0.720603541360259, 'gamma': 0.5897661981801076, 'reg_alpha': 0.19409060963905322, 'reg_lambda': 1.8694828125449543}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:19,768] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.26746334915117514, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6348020173887322, 'colsample_bytree': 0.7383695838387859, 'gamma': 0.5050785237101393, 'reg_alpha': 0.1194829187360579, 'reg_lambda': 1.6509539440386378}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:20,126] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.23881181369368132, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.6268542440776422, 'colsample_bytree': 0.7242180860136125, 'gamma': 0.6264333677502107, 'reg_alpha': 0.17762774201608164, 'reg_lambda': 1.7613247586633631}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:20,471] Trial 148 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.28669045053349096, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6459772055446561, 'colsample_bytree': 0.7125787249575295, 'gamma': 0.2209556486132518, 'reg_alpha': 0.2204483653380595, 'reg_lambda': 1.7119464122914694}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:20,847] Trial 149 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 239, 'learning_rate': 0.28277066835309994, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6478210489877436, 'colsample_bytree': 0.7123510124095418, 'gamma': 0.8236735364123831, 'reg_alpha': 0.8257935849237186, 'reg_lambda': 1.727071935890882}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:21,062] Trial 150 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.2948556636298261, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6607736987813532, 'colsample_bytree': 0.728697349208526, 'gamma': 0.8245014282544723, 'reg_alpha': 0.9626522629165464, 'reg_lambda': 1.7900239318078188}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:21,348] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 246, 'learning_rate': 0.2745420142313113, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6514013721402211, 'colsample_bytree': 0.7130956518151204, 'gamma': 0.18581782430422064, 'reg_alpha': 0.6301560624967664, 'reg_lambda': 1.7049896868786483}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:21,679] Trial 152 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 238, 'learning_rate': 0.2513495415502584, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6425952108862462, 'colsample_bytree': 0.7023843141502015, 'gamma': 0.6753372975604797, 'reg_alpha': 0.21270600188805008, 'reg_lambda': 1.7395665920879348}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:21,950] Trial 153 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.2563930031598986, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6312703320273654, 'colsample_bytree': 0.7136207184105747, 'gamma': 0.45902047057806966, 'reg_alpha': 0.2269852605639891, 'reg_lambda': 1.835554262971392}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:22,222] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 239, 'learning_rate': 0.26013016594443455, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6358839593313632, 'colsample_bytree': 0.6974726090849809, 'gamma': 0.7234823575959676, 'reg_alpha': 0.7190086734238935, 'reg_lambda': 1.664072663514325}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:22,720] Trial 155 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.2815785689903624, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6643328688021599, 'colsample_bytree': 0.7089909600913098, 'gamma': 0.4811008206883224, 'reg_alpha': 0.2180632683911663, 'reg_lambda': 1.9301905757195728}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:22,998] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.24884643502257578, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6748652735373443, 'colsample_bytree': 0.7382525411792792, 'gamma': 0.912043570960054, 'reg_alpha': 0.27055219321249724, 'reg_lambda': 1.8359048975107268}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:23,369] Trial 157 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.29666623482204046, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6284926091924935, 'colsample_bytree': 0.6864570091334256, 'gamma': 0.41465489973352276, 'reg_alpha': 0.19944619089118445, 'reg_lambda': 1.623592332366}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:23,645] Trial 158 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 247, 'learning_rate': 0.2946644150981409, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6161348757779815, 'colsample_bytree': 0.7034789532419773, 'gamma': 0.5438844503593007, 'reg_alpha': 0.23767924083081457, 'reg_lambda': 1.6183539185374698}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:23,925] Trial 159 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 249, 'learning_rate': 0.2781957132019698, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6147182951787286, 'colsample_bytree': 0.6851083240039383, 'gamma': 0.7116272268408329, 'reg_alpha': 0.2343096229744117, 'reg_lambda': 1.6146654023172833}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:24,234] Trial 160 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.29909362145508583, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6246735649892639, 'colsample_bytree': 0.684030734127877, 'gamma': 0.7231554958808669, 'reg_alpha': 0.20940800386530173, 'reg_lambda': 1.5736973907119935}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:24,515] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 247, 'learning_rate': 0.2780093884681692, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6178412642154617, 'colsample_bytree': 0.693993848391444, 'gamma': 0.601620234999293, 'reg_alpha': 0.2400620092427938, 'reg_lambda': 1.616996424116337}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:24,871] Trial 162 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.26460835280742273, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6117590652648442, 'colsample_bytree': 0.685275357618256, 'gamma': 0.7878722669171585, 'reg_alpha': 0.26649270056047014, 'reg_lambda': 1.640796750028864}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:25,151] Trial 163 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.2953237556649882, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6332126288938595, 'colsample_bytree': 0.6699753841882673, 'gamma': 0.4908289066321143, 'reg_alpha': 0.23294002072670153, 'reg_lambda': 1.5531715028362345}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:25,559] Trial 164 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 239, 'learning_rate': 0.2484813482886016, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6308816195553545, 'colsample_bytree': 0.6995916668976341, 'gamma': 0.6704367079026373, 'reg_alpha': 0.2196731496707401, 'reg_lambda': 1.6999834682993453}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:25,842] Trial 165 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 238, 'learning_rate': 0.24650823367364733, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6421650588267694, 'colsample_bytree': 0.8956850284269864, 'gamma': 0.6655128165189151, 'reg_alpha': 0.8094292828578337, 'reg_lambda': 1.7017050395718767}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:26,151] Trial 166 finished with value: 0.761904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.2587713513198298, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6689811145336841, 'colsample_bytree': 0.6601723264781622, 'gamma': 1.0322859931564448, 'reg_alpha': 0.8674465512362471, 'reg_lambda': 1.4571840736674115}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:26,534] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.24056011448527329, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6019150795329011, 'colsample_bytree': 0.6870215224077139, 'gamma': 0.4276889083409538, 'reg_alpha': 0.04858064245105965, 'reg_lambda': 1.7384422561808246}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:26,800] Trial 168 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.2752659836979621, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6292646092602444, 'colsample_bytree': 0.6985478950452692, 'gamma': 0.36482877277423076, 'reg_alpha': 0.20392971491408984, 'reg_lambda': 1.686714885643498}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:27,200] Trial 169 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 242, 'learning_rate': 0.23680782656192967, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6491738745684068, 'colsample_bytree': 0.6789099480799426, 'gamma': 0.8241578209101916, 'reg_alpha': 0.30071181877088526, 'reg_lambda': 1.5725144925661843}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:27,478] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.2578191565893038, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6929277774659387, 'colsample_bytree': 0.713474292545634, 'gamma': 0.9084398496895527, 'reg_alpha': 0.2211884766547068, 'reg_lambda': 1.7535682711000655}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:27,864] Trial 171 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 247, 'learning_rate': 0.2796384951041986, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6153657297530171, 'colsample_bytree': 0.7014628357975181, 'gamma': 0.5421609006030885, 'reg_alpha': 0.24739316562798486, 'reg_lambda': 1.6332612378184876}. Best is trial 171 with value: 0.7857142857142858.
[I 2025-11-03 20:15:28,131] Trial 172 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.27436580362837576, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.6287470937852863, 'colsample_bytree': 0.6918693761153976, 'gamma': 0.6732788089488844, 'reg_alpha': 0.25723681784031555, 'reg_lambda': 1.6534171657952008}. Best is trial 171 with value: 0.7857142857142858.
[I 2025-11-03 20:15:28,490] Trial 173 finished with value: 0.761904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.2792292852581675, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6409886295352751, 'colsample_bytree': 0.7052400772378462, 'gamma': 0.558142854856065, 'reg_alpha': 0.5816489607509296, 'reg_lambda': 1.7042863766908867}. Best is trial 171 with value: 0.7857142857142858.
[I 2025-11-03 20:15:28,783] Trial 174 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.02126501929339393, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6081773070520602, 'colsample_bytree': 0.7288721700095936, 'gamma': 0.43337459398524586, 'reg_alpha': 0.288349698273982, 'reg_lambda': 1.4982003445275305}. Best is trial 171 with value: 0.7857142857142858.
[I 2025-11-03 20:15:29,142] Trial 175 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.2555791742048342, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6211285636037996, 'colsample_bytree': 0.7135065751999896, 'gamma': 0.6882875357561596, 'reg_alpha': 0.20071625391172648, 'reg_lambda': 1.6145998397410526}. Best is trial 171 with value: 0.7857142857142858.
[I 2025-11-03 20:15:29,413] Trial 176 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 225, 'learning_rate': 0.22362840162405442, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6104740022534278, 'colsample_bytree': 0.6975251705748219, 'gamma': 0.3221636157714166, 'reg_alpha': 0.2191626808694449, 'reg_lambda': 1.8240908147282913}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:29,704] Trial 177 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 223, 'learning_rate': 0.22723496495369896, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6125816792144071, 'colsample_bytree': 0.6760209346478532, 'gamma': 0.33134317227687493, 'reg_alpha': 0.2303885804672124, 'reg_lambda': 1.8633685588203552}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:29,985] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.2217824660444422, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6005819399777763, 'colsample_bytree': 0.6757152721216415, 'gamma': 0.29625587160228095, 'reg_alpha': 0.25394655311420633, 'reg_lambda': 1.866858735330797}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:30,291] Trial 179 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 227, 'learning_rate': 0.2401407806267099, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6119990780356186, 'colsample_bytree': 0.7014724617154628, 'gamma': 0.5440098340317434, 'reg_alpha': 0.22175464919038393, 'reg_lambda': 1.824326495805333}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:30,582] Trial 180 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 233, 'learning_rate': 0.22016143345821232, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6184678922999893, 'colsample_bytree': 0.6678534459121124, 'gamma': 0.2908380937679237, 'reg_alpha': 0.22950026579684088, 'reg_lambda': 1.9930304004103472}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:30,914] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 226, 'learning_rate': 0.23919189855988018, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6106070853982426, 'colsample_bytree': 0.7007517167376727, 'gamma': 0.5691176433095427, 'reg_alpha': 0.22236282004715802, 'reg_lambda': 1.8335408627543794}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:31,235] Trial 182 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.23554359769382152, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.6144264135775891, 'colsample_bytree': 0.6940445395017111, 'gamma': 0.5038880393881047, 'reg_alpha': 0.21703031392311328, 'reg_lambda': 1.9288841946721507}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:31,540] Trial 183 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 229, 'learning_rate': 0.219234865844365, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6072226495244746, 'colsample_bytree': 0.7214069495001223, 'gamma': 0.35752012371264136, 'reg_alpha': 0.27464432512144327, 'reg_lambda': 1.7794212873011532}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:31,835] Trial 184 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.2263893366475791, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6242015129572507, 'colsample_bytree': 0.722861193977467, 'gamma': 0.35679271679568164, 'reg_alpha': 0.26391305100471996, 'reg_lambda': 2.101050096598153}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:32,288] Trial 185 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.05151169682920353, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6002045750342039, 'colsample_bytree': 0.732883442652497, 'gamma': 0.3840400677440823, 'reg_alpha': 0.2804524045635, 'reg_lambda': 1.7809147882180167}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:32,566] Trial 186 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 223, 'learning_rate': 0.20966162875078828, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6336645227729429, 'colsample_bytree': 0.7173352107134132, 'gamma': 0.2390755871578744, 'reg_alpha': 0.24329499334120502, 'reg_lambda': 1.8756335084056066}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:32,836] Trial 187 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 223, 'learning_rate': 0.19585681050874515, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6193166363908545, 'colsample_bytree': 0.7230999239773359, 'gamma': 0.2312460622770641, 'reg_alpha': 0.19206245580987866, 'reg_lambda': 1.9078208580888436}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:33,194] Trial 188 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 220, 'learning_rate': 0.19881639375871946, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6071594340634743, 'colsample_bytree': 0.7228211122524038, 'gamma': 0.3048311948306676, 'reg_alpha': 0.18733042429971505, 'reg_lambda': 1.9071565186160189}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:33,488] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.20739926500735079, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6206936705155893, 'colsample_bytree': 0.7281321716918089, 'gamma': 0.6205034740753963, 'reg_alpha': 0.24567501836130456, 'reg_lambda': 1.9664745755546056}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:33,942] Trial 190 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 215, 'learning_rate': 0.21750653071325912, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6382156292656427, 'colsample_bytree': 0.7370927577625216, 'gamma': 0.7433007504444625, 'reg_alpha': 0.14992630692038425, 'reg_lambda': 1.8842696251324136}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:34,317] Trial 191 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 229, 'learning_rate': 0.19623289201807004, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.617493818771646, 'colsample_bytree': 0.7170045084444784, 'gamma': 0.19647406226050423, 'reg_alpha': 0.1932199617758363, 'reg_lambda': 1.7717745806575467}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:34,769] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 227, 'learning_rate': 0.18961935715491993, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6166912807157218, 'colsample_bytree': 0.7187555549681474, 'gamma': 0.18905268923444785, 'reg_alpha': 0.1958281114707607, 'reg_lambda': 1.7794738705728774}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:34,936] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 45, 'learning_rate': 0.19666615454120576, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6072938235206903, 'colsample_bytree': 0.7089165618616023, 'gamma': 0.2563802829428729, 'reg_alpha': 0.06461948963933745, 'reg_lambda': 2.032620027371252}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:35,210] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.21518442238348526, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6248034899454935, 'colsample_bytree': 0.7272843096236624, 'gamma': 0.12148192249508437, 'reg_alpha': 0.17373930978105037, 'reg_lambda': 1.7669085942919915}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:35,534] Trial 195 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 227, 'learning_rate': 0.20424855065449282, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6364814182582351, 'colsample_bytree': 0.6786274520211388, 'gamma': 0.3585215586673562, 'reg_alpha': 0.19143012196599335, 'reg_lambda': 2.246507154647927}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:35,810] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.22907286879521999, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6143931247981395, 'colsample_bytree': 0.7053982205858119, 'gamma': 0.4669627972664676, 'reg_alpha': 0.2462290565556257, 'reg_lambda': 1.8690736029485133}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:36,195] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 216, 'learning_rate': 0.19149700898782063, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.607395924571722, 'colsample_bytree': 0.6958590182510194, 'gamma': 0.24311937855369498, 'reg_alpha': 0.16966591372827056, 'reg_lambda': 1.8107955757841756}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:36,459] Trial 198 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.2160423671415462, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.622464823533067, 'colsample_bytree': 0.7439833109677535, 'gamma': 0.558630734378214, 'reg_alpha': 0.09516124361284423, 'reg_lambda': 1.6683337148180386}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:36,715] Trial 199 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 230, 'learning_rate': 0.24413008686191823, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6260819240820394, 'colsample_bytree': 0.71819679529399, 'gamma': 0.6496994771188724, 'reg_alpha': 0.02623639322742672, 'reg_lambda': 1.7375120581552608}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:36,719] A new study created in memory with name: no-name-5a602df5-bf2b-45bc-adb7-fbb162003501
[I 2025-11-03 20:15:37,048] Trial 0 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 68, 'learning_rate': 0.04128258806126713, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9953949588460027, 'colsample_bytree': 0.7893930182746071, 'gamma': 2.2731833532720507, 'reg_alpha': 0.18827588651031846, 'reg_lambda': 0.655770938365599}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:15:37,316] Trial 1 finished with value: 0.6875 and parameters: {'n_estimators': 239, 'learning_rate': 0.154456174460963, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7124470627286993, 'colsample_bytree': 0.7982824903981023, 'gamma': 3.6403891265390427, 'reg_alpha': 0.3894575457552124, 'reg_lambda': 1.0995892478262825}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:15:37,600] Trial 2 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 128, 'learning_rate': 0.052156149816074075, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8886119659780045, 'colsample_bytree': 0.8377473656428162, 'gamma': 0.5248997915563308, 'reg_alpha': 0.6749860192142929, 'reg_lambda': 1.7681261437904419}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:15:37,836] Trial 3 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 142, 'learning_rate': 0.011030897533267846, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8790389286068698, 'colsample_bytree': 0.8528227029476096, 'gamma': 0.15189796951596057, 'reg_alpha': 0.07152278834016257, 'reg_lambda': 2.2001311516931983}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:15:38,147] Trial 4 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 136, 'learning_rate': 0.049861122506558296, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9186915386390913, 'colsample_bytree': 0.6258875259657056, 'gamma': 0.49153472032160306, 'reg_alpha': 0.10800897944123855, 'reg_lambda': 1.2565490151944008}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:38,385] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.13487731027029487, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.6782783077033351, 'colsample_bytree': 0.6847484874138607, 'gamma': 4.099648548714049, 'reg_alpha': 0.7271247958913449, 'reg_lambda': 1.154547434788819}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:38,616] Trial 6 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 131, 'learning_rate': 0.020718920029761525, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7921169056271382, 'colsample_bytree': 0.9833971712396646, 'gamma': 1.2150581647469538, 'reg_alpha': 0.6992780671988298, 'reg_lambda': 0.7652046939816011}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:38,954] Trial 7 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 170, 'learning_rate': 0.2700062640961131, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8658399605248011, 'colsample_bytree': 0.9091505871185535, 'gamma': 1.0162512535735202, 'reg_alpha': 0.8536464866088881, 'reg_lambda': 1.3953979348375385}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:39,212] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.0721473457416104, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.7191098436794099, 'colsample_bytree': 0.8005289591745411, 'gamma': 0.33600275881019215, 'reg_alpha': 0.661939841145375, 'reg_lambda': 2.789509115301975}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:39,700] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 244, 'learning_rate': 0.012654748622280635, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7375346829481673, 'colsample_bytree': 0.727139186130492, 'gamma': 1.6941018082754977, 'reg_alpha': 0.9920650529281753, 'reg_lambda': 2.390495570192545}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:39,791] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 29, 'learning_rate': 0.028356397660291438, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9969879125126485, 'colsample_bytree': 0.6009852341175529, 'gamma': 3.3544023122434066, 'reg_alpha': 0.35089535523618676, 'reg_lambda': 1.675105708354184}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:40,097] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 87, 'learning_rate': 0.23784128057366485, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8911186951087027, 'colsample_bytree': 0.940686307278708, 'gamma': 1.3872329936150884, 'reg_alpha': 0.9027483508041635, 'reg_lambda': 1.4984935984197136}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:40,337] Trial 12 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 191, 'learning_rate': 0.08709109874812629, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9246812362070329, 'colsample_bytree': 0.9064466450038282, 'gamma': 4.878273214509511, 'reg_alpha': 0.042060149353324305, 'reg_lambda': 1.2754787318531347}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:40,638] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.28093556173660633, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6039194766888658, 'colsample_bytree': 0.6006385690524499, 'gamma': 0.9938966609093697, 'reg_alpha': 0.4923442909904563, 'reg_lambda': 1.9479613580834192}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:40,865] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.09642165247130156, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8374628511228965, 'colsample_bytree': 0.6853672806399799, 'gamma': 2.140268424908502, 'reg_alpha': 0.3006874699433528, 'reg_lambda': 0.8901548004223672}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:41,239] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 203, 'learning_rate': 0.032174285597148584, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9432218106113041, 'colsample_bytree': 0.9069360840339402, 'gamma': 0.7353019873418395, 'reg_alpha': 0.8477907284052921, 'reg_lambda': 1.3809709591406643}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:41,441] Trial 16 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.16351688966716268, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8162584687798549, 'colsample_bytree': 0.733319502073698, 'gamma': 0.014297723861509404, 'reg_alpha': 0.5596128684387596, 'reg_lambda': 1.0127558442968614}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:41,741] Trial 17 finished with value: 0.6577380952380953 and parameters: {'n_estimators': 171, 'learning_rate': 0.06176932640762831, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.94849268490193, 'colsample_bytree': 0.9858283744785705, 'gamma': 2.8874308286298986, 'reg_alpha': 0.22449384309764306, 'reg_lambda': 2.014222080455816}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:42,099] Trial 18 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.021782790053324005, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7745750670259152, 'colsample_bytree': 0.6635220920363758, 'gamma': 1.8330450240125418, 'reg_alpha': 0.47766017560793955, 'reg_lambda': 1.60955315916349}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:42,420] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 159, 'learning_rate': 0.11180147393913432, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8409287392213367, 'colsample_bytree': 0.8793354940098173, 'gamma': 0.9238045531709973, 'reg_alpha': 0.8281407415013363, 'reg_lambda': 0.5384341720612107}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:42,530] Trial 20 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 51, 'learning_rate': 0.19638225590632694, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.860549661805736, 'colsample_bytree': 0.9442302882040001, 'gamma': 2.6831849056902595, 'reg_alpha': 0.15397876287369494, 'reg_lambda': 2.456506335800345}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:43,013] Trial 21 finished with value: 0.755952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.09484749130033188, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8293582393847587, 'colsample_bytree': 0.6404105204081052, 'gamma': 2.1424701330612197, 'reg_alpha': 0.29700226599882984, 'reg_lambda': 0.8728442152877226}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:43,237] Trial 22 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 120, 'learning_rate': 0.04648856331228947, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9178166346518255, 'colsample_bytree': 0.6460371460271177, 'gamma': 1.5559891814947941, 'reg_alpha': 0.1271755626119219, 'reg_lambda': 0.8888605337412416}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:43,574] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.07990355074283124, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7731708762690249, 'colsample_bytree': 0.7277290918013583, 'gamma': 2.019858419837211, 'reg_alpha': 0.006943592511515606, 'reg_lambda': 1.3563525414033366}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:43,793] Trial 24 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 148, 'learning_rate': 0.21159144194105559, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8191978344908581, 'colsample_bytree': 0.6369309738524325, 'gamma': 1.248193911758558, 'reg_alpha': 0.25910214008447974, 'reg_lambda': 1.1824561016196662}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:44,226] Trial 25 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 213, 'learning_rate': 0.11474510515840917, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9608008481179878, 'colsample_bytree': 0.7583433378529894, 'gamma': 0.5633730546762308, 'reg_alpha': 0.3919384843806616, 'reg_lambda': 0.919755537031983}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:44,429] Trial 26 finished with value: 0.630952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.29912760071114974, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8639285875130838, 'colsample_bytree': 0.632274553795792, 'gamma': 2.4939106206078376, 'reg_alpha': 0.5709905851716452, 'reg_lambda': 1.4107777165864135}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:44,768] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 183, 'learning_rate': 0.03622182411768169, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9094925491750895, 'colsample_bytree': 0.7032907072561374, 'gamma': 3.1276769316213713, 'reg_alpha': 0.2966234636875213, 'reg_lambda': 0.7113927586821434}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:44,953] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 91, 'learning_rate': 0.0597464440319722, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.844642043707524, 'colsample_bytree': 0.8375897599304583, 'gamma': 1.1343226153209, 'reg_alpha': 0.11452026962566123, 'reg_lambda': 1.8177171931158114}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:45,140] Trial 29 finished with value: 0.738095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.04354043516710703, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9720128103351663, 'colsample_bytree': 0.7696107726670035, 'gamma': 2.2621895668854477, 'reg_alpha': 0.19886274239748608, 'reg_lambda': 0.5726278446454585}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:45,375] Trial 30 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 66, 'learning_rate': 0.042950469299547094, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9833764809723323, 'colsample_bytree': 0.7711482007708768, 'gamma': 2.347115387218298, 'reg_alpha': 0.19725724151724092, 'reg_lambda': 0.5458671864968312}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:45,590] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 76, 'learning_rate': 0.024962993907334998, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.906708449589796, 'colsample_bytree': 0.6644611503466666, 'gamma': 1.8554676619845296, 'reg_alpha': 0.18092336569609188, 'reg_lambda': 0.718781129724018}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:45,828] Trial 32 finished with value: 0.738095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.024321608996630606, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9791346111228254, 'colsample_bytree': 0.6644582729433739, 'gamma': 2.020223399366835, 'reg_alpha': 0.1952564069519614, 'reg_lambda': 0.7599381336015133}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:46,032] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.018364723984785333, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.979859448104987, 'colsample_bytree': 0.6678485560482688, 'gamma': 1.9640263731731522, 'reg_alpha': 0.3889985164946476, 'reg_lambda': 0.6619156111966642}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:46,298] Trial 34 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 36, 'learning_rate': 0.026057461074438373, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9571779582815693, 'colsample_bytree': 0.6834013108289974, 'gamma': 2.7266557889977685, 'reg_alpha': 0.1910104599422501, 'reg_lambda': 0.5095864203460438}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:46,507] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 76, 'learning_rate': 0.01763154700308872, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9687183447018098, 'colsample_bytree': 0.8082109385768927, 'gamma': 2.301586009506545, 'reg_alpha': 0.25867534367901557, 'reg_lambda': 0.7826901591101365}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:46,804] Trial 36 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.013860435454261629, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9346704420954696, 'colsample_bytree': 0.7546627680406299, 'gamma': 1.6119042636233627, 'reg_alpha': 0.08000281776183248, 'reg_lambda': 1.025789577318938}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:46,906] Trial 37 finished with value: 0.630952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.03558527887297064, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8954598249023944, 'colsample_bytree': 0.7127834491919983, 'gamma': 3.6889415456994055, 'reg_alpha': 0.42468935756666193, 'reg_lambda': 0.8038489985365767}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:47,137] Trial 38 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 53, 'learning_rate': 0.030042297533462888, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.99258535599636, 'colsample_bytree': 0.6636645635055375, 'gamma': 3.0352015044828615, 'reg_alpha': 0.32513468626625286, 'reg_lambda': 1.0684141113572048}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:47,252] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.052083987334577676, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.991679902816413, 'colsample_bytree': 0.6922192059136797, 'gamma': 3.85450041905263, 'reg_alpha': 0.3105444115978736, 'reg_lambda': 1.0635471283346882}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:47,556] Trial 40 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 124, 'learning_rate': 0.06728572881607985, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.68447392028258, 'colsample_bytree': 0.6216407960407885, 'gamma': 4.349953186153589, 'reg_alpha': 0.34550811721210734, 'reg_lambda': 0.6383952607850369}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:47,764] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.025132840605115635, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9995536103745474, 'colsample_bytree': 0.6488882353431822, 'gamma': 3.1267703974015117, 'reg_alpha': 0.2418280451363191, 'reg_lambda': 0.6599877983686646}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:48,055] Trial 42 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.031007033957499083, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9962422380773889, 'colsample_bytree': 0.6530828876052446, 'gamma': 3.168502962932206, 'reg_alpha': 0.24682504972220992, 'reg_lambda': 0.936506245243611}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:48,275] Trial 43 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.03861092016184966, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9691552817508475, 'colsample_bytree': 0.6141538858093831, 'gamma': 3.4373722512590117, 'reg_alpha': 0.25102091085220596, 'reg_lambda': 0.8783136963940196}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:48,524] Trial 44 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 91, 'learning_rate': 0.03624153157522133, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9658890384833959, 'colsample_bytree': 0.6157323568097632, 'gamma': 3.3649463085687974, 'reg_alpha': 0.2594527399260123, 'reg_lambda': 0.9558803205740891}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:48,841] Trial 45 finished with value: 0.755952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.04219256112880209, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9987955115669511, 'colsample_bytree': 0.6496833708598357, 'gamma': 3.4628724766998316, 'reg_alpha': 0.23180173822651395, 'reg_lambda': 1.1666321794484311}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:49,133] Trial 46 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 104, 'learning_rate': 0.016119256035318292, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9996864826792184, 'colsample_bytree': 0.6448034328719244, 'gamma': 3.3792866065084857, 'reg_alpha': 0.44168575306780344, 'reg_lambda': 1.1441325361981187}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:49,364] Trial 47 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 134, 'learning_rate': 0.052259365229392694, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9353085819924446, 'colsample_bytree': 0.6169769105440613, 'gamma': 3.9425931631643856, 'reg_alpha': 0.26351194798549044, 'reg_lambda': 1.2422818636903261}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:49,626] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 113, 'learning_rate': 0.03773573531862412, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6207958498141315, 'colsample_bytree': 0.6479776695172789, 'gamma': 4.267427975987738, 'reg_alpha': 0.06892227185110944, 'reg_lambda': 0.8690884456254043}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:49,862] Trial 49 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 140, 'learning_rate': 0.03157916377926255, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9480119728325754, 'colsample_bytree': 0.6068794575104741, 'gamma': 3.5960613697376633, 'reg_alpha': 0.14031396238332794, 'reg_lambda': 1.530676902904012}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:50,069] Trial 50 finished with value: 0.761904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.021317771899388823, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.99999426866883, 'colsample_bytree': 0.7090980701736618, 'gamma': 3.0309961522016304, 'reg_alpha': 0.36179241373255866, 'reg_lambda': 1.2332630374186309}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:50,262] Trial 51 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 85, 'learning_rate': 0.02250731987050755, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9998492829725137, 'colsample_bytree': 0.6308503888736383, 'gamma': 3.2069536004330312, 'reg_alpha': 0.3684692278509227, 'reg_lambda': 1.2612390371010151}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:50,523] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 96, 'learning_rate': 0.027955881943064222, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9810883564776077, 'colsample_bytree': 0.681077813705464, 'gamma': 2.845841757363028, 'reg_alpha': 0.2927924185813955, 'reg_lambda': 1.1154553402650944}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:50,703] Trial 53 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 62, 'learning_rate': 0.01014868807678672, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.955502872416714, 'colsample_bytree': 0.7012226495666198, 'gamma': 2.537669971127354, 'reg_alpha': 0.23141449059976343, 'reg_lambda': 2.9489008277911717}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:51,002] Trial 54 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 85, 'learning_rate': 0.020340752146881032, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9385423651007556, 'colsample_bytree': 0.6509007219439189, 'gamma': 3.5738605480931778, 'reg_alpha': 0.42364093586203255, 'reg_lambda': 0.9732620419155904}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:51,219] Trial 55 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 108, 'learning_rate': 0.014724239301006883, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9690246556769322, 'colsample_bytree': 0.7128977041510562, 'gamma': 2.9676755548866804, 'reg_alpha': 0.34321771969309955, 'reg_lambda': 0.8548650624231101}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:51,443] Trial 56 finished with value: 0.6875 and parameters: {'n_estimators': 117, 'learning_rate': 0.016441908637959943, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9719301413947503, 'colsample_bytree': 0.7292838829093615, 'gamma': 2.8313650834847, 'reg_alpha': 0.3407397655980088, 'reg_lambda': 0.8640288907525165}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:51,754] Trial 57 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 101, 'learning_rate': 0.01269143526752142, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8774797458830729, 'colsample_bytree': 0.7094218190168188, 'gamma': 2.9690851544733765, 'reg_alpha': 0.5238335334312105, 'reg_lambda': 1.3044286351636183}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:52,006] Trial 58 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 158, 'learning_rate': 0.014473820781641344, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7422429327920486, 'colsample_bytree': 0.6034798419304078, 'gamma': 3.4541063657963167, 'reg_alpha': 0.4562536226964497, 'reg_lambda': 1.475065874828056}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:52,273] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.01958729933844441, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9228405291395154, 'colsample_bytree': 0.7422282758055856, 'gamma': 2.589757968863956, 'reg_alpha': 0.3745114382669572, 'reg_lambda': 1.1842675219956633}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:52,515] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 106, 'learning_rate': 0.09489175893434083, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.6395161132974463, 'colsample_bytree': 0.7153163425177397, 'gamma': 4.613996523787604, 'reg_alpha': 0.6217382036443769, 'reg_lambda': 0.959796595231244}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:52,774] Trial 61 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 83, 'learning_rate': 0.03293488864363269, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9834527747955611, 'colsample_bytree': 0.652999766590393, 'gamma': 3.26925294297694, 'reg_alpha': 0.16094153543318485, 'reg_lambda': 0.6289617398312872}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:53,021] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.04134031362179376, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9844755600995985, 'colsample_bytree': 0.6717019533406197, 'gamma': 3.2249269699171275, 'reg_alpha': 0.2877089910031025, 'reg_lambda': 0.6227762041925324}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:53,450] Trial 63 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 109, 'learning_rate': 0.04756373297540065, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9562013047778318, 'colsample_bytree': 0.6276123351048736, 'gamma': 3.9295250983531163, 'reg_alpha': 0.1698217735731839, 'reg_lambda': 0.8265457380093836}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:53,698] Trial 64 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 146, 'learning_rate': 0.05927522876988499, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.967889006529275, 'colsample_bytree': 0.6908545026075658, 'gamma': 3.736372079556843, 'reg_alpha': 0.2297783507044534, 'reg_lambda': 1.032871157312579}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:54,017] Trial 65 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 124, 'learning_rate': 0.033274107240898236, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9491810783861279, 'colsample_bytree': 0.6406435388508441, 'gamma': 3.261195862167391, 'reg_alpha': 0.32280586549292273, 'reg_lambda': 0.724066536625057}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:54,221] Trial 66 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 66, 'learning_rate': 0.1344192796597794, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.927013248279464, 'colsample_bytree': 0.6184584084879078, 'gamma': 3.5115654179075477, 'reg_alpha': 0.09576731707303976, 'reg_lambda': 0.8976231780679099}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:54,582] Trial 67 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 85, 'learning_rate': 0.028054711093307292, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7891551186707022, 'colsample_bytree': 0.6726643617226967, 'gamma': 3.035415323344497, 'reg_alpha': 0.40392586232998184, 'reg_lambda': 2.4268236722419227}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:54,830] Trial 68 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.011977957417942652, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.984475823533384, 'colsample_bytree': 0.6547599126961487, 'gamma': 2.7394675156572954, 'reg_alpha': 0.13043142947552505, 'reg_lambda': 1.1820404634448927}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:55,096] Trial 69 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 42, 'learning_rate': 0.07643131287621807, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7474938728545314, 'colsample_bytree': 0.8128446649363481, 'gamma': 4.094573713104337, 'reg_alpha': 0.037271123097317116, 'reg_lambda': 0.8021342443768188}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:55,324] Trial 70 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 98, 'learning_rate': 0.023007281880311863, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9023372458227809, 'colsample_bytree': 0.7859875112244153, 'gamma': 2.924086949963029, 'reg_alpha': 0.163551122477348, 'reg_lambda': 2.145923862819746}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:55,577] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 167, 'learning_rate': 0.01445099518004433, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9895841980842796, 'colsample_bytree': 0.6508953862998407, 'gamma': 2.722983784268584, 'reg_alpha': 0.1281178358700723, 'reg_lambda': 1.2064610311782344}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:55,992] Trial 72 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 184, 'learning_rate': 0.012654640082029264, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.974411682623006, 'colsample_bytree': 0.635030968501057, 'gamma': 3.345505540222565, 'reg_alpha': 0.2103891948476196, 'reg_lambda': 1.094835113561117}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:56,224] Trial 73 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.03879128569440288, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9859589073000435, 'colsample_bytree': 0.6597329016584754, 'gamma': 3.096427864859291, 'reg_alpha': 0.2814345893763284, 'reg_lambda': 0.983006764824893}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:56,582] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.011580257212337297, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9632328683354734, 'colsample_bytree': 0.6792949878437378, 'gamma': 2.3333466981448536, 'reg_alpha': 0.15413466569789294, 'reg_lambda': 1.3233753017077259}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:56,849] Trial 75 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 90, 'learning_rate': 0.010015632141893004, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9776131090555699, 'colsample_bytree': 0.6580672366738739, 'gamma': 2.5120498981944936, 'reg_alpha': 0.2147532242411706, 'reg_lambda': 1.67263336515578}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:57,157] Trial 76 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 118, 'learning_rate': 0.04501460853211919, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9412249858999775, 'colsample_bytree': 0.6958907007545063, 'gamma': 3.777619104476555, 'reg_alpha': 0.34133304965022543, 'reg_lambda': 1.408282223952872}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:57,437] Trial 77 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.033984499881083395, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9916977849629615, 'colsample_bytree': 0.6115614456834619, 'gamma': 2.6963769168015386, 'reg_alpha': 0.11078405803600333, 'reg_lambda': 0.7040327012618562}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:57,741] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 60, 'learning_rate': 0.02965235838298346, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8139225576458089, 'colsample_bytree': 0.6336608412525092, 'gamma': 2.8065934146318203, 'reg_alpha': 0.24572383489170355, 'reg_lambda': 0.5696682540932547}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:58,034] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.018460473064904042, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9539167044811078, 'colsample_bytree': 0.717891154142897, 'gamma': 2.1097448233009883, 'reg_alpha': 0.04968312652910889, 'reg_lambda': 0.9138730646198275}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:58,306] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.016101103035101687, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9155669794532262, 'colsample_bytree': 0.7445191158831616, 'gamma': 3.2866013821468534, 'reg_alpha': 0.009441501286687845, 'reg_lambda': 2.5457865664849817}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:58,544] Trial 81 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 67, 'learning_rate': 0.03927029569353082, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.995023734503271, 'colsample_bytree': 0.6540893818349299, 'gamma': 3.0747463955991563, 'reg_alpha': 0.2672454312140972, 'reg_lambda': 0.6452891525111364}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:58,868] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.025815028726450903, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9974801568953678, 'colsample_bytree': 0.6245045646654185, 'gamma': 3.468208413587721, 'reg_alpha': 0.2293089360550391, 'reg_lambda': 0.7531224508986537}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:59,072] Trial 83 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.020813012494773207, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9667537817946429, 'colsample_bytree': 0.6751381790290827, 'gamma': 3.2034418417507196, 'reg_alpha': 0.3082779706362151, 'reg_lambda': 0.8407794807713088}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:59,418] Trial 84 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.011413224668716958, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9643598284551026, 'colsample_bytree': 0.67741798591391, 'gamma': 2.9542833432245703, 'reg_alpha': 0.365298170580775, 'reg_lambda': 0.8364688745058556}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:59,625] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.02216928332607637, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9814005567794812, 'colsample_bytree': 0.6392564272527341, 'gamma': 2.414408046128734, 'reg_alpha': 0.30760855047038116, 'reg_lambda': 1.1147636333458142}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:59,934] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.05647408622318722, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9728275043187198, 'colsample_bytree': 0.6862038112693922, 'gamma': 3.1992232629284243, 'reg_alpha': 0.18027807795348014, 'reg_lambda': 1.0185659187288554}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:00,131] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.049397966965707585, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9288709947054422, 'colsample_bytree': 0.6726273289155149, 'gamma': 3.6737752066319733, 'reg_alpha': 0.2804659498947416, 'reg_lambda': 0.9109836211970885}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:00,355] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.03136295873548011, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9443975970674533, 'colsample_bytree': 0.9685645217173025, 'gamma': 2.1631927454138657, 'reg_alpha': 0.31857141307068776, 'reg_lambda': 1.1568510395816647}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:00,726] Trial 89 finished with value: 0.75 and parameters: {'n_estimators': 196, 'learning_rate': 0.015309791858115544, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9636251268734657, 'colsample_bytree': 0.6588932575422117, 'gamma': 2.6120145892287137, 'reg_alpha': 0.1989686870263082, 'reg_lambda': 0.7847972595184664}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:01,105] Trial 90 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 203, 'learning_rate': 0.017563640776472583, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9615842461338785, 'colsample_bytree': 0.7012223703641969, 'gamma': 3.428477579041388, 'reg_alpha': 0.2067093789119972, 'reg_lambda': 0.7719759620350501}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:01,552] Trial 91 finished with value: 0.738095238095238 and parameters: {'n_estimators': 223, 'learning_rate': 0.01295558558998765, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.981084734270972, 'colsample_bytree': 0.6408807879436934, 'gamma': 2.6114938464471646, 'reg_alpha': 0.2493012532194022, 'reg_lambda': 0.8395273528907355}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:01,775] Trial 92 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 81, 'learning_rate': 0.014610977138147501, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6942030496647559, 'colsample_bytree': 0.6595055445158552, 'gamma': 2.8085134543208543, 'reg_alpha': 0.14004376978175087, 'reg_lambda': 0.5945406934058742}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:02,125] Trial 93 finished with value: 0.738095238095238 and parameters: {'n_estimators': 191, 'learning_rate': 0.01563302779482648, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8500270907880966, 'colsample_bytree': 0.6256833224694363, 'gamma': 3.5713937106769515, 'reg_alpha': 0.18026529651005743, 'reg_lambda': 0.5088424174209105}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:02,326] Trial 94 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.02133220436184364, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9739804296612277, 'colsample_bytree': 0.6087002059762473, 'gamma': 2.4548943556088174, 'reg_alpha': 0.39810865771142423, 'reg_lambda': 0.6889324609968734}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:02,716] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 229, 'learning_rate': 0.02018429546918415, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8776575234554997, 'colsample_bytree': 0.6008302901320763, 'gamma': 1.8939901766051488, 'reg_alpha': 0.39192787595148726, 'reg_lambda': 0.7039082469981256}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:02,913] Trial 96 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 92, 'learning_rate': 0.026886523352271766, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9518506613050849, 'colsample_bytree': 0.6191324646246351, 'gamma': 2.4427957852426, 'reg_alpha': 0.35252940755658374, 'reg_lambda': 0.6751617198559122}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:03,175] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.023659970479177936, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9684292451240081, 'colsample_bytree': 0.610541486766488, 'gamma': 2.250907000323429, 'reg_alpha': 0.4741164818423638, 'reg_lambda': 0.7730447542755359}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:03,478] Trial 98 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 73, 'learning_rate': 0.02124724103823186, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9749300098660664, 'colsample_bytree': 0.6446957748304841, 'gamma': 2.9800448498722663, 'reg_alpha': 0.5160305292115616, 'reg_lambda': 0.9441875550705062}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:03,795] Trial 99 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 102, 'learning_rate': 0.18333598036784413, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9881231390697884, 'colsample_bytree': 0.6656509231917782, 'gamma': 1.7457586983117888, 'reg_alpha': 0.42413462235206484, 'reg_lambda': 1.0469770016921394}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:04,106] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 125, 'learning_rate': 0.018479003238995158, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.935355953577803, 'colsample_bytree': 0.6295127850097277, 'gamma': 3.1650248956838647, 'reg_alpha': 0.27591707070397764, 'reg_lambda': 0.8444824210093125}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:04,343] Trial 101 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 90, 'learning_rate': 0.06721503581536441, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9892148463094258, 'colsample_bytree': 0.6545295613609879, 'gamma': 2.6156665024983567, 'reg_alpha': 0.30142470205441607, 'reg_lambda': 0.6104312148157919}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:04,743] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 206, 'learning_rate': 0.017236590934971565, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.961264158338935, 'colsample_bytree': 0.6917550078308498, 'gamma': 2.892712077330327, 'reg_alpha': 0.33681116141077844, 'reg_lambda': 0.9744067366921572}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:05,027] Trial 103 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 174, 'learning_rate': 0.01364033693543326, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9762096929385202, 'colsample_bytree': 0.8843853746228303, 'gamma': 3.3524454093663785, 'reg_alpha': 0.40609731467696064, 'reg_lambda': 1.2148866466399306}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:05,340] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.010923518528703253, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9856328827096551, 'colsample_bytree': 0.6100837554833093, 'gamma': 3.03987858556192, 'reg_alpha': 0.09414616594461073, 'reg_lambda': 0.90277509146138}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:05,544] Trial 105 finished with value: 0.744047619047619 and parameters: {'n_estimators': 98, 'learning_rate': 0.04130003810338202, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9977091902765454, 'colsample_bytree': 0.6689987724480547, 'gamma': 2.7706312929063572, 'reg_alpha': 0.9394540447699575, 'reg_lambda': 1.079653500960241}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:05,783] Trial 106 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 83, 'learning_rate': 0.0351959321590749, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9482162512318225, 'colsample_bytree': 0.7236079499893772, 'gamma': 2.2073485414410188, 'reg_alpha': 0.24042937505310663, 'reg_lambda': 0.732127229841872}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:05,999] Trial 107 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 106, 'learning_rate': 0.01503231684152692, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8292775637084578, 'colsample_bytree': 0.635537916155753, 'gamma': 3.2706822201947316, 'reg_alpha': 0.3733488241216022, 'reg_lambda': 1.0055769380198678}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:06,313] Trial 108 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 152, 'learning_rate': 0.030407360620374243, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9669319176751047, 'colsample_bytree': 0.6447197971522521, 'gamma': 2.352615523712145, 'reg_alpha': 0.32490204727503885, 'reg_lambda': 0.790342515379692}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:06,509] Trial 109 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.019335604801468953, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9579075329727359, 'colsample_bytree': 0.6794542103579578, 'gamma': 2.639539374331582, 'reg_alpha': 0.7737673063691719, 'reg_lambda': 0.6740276613394222}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:06,711] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 69, 'learning_rate': 0.013299498687097372, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9866366946012539, 'colsample_bytree': 0.7093394869793174, 'gamma': 2.0415125240237417, 'reg_alpha': 0.19585137066350178, 'reg_lambda': 0.8641176398290012}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:07,048] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.022615966804663372, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9790632762847784, 'colsample_bytree': 0.6390269936795749, 'gamma': 2.4154545261022893, 'reg_alpha': 0.3049606355341642, 'reg_lambda': 1.0970101565890835}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:07,281] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 95, 'learning_rate': 0.027499448705693864, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9818896280515662, 'colsample_bytree': 0.6515229618636427, 'gamma': 2.4365823460040317, 'reg_alpha': 0.29749969143305083, 'reg_lambda': 1.1321051149772434}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:07,571] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 88, 'learning_rate': 0.021026538923498123, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7629280685985882, 'colsample_bytree': 0.6227870694054912, 'gamma': 3.1297539716371245, 'reg_alpha': 0.2213522762306972, 'reg_lambda': 1.2333818625936515}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:07,782] Trial 114 finished with value: 0.738095238095238 and parameters: {'n_estimators': 78, 'learning_rate': 0.024593580566221497, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9914209260496224, 'colsample_bytree': 0.6612894613224298, 'gamma': 2.906253832211535, 'reg_alpha': 0.2534469230305844, 'reg_lambda': 1.3445795224210129}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:07,996] Trial 115 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 110, 'learning_rate': 0.021876505167505236, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7223643464973726, 'colsample_bytree': 0.630713264336862, 'gamma': 2.5465681783036827, 'reg_alpha': 0.14254448530010388, 'reg_lambda': 0.9274828927612935}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:08,301] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.012104695798462038, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.967654949984073, 'colsample_bytree': 0.6153123342100087, 'gamma': 2.717176293994374, 'reg_alpha': 0.35648846162046344, 'reg_lambda': 1.266318123661094}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:08,571] Trial 117 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 61, 'learning_rate': 0.1325754463166927, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9748204540092517, 'colsample_bytree': 0.6434454085897224, 'gamma': 3.339500471288108, 'reg_alpha': 0.27885668000832486, 'reg_lambda': 1.1527736311681713}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:08,835] Trial 118 finished with value: 0.5 and parameters: {'n_estimators': 84, 'learning_rate': 0.017053373235759773, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9996432896775912, 'colsample_bytree': 0.6503289063767392, 'gamma': 1.4451139317263284, 'reg_alpha': 0.31432668049665474, 'reg_lambda': 0.8104708596533328}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:09,040] Trial 119 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.03891278551569353, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.957359644112943, 'colsample_bytree': 0.6741888558846304, 'gamma': 3.004677541374642, 'reg_alpha': 0.2679123425359451, 'reg_lambda': 1.4760487833121276}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:09,364] Trial 120 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.03302846552363123, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9435619320067732, 'colsample_bytree': 0.6877957267133405, 'gamma': 3.595626621943256, 'reg_alpha': 0.16724996643987136, 'reg_lambda': 1.0012470787842225}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:09,581] Trial 121 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 135, 'learning_rate': 0.04499840155948566, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6556961886484832, 'colsample_bytree': 0.697253711090594, 'gamma': 3.47748171779398, 'reg_alpha': 0.1847340423581626, 'reg_lambda': 1.0535873140457779}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:09,903] Trial 122 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.08646922578518129, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9747737110479253, 'colsample_bytree': 0.6860012361254914, 'gamma': 3.1890765540470083, 'reg_alpha': 0.2240088151184336, 'reg_lambda': 1.0127192165073033}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:10,114] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 109, 'learning_rate': 0.056817990527495026, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9708791259118144, 'colsample_bytree': 0.6651458362409264, 'gamma': 3.247312928225265, 'reg_alpha': 0.2036886161433475, 'reg_lambda': 0.945688873214457}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:10,353] Trial 124 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 105, 'learning_rate': 0.12212412679832993, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.986486176256108, 'colsample_bytree': 0.6660179977710293, 'gamma': 3.8409555201983494, 'reg_alpha': 0.1244109509609303, 'reg_lambda': 1.9120770393574233}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:10,558] Trial 125 finished with value: 0.738095238095238 and parameters: {'n_estimators': 115, 'learning_rate': 0.05233223515088316, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9923606394996028, 'colsample_bytree': 0.6377214359414224, 'gamma': 2.8788439384900233, 'reg_alpha': 0.2051949542290409, 'reg_lambda': 0.9394425335613339}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:10,979] Trial 126 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 195, 'learning_rate': 0.09983126007840755, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9690403725316767, 'colsample_bytree': 0.6538196873203622, 'gamma': 3.093860780583903, 'reg_alpha': 0.33402563405975405, 'reg_lambda': 0.8742022183999545}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:11,195] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 121, 'learning_rate': 0.02899166807228629, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9511582892252491, 'colsample_bytree': 0.6596370033493748, 'gamma': 3.4186425521600907, 'reg_alpha': 0.23636786685772293, 'reg_lambda': 0.7376193293484076}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:11,516] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 88, 'learning_rate': 0.03672577016272692, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9832213815396078, 'colsample_bytree': 0.8360392667475036, 'gamma': 3.281467806593726, 'reg_alpha': 0.4506537202604015, 'reg_lambda': 0.8171245418739177}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:11,711] Trial 129 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 76, 'learning_rate': 0.019186439544646394, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9992518959687187, 'colsample_bytree': 0.6234982149848666, 'gamma': 2.7361129982510874, 'reg_alpha': 0.3833303439987479, 'reg_lambda': 0.536512051460484}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:11,962] Trial 130 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 103, 'learning_rate': 0.16292861348232515, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9611844000393714, 'colsample_bytree': 0.7367204784728829, 'gamma': 3.526374453877133, 'reg_alpha': 0.15426065816598522, 'reg_lambda': 0.8770071255907622}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:12,202] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.055915746975393706, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9734621622603049, 'colsample_bytree': 0.6800853324269994, 'gamma': 3.2488961227079223, 'reg_alpha': 0.17533178162828655, 'reg_lambda': 0.951011579024011}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:12,523] Trial 132 finished with value: 0.7410714285714287 and parameters: {'n_estimators': 111, 'learning_rate': 0.0697180402548178, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9760960443683141, 'colsample_bytree': 0.6674751778064906, 'gamma': 3.1653562932603707, 'reg_alpha': 0.25461733345471343, 'reg_lambda': 1.0904198876841336}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:12,735] Trial 133 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 129, 'learning_rate': 0.04293065148428376, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9823281493262399, 'colsample_bytree': 0.7069216171494411, 'gamma': 3.0299370988808256, 'reg_alpha': 0.2911898216180276, 'reg_lambda': 1.0323720365496631}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:12,928] Trial 134 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 107, 'learning_rate': 0.048362301848223044, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.965865819689283, 'colsample_bytree': 0.6024013170949537, 'gamma': 2.526799539194932, 'reg_alpha': 0.18853818893221652, 'reg_lambda': 1.185615099991988}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:13,281] Trial 135 finished with value: 0.738095238095238 and parameters: {'n_estimators': 81, 'learning_rate': 0.06072171262975006, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9902911633715421, 'colsample_bytree': 0.6314835566490458, 'gamma': 3.649472785397928, 'reg_alpha': 0.3134501397329606, 'reg_lambda': 0.691896272084917}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:13,517] Trial 136 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 119, 'learning_rate': 0.05435411017610019, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9306948403567625, 'colsample_bytree': 0.686286730887562, 'gamma': 2.8090256313006754, 'reg_alpha': 0.21638735513023608, 'reg_lambda': 1.2999416213052486}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:13,870] Trial 137 finished with value: 0.738095238095238 and parameters: {'n_estimators': 88, 'learning_rate': 0.07667759383214627, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9551037339689, 'colsample_bytree': 0.6727408605464777, 'gamma': 3.3958189148952043, 'reg_alpha': 0.0745789606933015, 'reg_lambda': 0.7620393361024206}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:14,079] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 101, 'learning_rate': 0.06399144061863453, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9708649584207211, 'colsample_bytree': 0.6448341103585743, 'gamma': 3.1574014392126797, 'reg_alpha': 0.35509762951993157, 'reg_lambda': 0.986483187055482}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:14,422] Trial 139 finished with value: 0.7023809523809522 and parameters: {'n_estimators': 110, 'learning_rate': 0.025827455510311455, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7974463247958787, 'colsample_bytree': 0.6580163502903902, 'gamma': 2.3252952986153694, 'reg_alpha': 0.11091411713825941, 'reg_lambda': 0.6019697704489644}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:14,639] Trial 140 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 92, 'learning_rate': 0.010635856200186734, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9396223585877981, 'colsample_bytree': 0.7204594334215133, 'gamma': 2.1086563502670113, 'reg_alpha': 0.4051184757862421, 'reg_lambda': 1.1245180545750393}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:14,901] Trial 141 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 95, 'learning_rate': 0.019262164752105383, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.958090450072089, 'colsample_bytree': 0.6759775940946825, 'gamma': 2.618398153735526, 'reg_alpha': 0.613390003512802, 'reg_lambda': 0.6641614541647782}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:15,100] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 83, 'learning_rate': 0.01564671187145326, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9829116632247401, 'colsample_bytree': 0.6817363832448027, 'gamma': 2.652263354405731, 'reg_alpha': 0.71490431184027, 'reg_lambda': 0.8213561452079405}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:15,338] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.023118919722944636, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9616439656729058, 'colsample_bytree': 0.690865050813633, 'gamma': 2.4227340762954714, 'reg_alpha': 0.1382457213595686, 'reg_lambda': 0.6538846937817611}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:15,778] Trial 144 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.018553277481364632, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9917947968191435, 'colsample_bytree': 0.6974786335771466, 'gamma': 2.981002493928773, 'reg_alpha': 0.684392585497806, 'reg_lambda': 0.91108691853544}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:15,996] Trial 145 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 91, 'learning_rate': 0.021202964432982304, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9462896260172368, 'colsample_bytree': 0.6626093298129592, 'gamma': 2.876059180991272, 'reg_alpha': 0.20296584871441592, 'reg_lambda': 0.7214358420905163}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:16,292] Trial 146 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 100, 'learning_rate': 0.014358012527054455, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9775053409433488, 'colsample_bytree': 0.6395165127787443, 'gamma': 3.2117323382169816, 'reg_alpha': 0.7492440648681578, 'reg_lambda': 0.8606122162472486}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:16,608] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 167, 'learning_rate': 0.02034654907999237, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9699188173827593, 'colsample_bytree': 0.6483552822360268, 'gamma': 2.237653445702525, 'reg_alpha': 0.7611137155545755, 'reg_lambda': 1.0687257905469987}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:16,866] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 87, 'learning_rate': 0.017035086385834255, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9947197959831724, 'colsample_bytree': 0.6705561424477099, 'gamma': 3.3203855936741795, 'reg_alpha': 0.2710326020564389, 'reg_lambda': 0.7864305660426916}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:17,084] Trial 149 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.03189448487466201, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.999579468064758, 'colsample_bytree': 0.6171634959861391, 'gamma': 2.6969930045333412, 'reg_alpha': 0.8301020029890145, 'reg_lambda': 0.5620797305653367}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:17,349] Trial 150 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 106, 'learning_rate': 0.023879928134065143, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9545824866841474, 'colsample_bytree': 0.7034061241808546, 'gamma': 3.066321264166915, 'reg_alpha': 0.16470417125533193, 'reg_lambda': 0.9605682862660947}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:17,605] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.012672555830401565, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9650095373930087, 'colsample_bytree': 0.6098915126523347, 'gamma': 2.694819510203761, 'reg_alpha': 0.35591377478934083, 'reg_lambda': 1.2393528785578924}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:17,839] Trial 152 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.011381631499408452, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9814869870789392, 'colsample_bytree': 0.6185186224204613, 'gamma': 2.519433057269845, 'reg_alpha': 0.8839060227120457, 'reg_lambda': 1.1935500570044708}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:18,185] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.015142490665454667, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9690511698292981, 'colsample_bytree': 0.6263389635968263, 'gamma': 2.801022141757119, 'reg_alpha': 0.3352972880861012, 'reg_lambda': 1.295477567444068}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:18,406] Trial 154 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 92, 'learning_rate': 0.013629698598117822, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9857668505658861, 'colsample_bytree': 0.6541262943582835, 'gamma': 2.9135447777406256, 'reg_alpha': 0.2975641162871172, 'reg_lambda': 1.357805806054601}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:18,650] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 145, 'learning_rate': 0.012036653909229568, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9756065451304797, 'colsample_bytree': 0.6357465113086185, 'gamma': 2.6319274078964057, 'reg_alpha': 0.3726007269639769, 'reg_lambda': 1.5716523180974131}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:19,009] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 172, 'learning_rate': 0.012145410917988658, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8885398351952525, 'colsample_bytree': 0.6002837600349786, 'gamma': 2.370255481244018, 'reg_alpha': 0.32264855025676037, 'reg_lambda': 1.2648277935004322}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:19,247] Trial 157 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 185, 'learning_rate': 0.056283914632317, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9593085010431963, 'colsample_bytree': 0.6149018508236105, 'gamma': 3.50997785245993, 'reg_alpha': 0.2683380696552905, 'reg_lambda': 1.132925806744377}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:19,520] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.03521368135018551, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9902769106170497, 'colsample_bytree': 0.6812275967347717, 'gamma': 3.083196019325658, 'reg_alpha': 0.994976253572781, 'reg_lambda': 1.406225844375377}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:19,736] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.016030800846539614, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9508077636446542, 'colsample_bytree': 0.64865738508555, 'gamma': 4.9991561383596315, 'reg_alpha': 0.23426553360487085, 'reg_lambda': 1.0223339888976763}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:19,939] Trial 160 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 97, 'learning_rate': 0.01766148283340376, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9722857158088029, 'colsample_bytree': 0.6619419748842045, 'gamma': 1.9732909934752847, 'reg_alpha': 0.25422702999217855, 'reg_lambda': 0.8935855740780941}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:20,120] Trial 161 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 84, 'learning_rate': 0.015832508574055007, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9806634796330311, 'colsample_bytree': 0.679449120684328, 'gamma': 2.6465175299467507, 'reg_alpha': 0.7604984838398414, 'reg_lambda': 0.8393081550475605}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:20,467] Trial 162 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 85, 'learning_rate': 0.03977147577211872, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9799629484168798, 'colsample_bytree': 0.6750453299554752, 'gamma': 2.4814168336712927, 'reg_alpha': 0.7594051419754551, 'reg_lambda': 0.7738633197993797}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:20,925] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.0140172901487661, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9660482601925765, 'colsample_bytree': 0.6676196251698534, 'gamma': 2.7540741806625006, 'reg_alpha': 0.5491940892413796, 'reg_lambda': 0.8131994177159229}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:21,281] Trial 164 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.020011611422258987, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.9887069811736467, 'colsample_bytree': 0.6906204935985809, 'gamma': 2.9664010949135298, 'reg_alpha': 0.35099238002063543, 'reg_lambda': 0.6992630334777687}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:21,508] Trial 165 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 94, 'learning_rate': 0.018118250537948508, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9787561237232996, 'colsample_bytree': 0.6409476975589714, 'gamma': 2.5763071103564976, 'reg_alpha': 0.18583890492179403, 'reg_lambda': 0.6317911538774479}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:21,762] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.016377177030878796, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.961232675887812, 'colsample_bytree': 0.6550811995351565, 'gamma': 3.2418927390928642, 'reg_alpha': 0.8108429365905822, 'reg_lambda': 0.8500370253896691}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:22,008] Trial 167 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 158, 'learning_rate': 0.02257044479150215, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6009332508358821, 'colsample_bytree': 0.6284493881213998, 'gamma': 3.371981498058993, 'reg_alpha': 0.9508316670232386, 'reg_lambda': 0.9194913516702359}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:22,280] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 83, 'learning_rate': 0.01197981547629365, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9935635712858623, 'colsample_bytree': 0.6823899102111662, 'gamma': 2.8316150699462934, 'reg_alpha': 0.28869227520838164, 'reg_lambda': 0.736437661103688}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:22,492] Trial 169 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 102, 'learning_rate': 0.02604011564570667, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9707057422458798, 'colsample_bytree': 0.6083550469511475, 'gamma': 2.2452346870353193, 'reg_alpha': 0.4313290314178563, 'reg_lambda': 0.9946294144668536}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:22,822] Trial 170 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 74, 'learning_rate': 0.028832278495126568, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9824305626801619, 'colsample_bytree': 0.6591238968196403, 'gamma': 3.1627559850470592, 'reg_alpha': 0.7851967064723226, 'reg_lambda': 1.1789956671795807}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:23,071] Trial 171 finished with value: 0.738095238095238 and parameters: {'n_estimators': 85, 'learning_rate': 0.015206685262438133, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9839494368890159, 'colsample_bytree': 0.6800994584680179, 'gamma': 2.6805457242770827, 'reg_alpha': 0.7763740566362173, 'reg_lambda': 0.8443390474891209}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:23,324] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 82, 'learning_rate': 0.013233462364492535, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9760366126984302, 'colsample_bytree': 0.6714142188975597, 'gamma': 2.6375612244746165, 'reg_alpha': 0.6495665170327092, 'reg_lambda': 0.8036434383536741}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:23,504] Trial 173 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.01602768429818333, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.9997839512183853, 'colsample_bytree': 0.71200398199153, 'gamma': 2.431246340446454, 'reg_alpha': 0.2089927559540349, 'reg_lambda': 0.9591167512295639}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:23,669] Trial 174 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 65, 'learning_rate': 0.2601492096097995, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9868250040316047, 'colsample_bytree': 0.6981685089000914, 'gamma': 2.5467645562262726, 'reg_alpha': 0.8131549842509004, 'reg_lambda': 0.8909602288702684}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:23,888] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 94, 'learning_rate': 0.019129870568899688, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9655979234477288, 'colsample_bytree': 0.6654707281586106, 'gamma': 2.7687368113588917, 'reg_alpha': 0.7844814550764527, 'reg_lambda': 0.7552222569677699}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:24,114] Trial 176 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 140, 'learning_rate': 0.015019236343322044, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9528783914181538, 'colsample_bytree': 0.6843070121142351, 'gamma': 3.429181885002086, 'reg_alpha': 0.7475540714344696, 'reg_lambda': 1.0903894589754717}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:24,428] Trial 177 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 151, 'learning_rate': 0.021378673522860072, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.992178547679103, 'colsample_bytree': 0.6462906687317601, 'gamma': 2.9330938642409743, 'reg_alpha': 0.3100753881922178, 'reg_lambda': 0.6674020357385103}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:24,615] Trial 178 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 99, 'learning_rate': 0.04601015442368411, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.868618977256465, 'colsample_bytree': 0.9970134557329523, 'gamma': 3.303924349181867, 'reg_alpha': 0.714000163515484, 'reg_lambda': 0.8323978563088541}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:24,934] Trial 179 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 115, 'learning_rate': 0.017077038024982973, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9720084658609512, 'colsample_bytree': 0.7879544549427786, 'gamma': 3.0300021200744083, 'reg_alpha': 0.7305581864441455, 'reg_lambda': 0.9301221691672058}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:25,175] Trial 180 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 78, 'learning_rate': 0.01066823792465748, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.984687857020946, 'colsample_bytree': 0.6360242116787327, 'gamma': 2.3325275723796914, 'reg_alpha': 0.38856753625781426, 'reg_lambda': 1.0652976836674288}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:25,424] Trial 181 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 72, 'learning_rate': 0.023905617177720766, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9598939493738132, 'colsample_bytree': 0.6898020706046121, 'gamma': 2.51464197938108, 'reg_alpha': 0.09367262855497707, 'reg_lambda': 0.6016552446643608}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:25,602] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 72, 'learning_rate': 0.022157448287423637, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9459064137529712, 'colsample_bytree': 0.693588862028976, 'gamma': 2.4069547093178048, 'reg_alpha': 0.13095328318736427, 'reg_lambda': 0.6842926031709462}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:25,884] Trial 183 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.020480349158174534, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9607111885438578, 'colsample_bytree': 0.704736486789908, 'gamma': 2.1212069692662405, 'reg_alpha': 0.15667402438198708, 'reg_lambda': 0.7440811441905848}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:26,093] Trial 184 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 90, 'learning_rate': 0.023779450190019067, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9790183155084873, 'colsample_bytree': 0.6778097545798452, 'gamma': 2.6533887086950285, 'reg_alpha': 0.17583089711452624, 'reg_lambda': 0.6376180085678219}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:26,374] Trial 185 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 58, 'learning_rate': 0.03403769161629968, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9682458738146996, 'colsample_bytree': 0.6543769251362832, 'gamma': 2.4325523604109103, 'reg_alpha': 0.23936142802805815, 'reg_lambda': 0.7934559277816999}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:26,573] Trial 186 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 83, 'learning_rate': 0.03688821582331277, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9922887281087206, 'colsample_bytree': 0.6912386215324241, 'gamma': 2.8117725065667947, 'reg_alpha': 0.13239675422936376, 'reg_lambda': 0.5447985503833548}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:26,828] Trial 187 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 108, 'learning_rate': 0.050496987927246745, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7826411577744377, 'colsample_bytree': 0.6683485619655761, 'gamma': 0.3559869115234413, 'reg_alpha': 0.15308313802857304, 'reg_lambda': 0.8703616395590992}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:27,036] Trial 188 finished with value: 0.755952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.04208545050832654, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9995660770413269, 'colsample_bytree': 0.676520102005119, 'gamma': 2.586798299553345, 'reg_alpha': 0.1962732347848804, 'reg_lambda': 0.7218439969738618}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:27,449] Trial 189 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 167, 'learning_rate': 0.040784240027870296, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8095921761558758, 'colsample_bytree': 0.7646792753682359, 'gamma': 2.732830001060495, 'reg_alpha': 0.23417791424202777, 'reg_lambda': 0.8192444340260074}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:27,650] Trial 190 finished with value: 0.738095238095238 and parameters: {'n_estimators': 103, 'learning_rate': 0.04198356860906109, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9972712727125802, 'colsample_bytree': 0.6602168841321977, 'gamma': 2.5823641674484037, 'reg_alpha': 0.19035606646471703, 'reg_lambda': 0.7100445971000193}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:27,938] Trial 191 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 98, 'learning_rate': 0.04384052867922304, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9819933830095186, 'colsample_bytree': 0.6780024783579776, 'gamma': 2.464222786842646, 'reg_alpha': 0.21096234609745929, 'reg_lambda': 0.6549962856432698}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:28,166] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 111, 'learning_rate': 0.10422357447166473, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9728086358179183, 'colsample_bytree': 0.6868018344953224, 'gamma': 2.6461259809486144, 'reg_alpha': 0.3360086503272612, 'reg_lambda': 0.596280544979323}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:28,428] Trial 193 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 112, 'learning_rate': 0.09196366227994555, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9771952990894163, 'colsample_bytree': 0.6736996793870722, 'gamma': 2.6428468503482807, 'reg_alpha': 0.3349638775801772, 'reg_lambda': 2.6244685192693176}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:28,644] Trial 194 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.11361924944326603, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9876632158961158, 'colsample_bytree': 0.6641422639927949, 'gamma': 2.8797064979568034, 'reg_alpha': 0.3746599469014269, 'reg_lambda': 0.583685652724679}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:28,849] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.10680193191136605, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9741616648488374, 'colsample_bytree': 0.6831387926520447, 'gamma': 3.125715512239725, 'reg_alpha': 0.34585422822003675, 'reg_lambda': 1.7481544432327012}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:29,130] Trial 196 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 94, 'learning_rate': 0.08297100218672235, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9907012382004758, 'colsample_bytree': 0.6496225815528741, 'gamma': 2.6808911616100093, 'reg_alpha': 0.27857873212583517, 'reg_lambda': 1.1470468383507728}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:29,324] Trial 197 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 110, 'learning_rate': 0.10684092459249281, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9990001127505842, 'colsample_bytree': 0.619798754908338, 'gamma': 3.235052943667662, 'reg_alpha': 0.3120509372449867, 'reg_lambda': 0.7665635314052976}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:29,703] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 89, 'learning_rate': 0.06427181220657176, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.967874192611769, 'colsample_bytree': 0.6703235568285215, 'gamma': 2.7504392764760706, 'reg_alpha': 0.3629245301344419, 'reg_lambda': 0.9946631106336974}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:29,955] Trial 199 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 116, 'learning_rate': 0.04797976911369326, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9809183458496918, 'colsample_bytree': 0.6445902825917184, 'gamma': 2.9864993347539577, 'reg_alpha': 0.2585422586364177, 'reg_lambda': 0.9044290281004871}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:29,958] A new study created in memory with name: no-name-0deaa81b-f8c7-4744-974c-8a117e6d24f8
[I 2025-11-03 20:16:30,298] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 184, 'learning_rate': 0.03743185376926242, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.7304161601470327, 'colsample_bytree': 0.7296585222245122, 'gamma': 3.3782942246443093, 'reg_alpha': 0.43122190600097177, 'reg_lambda': 2.1915083104748936}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:16:30,386] Trial 1 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 38, 'learning_rate': 0.016089245349067242, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8601078578230843, 'colsample_bytree': 0.8061026007309757, 'gamma': 4.4454118353149275, 'reg_alpha': 0.023230833971476517, 'reg_lambda': 2.9248099007776127}. Best is trial 1 with value: 0.6547619047619048.
[I 2025-11-03 20:16:30,673] Trial 2 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 60, 'learning_rate': 0.012690401813385764, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8027309758654293, 'colsample_bytree': 0.6046470347724303, 'gamma': 4.173808677233344, 'reg_alpha': 0.11905458798935986, 'reg_lambda': 1.598268081690942}. Best is trial 2 with value: 0.6726190476190476.
[I 2025-11-03 20:16:30,913] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.1221759739845336, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8410234543514512, 'colsample_bytree': 0.6642650130446618, 'gamma': 3.2772457607829617, 'reg_alpha': 0.8667228787947422, 'reg_lambda': 2.0320613566807166}. Best is trial 2 with value: 0.6726190476190476.
[I 2025-11-03 20:16:31,181] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 189, 'learning_rate': 0.18191091262079895, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.6246837911667157, 'colsample_bytree': 0.9831793667567669, 'gamma': 0.7501835929431455, 'reg_alpha': 0.8819546727325059, 'reg_lambda': 1.5147920183490078}. Best is trial 2 with value: 0.6726190476190476.
[I 2025-11-03 20:16:31,425] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 131, 'learning_rate': 0.19170476469381292, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.7561202353290482, 'colsample_bytree': 0.9205904609690838, 'gamma': 0.7557707756248155, 'reg_alpha': 0.17961474365051122, 'reg_lambda': 1.55471398170083}. Best is trial 2 with value: 0.6726190476190476.
[I 2025-11-03 20:16:31,718] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.17784510620322846, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8202779208818822, 'colsample_bytree': 0.7899081090694471, 'gamma': 3.816056928593544, 'reg_alpha': 0.04327268548436347, 'reg_lambda': 2.198370985902611}. Best is trial 2 with value: 0.6726190476190476.
[I 2025-11-03 20:16:32,062] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.2434145239896626, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.952459891191675, 'colsample_bytree': 0.840626923473121, 'gamma': 2.31703074534504, 'reg_alpha': 0.631049152136921, 'reg_lambda': 1.2095703849211799}. Best is trial 2 with value: 0.6726190476190476.
[I 2025-11-03 20:16:32,264] Trial 8 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 123, 'learning_rate': 0.1343749867120316, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7495419635262074, 'colsample_bytree': 0.6776943428327009, 'gamma': 0.5392126562352495, 'reg_alpha': 0.23427868952403674, 'reg_lambda': 2.2024857931504016}. Best is trial 8 with value: 0.6785714285714286.
[I 2025-11-03 20:16:32,462] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.11994790971251709, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.6622813884988297, 'colsample_bytree': 0.8363763947536161, 'gamma': 0.9717955009763696, 'reg_alpha': 0.23360934300927716, 'reg_lambda': 0.9087439832663731}. Best is trial 8 with value: 0.6785714285714286.
[I 2025-11-03 20:16:32,670] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.05478348507696012, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9881027419132871, 'colsample_bytree': 0.6852437235983448, 'gamma': 1.9568545677596347, 'reg_alpha': 0.3993748347420864, 'reg_lambda': 2.8445167740341235}. Best is trial 10 with value: 0.7202380952380952.
[I 2025-11-03 20:16:32,854] Trial 11 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 91, 'learning_rate': 0.048961244858585266, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9928524595564635, 'colsample_bytree': 0.691163783251551, 'gamma': 1.8131462149118058, 'reg_alpha': 0.3888104673039693, 'reg_lambda': 2.9395129249087537}. Best is trial 11 with value: 0.7291666666666667.
[I 2025-11-03 20:16:33,104] Trial 12 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 90, 'learning_rate': 0.048883140115215565, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9992731809665989, 'colsample_bytree': 0.7227621347444427, 'gamma': 1.9916218376106927, 'reg_alpha': 0.4397866814920332, 'reg_lambda': 2.899872805023438}. Best is trial 11 with value: 0.7291666666666667.
[I 2025-11-03 20:16:33,304] Trial 13 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 92, 'learning_rate': 0.029303687274291657, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9129264122834289, 'colsample_bytree': 0.6203127262909787, 'gamma': 1.7807061144300533, 'reg_alpha': 0.6293651243581233, 'reg_lambda': 2.5906294722851007}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 20:16:33,594] Trial 14 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 82, 'learning_rate': 0.025779634168974386, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9137168311940039, 'colsample_bytree': 0.6095632162192997, 'gamma': 1.323412381658596, 'reg_alpha': 0.6571817529977696, 'reg_lambda': 2.564360678070064}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:33,864] Trial 15 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 63, 'learning_rate': 0.02437257869633037, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9153748455644767, 'colsample_bytree': 0.613330350095523, 'gamma': 1.3430634422184389, 'reg_alpha': 0.663583674546772, 'reg_lambda': 2.6295695804673813}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:34,169] Trial 16 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 167, 'learning_rate': 0.026554415993669075, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8992855714519096, 'colsample_bytree': 0.6382089911573737, 'gamma': 0.20775390751931733, 'reg_alpha': 0.6968951576395661, 'reg_lambda': 2.4969377061907565}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:34,264] Trial 17 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 31, 'learning_rate': 0.01014637450008997, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8827198524268435, 'colsample_bytree': 0.7709700353019777, 'gamma': 2.677711278712546, 'reg_alpha': 0.9721768980030379, 'reg_lambda': 2.5169430098517953}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:34,537] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.08062281931430605, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9257972486851761, 'colsample_bytree': 0.7404784146933236, 'gamma': 1.316573397433478, 'reg_alpha': 0.5840881683385862, 'reg_lambda': 1.8515614537298841}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:34,742] Trial 19 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.02217623889837103, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9540513225649901, 'colsample_bytree': 0.6393184624142274, 'gamma': 4.920065509637796, 'reg_alpha': 0.7833714008502258, 'reg_lambda': 0.6375696185607418}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:34,902] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 21, 'learning_rate': 0.03406184668436203, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.871984680441504, 'colsample_bytree': 0.6035821058136253, 'gamma': 2.8434665792987266, 'reg_alpha': 0.5605446936874849, 'reg_lambda': 2.3949838228943117}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:35,196] Trial 21 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 94, 'learning_rate': 0.06089877868366066, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9559839430630345, 'colsample_bytree': 0.6950663670150676, 'gamma': 1.5861522895486049, 'reg_alpha': 0.35096133560468984, 'reg_lambda': 2.645478752055614}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:35,412] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 106, 'learning_rate': 0.07990383323939257, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9389355246254596, 'colsample_bytree': 0.650580366489905, 'gamma': 1.4175608167410876, 'reg_alpha': 0.5194867717423799, 'reg_lambda': 2.6299286460214506}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:35,704] Trial 23 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 76, 'learning_rate': 0.018241480153935546, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9501030597837655, 'colsample_bytree': 0.7044205388702318, 'gamma': 1.6600231775061967, 'reg_alpha': 0.7488290043646925, 'reg_lambda': 2.685554854458742}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:35,987] Trial 24 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 111, 'learning_rate': 0.03307179970464966, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9034771447806202, 'colsample_bytree': 0.6357424574210114, 'gamma': 2.355044735968467, 'reg_alpha': 0.2940465519609332, 'reg_lambda': 2.3599165331936764}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:36,253] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.06913286850296012, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8458641836275187, 'colsample_bytree': 0.7531371885300356, 'gamma': 0.007779479693652558, 'reg_alpha': 0.3517083980340819, 'reg_lambda': 1.921593124419901}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:36,367] Trial 26 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 48, 'learning_rate': 0.036618808676649364, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9615999592435324, 'colsample_bytree': 0.6668766765265363, 'gamma': 1.1044021018338945, 'reg_alpha': 0.49203291673681815, 'reg_lambda': 2.7272245631243264}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:36,653] Trial 27 finished with value: 0.5 and parameters: {'n_estimators': 106, 'learning_rate': 0.01686388962848452, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.7747814005729075, 'colsample_bytree': 0.6271596209010273, 'gamma': 2.179809939074537, 'reg_alpha': 0.7542345941058137, 'reg_lambda': 2.3325957504409063}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:36,892] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 148, 'learning_rate': 0.06303598570290517, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.701330383777845, 'colsample_bytree': 0.7050999085009139, 'gamma': 1.6399771918365778, 'reg_alpha': 0.6117816399336645, 'reg_lambda': 2.0950775107825006}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:37,192] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 193, 'learning_rate': 0.04237268696449215, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8948339943796626, 'colsample_bytree': 0.7237957189228037, 'gamma': 3.024725727430071, 'reg_alpha': 0.4661260193859813, 'reg_lambda': 2.7512301330801905}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:37,518] Trial 30 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.027516223420574207, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9672408059047395, 'colsample_bytree': 0.8981046504431528, 'gamma': 0.42098256545219104, 'reg_alpha': 0.8476611469305232, 'reg_lambda': 1.728130426727355}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:37,975] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 248, 'learning_rate': 0.028567539227738244, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9711167375127804, 'colsample_bytree': 0.9013499268722737, 'gamma': 0.37164707238853234, 'reg_alpha': 0.8298937242592382, 'reg_lambda': 1.369101427371412}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:38,310] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.026507947820912422, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9736370719545885, 'colsample_bytree': 0.9042551474313578, 'gamma': 0.37869518837287025, 'reg_alpha': 0.8334965199768647, 'reg_lambda': 1.280464706536426}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:38,845] Trial 33 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 214, 'learning_rate': 0.02138072179088042, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9318242959246192, 'colsample_bytree': 0.9058624209576908, 'gamma': 0.9357560581063317, 'reg_alpha': 0.9838782666176102, 'reg_lambda': 1.7516338209062503}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:39,127] Trial 34 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.031050508877295845, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8679527351413993, 'colsample_bytree': 0.9487816070003439, 'gamma': 0.5603904157693931, 'reg_alpha': 0.9244889596932435, 'reg_lambda': 1.3457829879797558}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:39,399] Trial 35 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 213, 'learning_rate': 0.011487013896684068, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9790016068903555, 'colsample_bytree': 0.8545217147495777, 'gamma': 0.08404472310910843, 'reg_alpha': 0.8006481460859787, 'reg_lambda': 0.9988696166037596}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:39,795] Trial 36 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.013962339264890062, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8091198373571851, 'colsample_bytree': 0.8820237862184397, 'gamma': 0.42874744437139933, 'reg_alpha': 0.7263635633730091, 'reg_lambda': 1.433027849627995}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:40,050] Trial 37 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 175, 'learning_rate': 0.019335034933175822, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8318790362212815, 'colsample_bytree': 0.9696734278268196, 'gamma': 1.0633867538673876, 'reg_alpha': 0.8761317475825371, 'reg_lambda': 1.1635364607597647}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:40,359] Trial 38 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 213, 'learning_rate': 0.015139581805912565, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9204857659410374, 'colsample_bytree': 0.9453781461361768, 'gamma': 0.8031411601532826, 'reg_alpha': 0.6563248126046055, 'reg_lambda': 1.643104072670981}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:40,676] Trial 39 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 240, 'learning_rate': 0.02787078786006462, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.7852865291768247, 'colsample_bytree': 0.8237563928343331, 'gamma': 0.6363773723298933, 'reg_alpha': 0.8335218737579404, 'reg_lambda': 1.68718009233657}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:40,926] Trial 40 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 194, 'learning_rate': 0.03822252920946237, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.851426423399635, 'colsample_bytree': 0.8612259797708662, 'gamma': 3.738825174587011, 'reg_alpha': 0.9261035079516189, 'reg_lambda': 2.0131283144973193}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:42,521] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.01432700173795019, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8115976429169249, 'colsample_bytree': 0.8791169120017377, 'gamma': 0.26470062030735386, 'reg_alpha': 0.7113172017863927, 'reg_lambda': 1.4378542056300534}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:43,050] Trial 42 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.013155138906289476, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.725599834865719, 'colsample_bytree': 0.8797933055094271, 'gamma': 0.454899800052771, 'reg_alpha': 0.721457505832434, 'reg_lambda': 1.5134278423998202}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:43,536] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 205, 'learning_rate': 0.0447367117198023, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9765544754906457, 'colsample_bytree': 0.8086490310965795, 'gamma': 1.1701818470718273, 'reg_alpha': 0.5586055369559013, 'reg_lambda': 1.1356298405642988}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:43,832] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.020904916796636284, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8824409918957822, 'colsample_bytree': 0.9134247830362472, 'gamma': 0.7668753171723935, 'reg_alpha': 0.7929066746260335, 'reg_lambda': 1.8149984885213077}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:44,177] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.02178722729192439, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9079175857956214, 'colsample_bytree': 0.9951007782271503, 'gamma': 0.8074783985024812, 'reg_alpha': 0.8073745072752229, 'reg_lambda': 1.820118090071616}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:44,403] Trial 46 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 118, 'learning_rate': 0.01988391614876863, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.936982789700372, 'colsample_bytree': 0.9415200565173405, 'gamma': 0.7203826552891909, 'reg_alpha': 0.9145018345393086, 'reg_lambda': 2.219250356001364}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:44,729] Trial 47 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.02689171392433626, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8821247222034037, 'colsample_bytree': 0.9701862304452367, 'gamma': 1.3943633792566246, 'reg_alpha': 0.6663241952575534, 'reg_lambda': 0.8255352437637631}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:45,004] Trial 48 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 136, 'learning_rate': 0.030128243067127542, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.970775525501491, 'colsample_bytree': 0.9238208014886253, 'gamma': 1.95223874756286, 'reg_alpha': 0.8606283870825168, 'reg_lambda': 2.988668871169218}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:45,162] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.01698700999825074, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.99964741439067, 'colsample_bytree': 0.8989456327223061, 'gamma': 1.2299432134632093, 'reg_alpha': 0.7729014670399171, 'reg_lambda': 1.9332528974003775}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:45,574] Trial 50 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.024262640333135042, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8910319338667019, 'colsample_bytree': 0.7864992733527678, 'gamma': 0.9264795992898782, 'reg_alpha': 0.6152795956312226, 'reg_lambda': 2.5054354572930237}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:45,898] Trial 51 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 224, 'learning_rate': 0.012332945190612116, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9192716935121201, 'colsample_bytree': 0.9276849412468899, 'gamma': 0.29717179787855136, 'reg_alpha': 0.6835562518089585, 'reg_lambda': 1.3853355272579455}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:46,409] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.023332120389875182, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8267730018865066, 'colsample_bytree': 0.873792557360491, 'gamma': 0.48979319551488987, 'reg_alpha': 0.7320122268482686, 'reg_lambda': 1.536547009738864}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:46,710] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.010079861713433225, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7904015225285855, 'colsample_bytree': 0.8922362364555073, 'gamma': 0.6461368458342955, 'reg_alpha': 0.8338008366005515, 'reg_lambda': 1.0176484728843946}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:47,091] Trial 54 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 228, 'learning_rate': 0.015319323431918701, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6246144191198941, 'colsample_bytree': 0.6181233317407899, 'gamma': 0.1276843041952127, 'reg_alpha': 0.07647076220776428, 'reg_lambda': 1.6151561261492784}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:47,289] Trial 55 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 84, 'learning_rate': 0.01876798341610644, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9486560502158772, 'colsample_bytree': 0.8430922681971741, 'gamma': 0.28354172363208385, 'reg_alpha': 0.6368589802212822, 'reg_lambda': 1.7338086330294993}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:47,591] Trial 56 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 234, 'learning_rate': 0.029087874521080494, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8698474815707521, 'colsample_bytree': 0.8257824901550643, 'gamma': 0.8233742750059477, 'reg_alpha': 0.7746125820474663, 'reg_lambda': 1.4767060571555122}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:47,888] Trial 57 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 64, 'learning_rate': 0.034141058488726235, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6599522056748157, 'colsample_bytree': 0.9155364813569178, 'gamma': 1.7693410985146463, 'reg_alpha': 0.5729071422487642, 'reg_lambda': 1.2437400220626604}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:48,145] Trial 58 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 183, 'learning_rate': 0.27931755608909087, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.936598653407907, 'colsample_bytree': 0.6587406960550073, 'gamma': 1.423640364801915, 'reg_alpha': 0.5257152743706308, 'reg_lambda': 2.077463862841}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:48,317] Trial 59 finished with value: 0.761904761904762 and parameters: {'n_estimators': 39, 'learning_rate': 0.040339220414533854, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8591620944847091, 'colsample_bytree': 0.6023766566447117, 'gamma': 1.039230666059516, 'reg_alpha': 0.6961909785430868, 'reg_lambda': 2.300672705023895}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:48,539] Trial 60 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 37, 'learning_rate': 0.04054922159632189, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8828716905265074, 'colsample_bytree': 0.6050933604577718, 'gamma': 1.0416002373760174, 'reg_alpha': 0.8951124469996428, 'reg_lambda': 2.4516922991027035}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:48,749] Trial 61 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 42, 'learning_rate': 0.051713012993593786, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8570785756596229, 'colsample_bytree': 0.6053395129782078, 'gamma': 1.045696248685745, 'reg_alpha': 0.8921248098743243, 'reg_lambda': 2.3938606930035213}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:48,855] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 25, 'learning_rate': 0.04051747146308336, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8839570366020466, 'colsample_bytree': 0.6278912763240182, 'gamma': 1.5941659330776257, 'reg_alpha': 0.9589936147618575, 'reg_lambda': 2.2723418941754896}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:49,107] Trial 63 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 32, 'learning_rate': 0.04008875484714643, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8816641279622455, 'colsample_bytree': 0.6000934041450124, 'gamma': 1.1605231599344221, 'reg_alpha': 0.9491904732078533, 'reg_lambda': 2.308072522591166}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:49,267] Trial 64 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 39, 'learning_rate': 0.04502298914951069, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8388913291869242, 'colsample_bytree': 0.6066597683008075, 'gamma': 1.2747640373326048, 'reg_alpha': 0.9411684060812333, 'reg_lambda': 2.821683167113602}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:49,554] Trial 65 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.034074799922700474, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9055369439339994, 'colsample_bytree': 0.6505392484144161, 'gamma': 0.628146564716929, 'reg_alpha': 0.9936553362648609, 'reg_lambda': 2.467384154429908}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:49,726] Trial 66 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 46, 'learning_rate': 0.037534512509611664, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8618668149909143, 'colsample_bytree': 0.6790952175840153, 'gamma': 0.951870600612149, 'reg_alpha': 0.8957323292085365, 'reg_lambda': 2.2855314841126635}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:49,915] Trial 67 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 48, 'learning_rate': 0.05580046003441142, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8645486730900483, 'colsample_bytree': 0.6451562602998311, 'gamma': 0.943031411826634, 'reg_alpha': 0.885854532899954, 'reg_lambda': 2.2774327446205844}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:50,157] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.059087404373971884, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8614526697099482, 'colsample_bytree': 0.6813203196611084, 'gamma': 0.9076863473723585, 'reg_alpha': 0.8960360586640407, 'reg_lambda': 2.160956176354327}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:50,315] Trial 69 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 30, 'learning_rate': 0.07282075561395852, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8211131910875706, 'colsample_bytree': 0.6440027508422608, 'gamma': 1.0376439393684067, 'reg_alpha': 0.8579558754571182, 'reg_lambda': 2.2823999976429965}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:50,491] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.08813572485497313, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8407682175395234, 'colsample_bytree': 0.6716308468466418, 'gamma': 1.5136752402428608, 'reg_alpha': 0.9568564926729428, 'reg_lambda': 2.450828472999867}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:50,680] Trial 71 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 70, 'learning_rate': 0.048462606509229324, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.892659846455985, 'colsample_bytree': 0.6258658765878723, 'gamma': 1.2196770572646496, 'reg_alpha': 0.9054936880611939, 'reg_lambda': 2.5451279171304155}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:50,857] Trial 72 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 47, 'learning_rate': 0.038096112722232456, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8755648001867276, 'colsample_bytree': 0.6004151286551793, 'gamma': 1.1117551110685828, 'reg_alpha': 0.8312660440268201, 'reg_lambda': 2.1514926708147013}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:51,031] Trial 73 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.04125112432482668, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8508004369653318, 'colsample_bytree': 0.614732160043796, 'gamma': 0.5454293858260619, 'reg_alpha': 0.87092154097626, 'reg_lambda': 2.3046985645775218}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:51,359] Trial 74 finished with value: 0.636904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.05315998857555982, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.965516637856682, 'colsample_bytree': 0.6328193495062607, 'gamma': 4.592443088212057, 'reg_alpha': 0.8193714882757155, 'reg_lambda': 2.5883468669536955}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:51,537] Trial 75 finished with value: 0.6875 and parameters: {'n_estimators': 61, 'learning_rate': 0.032347889868473936, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9899391713845196, 'colsample_bytree': 0.6488131976499593, 'gamma': 2.08245879786932, 'reg_alpha': 0.9411442030764675, 'reg_lambda': 2.4114777129238933}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:51,755] Trial 76 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 37, 'learning_rate': 0.0372249283191213, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9255301953924863, 'colsample_bytree': 0.6595392893045536, 'gamma': 0.0017508482596120811, 'reg_alpha': 0.8468167777656107, 'reg_lambda': 1.958048326232254}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:51,921] Trial 77 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.04492463734205373, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8633757953417593, 'colsample_bytree': 0.6331626943129279, 'gamma': 0.9414644597907255, 'reg_alpha': 0.9979338057208001, 'reg_lambda': 2.2423676088961133}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:52,235] Trial 78 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 68, 'learning_rate': 0.025236017473112066, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9030109343743334, 'colsample_bytree': 0.617714818072543, 'gamma': 0.39090318242897404, 'reg_alpha': 0.8778961574873543, 'reg_lambda': 2.106254913701104}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:52,390] Trial 79 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 27, 'learning_rate': 0.060212147804243527, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6020724605652512, 'colsample_bytree': 0.6097422292961607, 'gamma': 0.34586840147212383, 'reg_alpha': 0.9647755497684344, 'reg_lambda': 2.031581893212179}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:52,646] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.04832874788601608, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.9040573738015621, 'colsample_bytree': 0.6181759362450454, 'gamma': 0.18639276867795446, 'reg_alpha': 0.8806969331912838, 'reg_lambda': 2.146527192237726}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:52,821] Trial 81 finished with value: 0.738095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.02534159349555765, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9160732988273265, 'colsample_bytree': 0.6219346787087805, 'gamma': 0.7070116427024755, 'reg_alpha': 0.7567311688794375, 'reg_lambda': 2.349153929403389}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:53,073] Trial 82 finished with value: 0.755952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.02944213847535869, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9477428594288777, 'colsample_bytree': 0.6020971933325817, 'gamma': 0.4693341689258725, 'reg_alpha': 0.9308653121324499, 'reg_lambda': 2.427824336692852}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:53,352] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.031226747287514345, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.984298202122071, 'colsample_bytree': 0.644301635784312, 'gamma': 0.41317108013081727, 'reg_alpha': 0.9279110995345117, 'reg_lambda': 2.102593388672679}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:53,531] Trial 84 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.03746944175691388, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.947379210532649, 'colsample_bytree': 0.6169800598739604, 'gamma': 0.8389342700626231, 'reg_alpha': 0.9090409334328986, 'reg_lambda': 2.214153115290505}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:53,811] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 37, 'learning_rate': 0.029835405571241303, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9555710998000787, 'colsample_bytree': 0.6010097362454093, 'gamma': 0.48805523878740054, 'reg_alpha': 0.8792217660873711, 'reg_lambda': 2.4234660358393474}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:54,064] Trial 86 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 150, 'learning_rate': 0.03531201208760145, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8957322676816869, 'colsample_bytree': 0.6357461060064661, 'gamma': 0.17249474505005297, 'reg_alpha': 0.8084075349461115, 'reg_lambda': 2.3418452729171273}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:54,438] Trial 87 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 65, 'learning_rate': 0.0280095860894435, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8743024953194685, 'colsample_bytree': 0.6944827879016285, 'gamma': 0.5880027017808238, 'reg_alpha': 0.944525148568235, 'reg_lambda': 1.9671144139107128}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:54,584] Trial 88 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 58, 'learning_rate': 0.040611061373044634, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9654187475170689, 'colsample_bytree': 0.7365643640424543, 'gamma': 0.6994627033228324, 'reg_alpha': 0.9749562304900946, 'reg_lambda': 1.8943626481505182}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:54,836] Trial 89 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 25, 'learning_rate': 0.06667295868307221, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9282856566696132, 'colsample_bytree': 0.6595612743840119, 'gamma': 2.494337917420035, 'reg_alpha': 0.8541628985254693, 'reg_lambda': 2.641673973733899}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:54,969] Trial 90 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 51, 'learning_rate': 0.022971799546507205, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9455441161238686, 'colsample_bytree': 0.6705900887387233, 'gamma': 0.3736145429017742, 'reg_alpha': 0.9014486060009528, 'reg_lambda': 2.5175519281854535}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:55,230] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 97, 'learning_rate': 0.03209081564271159, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8896277429347829, 'colsample_bytree': 0.6107025372573189, 'gamma': 1.1481040599441619, 'reg_alpha': 0.9288279437332009, 'reg_lambda': 2.7209725206146786}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:55,478] Trial 92 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 79, 'learning_rate': 0.025304415179295252, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8543756228016458, 'colsample_bytree': 0.7542765194168968, 'gamma': 1.3301372148992066, 'reg_alpha': 0.8652408349065296, 'reg_lambda': 2.5635469550731798}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:55,800] Trial 93 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 86, 'learning_rate': 0.028203873628796013, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9131340482973047, 'colsample_bytree': 0.6252768693262339, 'gamma': 3.4147322423768305, 'reg_alpha': 0.7887477244183144, 'reg_lambda': 2.3931459833475297}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:55,973] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 42, 'learning_rate': 0.05467347873918989, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9397370406210648, 'colsample_bytree': 0.6099937484722486, 'gamma': 0.8721480070284104, 'reg_alpha': 0.6947821069657443, 'reg_lambda': 2.474711974937236}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:56,306] Trial 95 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 105, 'learning_rate': 0.04364423317239446, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9008636394400835, 'colsample_bytree': 0.6424076232665378, 'gamma': 1.004158850433565, 'reg_alpha': 0.754800518968584, 'reg_lambda': 2.80666607089658}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:56,507] Trial 96 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 73, 'learning_rate': 0.020389831178078875, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8765243089638849, 'colsample_bytree': 0.6008370087704226, 'gamma': 1.73705868596918, 'reg_alpha': 0.8407830393452445, 'reg_lambda': 2.273051271073255}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:56,869] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.026096862033653852, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8377948912543657, 'colsample_bytree': 0.6292404483370743, 'gamma': 0.5081155209312522, 'reg_alpha': 0.8122663609111959, 'reg_lambda': 2.342146727462706}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:57,104] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 124, 'learning_rate': 0.09522604412831015, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9803981396302575, 'colsample_bytree': 0.6156536104370393, 'gamma': 0.743280570445537, 'reg_alpha': 0.8915957519280322, 'reg_lambda': 2.1042786232232205}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:57,271] Trial 99 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.03443332227603296, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9612148365694643, 'colsample_bytree': 0.706386755293912, 'gamma': 1.5355549311202472, 'reg_alpha': 0.776319600282237, 'reg_lambda': 2.2041884693283085}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:57,468] Trial 100 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 33, 'learning_rate': 0.02407837010262218, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9092073121033398, 'colsample_bytree': 0.9357511874242931, 'gamma': 0.11021972266608654, 'reg_alpha': 0.9745516228673572, 'reg_lambda': 2.689921684997433}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:57,820] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.021737568891772426, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8665877916901205, 'colsample_bytree': 0.9587981927522938, 'gamma': 0.2575016962931933, 'reg_alpha': 0.7954528808451558, 'reg_lambda': 1.6965816975867256}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:58,126] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 243, 'learning_rate': 0.017800197579121903, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8852994345847656, 'colsample_bytree': 0.955017502403382, 'gamma': 0.22582020785510631, 'reg_alpha': 0.9142046010095382, 'reg_lambda': 1.6761411321117632}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:58,509] Trial 103 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.021868175107186826, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8608366454212314, 'colsample_bytree': 0.9857229197731389, 'gamma': 0.3324455312439436, 'reg_alpha': 0.7393692716049198, 'reg_lambda': 1.7736931108991134}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:58,665] Trial 104 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 41, 'learning_rate': 0.030446624067749135, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8485182110466923, 'colsample_bytree': 0.8672933106953848, 'gamma': 0.629204044773521, 'reg_alpha': 0.8534646035202789, 'reg_lambda': 2.311363156992459}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:59,061] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.029963935900716946, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.84830098774407, 'colsample_bytree': 0.8879172947960918, 'gamma': 0.5920227994731364, 'reg_alpha': 0.8229221639111552, 'reg_lambda': 2.292625659927097}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:59,183] Trial 106 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 44, 'learning_rate': 0.15672064159238872, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8326154733332721, 'colsample_bytree': 0.8650920943931908, 'gamma': 0.4173722739950043, 'reg_alpha': 0.8547050287208905, 'reg_lambda': 1.8649379193985443}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:59,447] Trial 107 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 39, 'learning_rate': 0.03943096684800501, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8673811901140972, 'colsample_bytree': 0.9561997173227198, 'gamma': 0.6621065789600011, 'reg_alpha': 0.8824424154585477, 'reg_lambda': 1.3426180657026912}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:59,569] Trial 108 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 38, 'learning_rate': 0.04696853179451856, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8453516629679847, 'colsample_bytree': 0.9034059065800251, 'gamma': 0.9948367876164629, 'reg_alpha': 0.9463659530617128, 'reg_lambda': 1.356619106071087}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:59,809] Trial 109 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 29, 'learning_rate': 0.039669911956770845, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.880052456586593, 'colsample_bytree': 0.8443618178129988, 'gamma': 0.6527306114880446, 'reg_alpha': 0.8828471145046463, 'reg_lambda': 1.286921268024995}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:17:00,023] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 23, 'learning_rate': 0.035486058247221716, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8095316667889945, 'colsample_bytree': 0.7926283032402468, 'gamma': 0.7984949664233782, 'reg_alpha': 0.1632076651625604, 'reg_lambda': 1.579765773321263}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:17:00,241] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.03295179702421328, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8702730598476701, 'colsample_bytree': 0.9602401898521983, 'gamma': 0.25841272472082827, 'reg_alpha': 0.9218136379690369, 'reg_lambda': 0.5852314667679739}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:17:00,408] Trial 112 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 34, 'learning_rate': 0.05124471944589553, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8657836676098168, 'colsample_bytree': 0.9382826368068354, 'gamma': 0.04847463602327651, 'reg_alpha': 0.8746165897798819, 'reg_lambda': 1.0288993029028355}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:17:00,563] Trial 113 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.057173422215846974, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8211594227778332, 'colsample_bytree': 0.9303348927323883, 'gamma': 0.5209790931145131, 'reg_alpha': 0.8328147115689444, 'reg_lambda': 1.1061715398893182}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:17:00,783] Trial 114 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.027784082348095627, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8543044543654691, 'colsample_bytree': 0.9636128261334382, 'gamma': 0.8953642559934105, 'reg_alpha': 0.8916606517838541, 'reg_lambda': 1.492510109205084}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:17:00,950] Trial 115 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 59, 'learning_rate': 0.04181917549836586, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8530165633950664, 'colsample_bytree': 0.9728051338179526, 'gamma': 1.1401293494460556, 'reg_alpha': 0.9053556605021652, 'reg_lambda': 1.4458041525625687}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:01,102] Trial 116 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 59, 'learning_rate': 0.04237314609264556, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8321375528430095, 'colsample_bytree': 0.9129955578695235, 'gamma': 1.2010058993705657, 'reg_alpha': 0.9071622782345374, 'reg_lambda': 1.4712370514960469}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:01,266] Trial 117 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.02746770920903465, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.79843865445343, 'colsample_bytree': 0.865875941167621, 'gamma': 1.1291843599224847, 'reg_alpha': 0.9617804100715132, 'reg_lambda': 1.559251882817689}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:01,515] Trial 118 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 62, 'learning_rate': 0.031355945251892225, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8539889884093365, 'colsample_bytree': 0.9728293601108359, 'gamma': 0.8813299921468092, 'reg_alpha': 0.9344631401401058, 'reg_lambda': 1.3997002301898138}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:01,689] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 54, 'learning_rate': 0.035996196030126916, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8426807103313692, 'colsample_bytree': 0.9961533803631966, 'gamma': 1.0327004340031867, 'reg_alpha': 0.8504739702107234, 'reg_lambda': 2.2380264631764972}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:01,851] Trial 120 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 50, 'learning_rate': 0.02901438354574938, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9925892692393147, 'colsample_bytree': 0.8209241392722313, 'gamma': 1.2518823652240114, 'reg_alpha': 0.9837431155237314, 'reg_lambda': 2.3755488875328914}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:02,157] Trial 121 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 59, 'learning_rate': 0.03881454354329925, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8606431837394866, 'colsample_bytree': 0.968394133240307, 'gamma': 1.4144037312343782, 'reg_alpha': 0.8902916509156861, 'reg_lambda': 1.3379914822286663}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:02,313] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 35, 'learning_rate': 0.04176135979629086, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8887517046953434, 'colsample_bytree': 0.9796947457287013, 'gamma': 0.74721703386625, 'reg_alpha': 0.8649771948854043, 'reg_lambda': 1.2723428327350088}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:02,692] Trial 123 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 131, 'learning_rate': 0.045802568114333087, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8864535839106629, 'colsample_bytree': 0.9764913644297415, 'gamma': 0.7629140603306483, 'reg_alpha': 0.8647879826639723, 'reg_lambda': 1.236425025420893}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:02,796] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 34, 'learning_rate': 0.04985603469882084, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8956484115569415, 'colsample_bytree': 0.6233948970984707, 'gamma': 0.9194297587265828, 'reg_alpha': 0.9141093441655512, 'reg_lambda': 1.5037437543934076}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:03,071] Trial 125 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 46, 'learning_rate': 0.033453454359600135, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8555323363115693, 'colsample_bytree': 0.9795536834190351, 'gamma': 0.9700258337411626, 'reg_alpha': 0.8433330536532808, 'reg_lambda': 1.3019123523604275}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:03,309] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.026130054819725433, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8748058635613548, 'colsample_bytree': 0.9832688534523273, 'gamma': 1.0742047903406182, 'reg_alpha': 0.9040835123448209, 'reg_lambda': 1.1837427173972979}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:03,742] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.03676845966665565, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9705665939280427, 'colsample_bytree': 0.9892513164410444, 'gamma': 0.5687438385531467, 'reg_alpha': 0.9442596114403127, 'reg_lambda': 1.4467316971020219}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:03,852] Trial 128 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 28, 'learning_rate': 0.043876446227886196, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8278506672086681, 'colsample_bytree': 0.6082545140975861, 'gamma': 0.8089687988124241, 'reg_alpha': 0.8111501265613676, 'reg_lambda': 2.4402469469024393}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:04,018] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.030951338662567787, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9231820937920429, 'colsample_bytree': 0.6016259753457652, 'gamma': 0.37723314075038766, 'reg_alpha': 0.43438462185138244, 'reg_lambda': 2.1761546250173613}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:04,220] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 63, 'learning_rate': 0.041246009050574864, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8990041375442396, 'colsample_bytree': 0.89590381723473, 'gamma': 0.7313732973280721, 'reg_alpha': 0.8664210274707123, 'reg_lambda': 1.6170507562479774}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:04,317] Trial 131 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.03866971058851512, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8783926763113928, 'colsample_bytree': 0.952600266219228, 'gamma': 0.6398358845890234, 'reg_alpha': 0.8870211449832734, 'reg_lambda': 1.404556294935554}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:04,502] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.024003573002756847, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8468832775009536, 'colsample_bytree': 0.9653313262857218, 'gamma': 0.48438062359586387, 'reg_alpha': 0.9256294622956924, 'reg_lambda': 1.3164368896084402}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:04,779] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 43, 'learning_rate': 0.035223290305232184, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8665480452380291, 'colsample_bytree': 0.9195001009881161, 'gamma': 0.6708293018343388, 'reg_alpha': 0.007279212268592128, 'reg_lambda': 1.222208566709304}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:04,909] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 49, 'learning_rate': 0.02858606580573384, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.887026790785614, 'colsample_bytree': 0.8744106717512484, 'gamma': 0.8845209352723344, 'reg_alpha': 0.08509051070851614, 'reg_lambda': 1.126673909859297}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:05,058] Trial 135 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.031900054132065966, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8588379894302363, 'colsample_bytree': 0.9210034521752349, 'gamma': 1.3067796777201897, 'reg_alpha': 0.21708529585878447, 'reg_lambda': 1.2327588247120935}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:05,297] Trial 136 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 33, 'learning_rate': 0.0344390685336893, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7703617979249116, 'colsample_bytree': 0.9452042882309936, 'gamma': 1.1552873655683338, 'reg_alpha': 0.26139026495301776, 'reg_lambda': 2.331989818527204}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:05,456] Trial 137 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 52, 'learning_rate': 0.04221328902712582, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8667958345846214, 'colsample_bytree': 0.6177466621541164, 'gamma': 0.4357487620407181, 'reg_alpha': 0.35356933764455906, 'reg_lambda': 2.4945435679016112}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:05,552] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 27, 'learning_rate': 0.05585255913131038, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8512866055268978, 'colsample_bytree': 0.8876481502904581, 'gamma': 4.066391010903196, 'reg_alpha': 0.9557210479646746, 'reg_lambda': 1.070249633747292}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:05,761] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 67, 'learning_rate': 0.06443079406152738, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8738201338891609, 'colsample_bytree': 0.9075493284321368, 'gamma': 0.9719842938811132, 'reg_alpha': 0.020792322107872234, 'reg_lambda': 2.3053435644837794}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:05,918] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.026565043311660343, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8393651767344509, 'colsample_bytree': 0.6367312835931879, 'gamma': 0.7161551844578686, 'reg_alpha': 0.8267797021143013, 'reg_lambda': 2.0732917559403714}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:06,125] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.026752966719887025, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8337553786287843, 'colsample_bytree': 0.6526725488491021, 'gamma': 0.7116559635174335, 'reg_alpha': 0.46228284826922583, 'reg_lambda': 2.1296400920079854}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:06,309] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.02757678992873083, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8388054077741595, 'colsample_bytree': 0.6356982692823471, 'gamma': 0.5684885852140629, 'reg_alpha': 0.5356910260920533, 'reg_lambda': 2.012796162114898}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:06,468] Trial 143 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 41, 'learning_rate': 0.024891218126004477, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8145945363785303, 'colsample_bytree': 0.6261457803617715, 'gamma': 0.6911903542473626, 'reg_alpha': 0.46816704512959717, 'reg_lambda': 2.080823937738158}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:06,776] Trial 144 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 142, 'learning_rate': 0.024900973228509864, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8023909815959951, 'colsample_bytree': 0.6279229971757531, 'gamma': 0.7034525613281013, 'reg_alpha': 0.49404247592518047, 'reg_lambda': 2.0965021222069185}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:07,093] Trial 145 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 44, 'learning_rate': 0.023073093511738498, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8181250884666563, 'colsample_bytree': 0.855826095715419, 'gamma': 0.831238529466141, 'reg_alpha': 0.40237775901696254, 'reg_lambda': 1.9983469957779936}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:07,305] Trial 146 finished with value: 0.744047619047619 and parameters: {'n_estimators': 30, 'learning_rate': 0.026526037460253157, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8287532074058293, 'colsample_bytree': 0.6138143835976857, 'gamma': 0.4646156791200474, 'reg_alpha': 0.45417214851582477, 'reg_lambda': 2.064641648307464}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:07,506] Trial 147 finished with value: 0.755952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.02933656603456165, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8341961730712295, 'colsample_bytree': 0.6549138600381271, 'gamma': 0.33223480628623936, 'reg_alpha': 0.5036781449276243, 'reg_lambda': 2.2439912989500073}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:07,689] Trial 148 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 59, 'learning_rate': 0.031234028757614996, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8205431771087702, 'colsample_bytree': 0.651761317388683, 'gamma': 0.38552627615019114, 'reg_alpha': 0.0023371654233323436, 'reg_lambda': 2.2692532456880334}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:07,902] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 80, 'learning_rate': 0.029612432343884495, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8126393516231429, 'colsample_bytree': 0.9143174964789734, 'gamma': 0.16093314608059378, 'reg_alpha': 0.5984416184457124, 'reg_lambda': 2.176133604177456}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:08,130] Trial 150 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 51, 'learning_rate': 0.01980794957572074, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.834073479001203, 'colsample_bytree': 0.6843591209103893, 'gamma': 0.2995888211706218, 'reg_alpha': 0.4787778057092752, 'reg_lambda': 2.2227054440394727}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:08,324] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.026183770903934922, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8430696228664146, 'colsample_bytree': 0.6612234360891153, 'gamma': 0.6070325222710504, 'reg_alpha': 0.4191857712714407, 'reg_lambda': 2.147048062005263}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:08,533] Trial 152 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 55, 'learning_rate': 0.028625586575463203, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8495953785135969, 'colsample_bytree': 0.6733634639940985, 'gamma': 0.6982867807100236, 'reg_alpha': 0.29557415913822843, 'reg_lambda': 2.1254828652160924}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:08,776] Trial 153 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 55, 'learning_rate': 0.029445074916775643, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8503219760179234, 'colsample_bytree': 0.675388166117142, 'gamma': 0.533650789130007, 'reg_alpha': 0.3172599577375391, 'reg_lambda': 2.1483677811951623}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:09,041] Trial 154 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 115, 'learning_rate': 0.024158343456249176, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7934550857580123, 'colsample_bytree': 0.6634932573737652, 'gamma': 0.7809941554991808, 'reg_alpha': 0.37454622496418294, 'reg_lambda': 2.3802403854524115}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:09,224] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.03466191667698619, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9602547793561477, 'colsample_bytree': 0.6927709225176626, 'gamma': 0.31179860668842474, 'reg_alpha': 0.14595802431629112, 'reg_lambda': 2.2062862201826317}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:09,466] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.03290574171340046, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8581873632750425, 'colsample_bytree': 0.6541707297461827, 'gamma': 0.6402818198950401, 'reg_alpha': 0.5406388960557371, 'reg_lambda': 2.2341466542796544}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:09,581] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 45, 'learning_rate': 0.02824997931212307, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8286433017113777, 'colsample_bytree': 0.6765400643215103, 'gamma': 0.4960515976827155, 'reg_alpha': 0.4730982323668756, 'reg_lambda': 1.2636625168162676}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:09,855] Trial 158 finished with value: 0.755952380952381 and parameters: {'n_estimators': 65, 'learning_rate': 0.022487532369820783, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9762606887918482, 'colsample_bytree': 0.6221628102177534, 'gamma': 2.808614276269733, 'reg_alpha': 0.22332763041365639, 'reg_lambda': 2.1185891676152795}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:10,053] Trial 159 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 65, 'learning_rate': 0.02222423731790797, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.977417674472084, 'colsample_bytree': 0.6233524351470188, 'gamma': 2.409364141123059, 'reg_alpha': 0.3131978247856878, 'reg_lambda': 2.1161658228790485}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:10,232] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 72, 'learning_rate': 0.022497972907223534, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9794395712314888, 'colsample_bytree': 0.6238273807459407, 'gamma': 2.882360523613124, 'reg_alpha': 0.2548661795232894, 'reg_lambda': 2.1097280591154663}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:10,486] Trial 161 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 66, 'learning_rate': 0.02121414792223421, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9959905353382928, 'colsample_bytree': 0.7707662308549794, 'gamma': 3.209844649527493, 'reg_alpha': 0.20854432641842321, 'reg_lambda': 2.0521551273043435}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:10,671] Trial 162 finished with value: 0.744047619047619 and parameters: {'n_estimators': 70, 'learning_rate': 0.01863146610904832, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9705423138525926, 'colsample_bytree': 0.6113800070253846, 'gamma': 2.684384731073428, 'reg_alpha': 0.25734380050050754, 'reg_lambda': 1.915880558108209}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:10,904] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.025004997494733748, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.987113707426009, 'colsample_bytree': 0.6411434423671432, 'gamma': 2.2790279075102604, 'reg_alpha': 0.3027576973337339, 'reg_lambda': 1.984462770081085}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:11,231] Trial 164 finished with value: 0.738095238095238 and parameters: {'n_estimators': 63, 'learning_rate': 0.02049758773519961, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9819274544526684, 'colsample_bytree': 0.6216797136492898, 'gamma': 2.57431676301877, 'reg_alpha': 0.2801383623485603, 'reg_lambda': 2.114566702830457}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:11,399] Trial 165 finished with value: 0.75 and parameters: {'n_estimators': 51, 'learning_rate': 0.02429338471930646, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9755328301715783, 'colsample_bytree': 0.6001386814702371, 'gamma': 3.047639731756849, 'reg_alpha': 0.20715016324790522, 'reg_lambda': 2.178173259672847}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:11,641] Trial 166 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 57, 'learning_rate': 0.022755782930961907, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9547135484226115, 'colsample_bytree': 0.6312208725271364, 'gamma': 2.6960989934064763, 'reg_alpha': 0.5106584370881435, 'reg_lambda': 2.2699832252525995}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:11,827] Trial 167 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 76, 'learning_rate': 0.027483323930952184, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.964978212511914, 'colsample_bytree': 0.6685504190787042, 'gamma': 3.514850502923521, 'reg_alpha': 0.18744536591194355, 'reg_lambda': 2.352859906960834}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:12,130] Trial 168 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 65, 'learning_rate': 0.030141913967041016, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9717771519799046, 'colsample_bytree': 0.991216646628471, 'gamma': 3.0265160207867106, 'reg_alpha': 0.317339541643601, 'reg_lambda': 2.142468522165287}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:12,422] Trial 169 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.026010748112847606, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.84616470370591, 'colsample_bytree': 0.7126239310692514, 'gamma': 0.22000227915013876, 'reg_alpha': 0.3448547806656718, 'reg_lambda': 2.0254415677610154}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:12,596] Trial 170 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 49, 'learning_rate': 0.023117416706902132, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9460828981916742, 'colsample_bytree': 0.6467369331373534, 'gamma': 0.8462270559885319, 'reg_alpha': 0.23830664290051992, 'reg_lambda': 2.3284178256439563}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:12,710] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 38, 'learning_rate': 0.03728863418986561, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8549198868707811, 'colsample_bytree': 0.6079620821937144, 'gamma': 0.6859787039681469, 'reg_alpha': 0.13064150070259856, 'reg_lambda': 1.1954731473260685}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:12,965] Trial 172 finished with value: 0.744047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.03721461365198315, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8365228124751402, 'colsample_bytree': 0.608821480972505, 'gamma': 2.795242301680922, 'reg_alpha': 0.13046666733056506, 'reg_lambda': 2.2516620786513815}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:13,106] Trial 173 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 31, 'learning_rate': 0.03292789411433675, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8552206109204786, 'colsample_bytree': 0.6181436053322454, 'gamma': 0.44045653615576247, 'reg_alpha': 0.3684366063622978, 'reg_lambda': 1.5339024193959212}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:13,239] Trial 174 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 24, 'learning_rate': 0.028887958278107476, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8229051358748966, 'colsample_bytree': 0.6080059265656694, 'gamma': 0.9079335400451248, 'reg_alpha': 0.10583291496516362, 'reg_lambda': 1.8020959568284003}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:13,553] Trial 175 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.025169981439769465, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8473767000528677, 'colsample_bytree': 0.6280772994793117, 'gamma': 0.5492635860593417, 'reg_alpha': 0.41399748748627085, 'reg_lambda': 1.4030218174596933}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:13,729] Trial 176 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.030484129928251693, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8587677673171826, 'colsample_bytree': 0.612862791323817, 'gamma': 1.0717619738112518, 'reg_alpha': 0.07411098290447873, 'reg_lambda': 2.2094408287892606}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:13,941] Trial 177 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 47, 'learning_rate': 0.037103383738310854, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9998573254084895, 'colsample_bytree': 0.6005645801651671, 'gamma': 0.7542583235960204, 'reg_alpha': 0.4550905001348781, 'reg_lambda': 2.4196768688829637}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:14,205] Trial 178 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 53, 'learning_rate': 0.026920810120403003, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8732271683989598, 'colsample_bytree': 0.6392973424305944, 'gamma': 0.38092476453080637, 'reg_alpha': 0.28530773595107595, 'reg_lambda': 1.1828386371573625}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:14,371] Trial 179 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 56, 'learning_rate': 0.02747842941001879, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.990262983725642, 'colsample_bytree': 0.6396012482452512, 'gamma': 0.33246177667390897, 'reg_alpha': 0.28243806022923845, 'reg_lambda': 2.291253640562842}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:14,545] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 53, 'learning_rate': 0.023969547722956022, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8130048938084086, 'colsample_bytree': 0.8335121434484992, 'gamma': 0.375532639781408, 'reg_alpha': 0.17678227326538595, 'reg_lambda': 0.9255692583968622}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:14,823] Trial 181 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 40, 'learning_rate': 0.03173445014006099, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8730158297884796, 'colsample_bytree': 0.6533646630737661, 'gamma': 0.5983165874090397, 'reg_alpha': 0.3149204136996544, 'reg_lambda': 1.2861037455254571}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:15,005] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.03209174299362206, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8766377735709783, 'colsample_bytree': 0.6350177839777689, 'gamma': 0.5771259810947471, 'reg_alpha': 0.3292142799494351, 'reg_lambda': 1.1636317634716056}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:15,162] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 39, 'learning_rate': 0.03184104593785454, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8721159598312274, 'colsample_bytree': 0.6549287336450611, 'gamma': 0.5686035345780963, 'reg_alpha': 0.33230617531028334, 'reg_lambda': 1.0456528394559743}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:15,439] Trial 184 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 43, 'learning_rate': 0.03288624679378783, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8753946340483997, 'colsample_bytree': 0.64387612837637, 'gamma': 0.0971391221504409, 'reg_alpha': 0.2893820914606484, 'reg_lambda': 1.1834289437558752}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:15,600] Trial 185 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 33, 'learning_rate': 0.029951659862987087, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8623323615853763, 'colsample_bytree': 0.6349838466874431, 'gamma': 0.4596682037016383, 'reg_alpha': 0.27161457044297466, 'reg_lambda': 0.7517152070982563}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:15,820] Trial 186 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 33, 'learning_rate': 0.028465758588950837, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8798057147061012, 'colsample_bytree': 0.6343833858278947, 'gamma': 0.22358429695529908, 'reg_alpha': 0.3062490466343195, 'reg_lambda': 0.7321996070691941}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:15,970] Trial 187 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 28, 'learning_rate': 0.035353703048293585, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.862985640449621, 'colsample_bytree': 0.6253528657948089, 'gamma': 2.4494331287864304, 'reg_alpha': 0.2776829527882764, 'reg_lambda': 1.1378541388764576}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:16,186] Trial 188 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 48, 'learning_rate': 0.026099598327301757, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9534907893688139, 'colsample_bytree': 0.6468251984343591, 'gamma': 0.4477212306337691, 'reg_alpha': 0.338092907841147, 'reg_lambda': 0.8199797594282887}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:16,401] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.021923751808370005, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.869689380492747, 'colsample_bytree': 0.6528614742344864, 'gamma': 0.3398383454911922, 'reg_alpha': 0.3209647180376325, 'reg_lambda': 0.9535703271129472}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:16,593] Trial 190 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 68, 'learning_rate': 0.228913214245066, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8615182447149893, 'colsample_bytree': 0.6202191024613811, 'gamma': 0.47726876649510275, 'reg_alpha': 0.25509183038134925, 'reg_lambda': 1.2025780542776858}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:16,760] Trial 191 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 42, 'learning_rate': 0.03008051065897736, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8428637852358731, 'colsample_bytree': 0.6641324171244709, 'gamma': 0.6324709835873662, 'reg_alpha': 0.2939136263264265, 'reg_lambda': 0.518905579873367}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:17,037] Trial 192 finished with value: 0.761904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.03118996268211129, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8488433364360749, 'colsample_bytree': 0.8071764412921908, 'gamma': 0.5834736797980693, 'reg_alpha': 0.2729986246050838, 'reg_lambda': 2.064920852191868}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:17,193] Trial 193 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.02731464275445128, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8536222705406524, 'colsample_bytree': 0.8049277366780536, 'gamma': 0.5139610530873262, 'reg_alpha': 0.27048901404379827, 'reg_lambda': 2.057845311638248}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:17,375] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 47, 'learning_rate': 0.0333858605963651, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8703179675298188, 'colsample_bytree': 0.6333503562304408, 'gamma': 0.3982519096485864, 'reg_alpha': 0.22928062023636797, 'reg_lambda': 2.135298956325141}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:17,568] Trial 195 finished with value: 0.755952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.034482988541687895, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8678975637885394, 'colsample_bytree': 0.6360327197526052, 'gamma': 2.021826673034786, 'reg_alpha': 0.2259684762070298, 'reg_lambda': 2.1299069930393513}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:17,737] Trial 196 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 47, 'learning_rate': 0.033418079745735914, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8671676840900101, 'colsample_bytree': 0.6381069473982077, 'gamma': 2.3635190092235088, 'reg_alpha': 0.23067781981615332, 'reg_lambda': 1.9496539661429817}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:17,981] Trial 197 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.03154703060915925, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8345773260190728, 'colsample_bytree': 0.6331612084320756, 'gamma': 1.923792014004754, 'reg_alpha': 0.23512416255037422, 'reg_lambda': 2.160989443110248}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:18,199] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.035912316991216865, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8595758559653696, 'colsample_bytree': 0.6542491736663296, 'gamma': 0.26540187579176433, 'reg_alpha': 0.20260092889341574, 'reg_lambda': 2.0424757006511873}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:18,356] Trial 199 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 42, 'learning_rate': 0.029620195333152, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8498722703302638, 'colsample_bytree': 0.6450174588778227, 'gamma': 0.6785105661043084, 'reg_alpha': 0.23313262677744898, 'reg_lambda': 2.0996485223046784}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:18,362] A new study created in memory with name: no-name-04ee7bdc-22e6-49de-8ed2-3a60263b75a6
[I 2025-11-03 20:17:18,538] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 28, 'learning_rate': 0.03539581086390858, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.6038450140288979, 'colsample_bytree': 0.9128554917412738, 'gamma': 4.079557469697635, 'reg_alpha': 0.3685559360288583, 'reg_lambda': 1.9626283822439754}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:17:18,794] Trial 1 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 128, 'learning_rate': 0.019208102224191812, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8804818454818776, 'colsample_bytree': 0.9051712879526385, 'gamma': 3.0207988011196467, 'reg_alpha': 0.044592115147834566, 'reg_lambda': 0.7362554438791822}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 20:17:19,227] Trial 2 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.06846779064212201, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.8033647155127998, 'colsample_bytree': 0.7732269096382176, 'gamma': 3.784834280162293, 'reg_alpha': 0.8738165853641175, 'reg_lambda': 2.654798823853949}. Best is trial 2 with value: 0.7142857142857143.
[I 2025-11-03 20:17:19,500] Trial 3 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.10313258565695624, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9855979718565329, 'colsample_bytree': 0.9463971996853737, 'gamma': 1.1573254446617125, 'reg_alpha': 0.6102186339067459, 'reg_lambda': 2.5861826854198133}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:19,686] Trial 4 finished with value: 0.675595238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.021075252990119735, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7996867463876354, 'colsample_bytree': 0.6646957406295984, 'gamma': 1.808212122602132, 'reg_alpha': 0.6168771675400834, 'reg_lambda': 2.934478779652016}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:19,935] Trial 5 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.017929947745860944, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8097227367644062, 'colsample_bytree': 0.9395819526863319, 'gamma': 2.890282844970776, 'reg_alpha': 0.10397658080515648, 'reg_lambda': 2.9757244411539894}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:20,202] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.02504577938069662, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6481800853453547, 'colsample_bytree': 0.852037941541421, 'gamma': 4.053270710044922, 'reg_alpha': 0.08685738007182853, 'reg_lambda': 2.5895983090477928}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:20,391] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 24, 'learning_rate': 0.19479408158674624, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.6097772923701129, 'colsample_bytree': 0.7024785303338665, 'gamma': 4.345538615054028, 'reg_alpha': 0.7907118390935961, 'reg_lambda': 0.8372714361662899}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:20,726] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 243, 'learning_rate': 0.1540405335265585, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8583252731578399, 'colsample_bytree': 0.8055490596962641, 'gamma': 2.1726662754945707, 'reg_alpha': 0.44174187173365376, 'reg_lambda': 2.7148395966397}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:20,972] Trial 9 finished with value: 0.5833333333333334 and parameters: {'n_estimators': 216, 'learning_rate': 0.04429216051485468, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6188443395653808, 'colsample_bytree': 0.6727108890540512, 'gamma': 1.227233434312267, 'reg_alpha': 0.6665174136415676, 'reg_lambda': 2.0408309304534535}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:21,269] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 184, 'learning_rate': 0.09975426999848508, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.9523287414534697, 'colsample_bytree': 0.9586445877664183, 'gamma': 0.39453416565780375, 'reg_alpha': 0.3680734653205436, 'reg_lambda': 1.4212195235864027}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:21,644] Trial 11 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.09148321454369594, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9881788965242209, 'colsample_bytree': 0.9945292388097555, 'gamma': 0.06337752171352418, 'reg_alpha': 0.22136221774736953, 'reg_lambda': 2.293260538898306}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:21,980] Trial 12 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 176, 'learning_rate': 0.09363347190790784, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9968710732416807, 'colsample_bytree': 0.9929006383591709, 'gamma': 0.22290700106131356, 'reg_alpha': 0.24855618457282408, 'reg_lambda': 2.2886568304522488}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:22,236] Trial 13 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.29723439713671856, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9430467973205543, 'colsample_bytree': 0.9974788299844188, 'gamma': 1.0789435685453654, 'reg_alpha': 0.5881462308019532, 'reg_lambda': 1.457448298173429}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:22,641] Trial 14 finished with value: 0.738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.2626441580576338, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9261081911871637, 'colsample_bytree': 0.9998705420944134, 'gamma': 0.013456681926302005, 'reg_alpha': 0.2776012653363423, 'reg_lambda': 1.399971663274356}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:22,881] Trial 15 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.2932361053320974, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9081358116865027, 'colsample_bytree': 0.8653283017160174, 'gamma': 0.8020931243024725, 'reg_alpha': 0.9809293069802716, 'reg_lambda': 1.4932644843108844}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:23,188] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.011755457702871636, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.718180820450834, 'colsample_bytree': 0.7536651148595892, 'gamma': 1.6997473892168662, 'reg_alpha': 0.5256697984541855, 'reg_lambda': 1.032803213029486}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:23,444] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 112, 'learning_rate': 0.15864558605549395, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9487882333804495, 'colsample_bytree': 0.8508499541934469, 'gamma': 0.7721629327475885, 'reg_alpha': 0.2213910203239308, 'reg_lambda': 1.7407750704828087}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:23,609] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.05572720320222748, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8507375480404735, 'colsample_bytree': 0.6230841417869311, 'gamma': 1.3869094390431251, 'reg_alpha': 0.7404889145368351, 'reg_lambda': 1.1596401633481879}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:24,004] Trial 19 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 223, 'learning_rate': 0.2046625833688368, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7465924426298565, 'colsample_bytree': 0.8968353010679859, 'gamma': 0.5407988314970527, 'reg_alpha': 0.4914586326864072, 'reg_lambda': 2.1703646998058943}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:24,342] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.13370840692317457, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.9662668192285272, 'colsample_bytree': 0.9720268590568673, 'gamma': 2.3259298615772668, 'reg_alpha': 0.16454959718262774, 'reg_lambda': 0.5165054758432226}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:24,707] Trial 21 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.2778962497413702, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9220101645886265, 'colsample_bytree': 0.9931764160898833, 'gamma': 0.01794697162936463, 'reg_alpha': 0.3033933266369607, 'reg_lambda': 1.6553475757980438}. Best is trial 21 with value: 0.75.
[I 2025-11-03 20:17:24,990] Trial 22 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 200, 'learning_rate': 0.22970839387135653, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.90822903068825, 'colsample_bytree': 0.996300151977412, 'gamma': 0.020524287451244128, 'reg_alpha': 0.3498696759754837, 'reg_lambda': 1.7702522880501577}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:25,387] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.22038539038469135, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.892953815064628, 'colsample_bytree': 0.9295155138706355, 'gamma': 0.26100273542851404, 'reg_alpha': 0.329278386980806, 'reg_lambda': 1.7559989737889028}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:25,717] Trial 24 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.0704503355230065, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.918232940085585, 'colsample_bytree': 0.8792009944987439, 'gamma': 0.0454773893904301, 'reg_alpha': 0.1491704158465814, 'reg_lambda': 1.7901607082530626}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:26,106] Trial 25 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 194, 'learning_rate': 0.12399765176116079, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8444542128858736, 'colsample_bytree': 0.8828981034398596, 'gamma': 4.924064810632938, 'reg_alpha': 0.004980605381126435, 'reg_lambda': 1.744107634560453}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:26,408] Trial 26 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 233, 'learning_rate': 0.06681590567491466, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9126761435540527, 'colsample_bytree': 0.8111645501646856, 'gamma': 0.6934684357375844, 'reg_alpha': 0.14954569219787775, 'reg_lambda': 1.8920519307965311}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:26,755] Trial 27 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 198, 'learning_rate': 0.03257339782163879, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8807456336199833, 'colsample_bytree': 0.9548270569404651, 'gamma': 1.6780020365346369, 'reg_alpha': 0.4317325145426578, 'reg_lambda': 1.2159329221788304}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:27,002] Trial 28 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.1874101523655495, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8359950151462986, 'colsample_bytree': 0.8253963638458756, 'gamma': 0.0029616956581463676, 'reg_alpha': 0.17813380927420858, 'reg_lambda': 1.615081638714649}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:27,239] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.03563799404708407, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.7522549450906179, 'colsample_bytree': 0.9147568529034976, 'gamma': 0.9219461740770165, 'reg_alpha': 0.32168958625874877, 'reg_lambda': 1.9526272143335395}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:27,682] Trial 30 finished with value: 0.738095238095238 and parameters: {'n_estimators': 237, 'learning_rate': 0.2391990947030382, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9273619650418438, 'colsample_bytree': 0.7742371038688344, 'gamma': 0.4850708674355128, 'reg_alpha': 0.4078550897863264, 'reg_lambda': 2.165826945817708}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:27,899] Trial 31 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 109, 'learning_rate': 0.19463387359806195, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8219490219145523, 'colsample_bytree': 0.8275719162489896, 'gamma': 0.021987659464980394, 'reg_alpha': 0.1663259506859493, 'reg_lambda': 1.6232916143280516}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:28,246] Trial 32 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 147, 'learning_rate': 0.15838244039729374, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8744794040002077, 'colsample_bytree': 0.7347499961000639, 'gamma': 0.4283665229973003, 'reg_alpha': 0.2989770267813469, 'reg_lambda': 1.8631352774146444}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:28,472] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.17445518102641222, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8971179786469138, 'colsample_bytree': 0.887641109387981, 'gamma': 3.141384721931445, 'reg_alpha': 0.07988399870243695, 'reg_lambda': 1.6380645463863996}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:28,776] Trial 34 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 133, 'learning_rate': 0.1260274918234936, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8362618000014348, 'colsample_bytree': 0.9163220675141813, 'gamma': 0.33156756561750994, 'reg_alpha': 0.198428296647563, 'reg_lambda': 1.2880000919429304}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:29,093] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 188, 'learning_rate': 0.07774709163907566, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7816651806652581, 'colsample_bytree': 0.9696466776664441, 'gamma': 0.0074841353261421335, 'reg_alpha': 0.3567973412808578, 'reg_lambda': 1.5805586029342389}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:29,450] Trial 36 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.25392909628282506, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8691628057328252, 'colsample_bytree': 0.8373692052758723, 'gamma': 1.384889868720076, 'reg_alpha': 0.12400195562771311, 'reg_lambda': 1.0386809261042933}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:29,677] Trial 37 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.22757866115995956, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9701157457858015, 'colsample_bytree': 0.8703806140428875, 'gamma': 0.6885871645980418, 'reg_alpha': 0.021638290595614618, 'reg_lambda': 2.1017442419963572}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:30,138] Trial 38 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 223, 'learning_rate': 0.11483645058422574, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9266839687737602, 'colsample_bytree': 0.7793270160450791, 'gamma': 3.5174133031904966, 'reg_alpha': 0.26875135459510424, 'reg_lambda': 2.341619340187813}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:30,341] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.17991302427715056, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.7783611132302495, 'colsample_bytree': 0.9340113646310044, 'gamma': 1.0057048252434315, 'reg_alpha': 0.5010379447006972, 'reg_lambda': 1.8456977023028374}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:30,640] Trial 40 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 165, 'learning_rate': 0.0761497773680788, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8228412582030623, 'colsample_bytree': 0.9741887034339244, 'gamma': 2.0163476348586613, 'reg_alpha': 0.07168242953026133, 'reg_lambda': 1.3281945555702945}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:30,908] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.05057318658204531, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9799508283376182, 'colsample_bytree': 0.9792660233064434, 'gamma': 0.17064787643517085, 'reg_alpha': 0.20479699773224438, 'reg_lambda': 2.4298642437717355}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:31,398] Trial 42 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 173, 'learning_rate': 0.0840857051164731, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9953292147574474, 'colsample_bytree': 0.944638598776679, 'gamma': 0.5087502066028357, 'reg_alpha': 0.23916053874318233, 'reg_lambda': 2.024563830685088}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:31,674] Trial 43 finished with value: 0.75 and parameters: {'n_estimators': 154, 'learning_rate': 0.1443334091566275, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9575978227425797, 'colsample_bytree': 0.9840009274791542, 'gamma': 0.20052763733168522, 'reg_alpha': 0.38976475947726963, 'reg_lambda': 2.7984495328031063}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:31,883] Trial 44 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 143, 'learning_rate': 0.15142595564527683, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9551329843632186, 'colsample_bytree': 0.7929794025642323, 'gamma': 0.2316643219687213, 'reg_alpha': 0.3970519329259769, 'reg_lambda': 2.7686404950403136}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:32,199] Trial 45 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 207, 'learning_rate': 0.10803467062334525, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9376148728134396, 'colsample_bytree': 0.9255183886950942, 'gamma': 0.6440181567824953, 'reg_alpha': 0.4603051160406709, 'reg_lambda': 2.8229893874169845}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:32,467] Trial 46 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 205, 'learning_rate': 0.10553177761807503, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8918384440255567, 'colsample_bytree': 0.9087439511967835, 'gamma': 0.6204671541877209, 'reg_alpha': 0.5370294471899272, 'reg_lambda': 2.5407700441687533}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:32,869] Trial 47 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 206, 'learning_rate': 0.061795413618417304, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9071780912064957, 'colsample_bytree': 0.9078826744986582, 'gamma': 2.653484446829287, 'reg_alpha': 0.5793545813379133, 'reg_lambda': 2.8780210951206993}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:33,121] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.11465034911508257, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.935570301408466, 'colsample_bytree': 0.9258956880105754, 'gamma': 1.3124945672618784, 'reg_alpha': 0.6965658209101692, 'reg_lambda': 2.5228768233027505}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:33,521] Trial 49 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 243, 'learning_rate': 0.10511661567285298, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8857391006926958, 'colsample_bytree': 0.8965884554730894, 'gamma': 0.6901237020735671, 'reg_alpha': 0.46674028193694983, 'reg_lambda': 2.678164549136241}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:33,831] Trial 50 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 249, 'learning_rate': 0.04229391753617979, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9141461624344731, 'colsample_bytree': 0.9579878561583917, 'gamma': 1.1408795436706938, 'reg_alpha': 0.5337512369013425, 'reg_lambda': 2.979022623813524}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:34,205] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.281015936184868, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8595754306419164, 'colsample_bytree': 0.8635086085589947, 'gamma': 0.4226778834331119, 'reg_alpha': 0.6352965520378513, 'reg_lambda': 1.5318965951619596}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:34,486] Trial 52 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 211, 'learning_rate': 0.09082732903581414, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9016606737530197, 'colsample_bytree': 0.8463106257490839, 'gamma': 0.5848164023044606, 'reg_alpha': 0.3507651300083574, 'reg_lambda': 1.686575369360869}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:34,903] Trial 53 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 193, 'learning_rate': 0.20670881622328252, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9373951782637157, 'colsample_bytree': 0.8732338797402085, 'gamma': 0.8590500828568055, 'reg_alpha': 0.29981749151946485, 'reg_lambda': 2.501310020421349}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:35,200] Trial 54 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.25904344200658264, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.86255992328293, 'colsample_bytree': 0.8297024285767874, 'gamma': 0.3079320388887615, 'reg_alpha': 0.46359494390006284, 'reg_lambda': 2.8607967885785603}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:35,712] Trial 55 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 217, 'learning_rate': 0.17926949295500394, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9177973216005016, 'colsample_bytree': 0.9577844243846886, 'gamma': 0.1483201800568903, 'reg_alpha': 0.5362476243700617, 'reg_lambda': 2.5970840828443746}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:36,067] Trial 56 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.10554377685357111, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9200461827797191, 'colsample_bytree': 0.9460603111246048, 'gamma': 0.21463820954715146, 'reg_alpha': 0.5680056858653514, 'reg_lambda': 2.578941684510761}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:36,430] Trial 57 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.13755508218079057, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9457980898259677, 'colsample_bytree': 0.9623806017841742, 'gamma': 0.93055690483862, 'reg_alpha': 0.5420581332024454, 'reg_lambda': 2.3492481842474646}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:36,686] Trial 58 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 182, 'learning_rate': 0.16906178575542505, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.680576788293749, 'colsample_bytree': 0.9861071258187516, 'gamma': 0.5365377401494491, 'reg_alpha': 0.8302676282933509, 'reg_lambda': 2.6415823230034103}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:37,103] Trial 59 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.010019300187234112, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9682445678713659, 'colsample_bytree': 0.9320544995855115, 'gamma': 0.7067670147651209, 'reg_alpha': 0.6339253532068896, 'reg_lambda': 2.251305259589711}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:37,360] Trial 60 finished with value: 0.693452380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.07101366697571493, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8889731016702671, 'colsample_bytree': 0.998797622267645, 'gamma': 0.18280723933614995, 'reg_alpha': 0.44715805245220175, 'reg_lambda': 2.448392408877446}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:37,703] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.1934539180144658, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8982107207749861, 'colsample_bytree': 0.918838886861471, 'gamma': 0.01249768948573507, 'reg_alpha': 0.11421374406877402, 'reg_lambda': 1.403558392136877}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:37,969] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 202, 'learning_rate': 0.2310359982013701, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8797183468677645, 'colsample_bytree': 0.8978921858851108, 'gamma': 0.41460046284676805, 'reg_alpha': 0.49594155067665613, 'reg_lambda': 1.7753043495729584}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:38,260] Trial 63 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 229, 'learning_rate': 0.2878367543601891, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9306409121968046, 'colsample_bytree': 0.9529576586344609, 'gamma': 0.14525837858927124, 'reg_alpha': 0.42524453009761976, 'reg_lambda': 2.0180819654068207}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:38,582] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.29717456177517976, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9314909928136693, 'colsample_bytree': 0.9539927624701013, 'gamma': 1.5847111483945657, 'reg_alpha': 0.43049056330616153, 'reg_lambda': 1.8154261257837785}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:38,932] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.2646061038290571, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9163864673772272, 'colsample_bytree': 0.9441567120372105, 'gamma': 0.33798879095642076, 'reg_alpha': 0.3780707430962514, 'reg_lambda': 1.9557377326332817}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:39,222] Trial 66 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.05969857028104857, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9444690425340903, 'colsample_bytree': 0.9684274377141053, 'gamma': 0.6067916825542803, 'reg_alpha': 0.6038887618632727, 'reg_lambda': 2.7487046371543515}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:39,545] Trial 67 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 210, 'learning_rate': 0.21265719568505864, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9786540468596967, 'colsample_bytree': 0.9879327197925956, 'gamma': 0.16320004253313725, 'reg_alpha': 0.41720940002376417, 'reg_lambda': 2.061288586316575}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:39,851] Trial 68 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 239, 'learning_rate': 0.23627219744004205, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9076340955661879, 'colsample_bytree': 0.9594809032709019, 'gamma': 0.8063056758506765, 'reg_alpha': 0.6812220383012663, 'reg_lambda': 2.219911292443472}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:40,124] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.23953327175037697, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.956484754865261, 'colsample_bytree': 0.9777217009562424, 'gamma': 1.095725269070404, 'reg_alpha': 0.9031952322170768, 'reg_lambda': 2.2197699764969867}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:40,457] Trial 70 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.27453275977227, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9024003106709724, 'colsample_bytree': 0.9583545786541721, 'gamma': 0.8267538990579191, 'reg_alpha': 0.7555406280444864, 'reg_lambda': 2.131789270330252}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:40,758] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 247, 'learning_rate': 0.2721317844926805, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9071833738898282, 'colsample_bytree': 0.9564201788680635, 'gamma': 0.7620321267881799, 'reg_alpha': 0.7460473362436878, 'reg_lambda': 2.145351659197357}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:41,136] Trial 72 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 232, 'learning_rate': 0.21726727686222375, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8933267352675468, 'colsample_bytree': 0.9375392977872173, 'gamma': 1.241415557630697, 'reg_alpha': 0.6996176815868965, 'reg_lambda': 1.9303171436062954}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:41,407] Trial 73 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 230, 'learning_rate': 0.29937682904626717, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9297221963706019, 'colsample_bytree': 0.9997766235953763, 'gamma': 0.9078497054982698, 'reg_alpha': 0.7547640417521053, 'reg_lambda': 2.337338818385566}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:41,889] Trial 74 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 240, 'learning_rate': 0.24431601859524096, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8729102334984615, 'colsample_bytree': 0.968450897218576, 'gamma': 0.40452596977385386, 'reg_alpha': 0.7986462069113105, 'reg_lambda': 2.607036563301497}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:42,189] Trial 75 finished with value: 0.625 and parameters: {'n_estimators': 249, 'learning_rate': 0.17845810269698703, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9192605568283796, 'colsample_bytree': 0.9245649466685877, 'gamma': 4.365954217165754, 'reg_alpha': 0.6561735012824775, 'reg_lambda': 2.4147418929095683}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:42,589] Trial 76 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 225, 'learning_rate': 0.19915391001840238, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9418003084250272, 'colsample_bytree': 0.6212379737850052, 'gamma': 0.6116731737566216, 'reg_alpha': 0.3357207467252473, 'reg_lambda': 2.021855460155564}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:43,059] Trial 77 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.16146685642379602, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.8477906468014644, 'colsample_bytree': 0.9525906601099657, 'gamma': 0.13574082264865797, 'reg_alpha': 0.5138456726693916, 'reg_lambda': 2.5409425434003423}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:43,466] Trial 78 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 216, 'learning_rate': 0.01765841601832484, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9069784906250268, 'colsample_bytree': 0.9863340431796568, 'gamma': 1.5047189900078197, 'reg_alpha': 0.5548356071928633, 'reg_lambda': 2.9128264278392493}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:43,730] Trial 79 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 242, 'learning_rate': 0.26962552824400665, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.887082899339388, 'colsample_bytree': 0.965859400747879, 'gamma': 1.9264733911701115, 'reg_alpha': 0.8557640644214674, 'reg_lambda': 2.2109963453399777}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:44,084] Trial 80 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 208, 'learning_rate': 0.2281618559031751, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9629725130414315, 'colsample_bytree': 0.7057544064007923, 'gamma': 0.3088205878575337, 'reg_alpha': 0.6878219765344507, 'reg_lambda': 1.6906935438203754}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:44,416] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 200, 'learning_rate': 0.09262998348662735, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9212433587623883, 'colsample_bytree': 0.9040453316410273, 'gamma': 0.10500696050717381, 'reg_alpha': 0.46877197265117376, 'reg_lambda': 1.9049391859517648}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:44,705] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.12557592831711456, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9004520149767175, 'colsample_bytree': 0.9396786238097106, 'gamma': 0.501525852848276, 'reg_alpha': 0.3018549848287205, 'reg_lambda': 2.108525978149851}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:45,071] Trial 83 finished with value: 0.744047619047619 and parameters: {'n_estimators': 218, 'learning_rate': 0.2509902925149974, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9319655109188192, 'colsample_bytree': 0.9121587409246956, 'gamma': 0.8014230518284245, 'reg_alpha': 0.2628110787213908, 'reg_lambda': 1.5458744698855795}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:45,332] Trial 84 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 196, 'learning_rate': 0.08418815480531405, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9490927102789122, 'colsample_bytree': 0.8836170768734108, 'gamma': 1.0069219996947285, 'reg_alpha': 0.3725390201714178, 'reg_lambda': 2.006630452042393}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:45,768] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.04965900880100052, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8678292046165682, 'colsample_bytree': 0.9227084245938364, 'gamma': 0.005180789266498436, 'reg_alpha': 0.4777416254883431, 'reg_lambda': 1.8110196288902953}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:46,049] Trial 86 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.183420234690121, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9093352572422825, 'colsample_bytree': 0.9470197704594256, 'gamma': 0.2874165595225735, 'reg_alpha': 0.6031076235475858, 'reg_lambda': 1.4839889747722845}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:46,554] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.19097775919982998, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9099642574149711, 'colsample_bytree': 0.9903241236289319, 'gamma': 0.2918988313628832, 'reg_alpha': 0.7237368148518957, 'reg_lambda': 1.463093891604982}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:46,845] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.1445513362482057, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.879167071584098, 'colsample_bytree': 0.9767720428110888, 'gamma': 0.31362793442254316, 'reg_alpha': 0.772818058643234, 'reg_lambda': 1.304809360333485}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:47,163] Trial 89 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.1905022558332219, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9115989466322955, 'colsample_bytree': 0.9500302533520176, 'gamma': 0.5940488237296044, 'reg_alpha': 0.5988042327163716, 'reg_lambda': 2.8273105727448566}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:47,478] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 181, 'learning_rate': 0.16383502840018288, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8949456477993697, 'colsample_bytree': 0.9613300284922951, 'gamma': 0.49704562445023404, 'reg_alpha': 0.7081133243651728, 'reg_lambda': 2.71155907672245}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:47,763] Trial 91 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.2083811474629372, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9228266476302167, 'colsample_bytree': 0.99009113348601, 'gamma': 0.25374894148739247, 'reg_alpha': 0.6475155085987101, 'reg_lambda': 1.460435024320715}. Best is trial 91 with value: 0.7678571428571429.
[I 2025-11-03 20:17:48,047] Trial 92 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.20844599488400198, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9259690156884718, 'colsample_bytree': 0.9920279698629636, 'gamma': 0.2694155972161884, 'reg_alpha': 0.6598617268437336, 'reg_lambda': 1.4483275956564556}. Best is trial 91 with value: 0.7678571428571429.
[I 2025-11-03 20:17:48,384] Trial 93 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 244, 'learning_rate': 0.2242828810969623, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9383887484556692, 'colsample_bytree': 0.9724117603785919, 'gamma': 0.39683981605312624, 'reg_alpha': 0.7232207168558311, 'reg_lambda': 1.1698766000806091}. Best is trial 91 with value: 0.7678571428571429.
[I 2025-11-03 20:17:48,655] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 225, 'learning_rate': 0.18236801652982673, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9125157253501046, 'colsample_bytree': 0.9806872769230655, 'gamma': 0.6423496441003418, 'reg_alpha': 0.6250916125276362, 'reg_lambda': 1.3361686689412833}. Best is trial 91 with value: 0.7678571428571429.
[I 2025-11-03 20:17:48,940] Trial 95 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 83, 'learning_rate': 0.2429227317021682, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9028629630465882, 'colsample_bytree': 0.9344794345582396, 'gamma': 0.12161645463993898, 'reg_alpha': 0.6797981820925071, 'reg_lambda': 1.5431489283537272}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:49,256] Trial 96 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 88, 'learning_rate': 0.24560954168682358, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9035090266858642, 'colsample_bytree': 0.9445751187373737, 'gamma': 0.11689169937421644, 'reg_alpha': 0.7269655263642195, 'reg_lambda': 1.5084105559572898}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:49,447] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 84, 'learning_rate': 0.2458967188852071, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9021715490707843, 'colsample_bytree': 0.935071942042706, 'gamma': 0.10219491147533699, 'reg_alpha': 0.6759026471652415, 'reg_lambda': 1.5115254323929723}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:49,684] Trial 98 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 83, 'learning_rate': 0.2807129933313186, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8553523712648952, 'colsample_bytree': 0.9331840825386183, 'gamma': 0.12039487009642004, 'reg_alpha': 0.6799350337878474, 'reg_lambda': 1.7125443502802713}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:49,882] Trial 99 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 82, 'learning_rate': 0.24913298961911165, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8601141786588016, 'colsample_bytree': 0.9326246737889771, 'gamma': 0.11439219813012229, 'reg_alpha': 0.6702060535184582, 'reg_lambda': 1.5629051532641567}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:50,161] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.2850886063194842, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8272732862418093, 'colsample_bytree': 0.9405578498370026, 'gamma': 0.11553921246009227, 'reg_alpha': 0.6784524142213455, 'reg_lambda': 1.684884708607235}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:50,349] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 67, 'learning_rate': 0.23776751486521935, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8806551913480455, 'colsample_bytree': 0.9615406752433714, 'gamma': 0.11123856638619417, 'reg_alpha': 0.8082370994032034, 'reg_lambda': 1.3908493948838578}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:50,632] Trial 102 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 94, 'learning_rate': 0.2599322090368248, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8070609412983185, 'colsample_bytree': 0.9273281346066437, 'gamma': 0.22174166284100852, 'reg_alpha': 0.7665023056711667, 'reg_lambda': 1.724799724495401}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:50,859] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 101, 'learning_rate': 0.28182698960810393, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9014412186701047, 'colsample_bytree': 0.9380383540780277, 'gamma': 0.437873380792558, 'reg_alpha': 0.644899141859718, 'reg_lambda': 1.6103049845758228}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:51,112] Trial 104 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 55, 'learning_rate': 0.20965330654654415, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9222141386614371, 'colsample_bytree': 0.9521906996202876, 'gamma': 0.101645052974644, 'reg_alpha': 0.7248192415800739, 'reg_lambda': 1.8773594654302466}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:51,333] Trial 105 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 75, 'learning_rate': 0.23026634764787632, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9392601010363365, 'colsample_bytree': 0.9177535974205706, 'gamma': 2.301028671973441, 'reg_alpha': 0.5717439952639075, 'reg_lambda': 1.59691305680819}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:51,538] Trial 106 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 87, 'learning_rate': 0.2997409736196162, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7895312971839028, 'colsample_bytree': 0.9607353187936876, 'gamma': 0.3719992903891947, 'reg_alpha': 0.7830993163982264, 'reg_lambda': 1.4997634787477248}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:51,722] Trial 107 finished with value: 0.738095238095238 and parameters: {'n_estimators': 74, 'learning_rate': 0.26936269392517137, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8841442985177749, 'colsample_bytree': 0.9737270021423551, 'gamma': 0.21037813621655105, 'reg_alpha': 0.7395504609555664, 'reg_lambda': 1.2359847732226172}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:51,993] Trial 108 finished with value: 0.5 and parameters: {'n_estimators': 103, 'learning_rate': 0.21913452619817866, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8545538749182445, 'colsample_bytree': 0.9457493801398501, 'gamma': 0.7553332960249934, 'reg_alpha': 0.7061652334060126, 'reg_lambda': 0.7388093917977033}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:52,187] Trial 109 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.24578703833132268, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8689969756474308, 'colsample_bytree': 0.8989109717235053, 'gamma': 0.005319614984897872, 'reg_alpha': 0.6130850565811605, 'reg_lambda': 1.374962492662893}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:52,373] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 69, 'learning_rate': 0.20286367029416558, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8992133138475751, 'colsample_bytree': 0.6092201064095824, 'gamma': 0.511806838748278, 'reg_alpha': 0.6515226277695833, 'reg_lambda': 1.734017030137581}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:52,597] Trial 111 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 116, 'learning_rate': 0.26468153315894316, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9297813534472663, 'colsample_bytree': 0.9448445845342429, 'gamma': 0.2296967108546039, 'reg_alpha': 0.5849695327628723, 'reg_lambda': 1.5317653784331557}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:52,786] Trial 112 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 44, 'learning_rate': 0.17031167344723352, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9059550786599294, 'colsample_bytree': 0.9289456304283599, 'gamma': 0.35787829601775106, 'reg_alpha': 0.6203401702973381, 'reg_lambda': 1.5011661320088996}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:53,071] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.23698405913247, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9503583729314204, 'colsample_bytree': 0.9355109722240129, 'gamma': 0.17335892143916737, 'reg_alpha': 0.6770639879336129, 'reg_lambda': 1.6328386493149507}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:53,394] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.22141685374236858, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8901591207495753, 'colsample_bytree': 0.9662866437170164, 'gamma': 0.28396526294636637, 'reg_alpha': 0.5167914180181176, 'reg_lambda': 1.4430438875038605}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:53,583] Trial 115 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.27784379370320655, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9165727550771768, 'colsample_bytree': 0.9524114003992744, 'gamma': 3.1912151277229377, 'reg_alpha': 0.636934716211371, 'reg_lambda': 1.3706550504988697}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:53,893] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 96, 'learning_rate': 0.1798063275508401, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8401445827987802, 'colsample_bytree': 0.9801202543634324, 'gamma': 0.08219053495751188, 'reg_alpha': 0.5576816601527765, 'reg_lambda': 1.6765332140172173}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:54,091] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.15407467743063152, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.93581685389166, 'colsample_bytree': 0.9194793031929475, 'gamma': 0.43426855268844283, 'reg_alpha': 0.5985174488256304, 'reg_lambda': 1.5713080314287005}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:54,272] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.19886239493716462, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9230354766306539, 'colsample_bytree': 0.9568157127635211, 'gamma': 0.8231303644589321, 'reg_alpha': 0.818356042141936, 'reg_lambda': 1.9791950941320464}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:54,660] Trial 119 finished with value: 0.761904761904762 and parameters: {'n_estimators': 220, 'learning_rate': 0.25347344036599606, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9053660375803437, 'colsample_bytree': 0.9943022163283164, 'gamma': 0.5377341454809279, 'reg_alpha': 0.4472053788748806, 'reg_lambda': 2.073498830217401}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:54,943] Trial 120 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.25729035295209074, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9631190262859484, 'colsample_bytree': 0.9934843534265614, 'gamma': 0.6939208441585398, 'reg_alpha': 0.44207638647253883, 'reg_lambda': 2.083123749840514}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:55,233] Trial 121 finished with value: 0.755952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.2436437513777731, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9045246373387953, 'colsample_bytree': 0.9840251947532824, 'gamma': 0.5305999470553711, 'reg_alpha': 0.4080517774521424, 'reg_lambda': 1.4851983204291648}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:55,646] Trial 122 finished with value: 0.738095238095238 and parameters: {'n_estimators': 245, 'learning_rate': 0.24361874572348496, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.894270388019264, 'colsample_bytree': 0.984682555404473, 'gamma': 2.7157737999885803, 'reg_alpha': 0.3911909283964614, 'reg_lambda': 2.1244900482850086}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:55,903] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 62, 'learning_rate': 0.28392527141890334, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9025298832540188, 'colsample_bytree': 0.971843501182468, 'gamma': 1.0040980701132656, 'reg_alpha': 0.35173888075330556, 'reg_lambda': 2.266152034947888}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:56,265] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 240, 'learning_rate': 0.21878180583163898, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8773467695781206, 'colsample_bytree': 0.9948680869706977, 'gamma': 0.5272193593508552, 'reg_alpha': 0.44418298081395985, 'reg_lambda': 1.809618090674963}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:56,548] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.2584941226135083, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9145948674424643, 'colsample_bytree': 0.9832632500758745, 'gamma': 0.3799774673278382, 'reg_alpha': 0.42194852962447893, 'reg_lambda': 2.2010826273589936}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:56,841] Trial 126 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 100, 'learning_rate': 0.29888026369018367, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9279906122214432, 'colsample_bytree': 0.9642976862308872, 'gamma': 0.5630059464858889, 'reg_alpha': 0.40554418550357535, 'reg_lambda': 2.9447176549182825}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:57,057] Trial 127 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 108, 'learning_rate': 0.234940711934302, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8880858635429592, 'colsample_bytree': 0.9756828156992052, 'gamma': 0.16491925532754986, 'reg_alpha': 0.4793415178932813, 'reg_lambda': 1.8490867758255232}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:57,388] Trial 128 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.2736128714898688, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9421586178242285, 'colsample_bytree': 0.9989214041141194, 'gamma': 0.01789594528012997, 'reg_alpha': 0.32981434893686695, 'reg_lambda': 2.061895402543831}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:57,764] Trial 129 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 246, 'learning_rate': 0.21220938477549878, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6598362419504176, 'colsample_bytree': 0.988835115842093, 'gamma': 0.8796945495456207, 'reg_alpha': 0.750537527833053, 'reg_lambda': 2.3060964824237793}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:57,978] Trial 130 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 81, 'learning_rate': 0.25767805791118864, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9207641018041783, 'colsample_bytree': 0.9687618942342316, 'gamma': 0.44149836044276863, 'reg_alpha': 0.7149176929597744, 'reg_lambda': 1.0720064455300435}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:58,212] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.19005656262396253, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9080129716716869, 'colsample_bytree': 0.946414015703659, 'gamma': 0.31913101839333324, 'reg_alpha': 0.6888610330637764, 'reg_lambda': 1.4835895546413582}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:58,627] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 221, 'learning_rate': 0.2315907200419122, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8981477965167607, 'colsample_bytree': 0.9525258575604381, 'gamma': 0.2543509127183001, 'reg_alpha': 0.4998454922903916, 'reg_lambda': 1.4118875696455737}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:58,935] Trial 133 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 214, 'learning_rate': 0.2021810453839614, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7585901743505179, 'colsample_bytree': 0.9354624924030839, 'gamma': 0.15664465015174917, 'reg_alpha': 0.6559590799845717, 'reg_lambda': 1.5190236168320679}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:59,276] Trial 134 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 203, 'learning_rate': 0.2490620428314179, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.911242687355095, 'colsample_bytree': 0.7412116507189517, 'gamma': 4.955601214558765, 'reg_alpha': 0.4599746018381928, 'reg_lambda': 1.6327979990147146}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:59,433] Trial 135 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 27, 'learning_rate': 0.2187812779893341, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9166772642455998, 'colsample_bytree': 0.9614252383435384, 'gamma': 0.06716832819356838, 'reg_alpha': 0.373645937682451, 'reg_lambda': 1.282668175116058}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:59,821] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.28128429557585816, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9052458406978998, 'colsample_bytree': 0.9284097754243331, 'gamma': 0.6129817941931079, 'reg_alpha': 0.6750848495199165, 'reg_lambda': 1.4753423632409428}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:00,135] Trial 137 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.02913203406737171, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9283430665467686, 'colsample_bytree': 0.9087570695703225, 'gamma': 0.2637034772320658, 'reg_alpha': 0.5325747147675235, 'reg_lambda': 2.1671242608433468}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:00,475] Trial 138 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.17363825994787105, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8909708031380126, 'colsample_bytree': 0.9435974856264587, 'gamma': 0.6898227948800679, 'reg_alpha': 0.7384481148481531, 'reg_lambda': 1.5700850211538697}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:00,765] Trial 139 finished with value: 0.738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.24535487385149465, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9339896790633165, 'colsample_bytree': 0.980778153203441, 'gamma': 0.48643718579656564, 'reg_alpha': 0.41143206527457926, 'reg_lambda': 2.4005440460540526}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:01,104] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.20605226030518736, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8839819871843988, 'colsample_bytree': 0.9575625218618445, 'gamma': 0.0031022184186170476, 'reg_alpha': 0.69640901208765, 'reg_lambda': 1.950757640107692}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:01,538] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.18771774043143843, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9090868268032659, 'colsample_bytree': 0.9912416259201562, 'gamma': 0.3211661962336504, 'reg_alpha': 0.7232381643477722, 'reg_lambda': 1.4482140677977737}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:01,857] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.22717730940400907, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8991730239658335, 'colsample_bytree': 0.9875361899063717, 'gamma': 0.25382318961065997, 'reg_alpha': 0.7588477485492751, 'reg_lambda': 1.3281783986942046}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:02,260] Trial 143 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 225, 'learning_rate': 0.19361524490646376, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9159816456743372, 'colsample_bytree': 0.9762771541693201, 'gamma': 0.1416753014754079, 'reg_alpha': 0.7857722181343326, 'reg_lambda': 1.4580403642771196}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:02,542] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.1428576022956235, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8731224204270698, 'colsample_bytree': 0.9998357521084641, 'gamma': 0.36377948515449493, 'reg_alpha': 0.6688716191798515, 'reg_lambda': 1.5287634393754783}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:02,910] Trial 145 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 243, 'learning_rate': 0.26991723302594567, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9252635741061673, 'colsample_bytree': 0.9675516689291629, 'gamma': 0.22219261384165806, 'reg_alpha': 0.6256331334786717, 'reg_lambda': 1.6469761449700224}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:03,175] Trial 146 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 217, 'learning_rate': 0.16629417818032183, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9502646082580213, 'colsample_bytree': 0.9493646008957324, 'gamma': 0.46661071197445814, 'reg_alpha': 0.7240095091283728, 'reg_lambda': 1.7286200461198278}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:03,571] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 229, 'learning_rate': 0.11618314048908747, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6061986809908136, 'colsample_bytree': 0.9380103777919622, 'gamma': 0.08524828814003794, 'reg_alpha': 0.6940669859566487, 'reg_lambda': 1.4181488112532303}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:03,773] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 84, 'learning_rate': 0.23642781353883746, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9050583317065473, 'colsample_bytree': 0.654923871228631, 'gamma': 0.325301684528098, 'reg_alpha': 0.6498171058380441, 'reg_lambda': 1.2361693472557593}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:04,037] Trial 149 finished with value: 0.738095238095238 and parameters: {'n_estimators': 222, 'learning_rate': 0.2994933916019086, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9120404439982736, 'colsample_bytree': 0.922210337449831, 'gamma': 0.5848310755512367, 'reg_alpha': 0.4220622500824811, 'reg_lambda': 1.355878773190875}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:04,355] Trial 150 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 77, 'learning_rate': 0.21275405044290566, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8938318075605299, 'colsample_bytree': 0.974355918756317, 'gamma': 4.668228864349749, 'reg_alpha': 0.3922092800972148, 'reg_lambda': 1.587335649951297}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:04,678] Trial 151 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 220, 'learning_rate': 0.2296744555040807, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8990672155431643, 'colsample_bytree': 0.9527035784335115, 'gamma': 3.772412784374829, 'reg_alpha': 0.4844005398704354, 'reg_lambda': 1.392386502555906}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:05,033] Trial 152 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 207, 'learning_rate': 0.25201214591276944, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.922053735326721, 'colsample_bytree': 0.9578648238062041, 'gamma': 0.20502313937200178, 'reg_alpha': 0.5487789099108217, 'reg_lambda': 1.4085840544879962}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:05,306] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.18249965223636122, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8981347160825389, 'colsample_bytree': 0.9470912368279331, 'gamma': 0.24051421296241177, 'reg_alpha': 0.5170360471731819, 'reg_lambda': 1.480778045317943}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:05,739] Trial 154 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 237, 'learning_rate': 0.26433117326261174, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9370165951198883, 'colsample_bytree': 0.9871562430094257, 'gamma': 0.09928127805261941, 'reg_alpha': 0.45446477850942935, 'reg_lambda': 1.565546385625285}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:05,930] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.23758256244922835, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8859565674814549, 'colsample_bytree': 0.814168005536103, 'gamma': 0.4131183712111795, 'reg_alpha': 0.5014727350521165, 'reg_lambda': 2.0098496554264824}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:06,281] Trial 156 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 199, 'learning_rate': 0.2019243708782142, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7125318503859722, 'colsample_bytree': 0.931562050728018, 'gamma': 0.2779153176294432, 'reg_alpha': 0.49218457828921625, 'reg_lambda': 2.6563888665616386}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:06,550] Trial 157 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 224, 'learning_rate': 0.2813015536445699, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9076565203135034, 'colsample_bytree': 0.9655254761395143, 'gamma': 0.7325230520601741, 'reg_alpha': 0.5775840514967233, 'reg_lambda': 1.909656559924893}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:07,114] Trial 158 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 246, 'learning_rate': 0.28147152999324165, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9111151874389614, 'colsample_bytree': 0.9670526796271466, 'gamma': 1.022353677016943, 'reg_alpha': 0.6019166530638453, 'reg_lambda': 1.7789352185788874}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:07,436] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 248, 'learning_rate': 0.2823554439789805, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9199900607169457, 'colsample_bytree': 0.9664029199937152, 'gamma': 1.1781471528415715, 'reg_alpha': 0.5917772117913739, 'reg_lambda': 1.7741014800710442}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:07,763] Trial 160 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.2720332995992506, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9320448585859852, 'colsample_bytree': 0.9801843590292103, 'gamma': 1.074964183215336, 'reg_alpha': 0.5798567492966821, 'reg_lambda': 1.8476426576246026}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:08,044] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.29993019193087206, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9080890362422095, 'colsample_bytree': 0.9715182424303109, 'gamma': 0.7509811662924192, 'reg_alpha': 0.6102482745771565, 'reg_lambda': 1.899380867815904}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:08,460] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 245, 'learning_rate': 0.2986347721559023, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9055776699833504, 'colsample_bytree': 0.9621409842452943, 'gamma': 0.7921242159938929, 'reg_alpha': 0.6044145162735052, 'reg_lambda': 1.9176187050072162}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:08,769] Trial 163 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.29807477282181116, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9025569450676119, 'colsample_bytree': 0.9699979984696877, 'gamma': 0.9458447532924071, 'reg_alpha': 0.6212790538098477, 'reg_lambda': 1.9446397068157193}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:09,143] Trial 164 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.2973457265350815, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9116025403682495, 'colsample_bytree': 0.9710067291293527, 'gamma': 0.9300172340124976, 'reg_alpha': 0.6208247854275034, 'reg_lambda': 1.9080125378221577}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:09,438] Trial 165 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 244, 'learning_rate': 0.29991664393534845, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9151583775692907, 'colsample_bytree': 0.9694619652380602, 'gamma': 0.9251442957823933, 'reg_alpha': 0.6145078309025361, 'reg_lambda': 1.9160259179315275}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:09,848] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.29284455845927426, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9044373383119566, 'colsample_bytree': 0.9704631126478164, 'gamma': 0.9598155532267, 'reg_alpha': 0.6330031135067282, 'reg_lambda': 1.8957389970909344}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:10,158] Trial 167 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 240, 'learning_rate': 0.2991840598200018, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.888190434402709, 'colsample_bytree': 0.9810588022856737, 'gamma': 1.2678869467132572, 'reg_alpha': 0.6181519430589411, 'reg_lambda': 1.9505449665751824}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:10,523] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.25784878489570956, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9116524002725772, 'colsample_bytree': 0.9725408277012472, 'gamma': 0.8159910479869144, 'reg_alpha': 0.6103242972279785, 'reg_lambda': 1.8746178552735293}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:10,796] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 245, 'learning_rate': 0.2799719231246857, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8798253471043391, 'colsample_bytree': 0.9628646225063731, 'gamma': 1.1000122967461492, 'reg_alpha': 0.5727648058685183, 'reg_lambda': 1.7858586626959632}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:11,060] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.264864485448231, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9172342740568173, 'colsample_bytree': 0.9848050328615973, 'gamma': 0.8999158307892927, 'reg_alpha': 0.6404626936072839, 'reg_lambda': 1.9211629151693743}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:11,475] Trial 171 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.2984078437990677, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8953524096795367, 'colsample_bytree': 0.993296126310829, 'gamma': 0.7318119245472459, 'reg_alpha': 0.5616724410466074, 'reg_lambda': 1.8286138447132918}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:11,760] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.2551925513717555, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9242226255853, 'colsample_bytree': 0.9656013040988463, 'gamma': 0.9939380013171317, 'reg_alpha': 0.592547664409642, 'reg_lambda': 1.9064543618205152}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:12,134] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 156, 'learning_rate': 0.27774445803218495, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9053351006937599, 'colsample_bytree': 0.9719433866986738, 'gamma': 0.7906708033202003, 'reg_alpha': 0.653393243559179, 'reg_lambda': 1.9752406051244893}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:12,433] Trial 174 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 241, 'learning_rate': 0.25275319502594124, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9076002763513643, 'colsample_bytree': 0.9798499566469779, 'gamma': 1.376537543213916, 'reg_alpha': 0.6171308180102333, 'reg_lambda': 2.0557316091043867}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:12,876] Trial 175 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 250, 'learning_rate': 0.24392134271995536, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9192957824779917, 'colsample_bytree': 0.9593341800356336, 'gamma': 0.8951543931670684, 'reg_alpha': 0.6660785566914219, 'reg_lambda': 1.749665833495365}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:13,198] Trial 176 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 236, 'learning_rate': 0.27939600548952603, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8958527619598954, 'colsample_bytree': 0.9398221069101199, 'gamma': 0.669868025124182, 'reg_alpha': 0.6029140831613963, 'reg_lambda': 1.8646835929421988}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:13,649] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.2644814685595411, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8160920619794549, 'colsample_bytree': 0.9928534479129519, 'gamma': 0.7400227193574722, 'reg_alpha': 0.6351283734542164, 'reg_lambda': 1.709687249196651}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:13,890] Trial 178 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 231, 'learning_rate': 0.2968540936086842, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9142791577899071, 'colsample_bytree': 0.9768332306300391, 'gamma': 0.9643653392407411, 'reg_alpha': 0.5760711845595745, 'reg_lambda': 1.976037105781788}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:14,215] Trial 179 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 246, 'learning_rate': 0.24049239483913137, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9438694252182042, 'colsample_bytree': 0.9627684810906089, 'gamma': 1.1565354465211375, 'reg_alpha': 0.5301828929862057, 'reg_lambda': 1.7814071279884582}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:14,526] Trial 180 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 237, 'learning_rate': 0.2249467501223142, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9294764303425412, 'colsample_bytree': 0.9545835647900087, 'gamma': 1.0526068092257492, 'reg_alpha': 0.6856582346352905, 'reg_lambda': 1.9066321313897134}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:14,788] Trial 181 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.22377009158025582, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9249118851493772, 'colsample_bytree': 0.9553874387228533, 'gamma': 1.0732663146524937, 'reg_alpha': 0.688403842400108, 'reg_lambda': 1.9227673859454755}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:15,092] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.2754335869745048, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.904008585882054, 'colsample_bytree': 0.9996089372742127, 'gamma': 0.8454687436261492, 'reg_alpha': 0.6674409920131056, 'reg_lambda': 2.019234932579703}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:15,387] Trial 183 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 241, 'learning_rate': 0.2762703065713678, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9031388835290212, 'colsample_bytree': 0.9980465038366015, 'gamma': 0.8211486628792642, 'reg_alpha': 0.6734922078383474, 'reg_lambda': 2.0221255069235253}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:15,888] Trial 184 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 242, 'learning_rate': 0.015980894826001884, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9024999448675572, 'colsample_bytree': 0.9960218038905813, 'gamma': 0.824416858022914, 'reg_alpha': 0.673912333884222, 'reg_lambda': 2.016918028494713}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:16,187] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.26889892692392653, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8949424876040017, 'colsample_bytree': 0.9986355970909164, 'gamma': 0.8805515489763004, 'reg_alpha': 0.6563223248471689, 'reg_lambda': 2.098270057243841}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:16,624] Trial 186 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.29981057331559824, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8894251627931827, 'colsample_bytree': 0.9871354109000321, 'gamma': 0.987424922360698, 'reg_alpha': 0.711196013886575, 'reg_lambda': 1.9763086290464327}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:16,911] Trial 187 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 247, 'learning_rate': 0.2782767133361326, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9121797398138616, 'colsample_bytree': 0.9860463262366569, 'gamma': 1.0387895891469816, 'reg_alpha': 0.682559539569544, 'reg_lambda': 2.0407791157088675}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:17,196] Trial 188 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.2501227008705654, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9054495639634349, 'colsample_bytree': 0.9760166385472773, 'gamma': 0.7542203002101401, 'reg_alpha': 0.6374606511384121, 'reg_lambda': 1.8403006529459307}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:17,534] Trial 189 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.2544419450150578, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9023987759878938, 'colsample_bytree': 0.9746585016018283, 'gamma': 0.7443338978474501, 'reg_alpha': 0.6401725860524718, 'reg_lambda': 1.826154032526709}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:17,828] Trial 190 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.26332422296129304, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8836987868897667, 'colsample_bytree': 0.9720228524803257, 'gamma': 0.7586912918425546, 'reg_alpha': 0.6386865316327198, 'reg_lambda': 1.8458374081770421}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:18,186] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.24671841351046658, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.902578170525415, 'colsample_bytree': 0.9811429870422458, 'gamma': 0.9000021690284215, 'reg_alpha': 0.6229144202106179, 'reg_lambda': 1.912809007000911}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:18,494] Trial 192 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 242, 'learning_rate': 0.2789767113013115, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9104127369701179, 'colsample_bytree': 0.9999689262444524, 'gamma': 0.6920818111089867, 'reg_alpha': 0.6615111649410905, 'reg_lambda': 1.8195654380012574}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:18,897] Trial 193 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.2834752368433887, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9117709700627322, 'colsample_bytree': 0.9894786331893863, 'gamma': 0.8117242380321994, 'reg_alpha': 0.6643124358043038, 'reg_lambda': 1.8175463672732226}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:19,177] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.2598976339027549, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8919279916037697, 'colsample_bytree': 0.9679568545613312, 'gamma': 0.6690573945020536, 'reg_alpha': 0.6976799786717429, 'reg_lambda': 1.8721107319686419}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:19,587] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 233, 'learning_rate': 0.2856904649044721, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9221791312843409, 'colsample_bytree': 0.998154701240631, 'gamma': 0.7337040953748682, 'reg_alpha': 0.6498885777006655, 'reg_lambda': 1.9284460919108217}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:19,863] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 237, 'learning_rate': 0.29893746399887866, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9138707611207915, 'colsample_bytree': 0.9768741539987655, 'gamma': 1.2146211238314404, 'reg_alpha': 0.6120079449883281, 'reg_lambda': 1.9982713892607507}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:20,133] Trial 197 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.2637465427858809, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8995191087762687, 'colsample_bytree': 0.9999352123029985, 'gamma': 0.9370221673531098, 'reg_alpha': 0.6367216438046389, 'reg_lambda': 1.805955009141002}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:20,504] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.2775341841292199, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.929452506647933, 'colsample_bytree': 0.9641841210760145, 'gamma': 0.8418672653536918, 'reg_alpha': 0.6759589946693746, 'reg_lambda': 1.8734905309266745}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:20,783] Trial 199 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 234, 'learning_rate': 0.24793848584265898, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9048055795998659, 'colsample_bytree': 0.9753480559736377, 'gamma': 0.6212143971663848, 'reg_alpha': 0.5940956000346461, 'reg_lambda': 1.9628211584816786}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:20,788] A new study created in memory with name: no-name-178878c4-ff72-43fb-8bf7-d204c2260a08
[I 2025-11-03 20:18:21,206] Trial 0 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 248, 'learning_rate': 0.01898093252482451, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6155146688923515, 'colsample_bytree': 0.685538120702048, 'gamma': 0.8767191213633801, 'reg_alpha': 0.8690158729493083, 'reg_lambda': 2.301108838511265}. Best is trial 0 with value: 0.7142857142857142.
[I 2025-11-03 20:18:21,409] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.06401460412037474, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.7153986355742493, 'colsample_bytree': 0.7136425646612009, 'gamma': 3.7499106299969203, 'reg_alpha': 0.7452683637539065, 'reg_lambda': 2.12302574730998}. Best is trial 0 with value: 0.7142857142857142.
[I 2025-11-03 20:18:21,691] Trial 2 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 60, 'learning_rate': 0.04883015491128843, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8927324372570735, 'colsample_bytree': 0.9137498008810749, 'gamma': 2.6751322472863377, 'reg_alpha': 0.821810624002359, 'reg_lambda': 1.384479848956972}. Best is trial 0 with value: 0.7142857142857142.
[I 2025-11-03 20:18:21,995] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.11554295944937905, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.7768426103548288, 'colsample_bytree': 0.7708703165652934, 'gamma': 0.4005167156395223, 'reg_alpha': 0.5247828967755072, 'reg_lambda': 1.2637743941129034}. Best is trial 0 with value: 0.7142857142857142.
[I 2025-11-03 20:18:22,307] Trial 4 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 108, 'learning_rate': 0.0295796648191225, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.855775814441659, 'colsample_bytree': 0.7221061738723751, 'gamma': 3.7337329913382336, 'reg_alpha': 0.8794844358505889, 'reg_lambda': 2.802064241434028}. Best is trial 0 with value: 0.7142857142857142.
[I 2025-11-03 20:18:22,545] Trial 5 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 121, 'learning_rate': 0.01670356148545955, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9067060302593688, 'colsample_bytree': 0.8405502644982922, 'gamma': 2.977299837833165, 'reg_alpha': 0.46420545458316564, 'reg_lambda': 1.1454985537101001}. Best is trial 5 with value: 0.7142857142857143.
[I 2025-11-03 20:18:22,734] Trial 6 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 86, 'learning_rate': 0.1600091574057119, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.888794972656898, 'colsample_bytree': 0.8109011079764331, 'gamma': 2.658763931061268, 'reg_alpha': 0.3694331411665537, 'reg_lambda': 0.8344543055076563}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:23,001] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.09010374799884582, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.911056572292928, 'colsample_bytree': 0.645990928239625, 'gamma': 3.6154097755706793, 'reg_alpha': 0.36023603192954723, 'reg_lambda': 1.661894690326812}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:23,284] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 161, 'learning_rate': 0.01934980453899329, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6539382655570684, 'colsample_bytree': 0.7380659272163564, 'gamma': 0.801609648393159, 'reg_alpha': 0.6586570060859335, 'reg_lambda': 0.837039916739704}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:23,605] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.14604823108263984, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.9600553319794713, 'colsample_bytree': 0.6607908960372443, 'gamma': 2.152238718342494, 'reg_alpha': 0.9265712457993573, 'reg_lambda': 1.3719821919387518}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:23,701] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 28, 'learning_rate': 0.2964433910177665, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7911097353531763, 'colsample_bytree': 0.998979179609906, 'gamma': 4.622140442844487, 'reg_alpha': 0.09399846795048583, 'reg_lambda': 0.5361211926484746}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:23,944] Trial 11 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 78, 'learning_rate': 0.278297376825198, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9731900380632467, 'colsample_bytree': 0.8495782360459492, 'gamma': 2.1672337460917586, 'reg_alpha': 0.27621675166962295, 'reg_lambda': 0.8934259001358108}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:24,233] Trial 12 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 133, 'learning_rate': 0.01326327193790248, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8599687351509286, 'colsample_bytree': 0.8400201616362544, 'gamma': 2.86707453118158, 'reg_alpha': 0.3948000344063581, 'reg_lambda': 0.8973160105131812}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:24,434] Trial 13 finished with value: 0.6011904761904762 and parameters: {'n_estimators': 43, 'learning_rate': 0.010236123420666519, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9219157559143155, 'colsample_bytree': 0.9023406546868912, 'gamma': 1.3548936634994484, 'reg_alpha': 0.1603272837342344, 'reg_lambda': 0.5642915985500888}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:24,689] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.036938614873694695, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.8334685417045234, 'colsample_bytree': 0.8071156850203852, 'gamma': 3.1044253610176464, 'reg_alpha': 0.5614631713792937, 'reg_lambda': 1.0791909519683651}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:24,966] Trial 15 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 222, 'learning_rate': 0.15428088705916104, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7462525365318783, 'colsample_bytree': 0.8975597788535256, 'gamma': 1.7152726936147253, 'reg_alpha': 0.22974120238748513, 'reg_lambda': 1.8010085119300596}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:25,223] Trial 16 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 71, 'learning_rate': 0.07502401264911113, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9417062701537504, 'colsample_bytree': 0.9576152749186535, 'gamma': 4.843536044257124, 'reg_alpha': 0.42914695295019384, 'reg_lambda': 1.6600621037903314}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:25,448] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 153, 'learning_rate': 0.18327518329637005, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9913312056805123, 'colsample_bytree': 0.6077264255637727, 'gamma': 4.2195626827052175, 'reg_alpha': 0.6009384794456, 'reg_lambda': 1.155010062966607}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:25,767] Trial 18 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.02395517855824889, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8831001998437834, 'colsample_bytree': 0.7910410248165137, 'gamma': 2.153892012774777, 'reg_alpha': 0.2999863696057544, 'reg_lambda': 0.725583326686132}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:25,956] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 88, 'learning_rate': 0.0315248931884935, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8287295578963567, 'colsample_bytree': 0.7801404122024197, 'gamma': 1.8577697470777033, 'reg_alpha': 0.28726661835975087, 'reg_lambda': 0.7102962516202171}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:26,191] Trial 20 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.045345464812823526, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8793647391437126, 'colsample_bytree': 0.766455869092361, 'gamma': 1.326746908704877, 'reg_alpha': 0.021518031450909136, 'reg_lambda': 2.5323792698706553}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:26,441] Trial 21 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 55, 'learning_rate': 0.04428552340444245, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8766384221434499, 'colsample_bytree': 0.758883096430734, 'gamma': 1.2921079922047554, 'reg_alpha': 0.04224993788272663, 'reg_lambda': 2.7552237655165595}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:26,610] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.030352888415349995, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8230293486705128, 'colsample_bytree': 0.8160043282357832, 'gamma': 2.079720142457032, 'reg_alpha': 0.007061356602616864, 'reg_lambda': 2.4538643152040276}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:26,704] Trial 23 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 28, 'learning_rate': 0.025195282890198338, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8239486898961117, 'colsample_bytree': 0.8555065798714914, 'gamma': 1.4095039321967626, 'reg_alpha': 0.02873597952794049, 'reg_lambda': 2.483970615232372}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:26,903] Trial 24 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.024576376207499553, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7603028982667814, 'colsample_bytree': 0.8058613138948917, 'gamma': 0.054763312526338925, 'reg_alpha': 0.15915217327424108, 'reg_lambda': 2.9936593370841775}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:27,055] Trial 25 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 45, 'learning_rate': 0.041408354738219154, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7186358939979857, 'colsample_bytree': 0.7459686267800654, 'gamma': 2.1909732537390334, 'reg_alpha': 0.00996663564581135, 'reg_lambda': 2.0133454767192105}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:27,298] Trial 26 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 63, 'learning_rate': 0.05721356363463707, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8203928615353414, 'colsample_bytree': 0.8737453730324138, 'gamma': 0.9784938300097364, 'reg_alpha': 0.14901073117663807, 'reg_lambda': 2.572100949836784}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:27,530] Trial 27 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 107, 'learning_rate': 0.05291746613540034, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8577722061607823, 'colsample_bytree': 0.9267338751802326, 'gamma': 1.0426717440784488, 'reg_alpha': 0.19469079057690938, 'reg_lambda': 2.5778788865450117}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:27,765] Trial 28 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.08399896782290589, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9359595565332849, 'colsample_bytree': 0.8680485935220397, 'gamma': 0.51877015219488, 'reg_alpha': 0.0842146544765975, 'reg_lambda': 2.23132454327853}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:28,107] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 245, 'learning_rate': 0.058666275675735194, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6244789619154683, 'colsample_bytree': 0.7014300112185411, 'gamma': 0.9038489463262978, 'reg_alpha': 0.11395916670283238, 'reg_lambda': 1.9727756102163845}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:28,417] Trial 30 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 157, 'learning_rate': 0.0198007407803642, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7928507660989097, 'colsample_bytree': 0.7831450223855395, 'gamma': 1.638996312586934, 'reg_alpha': 0.291972420985001, 'reg_lambda': 2.316379031660893}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:28,590] Trial 31 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 44, 'learning_rate': 0.036297401604603284, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8103730030762213, 'colsample_bytree': 0.8719273235151224, 'gamma': 1.9584657610425675, 'reg_alpha': 0.12163104731228261, 'reg_lambda': 2.498809469081392}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:28,702] Trial 32 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.02495741100242375, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8561117388550175, 'colsample_bytree': 0.8167807166657985, 'gamma': 2.350907748926945, 'reg_alpha': 0.2260525572275578, 'reg_lambda': 2.678466893025223}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:28,897] Trial 33 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 55, 'learning_rate': 0.0650039958445115, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8373293344884195, 'colsample_bytree': 0.8288418504218277, 'gamma': 1.151434466470892, 'reg_alpha': 0.0004597909799991494, 'reg_lambda': 2.3319550978891415}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:29,081] Trial 34 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 59, 'learning_rate': 0.07027134532623411, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8717708900577352, 'colsample_bytree': 0.7904900195325063, 'gamma': 0.5594477088370359, 'reg_alpha': 0.07196504565438461, 'reg_lambda': 2.9698659261387954}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:29,440] Trial 35 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 77, 'learning_rate': 0.101850004421173, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7699440873857004, 'colsample_bytree': 0.9373365800104853, 'gamma': 1.1439099672691924, 'reg_alpha': 0.14561093277886228, 'reg_lambda': 2.3319773073482484}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:29,662] Trial 36 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 124, 'learning_rate': 0.05651629662592211, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8915406371716088, 'colsample_bytree': 0.8796055395281659, 'gamma': 0.03500209116307307, 'reg_alpha': 0.20880609712579834, 'reg_lambda': 2.1694645213757404}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:29,896] Trial 37 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 58, 'learning_rate': 0.049673494315759584, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8463824842311595, 'colsample_bytree': 0.8329460440058494, 'gamma': 1.5441384082088434, 'reg_alpha': 0.3012932146575634, 'reg_lambda': 2.839740181421564}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:30,128] Trial 38 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 116, 'learning_rate': 0.06779669282552496, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7329147559744535, 'colsample_bytree': 0.7367702395605129, 'gamma': 0.7278319746917278, 'reg_alpha': 0.06346791919143219, 'reg_lambda': 1.9402753258166971}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:30,434] Trial 39 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 87, 'learning_rate': 0.10358091040826865, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9026129140831379, 'colsample_bytree': 0.768707252579599, 'gamma': 0.2692371805717545, 'reg_alpha': 0.0003259480525446279, 'reg_lambda': 2.398888067534656}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:30,668] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.12078462530618277, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8067738503149046, 'colsample_bytree': 0.6875084453297617, 'gamma': 2.4993543260295095, 'reg_alpha': 0.1801296763504823, 'reg_lambda': 1.5195136278750936}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:30,884] Trial 41 finished with value: 0.699404761904762 and parameters: {'n_estimators': 31, 'learning_rate': 0.030727740841716224, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.833756421146254, 'colsample_bytree': 0.8238501943386978, 'gamma': 3.374271742179525, 'reg_alpha': 0.005280008117118022, 'reg_lambda': 2.6026323811084473}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:30,976] Trial 42 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.04083531336183482, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6764492636085879, 'colsample_bytree': 0.7937026395229453, 'gamma': 1.886851759344691, 'reg_alpha': 0.06995492314239245, 'reg_lambda': 2.1295856680404386}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:31,244] Trial 43 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 55, 'learning_rate': 0.016380646475718567, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7856519096809782, 'colsample_bytree': 0.7559960332100328, 'gamma': 1.2529139206711009, 'reg_alpha': 0.12303587426722301, 'reg_lambda': 2.4626586938190633}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:31,524] Trial 44 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 203, 'learning_rate': 0.03342781832027128, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8773480710520694, 'colsample_bytree': 0.8886388268984472, 'gamma': 0.9980935352600231, 'reg_alpha': 0.34262385320400635, 'reg_lambda': 2.8249624529117314}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:31,710] Trial 45 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 68, 'learning_rate': 0.021290660337042293, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8135871397073167, 'colsample_bytree': 0.7224048230347417, 'gamma': 2.7033243196588366, 'reg_alpha': 0.06676577055851896, 'reg_lambda': 2.659357525620642}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:31,899] Trial 46 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 34, 'learning_rate': 0.04608979411626548, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9201798136018808, 'colsample_bytree': 0.8491324075328246, 'gamma': 1.702228329820103, 'reg_alpha': 0.697468512628558, 'reg_lambda': 2.3729987680674673}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:32,146] Trial 47 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.02731390827386409, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.842919088310578, 'colsample_bytree': 0.8175794403332456, 'gamma': 0.7297426712644665, 'reg_alpha': 0.2550385217159654, 'reg_lambda': 2.225229574025356}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:32,405] Trial 48 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 98, 'learning_rate': 0.05903055177858604, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8911501292212377, 'colsample_bytree': 0.833559108114851, 'gamma': 2.1000254845894313, 'reg_alpha': 0.4688710967260376, 'reg_lambda': 2.0827231453155073}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:32,621] Trial 49 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 139, 'learning_rate': 0.015168033571033874, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8655611424107649, 'colsample_bytree': 0.7711434922970308, 'gamma': 1.480267652662584, 'reg_alpha': 0.12611967866276466, 'reg_lambda': 1.858518351687606}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:32,879] Trial 50 finished with value: 0.761904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.08114062156511086, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9593160442117685, 'colsample_bytree': 0.8582760112389882, 'gamma': 2.384187802685945, 'reg_alpha': 0.032549832675795, 'reg_lambda': 2.550864468412332}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:33,053] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.07969184914844264, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9601400919794418, 'colsample_bytree': 0.8634299937995039, 'gamma': 2.320097895237775, 'reg_alpha': 0.043328676815404255, 'reg_lambda': 2.5634522717348274}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:33,282] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.07895229335136322, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9650009042327928, 'colsample_bytree': 0.8603562325114047, 'gamma': 2.5271560405000972, 'reg_alpha': 0.04311715609659543, 'reg_lambda': 2.7350179047512864}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:33,508] Trial 53 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.09270484986911477, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9978224978869653, 'colsample_bytree': 0.8995851154245205, 'gamma': 3.3830004377041565, 'reg_alpha': 0.8428008242176792, 'reg_lambda': 2.6075034066407015}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:33,725] Trial 54 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 84, 'learning_rate': 0.12926780110508151, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9476993120511743, 'colsample_bytree': 0.912035966679216, 'gamma': 2.9062526934004205, 'reg_alpha': 0.1035461709841804, 'reg_lambda': 2.8596435324160856}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:34,025] Trial 55 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 107, 'learning_rate': 0.06446610557652924, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.983579929329266, 'colsample_bytree': 0.9576799017684483, 'gamma': 2.3769619742955506, 'reg_alpha': 0.1699664412638707, 'reg_lambda': 2.505927491534685}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:34,228] Trial 56 finished with value: 0.7083333333333335 and parameters: {'n_estimators': 106, 'learning_rate': 0.06595793391526364, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9711916164164077, 'colsample_bytree': 0.9691021785725809, 'gamma': 3.0949174338686944, 'reg_alpha': 0.1735249999909634, 'reg_lambda': 1.2880656792043004}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:34,642] Trial 57 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.08964971031642731, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9865283163522343, 'colsample_bytree': 0.9589358929469812, 'gamma': 2.703865738394437, 'reg_alpha': 0.14991729408597482, 'reg_lambda': 1.026935709444832}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:34,875] Trial 58 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 142, 'learning_rate': 0.195327149176238, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9800178489101312, 'colsample_bytree': 0.9654235395837718, 'gamma': 4.0004485108316885, 'reg_alpha': 0.23778071188649708, 'reg_lambda': 1.5468222449210272}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:35,207] Trial 59 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.09335963952715012, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9529674647643823, 'colsample_bytree': 0.9967516915898684, 'gamma': 2.401875074383112, 'reg_alpha': 0.153121999241017, 'reg_lambda': 0.9736323834560192}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:35,508] Trial 60 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 165, 'learning_rate': 0.07868569238668258, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9288650714774013, 'colsample_bytree': 0.9462665171174762, 'gamma': 2.686142935250416, 'reg_alpha': 0.04864912146612251, 'reg_lambda': 2.7150288690349482}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:35,738] Trial 61 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 115, 'learning_rate': 0.06247039948537967, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9882525016367026, 'colsample_bytree': 0.9204837734167381, 'gamma': 2.7183769542930563, 'reg_alpha': 0.32598546845732224, 'reg_lambda': 1.0106329826940794}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:36,075] Trial 62 finished with value: 0.75 and parameters: {'n_estimators': 130, 'learning_rate': 0.07110260269727244, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9598150300548846, 'colsample_bytree': 0.8862725289410496, 'gamma': 2.242506163073051, 'reg_alpha': 0.0973622933625122, 'reg_lambda': 0.685146126263699}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:36,296] Trial 63 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 126, 'learning_rate': 0.1062958787531026, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9830954041077551, 'colsample_bytree': 0.8835132511760354, 'gamma': 2.3160174668792415, 'reg_alpha': 0.11016793600438649, 'reg_lambda': 0.6942906291289257}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:36,550] Trial 64 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 132, 'learning_rate': 0.0711558621344248, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9552179725515731, 'colsample_bytree': 0.9825474823847872, 'gamma': 3.0339570565755403, 'reg_alpha': 0.19276371635992895, 'reg_lambda': 0.6338685834218971}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:36,727] Trial 65 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.08635783553238799, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.9994370104042725, 'colsample_bytree': 0.941514233245577, 'gamma': 2.839349383929982, 'reg_alpha': 0.08787298188363041, 'reg_lambda': 0.8071524704381856}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:37,163] Trial 66 finished with value: 0.738095238095238 and parameters: {'n_estimators': 167, 'learning_rate': 0.05205449957439403, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9092237778913158, 'colsample_bytree': 0.8674978183697369, 'gamma': 2.546339828666197, 'reg_alpha': 0.040040797928228435, 'reg_lambda': 2.247918096417683}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:37,318] Trial 67 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 64, 'learning_rate': 0.07636366411017137, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9380398360919239, 'colsample_bytree': 0.9097642157846865, 'gamma': 3.3104146584878893, 'reg_alpha': 0.1314446723614386, 'reg_lambda': 2.561596572054967}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:37,527] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.13140775011170205, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9664093960914654, 'colsample_bytree': 0.8474893218772297, 'gamma': 2.3318426706959072, 'reg_alpha': 0.2555678902578565, 'reg_lambda': 0.5680695807999688}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:37,761] Trial 69 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 148, 'learning_rate': 0.062429757419141495, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9773875255858357, 'colsample_bytree': 0.9573924379841486, 'gamma': 1.9748974924886649, 'reg_alpha': 0.9678271980769704, 'reg_lambda': 2.413639565640623}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:37,919] Trial 70 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 49, 'learning_rate': 0.08452489273267107, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9219772182003845, 'colsample_bytree': 0.8846621412331298, 'gamma': 2.2039800917557093, 'reg_alpha': 0.09805527741670828, 'reg_lambda': 1.120816971132482}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:38,183] Trial 71 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 112, 'learning_rate': 0.011598591063269414, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9602885078862342, 'colsample_bytree': 0.9326168938982357, 'gamma': 1.7137076188705413, 'reg_alpha': 0.5307589733077613, 'reg_lambda': 0.8729000000687265}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:38,469] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 103, 'learning_rate': 0.09557255474907021, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9459158024714832, 'colsample_bytree': 0.8019178509398465, 'gamma': 2.239219445077598, 'reg_alpha': 0.4010040054959264, 'reg_lambda': 0.6214176209297155}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:38,711] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 123, 'learning_rate': 0.055664466498310854, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9876319708396233, 'colsample_bytree': 0.8596380664271014, 'gamma': 2.0525616592878158, 'reg_alpha': 0.2100532091105274, 'reg_lambda': 0.7805876209258092}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:39,028] Trial 74 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 132, 'learning_rate': 0.05239011688109348, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9882916390921956, 'colsample_bytree': 0.8416153194199673, 'gamma': 2.0308632420568427, 'reg_alpha': 0.14769830857670385, 'reg_lambda': 0.9766737557484433}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:39,314] Trial 75 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.055891709973386584, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9901970575867095, 'colsample_bytree': 0.8374176305652291, 'gamma': 1.8475041254176654, 'reg_alpha': 0.1441881435472291, 'reg_lambda': 0.8101320787955864}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:39,563] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.04822707091998294, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9715125395320633, 'colsample_bytree': 0.8678575015795711, 'gamma': 1.1335147546212738, 'reg_alpha': 0.0352053939558335, 'reg_lambda': 0.9523099855086957}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:39,788] Trial 77 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.04045355365357677, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.936592108075039, 'colsample_bytree': 0.8934112568594622, 'gamma': 1.5778218588833361, 'reg_alpha': 0.07071570794581886, 'reg_lambda': 1.2149591556259514}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:40,034] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 201, 'learning_rate': 0.11387328148489355, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.959179817291997, 'colsample_bytree': 0.8586301974022089, 'gamma': 3.2098396382182566, 'reg_alpha': 0.22434118004003933, 'reg_lambda': 1.046318912126891}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:40,371] Trial 79 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 131, 'learning_rate': 0.07162828435379792, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9978546533170621, 'colsample_bytree': 0.8259440447058096, 'gamma': 1.9749113279069648, 'reg_alpha': 0.02082684778140014, 'reg_lambda': 0.7872400908340569}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:40,573] Trial 80 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.03756816685753411, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.90033528865627, 'colsample_bytree': 0.8510854453042758, 'gamma': 1.7964377691950453, 'reg_alpha': 0.08998643873031917, 'reg_lambda': 1.2878785131287358}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:40,952] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.04786223628455913, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9726349370125879, 'colsample_bytree': 0.876822989228407, 'gamma': 1.0960478594266532, 'reg_alpha': 0.03941529212930739, 'reg_lambda': 0.9551906919855087}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:41,184] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.05561118548777992, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9668067720107378, 'colsample_bytree': 0.8654543510448086, 'gamma': 0.895418688870286, 'reg_alpha': 0.2027958190959209, 'reg_lambda': 0.7357753131093081}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:41,458] Trial 83 finished with value: 0.755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.0430839081104075, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9773442519597486, 'colsample_bytree': 0.8447214172979439, 'gamma': 0.6286977692141775, 'reg_alpha': 0.0038276790732330694, 'reg_lambda': 0.9349548272336605}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:41,803] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 152, 'learning_rate': 0.05136796248049172, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6755298101393936, 'colsample_bytree': 0.843673158983404, 'gamma': 0.4170652452402873, 'reg_alpha': 0.7679526830744579, 'reg_lambda': 0.8640339307400345}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:42,070] Trial 85 finished with value: 0.755952380952381 and parameters: {'n_estimators': 62, 'learning_rate': 0.043019490362082816, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.953306757820046, 'colsample_bytree': 0.8277985039953479, 'gamma': 2.57520678494185, 'reg_alpha': 0.004854258244637311, 'reg_lambda': 1.4147761760090283}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:42,732] Trial 86 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 61, 'learning_rate': 0.044182002229980644, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9285781079954645, 'colsample_bytree': 0.831984500278401, 'gamma': 0.6871883097281299, 'reg_alpha': 0.010301676072764394, 'reg_lambda': 1.3690279633580729}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:43,042] Trial 87 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 45, 'learning_rate': 0.0350834625944169, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9476231139427477, 'colsample_bytree': 0.8083754952603592, 'gamma': 0.295933402394727, 'reg_alpha': 0.060237130619221854, 'reg_lambda': 1.1619660952079758}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:43,391] Trial 88 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 187, 'learning_rate': 0.05975933542205141, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9865265959451971, 'colsample_bytree': 0.8569529011809881, 'gamma': 2.4875152516406387, 'reg_alpha': 0.006430814049768714, 'reg_lambda': 2.6294535870352806}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:43,581] Trial 89 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 72, 'learning_rate': 0.04322382585337183, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.7580702270211903, 'colsample_bytree': 0.8262567683570565, 'gamma': 2.8698142175889845, 'reg_alpha': 0.14092994801364675, 'reg_lambda': 1.5388119202786559}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:43,833] Trial 90 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.0817871687973602, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9827129752652471, 'colsample_bytree': 0.8419537788317473, 'gamma': 0.6050267507565782, 'reg_alpha': 0.023823212751340105, 'reg_lambda': 1.0684809569378408}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:44,174] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 173, 'learning_rate': 0.0793192866325286, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9756019635861805, 'colsample_bytree': 0.840593567058967, 'gamma': 0.6292841845496975, 'reg_alpha': 0.028755565168040696, 'reg_lambda': 1.0747350450352169}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:44,434] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 160, 'learning_rate': 0.03940767582843014, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.991648948204481, 'colsample_bytree': 0.8108182911773231, 'gamma': 0.8595665655440563, 'reg_alpha': 0.059361878178184446, 'reg_lambda': 1.244196718217635}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:44,808] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 193, 'learning_rate': 0.06680274784541476, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9777233509746618, 'colsample_bytree': 0.8217368211036209, 'gamma': 2.604759704372842, 'reg_alpha': 0.0002178649470317151, 'reg_lambda': 1.6482778534892462}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:45,070] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 178, 'learning_rate': 0.08239907184994358, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9499832645945419, 'colsample_bytree': 0.8743015296318316, 'gamma': 0.3144031956995406, 'reg_alpha': 0.07262845780773124, 'reg_lambda': 0.9187870788443613}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:45,344] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.05486195538948998, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9907970717635888, 'colsample_bytree': 0.8506687057049234, 'gamma': 0.45291866339121223, 'reg_alpha': 0.029210795186289537, 'reg_lambda': 2.9160578681208085}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:45,512] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.09670697827730869, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8443688616964746, 'colsample_bytree': 0.7981768664147616, 'gamma': 0.980101238397473, 'reg_alpha': 0.05430947480772058, 'reg_lambda': 1.4210200426326682}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:45,822] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.0884228565135542, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7963104097995548, 'colsample_bytree': 0.9041775875615357, 'gamma': 1.4074074753508174, 'reg_alpha': 0.6116573207106379, 'reg_lambda': 1.0250885772499962}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:46,065] Trial 98 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 167, 'learning_rate': 0.07497876152428637, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9664285410037601, 'colsample_bytree': 0.7809280779723351, 'gamma': 2.072948545479758, 'reg_alpha': 0.10947237891263857, 'reg_lambda': 2.77060780733775}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:46,343] Trial 99 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 93, 'learning_rate': 0.05966327496154832, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9186637690537077, 'colsample_bytree': 0.832389927168224, 'gamma': 1.2116491768095428, 'reg_alpha': 0.1632451059247324, 'reg_lambda': 1.1835683409754758}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:46,545] Trial 100 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 90, 'learning_rate': 0.06313475690441564, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9299511109976647, 'colsample_bytree': 0.8348240475964578, 'gamma': 1.2298952904184757, 'reg_alpha': 0.16922585658082512, 'reg_lambda': 1.1787733283425235}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:46,826] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.050649278224887496, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.917141892391916, 'colsample_bytree': 0.8605250469535606, 'gamma': 0.5612803736966858, 'reg_alpha': 0.12716812098138985, 'reg_lambda': 0.9065690095168646}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:47,072] Trial 102 finished with value: 0.744047619047619 and parameters: {'n_estimators': 60, 'learning_rate': 0.050658397779881154, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9444271574384204, 'colsample_bytree': 0.8584678373356706, 'gamma': 0.1276835476514171, 'reg_alpha': 0.1257564732971414, 'reg_lambda': 2.544482386149312}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:47,408] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 81, 'learning_rate': 0.05850834048891096, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9123443368381091, 'colsample_bytree': 0.8157804154452816, 'gamma': 0.6009055303937446, 'reg_alpha': 0.07792034101892553, 'reg_lambda': 1.1000874924896225}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:47,636] Trial 104 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 69, 'learning_rate': 0.04721291128804291, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9174063500595797, 'colsample_bytree': 0.8283248360949471, 'gamma': 0.47294675505932815, 'reg_alpha': 0.18484717616260704, 'reg_lambda': 0.754364355378902}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:47,832] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.03337743875950064, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8990294875354413, 'colsample_bytree': 0.8454042783733157, 'gamma': 0.8065306535100607, 'reg_alpha': 0.022385182439337285, 'reg_lambda': 0.9302115990329551}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:48,141] Trial 106 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.043809543737302295, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8182828430912517, 'colsample_bytree': 0.8748743175969315, 'gamma': 0.1893291332025141, 'reg_alpha': 0.08346745751223898, 'reg_lambda': 1.7196018436643636}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:48,309] Trial 107 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 64, 'learning_rate': 0.05441785788946995, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8845082724440955, 'colsample_bytree': 0.863267440677151, 'gamma': 0.9404561359004522, 'reg_alpha': 0.051635149954712356, 'reg_lambda': 1.3355806882685581}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:48,411] Trial 108 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 42, 'learning_rate': 0.06138503647916114, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9556052372190348, 'colsample_bytree': 0.8402204996743802, 'gamma': 0.794036174310103, 'reg_alpha': 0.11137965704683046, 'reg_lambda': 1.4335114228380252}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:48,665] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.06819544128661936, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8361638953662995, 'colsample_bytree': 0.8181884019833126, 'gamma': 1.215912341091751, 'reg_alpha': 0.21416084903078475, 'reg_lambda': 0.9014194308168321}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:48,870] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 58, 'learning_rate': 0.07447170012806816, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.928747921113253, 'colsample_bytree': 0.8515223365456321, 'gamma': 0.5345961805729578, 'reg_alpha': 0.16348120433781257, 'reg_lambda': 2.660687769629354}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:49,247] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 99, 'learning_rate': 0.10829424718894207, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.980578334475448, 'colsample_bytree': 0.8924159930742606, 'gamma': 2.7911585434643067, 'reg_alpha': 0.020099423280027187, 'reg_lambda': 1.0005491742034651}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:49,485] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.050730338614568986, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8032625409641214, 'colsample_bytree': 0.8414618007119222, 'gamma': 2.4012250249842744, 'reg_alpha': 0.2544319880599892, 'reg_lambda': 1.0653608228785123}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:49,759] Trial 113 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.0378147732709736, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9624057895780861, 'colsample_bytree': 0.8568673515411807, 'gamma': 2.0741748288596615, 'reg_alpha': 0.15021525729583884, 'reg_lambda': 1.199990479291421}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:49,993] Trial 114 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 71, 'learning_rate': 0.06681491103282573, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9975962007715474, 'colsample_bytree': 0.8706857282291572, 'gamma': 1.0640213135463141, 'reg_alpha': 0.1295057807827889, 'reg_lambda': 2.4363392090004874}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:50,176] Trial 115 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 69, 'learning_rate': 0.06456511198810855, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9988256801803873, 'colsample_bytree': 0.8706668102449588, 'gamma': 1.013338577531157, 'reg_alpha': 0.12637112006690843, 'reg_lambda': 2.4401336724601306}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:50,382] Trial 116 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 70, 'learning_rate': 0.05800715959933893, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9891067102526051, 'colsample_bytree': 0.872735218649754, 'gamma': 1.05830010751158, 'reg_alpha': 0.1880281972655123, 'reg_lambda': 2.478029065619804}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:50,592] Trial 117 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 74, 'learning_rate': 0.05769451650667839, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7843617695686462, 'colsample_bytree': 0.8782633836242362, 'gamma': 1.3374737107653347, 'reg_alpha': 0.09681056765493098, 'reg_lambda': 2.3287673811865037}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:50,902] Trial 118 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 79, 'learning_rate': 0.04543772900382897, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9920726200333987, 'colsample_bytree': 0.8327511609635593, 'gamma': 1.4922203703767327, 'reg_alpha': 0.19067461881218054, 'reg_lambda': 2.284096559949076}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:51,096] Trial 119 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 80, 'learning_rate': 0.041283474830748346, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9920281930870801, 'colsample_bytree': 0.8306199941274331, 'gamma': 1.4961814870405745, 'reg_alpha': 0.2674642592679298, 'reg_lambda': 2.2922352788376905}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:51,375] Trial 120 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.044600599933586, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9821365330497712, 'colsample_bytree': 0.8035433071352058, 'gamma': 1.088582973443802, 'reg_alpha': 0.18875966747302034, 'reg_lambda': 2.3623742324461783}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:51,569] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.047936338046286824, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9723259382784598, 'colsample_bytree': 0.8472371599166373, 'gamma': 1.1797490542615183, 'reg_alpha': 0.20484359114854195, 'reg_lambda': 2.510880384547394}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:51,773] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.05293396175613021, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9991225413418817, 'colsample_bytree': 0.6371961223124615, 'gamma': 0.7143977851157631, 'reg_alpha': 0.23512026913669815, 'reg_lambda': 2.2717791446847415}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:51,977] Trial 123 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 70, 'learning_rate': 0.06010658668362608, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.866889326638644, 'colsample_bytree': 0.8371466859384084, 'gamma': 1.3886296001570924, 'reg_alpha': 0.31605649479658426, 'reg_lambda': 2.194013855668597}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:52,168] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 84, 'learning_rate': 0.06839916683945454, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9829729511090933, 'colsample_bytree': 0.8816094762801902, 'gamma': 1.5809878914559192, 'reg_alpha': 0.17902056202029565, 'reg_lambda': 2.4256709865854726}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:52,360] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 77, 'learning_rate': 0.05157384050322661, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9703508788691274, 'colsample_bytree': 0.8641783078280553, 'gamma': 1.2783777781039274, 'reg_alpha': 0.1398320194123753, 'reg_lambda': 2.0731304887366133}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:52,530] Trial 126 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 46, 'learning_rate': 0.028160090574769616, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9928440230802316, 'colsample_bytree': 0.8566375688141441, 'gamma': 0.9909711985448523, 'reg_alpha': 0.16152313612243316, 'reg_lambda': 0.835177465064938}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:52,750] Trial 127 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.03334358072710254, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9910384781085724, 'colsample_bytree': 0.823252675044034, 'gamma': 1.0791252635789212, 'reg_alpha': 0.22086869655575175, 'reg_lambda': 2.4517910356059747}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:52,909] Trial 128 finished with value: 0.761904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.02838971446376512, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9793106268569198, 'colsample_bytree': 0.850817284113233, 'gamma': 0.8346122776380587, 'reg_alpha': 0.27969850028740806, 'reg_lambda': 0.8392901377949898}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:53,186] Trial 129 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 38, 'learning_rate': 0.019562733091122008, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6065064334237874, 'colsample_bytree': 0.8960048556960456, 'gamma': 0.8774366652676492, 'reg_alpha': 0.19643319133378875, 'reg_lambda': 0.834944771969262}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:53,472] Trial 130 finished with value: 0.5 and parameters: {'n_estimators': 28, 'learning_rate': 0.023747673925751805, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9764602223621937, 'colsample_bytree': 0.8524900829655437, 'gamma': 1.0263037660793215, 'reg_alpha': 0.16142355165971106, 'reg_lambda': 0.651624800247643}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:53,682] Trial 131 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.02713860458574211, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9873220371605235, 'colsample_bytree': 0.8718093310046354, 'gamma': 0.6802885242996781, 'reg_alpha': 0.24172154862747808, 'reg_lambda': 0.7621584271491543}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:53,796] Trial 132 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.028479931297387226, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9924776613925242, 'colsample_bytree': 0.8883653833917856, 'gamma': 0.7882691947262368, 'reg_alpha': 0.27525145268295753, 'reg_lambda': 0.7853538396466408}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:54,006] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 32, 'learning_rate': 0.02568541416105747, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9541287333686898, 'colsample_bytree': 0.8663597477877076, 'gamma': 1.1417974526735775, 'reg_alpha': 0.2381130343846111, 'reg_lambda': 0.8369799370658881}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:54,186] Trial 134 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 56, 'learning_rate': 0.023214152907900517, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.968679956371072, 'colsample_bytree': 0.8714554102124502, 'gamma': 0.943427213751525, 'reg_alpha': 0.23807973920997166, 'reg_lambda': 0.7483609265544526}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:54,336] Trial 135 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 35, 'learning_rate': 0.02779815959412138, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9846711688252209, 'colsample_bytree': 0.8538981664014734, 'gamma': 0.7141510202485859, 'reg_alpha': 0.21107322051946753, 'reg_lambda': 2.593627997781605}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:54,549] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 35, 'learning_rate': 0.02924593219707261, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9777922192112082, 'colsample_bytree': 0.854464244032322, 'gamma': 0.8194666498180476, 'reg_alpha': 0.2865441569829018, 'reg_lambda': 2.595909952721363}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:54,707] Trial 137 finished with value: 0.738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.021965640560246847, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9955611515106151, 'colsample_bytree': 0.8325139020500947, 'gamma': 0.9778705502042915, 'reg_alpha': 0.21227701858335218, 'reg_lambda': 0.5551184077251956}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:54,993] Trial 138 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.027649842352437153, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9616707270490944, 'colsample_bytree': 0.8811074367781273, 'gamma': 0.6959958648176777, 'reg_alpha': 0.37554588865553035, 'reg_lambda': 2.7062466464198285}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:55,156] Trial 139 finished with value: 0.755952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.03199417257009111, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9399376684259766, 'colsample_bytree': 0.8480258121445353, 'gamma': 1.2917709509215696, 'reg_alpha': 0.24918575568857276, 'reg_lambda': 2.526623717021784}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:55,249] Trial 140 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 26, 'learning_rate': 0.031140043634678094, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9404657634589275, 'colsample_bytree': 0.8134151477692658, 'gamma': 1.2596328970868462, 'reg_alpha': 0.31129716095701204, 'reg_lambda': 2.485869339259912}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:55,419] Trial 141 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 51, 'learning_rate': 0.027374096963025812, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9860546978143603, 'colsample_bytree': 0.8525354530226803, 'gamma': 1.4239717538098318, 'reg_alpha': 0.25309872283725143, 'reg_lambda': 2.3715996071295993}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:55,685] Trial 142 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.026623781069659347, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9513492053683618, 'colsample_bytree': 0.8510296813176788, 'gamma': 1.3488728538333983, 'reg_alpha': 0.3407835291730834, 'reg_lambda': 2.5254615969762226}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:55,865] Trial 143 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 53, 'learning_rate': 0.030231838867625975, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9713360935128036, 'colsample_bytree': 0.8454487592295924, 'gamma': 1.457408634707559, 'reg_alpha': 0.24904551642807798, 'reg_lambda': 2.6321118547353555}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:56,119] Trial 144 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 53, 'learning_rate': 0.03527537839883242, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9730802296021784, 'colsample_bytree': 0.8718730371991027, 'gamma': 1.4681452206564607, 'reg_alpha': 0.25471504419079355, 'reg_lambda': 2.5776491865457403}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:56,265] Trial 145 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 41, 'learning_rate': 0.030284987884092177, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9644685347477517, 'colsample_bytree': 0.8480657668157231, 'gamma': 1.6213953271439652, 'reg_alpha': 0.2986071783612467, 'reg_lambda': 2.6356250260745253}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:56,449] Trial 146 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 42, 'learning_rate': 0.018051113099865082, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9996174446678875, 'colsample_bytree': 0.8631751651041792, 'gamma': 1.7089212082862726, 'reg_alpha': 0.29293848491240954, 'reg_lambda': 2.68336556933976}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:56,672] Trial 147 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 33, 'learning_rate': 0.02977564938101868, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9847501235118885, 'colsample_bytree': 0.8355841914409898, 'gamma': 1.6601318449079774, 'reg_alpha': 0.33135538956955246, 'reg_lambda': 2.6278981554503464}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:56,839] Trial 148 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.025895530383425593, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9783846625887845, 'colsample_bytree': 0.8761204136015177, 'gamma': 4.42737758115028, 'reg_alpha': 0.27135239658003846, 'reg_lambda': 2.793820654813937}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:57,054] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.028299622468141227, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9646443037390375, 'colsample_bytree': 0.902701690817624, 'gamma': 1.512929505133256, 'reg_alpha': 0.17978125287611627, 'reg_lambda': 2.41629494619687}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:57,279] Trial 150 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 40, 'learning_rate': 0.021988495645041604, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9573623197519986, 'colsample_bytree': 0.854784392253508, 'gamma': 1.4114106327159512, 'reg_alpha': 0.45180918005006954, 'reg_lambda': 2.387513397406634}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:57,474] Trial 151 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 52, 'learning_rate': 0.03238989990063348, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9448652831238383, 'colsample_bytree': 0.8469435232607482, 'gamma': 1.1639402303012234, 'reg_alpha': 0.2444818363533829, 'reg_lambda': 2.6403026857239857}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:57,718] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.03170364791232457, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9684489704773167, 'colsample_bytree': 0.8448586555311873, 'gamma': 1.7977888603166057, 'reg_alpha': 0.22722884747040983, 'reg_lambda': 2.5430455995332286}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:57,832] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.02466369229737404, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9861945581963706, 'colsample_bytree': 0.859787205087844, 'gamma': 1.3104359454506402, 'reg_alpha': 0.29826838781341075, 'reg_lambda': 2.7381855154612285}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:58,033] Trial 154 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 23, 'learning_rate': 0.03538040594617611, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9765994641909631, 'colsample_bytree': 0.8288276102588992, 'gamma': 0.8958568427657412, 'reg_alpha': 0.2589498102782172, 'reg_lambda': 2.4820189108711834}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:58,197] Trial 155 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 57, 'learning_rate': 0.026751029350710245, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9634758540281151, 'colsample_bytree': 0.8393160070834966, 'gamma': 1.5977265049046379, 'reg_alpha': 0.3574884732550704, 'reg_lambda': 2.5708712780833736}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:58,463] Trial 156 finished with value: 0.755952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.030973149371967393, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9332239425254467, 'colsample_bytree': 0.8684866036181725, 'gamma': 1.0853542988997198, 'reg_alpha': 0.222619768704926, 'reg_lambda': 2.4909468098592593}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:58,686] Trial 157 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 45, 'learning_rate': 0.03743780787889898, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9909289169155971, 'colsample_bytree': 0.8870245257324711, 'gamma': 0.7162537393249219, 'reg_alpha': 0.1937504200821749, 'reg_lambda': 1.8558767462586456}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:58,853] Trial 158 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 61, 'learning_rate': 0.027607285510974147, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9831183562923206, 'colsample_bytree': 0.8480990259006019, 'gamma': 1.0319616229238653, 'reg_alpha': 0.2741224922940628, 'reg_lambda': 2.361304617217429}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:59,021] Trial 159 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 53, 'learning_rate': 0.02928192078691964, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9996000921419851, 'colsample_bytree': 0.8240185190677143, 'gamma': 4.989059844086668, 'reg_alpha': 0.16514325195242918, 'reg_lambda': 2.606875011522363}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:59,316] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.03339622951784273, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.971647353013622, 'colsample_bytree': 0.8555758522995706, 'gamma': 1.2421506667966447, 'reg_alpha': 0.20450988045706459, 'reg_lambda': 2.6847617131731485}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:59,528] Trial 161 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 39, 'learning_rate': 0.031001927792460214, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9379368518358436, 'colsample_bytree': 0.8670101115960384, 'gamma': 1.092543955595173, 'reg_alpha': 0.2185709015643758, 'reg_lambda': 2.5193624067077502}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:59,767] Trial 162 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.03976362609668901, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9492363204360641, 'colsample_bytree': 0.8747814049168777, 'gamma': 3.577014882340626, 'reg_alpha': 0.24241555506188434, 'reg_lambda': 2.5538904460898144}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:59,953] Trial 163 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.03030017507467404, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9370759505083075, 'colsample_bytree': 0.865225406531401, 'gamma': 1.426339233079094, 'reg_alpha': 0.18278931891291975, 'reg_lambda': 2.51388101415829}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:00,116] Trial 164 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.024541040322326152, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9558479192940685, 'colsample_bytree': 0.84501983944939, 'gamma': 0.8587408259676665, 'reg_alpha': 0.21315127821274724, 'reg_lambda': 2.452398268128901}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:00,428] Trial 165 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 31, 'learning_rate': 0.02084527661739382, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9864774432666565, 'colsample_bytree': 0.8573138023634397, 'gamma': 1.1797213683555472, 'reg_alpha': 0.2808612045751615, 'reg_lambda': 2.6260932604085454}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:00,617] Trial 166 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.03511991689856369, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7018613604179185, 'colsample_bytree': 0.8830402074147252, 'gamma': 0.6535270772570589, 'reg_alpha': 0.259205558565581, 'reg_lambda': 2.3343605083134293}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:00,927] Trial 167 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 43, 'learning_rate': 0.025984089045741107, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9411650967164064, 'colsample_bytree': 0.8354529825240965, 'gamma': 1.0152931215857675, 'reg_alpha': 0.15715987674287726, 'reg_lambda': 1.599359360345264}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:01,105] Trial 168 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 56, 'learning_rate': 0.02347459999110865, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9773438689032052, 'colsample_bytree': 0.8647700237162433, 'gamma': 0.3627837535114145, 'reg_alpha': 0.22557020093114583, 'reg_lambda': 2.3945666942825654}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:01,382] Trial 169 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 47, 'learning_rate': 0.03281857698265528, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9645610757276768, 'colsample_bytree': 0.8512071957566308, 'gamma': 1.3444261914737607, 'reg_alpha': 0.18565781701437004, 'reg_lambda': 2.6590231556796655}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:01,570] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.029374446071710303, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9927067688342973, 'colsample_bytree': 0.8206980948888032, 'gamma': 0.9281619212939921, 'reg_alpha': 0.3058837515941909, 'reg_lambda': 1.4741927351609252}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:01,670] Trial 171 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 20, 'learning_rate': 0.03151965780369667, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9254025616342936, 'colsample_bytree': 0.8719624984181883, 'gamma': 1.0565291637872158, 'reg_alpha': 0.22540139320130043, 'reg_lambda': 2.4837838358831092}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:01,839] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 33, 'learning_rate': 0.027865217334453934, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.932647614129679, 'colsample_bytree': 0.869295138214625, 'gamma': 1.2429339120017162, 'reg_alpha': 0.20486206530685824, 'reg_lambda': 2.52428940419923}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:02,024] Trial 173 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 28, 'learning_rate': 0.03075985458128064, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9545916342272035, 'colsample_bytree': 0.8592021649127424, 'gamma': 1.122521317414532, 'reg_alpha': 0.24285664219900896, 'reg_lambda': 2.465286762069787}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:02,253] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 29, 'learning_rate': 0.03721186848794893, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9424593726380891, 'colsample_bytree': 0.8919156051001665, 'gamma': 1.1118842601240861, 'reg_alpha': 0.1680925798121794, 'reg_lambda': 2.5878714111466063}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:02,409] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.026000528990450085, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.968870997111892, 'colsample_bytree': 0.8785966359965908, 'gamma': 0.8011491467362546, 'reg_alpha': 0.22350486550284107, 'reg_lambda': 0.7128907508173628}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:02,655] Trial 176 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 60, 'learning_rate': 0.043279700871946374, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.98149077150576, 'colsample_bytree': 0.8415982550749654, 'gamma': 1.4996965558227668, 'reg_alpha': 0.2566458130004322, 'reg_lambda': 2.4966268544491235}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:02,951] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.03013434791726665, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9914335615218484, 'colsample_bytree': 0.8654525853609669, 'gamma': 0.5011549876751933, 'reg_alpha': 0.14054991640074194, 'reg_lambda': 2.426638354120182}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:03,264] Trial 178 finished with value: 0.761904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.027281516235998154, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.973570113974895, 'colsample_bytree': 0.8501128611144625, 'gamma': 0.9180128155008175, 'reg_alpha': 0.20122722040099042, 'reg_lambda': 0.864324314997358}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:03,432] Trial 179 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 51, 'learning_rate': 0.02705551362855108, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9734094013211252, 'colsample_bytree': 0.8318721283230031, 'gamma': 0.780402460017455, 'reg_alpha': 0.1902764972514035, 'reg_lambda': 0.8464979191363583}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:03,698] Trial 180 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 44, 'learning_rate': 0.02461307371930736, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9813793094269354, 'colsample_bytree': 0.8484248059405859, 'gamma': 0.9508536868738444, 'reg_alpha': 0.19839366798121505, 'reg_lambda': 0.5031844366456277}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:03,908] Trial 181 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 44, 'learning_rate': 0.023188302236288007, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9853002644593372, 'colsample_bytree': 0.8491370343678067, 'gamma': 0.9109625740113287, 'reg_alpha': 0.20314281533428918, 'reg_lambda': 0.8643457042671671}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:04,186] Trial 182 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 37, 'learning_rate': 0.024938117188456742, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.983970747034891, 'colsample_bytree': 0.8527063595678711, 'gamma': 0.9222267515426554, 'reg_alpha': 0.1997914150673745, 'reg_lambda': 0.6322437587681458}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:04,426] Trial 183 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 44, 'learning_rate': 0.0218850120408641, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.631745958515744, 'colsample_bytree': 0.8402691555660385, 'gamma': 0.6616355841963452, 'reg_alpha': 0.17141148553792052, 'reg_lambda': 0.9678044035136492}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:04,612] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 35, 'learning_rate': 0.022859015994133557, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9755471632787138, 'colsample_bytree': 0.8539923283681754, 'gamma': 0.9351634679849791, 'reg_alpha': 0.1525557752282887, 'reg_lambda': 0.9039539252954705}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:04,823] Trial 185 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 42, 'learning_rate': 0.020843577412647314, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9925425565257235, 'colsample_bytree': 0.8362608344277608, 'gamma': 0.8312200766648764, 'reg_alpha': 0.20643541791174103, 'reg_lambda': 0.8088758695256469}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:04,997] Trial 186 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 67, 'learning_rate': 0.023566215663320258, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9998340719076293, 'colsample_bytree': 0.845892734217695, 'gamma': 0.976303778954248, 'reg_alpha': 0.17918229384190265, 'reg_lambda': 0.869801760930581}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:05,103] Trial 187 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.02825070730337681, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.9624652442170706, 'colsample_bytree': 0.8584973291790692, 'gamma': 0.5860263620020413, 'reg_alpha': 0.1186432275680481, 'reg_lambda': 0.5253447569820989}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:05,341] Trial 188 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 73, 'learning_rate': 0.024939879087138486, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.984774743224603, 'colsample_bytree': 0.8262204324279372, 'gamma': 0.7593587791566792, 'reg_alpha': 0.19347105188031405, 'reg_lambda': 0.6819331796585125}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:05,500] Trial 189 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 38, 'learning_rate': 0.026370030443947857, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9783007791508385, 'colsample_bytree': 0.8781723591419931, 'gamma': 1.0244019070257528, 'reg_alpha': 0.14219864237918056, 'reg_lambda': 0.7629338778917952}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:05,789] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.04617188137827048, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9691037357013629, 'colsample_bytree': 0.8608573697393958, 'gamma': 0.8720342249706661, 'reg_alpha': 0.23131533329320872, 'reg_lambda': 1.3335212653501234}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:05,966] Trial 191 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 49, 'learning_rate': 0.03456512029168148, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.98959058506889, 'colsample_bytree': 0.8437191980810004, 'gamma': 1.1966122221416913, 'reg_alpha': 0.245207620184317, 'reg_lambda': 2.729010602476433}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:06,209] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.028455632672418008, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9598540434407214, 'colsample_bytree': 0.8512777219394929, 'gamma': 1.2926734359225025, 'reg_alpha': 0.21288254368425408, 'reg_lambda': 0.8537629703933319}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:06,439] Trial 193 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 53, 'learning_rate': 0.05742665191410227, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.980417497420644, 'colsample_bytree': 0.8481658161338846, 'gamma': 1.3871024598837933, 'reg_alpha': 0.28199644039060906, 'reg_lambda': 2.552559734311179}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:06,713] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 237, 'learning_rate': 0.21405870563506763, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9736630394343335, 'colsample_bytree': 0.8334698762492732, 'gamma': 1.1190880760740625, 'reg_alpha': 0.16679708002584875, 'reg_lambda': 0.5851961922535661}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:06,900] Trial 195 finished with value: 0.755952380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.032086476993499334, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9494393559750512, 'colsample_bytree': 0.8675723446418364, 'gamma': 0.7480613984312897, 'reg_alpha': 0.26199469388505736, 'reg_lambda': 0.9355054749309828}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:07,154] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 32, 'learning_rate': 0.018206431476524378, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9870960151724213, 'colsample_bytree': 0.858271281065438, 'gamma': 0.9718861667068545, 'reg_alpha': 0.9025136278340773, 'reg_lambda': 2.604120185522058}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:07,299] Trial 197 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 42, 'learning_rate': 0.02865703571900768, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9991132516939665, 'colsample_bytree': 0.8408624328918309, 'gamma': 1.2138620367540003, 'reg_alpha': 0.23550071885325483, 'reg_lambda': 0.7933453202112017}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:07,567] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.02492892875224821, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9688727025181267, 'colsample_bytree': 0.8476474035853955, 'gamma': 0.6209733880914392, 'reg_alpha': 0.1925779473859114, 'reg_lambda': 2.673581400499442}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:07,741] Trial 199 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 51, 'learning_rate': 0.06165945806208293, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9577161757356868, 'colsample_bytree': 0.8137972907718106, 'gamma': 1.6201951526785232, 'reg_alpha': 0.2720028466400617, 'reg_lambda': 1.003441589038981}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:07,746] A new study created in memory with name: no-name-5b0659b9-e37a-4fcb-b0d5-bb8f81aa1c61
[I 2025-11-03 20:19:08,145] Trial 0 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 48, 'learning_rate': 0.011660742357890823, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6153873936607822, 'colsample_bytree': 0.6062909293415245, 'gamma': 3.3471155791326543, 'reg_alpha': 0.32044023326245963, 'reg_lambda': 0.7517560344722471}. Best is trial 0 with value: 0.6398809523809524.
[I 2025-11-03 20:19:08,338] Trial 1 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 95, 'learning_rate': 0.014093020049422093, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8200545544074703, 'colsample_bytree': 0.8541980507457174, 'gamma': 1.2573849692856771, 'reg_alpha': 0.8629058271546004, 'reg_lambda': 2.9435184410383064}. Best is trial 1 with value: 0.6904761904761905.
[I 2025-11-03 20:19:08,659] Trial 2 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 177, 'learning_rate': 0.011037026558120635, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7825518680934853, 'colsample_bytree': 0.7000860173711287, 'gamma': 2.708794695713064, 'reg_alpha': 0.054153741134398525, 'reg_lambda': 2.0795588467606843}. Best is trial 2 with value: 0.7142857142857142.
[I 2025-11-03 20:19:08,986] Trial 3 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.06819983601355413, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8974445570983034, 'colsample_bytree': 0.7500421684833679, 'gamma': 1.3467945420855272, 'reg_alpha': 0.22337395046255748, 'reg_lambda': 1.5254034670249168}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:09,078] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.052326410129877696, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8556796405284544, 'colsample_bytree': 0.9892839320706187, 'gamma': 0.6923312980787788, 'reg_alpha': 0.6487532484582191, 'reg_lambda': 0.7766847320180948}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:09,331] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.126815991554623, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.6480731030550235, 'colsample_bytree': 0.65387539655407, 'gamma': 3.951230077567047, 'reg_alpha': 0.5719968139912422, 'reg_lambda': 2.841183845084167}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:09,579] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 199, 'learning_rate': 0.024988105970448066, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.7100683496699977, 'colsample_bytree': 0.7057711619800859, 'gamma': 3.9466094130389626, 'reg_alpha': 0.7508574752659106, 'reg_lambda': 2.244349429740124}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:09,895] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.012479985997238666, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8158057158844629, 'colsample_bytree': 0.7670524356389576, 'gamma': 1.362350129643376, 'reg_alpha': 0.10769596377774948, 'reg_lambda': 0.7859335538176888}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:10,139] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.1488112226984157, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.6875282277777773, 'colsample_bytree': 0.7716010836004074, 'gamma': 3.218939718836127, 'reg_alpha': 0.5268494615518812, 'reg_lambda': 2.3267628249769894}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:10,411] Trial 9 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 84, 'learning_rate': 0.04774985631322611, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6413831829158373, 'colsample_bytree': 0.679983565951672, 'gamma': 1.8188952667916087, 'reg_alpha': 0.8745569519187123, 'reg_lambda': 2.2344743814111903}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:10,743] Trial 10 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.26891632912512836, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9800847203005452, 'colsample_bytree': 0.8844941604730049, 'gamma': 0.05129278351300748, 'reg_alpha': 0.29209069124815584, 'reg_lambda': 1.405990178297293}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:11,168] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 245, 'learning_rate': 0.2942233085289032, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9770879034798693, 'colsample_bytree': 0.8868666231744687, 'gamma': 0.09022454438329673, 'reg_alpha': 0.3584126885151286, 'reg_lambda': 1.3819603194445402}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:11,468] Trial 12 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.11301061111847809, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9921532579625721, 'colsample_bytree': 0.928763644986196, 'gamma': 0.014518583072931746, 'reg_alpha': 0.2468170612726704, 'reg_lambda': 1.4013770887098573}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:11,838] Trial 13 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 199, 'learning_rate': 0.2635254048809905, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.918603516429166, 'colsample_bytree': 0.8293512083198966, 'gamma': 2.2001892936806504, 'reg_alpha': 0.18845530719674422, 'reg_lambda': 1.3473468773404353}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:12,101] Trial 14 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.08444703051609184, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9085188526103904, 'colsample_bytree': 0.9207446160129381, 'gamma': 0.7428082288300804, 'reg_alpha': 0.4075085355225636, 'reg_lambda': 1.8010662372437747}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:12,357] Trial 15 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 147, 'learning_rate': 0.08130867167249485, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9102330040959942, 'colsample_bytree': 0.9936156009719784, 'gamma': 0.9286745402648867, 'reg_alpha': 0.4449167148018819, 'reg_lambda': 1.8172406047428251}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:12,629] Trial 16 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 154, 'learning_rate': 0.035082698575497825, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8962596720565906, 'colsample_bytree': 0.7580292174519888, 'gamma': 4.99256313998346, 'reg_alpha': 0.4227434602718799, 'reg_lambda': 1.0833634114602677}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:12,963] Trial 17 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 213, 'learning_rate': 0.0783604995490207, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8655732845963973, 'colsample_bytree': 0.9264085051242805, 'gamma': 1.7780193772095787, 'reg_alpha': 0.01140924579199351, 'reg_lambda': 1.8137870258850013}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:13,459] Trial 18 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 172, 'learning_rate': 0.025194536889697746, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9431883012115938, 'colsample_bytree': 0.8048317763249856, 'gamma': 0.598216909023526, 'reg_alpha': 0.1684195687093684, 'reg_lambda': 2.612721932953551}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:13,675] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 122, 'learning_rate': 0.083132629245965, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7626001379095045, 'colsample_bytree': 0.9273935437980048, 'gamma': 1.5156242072519641, 'reg_alpha': 0.39890743783821647, 'reg_lambda': 1.6059204557175293}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:14,036] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 219, 'learning_rate': 0.15875740861117313, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8647907429352701, 'colsample_bytree': 0.7342478790777863, 'gamma': 2.456427817391478, 'reg_alpha': 0.6161568624206384, 'reg_lambda': 1.065947653495269}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:14,281] Trial 21 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.07924971637016778, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9282400581568717, 'colsample_bytree': 0.9924603505171501, 'gamma': 0.9762468485375277, 'reg_alpha': 0.4628628846057133, 'reg_lambda': 1.85901201808062}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:14,501] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 131, 'learning_rate': 0.09748938357783371, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8860988153775265, 'colsample_bytree': 0.953608828079786, 'gamma': 0.681480965819945, 'reg_alpha': 0.49293715908131086, 'reg_lambda': 1.9615476039872919}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:14,821] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 173, 'learning_rate': 0.1914722326414238, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8827767705822214, 'colsample_bytree': 0.9548934560869272, 'gamma': 0.5802553526895502, 'reg_alpha': 0.7034569261007307, 'reg_lambda': 1.614428086314211}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:15,045] Trial 24 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.06064716795809203, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8391310511014552, 'colsample_bytree': 0.8848759707592442, 'gamma': 0.4742010753248892, 'reg_alpha': 0.24653397005649624, 'reg_lambda': 2.044965237134653}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:15,420] Trial 25 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 192, 'learning_rate': 0.09920039849615071, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9531772418645856, 'colsample_bytree': 0.8429914884639299, 'gamma': 1.0821639675422912, 'reg_alpha': 0.9839288640146808, 'reg_lambda': 2.512364611052808}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:15,732] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.04289706547168761, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.8967402026289562, 'colsample_bytree': 0.9541631808239411, 'gamma': 1.9736192171517788, 'reg_alpha': 0.5194741915466777, 'reg_lambda': 2.005405891588411}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:16,023] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 137, 'learning_rate': 0.06761501855339015, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7486104238020466, 'colsample_bytree': 0.8073105433428531, 'gamma': 1.508621353854342, 'reg_alpha': 0.34230749125941395, 'reg_lambda': 1.6029908581744756}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:16,434] Trial 28 finished with value: 0.75 and parameters: {'n_estimators': 162, 'learning_rate': 0.034331684602055365, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9561713483798671, 'colsample_bytree': 0.863447116147813, 'gamma': 0.4054671360226117, 'reg_alpha': 0.1296399213509103, 'reg_lambda': 1.0563278091606958}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:16,697] Trial 29 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 185, 'learning_rate': 0.10670824783126355, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8401718210898759, 'colsample_bytree': 0.6074175403244133, 'gamma': 0.8789879909656846, 'reg_alpha': 0.27493070904257616, 'reg_lambda': 1.2065853969004885}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:16,962] Trial 30 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 216, 'learning_rate': 0.16819348446302113, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8803791101124573, 'colsample_bytree': 0.9560361107335037, 'gamma': 2.8128518417010024, 'reg_alpha': 0.37043684672279287, 'reg_lambda': 0.5752219743976619}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:17,336] Trial 31 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 153, 'learning_rate': 0.03365899369299783, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9584107286349453, 'colsample_bytree': 0.9037987983931194, 'gamma': 0.30860958352393586, 'reg_alpha': 0.12218959276435294, 'reg_lambda': 1.691538609883735}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:17,436] Trial 32 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 25, 'learning_rate': 0.019515889461901036, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9362687802197761, 'colsample_bytree': 0.9021381076697039, 'gamma': 0.30023699677897, 'reg_alpha': 0.20483109065935692, 'reg_lambda': 1.6875227156314485}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:17,729] Trial 33 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 106, 'learning_rate': 0.03806477824357893, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9594911480563123, 'colsample_bytree': 0.952405150209063, 'gamma': 1.27430807491351, 'reg_alpha': 0.07332968877849927, 'reg_lambda': 1.9408687813056054}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:17,939] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.0597794660241771, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7989177036245458, 'colsample_bytree': 0.9121426743864738, 'gamma': 0.739115019448548, 'reg_alpha': 0.4848430633252678, 'reg_lambda': 1.4802527400457044}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:18,288] Trial 35 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 136, 'learning_rate': 0.02825165211298706, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9098372086728469, 'colsample_bytree': 0.9712466338104928, 'gamma': 0.27786050836029896, 'reg_alpha': 0.32291701436033887, 'reg_lambda': 2.16907378550148}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:18,652] Trial 36 finished with value: 0.75 and parameters: {'n_estimators': 162, 'learning_rate': 0.04783707172966198, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8424317499824289, 'colsample_bytree': 0.8284872845489808, 'gamma': 1.0724685148768214, 'reg_alpha': 0.000581413431206601, 'reg_lambda': 2.409492416429382}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:18,909] Trial 37 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 86, 'learning_rate': 0.017799740820447472, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.882639221218109, 'colsample_bytree': 0.8641398233955363, 'gamma': 1.563687705140968, 'reg_alpha': 0.13879640012593286, 'reg_lambda': 1.7151121614800637}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:19,190] Trial 38 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.12485634893822545, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9969126052753463, 'colsample_bytree': 0.7235882434330974, 'gamma': 0.731523191350163, 'reg_alpha': 0.5782423164547243, 'reg_lambda': 1.943431634724288}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:19,485] Trial 39 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 106, 'learning_rate': 0.06784876792245825, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8146092071266862, 'colsample_bytree': 0.6766956694129793, 'gamma': 0.3465117949271543, 'reg_alpha': 0.6486594732017605, 'reg_lambda': 1.2399761292199707}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:19,785] Trial 40 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.20482346914381008, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6044513053305097, 'colsample_bytree': 0.7786300067408715, 'gamma': 1.1746929650347666, 'reg_alpha': 0.7506411431691608, 'reg_lambda': 2.155653014365099}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:20,235] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 178, 'learning_rate': 0.03550008915908895, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9621148668159479, 'colsample_bytree': 0.8647296973380522, 'gamma': 0.4314386317160769, 'reg_alpha': 0.07889680472086347, 'reg_lambda': 1.5141318598709868}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:20,526] Trial 42 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.031275443522174366, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9328554881100704, 'colsample_bytree': 0.9038061096968855, 'gamma': 0.7537577249579177, 'reg_alpha': 0.1384157272182326, 'reg_lambda': 0.9652364950291498}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:20,904] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.01949649252937492, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9230380903229358, 'colsample_bytree': 0.9725957717767295, 'gamma': 0.808727703395253, 'reg_alpha': 0.22858510902491716, 'reg_lambda': 0.8152238398334721}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:21,153] Trial 44 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 142, 'learning_rate': 0.029979289975474475, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9728931840092363, 'colsample_bytree': 0.9138299387074643, 'gamma': 1.164468153942185, 'reg_alpha': 0.14725460388186754, 'reg_lambda': 0.9154900017939946}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:21,464] Trial 45 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.053086061464442155, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9400715740721582, 'colsample_bytree': 0.9000272733605776, 'gamma': 0.16584286621221223, 'reg_alpha': 0.2900750284283693, 'reg_lambda': 1.2767906499626773}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:21,746] Trial 46 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.09284424759478732, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9029038851184161, 'colsample_bytree': 0.9398164891785906, 'gamma': 1.3665729375451363, 'reg_alpha': 0.05821685090322881, 'reg_lambda': 0.6317185370349174}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:21,982] Trial 47 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.13263851600797458, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9292885929035095, 'colsample_bytree': 0.7488170061722952, 'gamma': 3.763297404463189, 'reg_alpha': 0.1921475368986832, 'reg_lambda': 1.886460858956692}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:22,234] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.046469967815612176, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.8644631289841798, 'colsample_bytree': 0.7839911201232087, 'gamma': 1.762091572761023, 'reg_alpha': 0.5799568167627431, 'reg_lambda': 1.7520622345749077}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:22,522] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.04044993509361077, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8853137237903558, 'colsample_bytree': 0.975265028484259, 'gamma': 0.03423731052895668, 'reg_alpha': 0.40041825156548966, 'reg_lambda': 2.316363261552234}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:22,764] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.022357352242841532, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9161985258296635, 'colsample_bytree': 0.9374239226855018, 'gamma': 0.641741979502864, 'reg_alpha': 0.12448465181855602, 'reg_lambda': 2.973435723101672}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:23,077] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.02873419134729616, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9817608587691483, 'colsample_bytree': 0.872159727162764, 'gamma': 0.4588310307256786, 'reg_alpha': 0.1635574436895022, 'reg_lambda': 0.9577091645072868}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:23,399] Trial 52 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 149, 'learning_rate': 0.03207292065900241, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9551436214866936, 'colsample_bytree': 0.8368944168332181, 'gamma': 0.22358716211652152, 'reg_alpha': 0.12514804123277481, 'reg_lambda': 0.7020183571884153}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:23,637] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 111, 'learning_rate': 0.015411988268034256, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9453712417366628, 'colsample_bytree': 0.8257398986202775, 'gamma': 0.9107231817008079, 'reg_alpha': 0.21743104712359612, 'reg_lambda': 0.6196748481716334}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:24,117] Trial 54 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 145, 'learning_rate': 0.07056511216033522, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.970892360405081, 'colsample_bytree': 0.8918678530338617, 'gamma': 0.24219387530715186, 'reg_alpha': 0.024403256362417025, 'reg_lambda': 0.7383964439707413}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:24,360] Trial 55 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.05819858895160205, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9960600168453849, 'colsample_bytree': 0.8495712912866007, 'gamma': 4.7866070050692695, 'reg_alpha': 0.08616986812039329, 'reg_lambda': 0.5320275432884345}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:24,863] Trial 56 finished with value: 0.75 and parameters: {'n_estimators': 154, 'learning_rate': 0.03153696895493197, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9223942813259388, 'colsample_bytree': 0.9187342819613218, 'gamma': 0.6702142354301892, 'reg_alpha': 0.26302323724339055, 'reg_lambda': 1.502580055273595}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:25,081] Trial 57 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 114, 'learning_rate': 0.024576370437842093, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6913354008051549, 'colsample_bytree': 0.8772927009212225, 'gamma': 0.021717852229217405, 'reg_alpha': 0.5356844744233095, 'reg_lambda': 0.6893280048864212}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:25,443] Trial 58 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 99, 'learning_rate': 0.01012939836041608, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8964635232485041, 'colsample_bytree': 0.700338764702346, 'gamma': 0.5466498380191671, 'reg_alpha': 0.03898750608237864, 'reg_lambda': 0.8619910471598031}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:25,694] Trial 59 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.09176292820693648, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9429777951893115, 'colsample_bytree': 0.9395485903617946, 'gamma': 2.230329713486443, 'reg_alpha': 0.10099463788332334, 'reg_lambda': 2.8300238850341612}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:26,115] Trial 60 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.049068462129011566, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8628480245399364, 'colsample_bytree': 0.78821540377809, 'gamma': 0.9146535135666124, 'reg_alpha': 0.3151481815046776, 'reg_lambda': 1.1423869641093933}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:26,396] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 147, 'learning_rate': 0.03364627376181563, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9549671476300517, 'colsample_bytree': 0.844186199427196, 'gamma': 0.21641248928209697, 'reg_alpha': 0.11509003682152444, 'reg_lambda': 0.9990338394675655}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:26,768] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.043093337767331916, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9855633976715917, 'colsample_bytree': 0.9009857225798588, 'gamma': 0.4564409143529664, 'reg_alpha': 0.17605299742976988, 'reg_lambda': 1.0875561991090912}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:27,120] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.02437658290366074, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9677665516769687, 'colsample_bytree': 0.8171998068935376, 'gamma': 0.6133994578858104, 'reg_alpha': 0.4550214641359168, 'reg_lambda': 1.324688737827113}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:27,438] Trial 64 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 176, 'learning_rate': 0.037230490840824346, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9319759514862128, 'colsample_bytree': 0.8632309154036675, 'gamma': 0.36016093645561287, 'reg_alpha': 0.1355363536706232, 'reg_lambda': 1.7698299737168877}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:27,714] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 207, 'learning_rate': 0.07464252874415399, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9521698344532373, 'colsample_bytree': 0.8888781814435449, 'gamma': 1.0309187081751754, 'reg_alpha': 0.2359520731352502, 'reg_lambda': 1.4428369310799762}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:27,961] Trial 66 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 169, 'learning_rate': 0.08673024884572623, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9060127348002736, 'colsample_bytree': 0.7983259047999737, 'gamma': 0.7783403623448074, 'reg_alpha': 0.3691391131228195, 'reg_lambda': 1.647498217826533}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:28,293] Trial 67 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 140, 'learning_rate': 0.032641529092465864, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8901667253769556, 'colsample_bytree': 0.9210627130247026, 'gamma': 1.4029167900469965, 'reg_alpha': 0.059494934183410134, 'reg_lambda': 1.5601836756051504}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:28,554] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.027231334414374912, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.8477017158504792, 'colsample_bytree': 0.9068794218369497, 'gamma': 0.18733444486456108, 'reg_alpha': 0.16673761061196588, 'reg_lambda': 2.1052708264951776}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:28,865] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.11323068510003519, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8289104179568412, 'colsample_bytree': 0.8379526072649033, 'gamma': 3.123155389927089, 'reg_alpha': 0.42498995778704973, 'reg_lambda': 2.0127258402441006}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:29,116] Trial 70 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.06555469693111424, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8766977159136383, 'colsample_bytree': 0.8809815190257066, 'gamma': 0.5211207871677971, 'reg_alpha': 0.19461615832374302, 'reg_lambda': 1.159110159678268}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:29,416] Trial 71 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 161, 'learning_rate': 0.050873662387093316, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8500880664406713, 'colsample_bytree': 0.8594543089468891, 'gamma': 1.1190123792063102, 'reg_alpha': 0.0386476908479847, 'reg_lambda': 2.4177221942323004}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:29,755] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 165, 'learning_rate': 0.041590693608288744, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9144623623529284, 'colsample_bytree': 0.830498687786126, 'gamma': 0.9699412074632818, 'reg_alpha': 0.0204173755775746, 'reg_lambda': 1.8638979343459456}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:30,184] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.04458808987815449, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7735397685645922, 'colsample_bytree': 0.8207089575222483, 'gamma': 1.2550398116503838, 'reg_alpha': 0.10869066720229104, 'reg_lambda': 2.6772384232666204}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:30,432] Trial 74 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 149, 'learning_rate': 0.03918206214834752, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.638062859740048, 'colsample_bytree': 0.76404048212597, 'gamma': 1.6192486514005786, 'reg_alpha': 0.003597785013502608, 'reg_lambda': 1.0159381852734557}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:30,619] Trial 75 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 60, 'learning_rate': 0.05764654125787356, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8272174462916271, 'colsample_bytree': 0.8101028472847738, 'gamma': 0.7726539326516306, 'reg_alpha': 0.5003308440977356, 'reg_lambda': 2.504415893761948}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:30,962] Trial 76 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 159, 'learning_rate': 0.021926714878130325, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8741983581343232, 'colsample_bytree': 0.7466742086409911, 'gamma': 0.3704646842756388, 'reg_alpha': 0.08948193747239422, 'reg_lambda': 2.2832789474785864}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:31,213] Trial 77 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.10293094911062527, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8082959486140385, 'colsample_bytree': 0.723093240991111, 'gamma': 0.1371123446687349, 'reg_alpha': 0.15270758173830223, 'reg_lambda': 0.8348305243682803}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:31,498] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 168, 'learning_rate': 0.03509378263364436, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9328646994159572, 'colsample_bytree': 0.9631080828224345, 'gamma': 1.01872252097697, 'reg_alpha': 0.26625671461914124, 'reg_lambda': 1.925705935963175}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:31,807] Trial 79 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 115, 'learning_rate': 0.027258533460960927, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9510088235438046, 'colsample_bytree': 0.9849464482462157, 'gamma': 0.8399970954163172, 'reg_alpha': 0.3079758087251775, 'reg_lambda': 1.8022254649705667}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:32,046] Trial 80 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 145, 'learning_rate': 0.06229296339399506, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9095935896086313, 'colsample_bytree': 0.7956858726540283, 'gamma': 0.6497362464963756, 'reg_alpha': 0.06878194415590419, 'reg_lambda': 1.680639867646239}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:32,488] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.031161476252218663, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9220763636196004, 'colsample_bytree': 0.9190742953169464, 'gamma': 0.616862873836595, 'reg_alpha': 0.2754883291235082, 'reg_lambda': 1.5499322713839232}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:32,800] Trial 82 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 155, 'learning_rate': 0.031647482437115855, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9625461553836249, 'colsample_bytree': 0.9284879851253869, 'gamma': 0.7070303571635224, 'reg_alpha': 0.2066008276739841, 'reg_lambda': 1.4451213563041618}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:33,212] Trial 83 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 225, 'learning_rate': 0.07407061656500885, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8965304264548556, 'colsample_bytree': 0.9450270924119405, 'gamma': 0.31561680784580043, 'reg_alpha': 0.12583277648824756, 'reg_lambda': 1.3468453945118075}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:33,486] Trial 84 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 153, 'learning_rate': 0.05328893327607693, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9383786942045313, 'colsample_bytree': 0.8958819777391901, 'gamma': 1.2132274086183434, 'reg_alpha': 0.2547263359526712, 'reg_lambda': 0.6983936133642491}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:33,748] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 135, 'learning_rate': 0.03640098274267082, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9251141721346472, 'colsample_bytree': 0.852967060438202, 'gamma': 0.49454421762477174, 'reg_alpha': 0.33390228518581017, 'reg_lambda': 2.19879452114657}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:34,090] Trial 86 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.02224007915641563, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.98490387181217, 'colsample_bytree': 0.8738987394826488, 'gamma': 1.0617947388966797, 'reg_alpha': 0.3949584320637205, 'reg_lambda': 0.5031520525559509}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:34,329] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 140, 'learning_rate': 0.025696495811865647, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8710276237230941, 'colsample_bytree': 0.9112827075034234, 'gamma': 0.10887945180898406, 'reg_alpha': 0.5541373127273983, 'reg_lambda': 1.5486803670549245}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:34,682] Trial 88 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 119, 'learning_rate': 0.04686481817791058, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7396755615687013, 'colsample_bytree': 0.9311686593688878, 'gamma': 0.8524234142200122, 'reg_alpha': 0.6076795400658391, 'reg_lambda': 1.7099041308058471}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:34,982] Trial 89 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.0942960077792474, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.8910757549377891, 'colsample_bytree': 0.8338416347847654, 'gamma': 1.4168621880144547, 'reg_alpha': 0.4766760700338954, 'reg_lambda': 0.878317435123124}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:35,343] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.08046140670504567, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9023688364459519, 'colsample_bytree': 0.6139796455617439, 'gamma': 0.41352721283805904, 'reg_alpha': 0.22743929441380217, 'reg_lambda': 1.6107433827063087}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:35,628] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.03379635033999216, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9532110373963607, 'colsample_bytree': 0.8721235722686482, 'gamma': 0.2257113821963201, 'reg_alpha': 0.1229023301822114, 'reg_lambda': 1.2798046031452421}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:36,084] Trial 92 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 179, 'learning_rate': 0.03029894610938924, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9618025527766947, 'colsample_bytree': 0.8472326845316621, 'gamma': 0.2717240596968194, 'reg_alpha': 0.10990016277258598, 'reg_lambda': 0.9811329311597466}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:36,388] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 183, 'learning_rate': 0.03034742255042104, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.977860099207826, 'colsample_bytree': 0.8462732579642381, 'gamma': 0.008247393202337916, 'reg_alpha': 0.1871391725426551, 'reg_lambda': 0.7724011939152852}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:36,679] Trial 94 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.12035755277250046, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9636148655463664, 'colsample_bytree': 0.8136738315137204, 'gamma': 0.6897000405365047, 'reg_alpha': 0.1438486326211497, 'reg_lambda': 0.9458380301398726}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:37,065] Trial 95 finished with value: 0.761904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.029274269065494504, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9459727763772138, 'colsample_bytree': 0.962090273403822, 'gamma': 0.5494922890462004, 'reg_alpha': 0.04368235000111503, 'reg_lambda': 1.0502606733095434}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:37,400] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 178, 'learning_rate': 0.020214477051448045, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.943837165334432, 'colsample_bytree': 0.986898488363643, 'gamma': 0.5210049419227143, 'reg_alpha': 0.036904603015320746, 'reg_lambda': 1.0134617273467905}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:37,670] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 208, 'learning_rate': 0.0388551554052049, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9713912487639427, 'colsample_bytree': 0.9658194998475079, 'gamma': 0.29697689983491093, 'reg_alpha': 0.08669679142434145, 'reg_lambda': 1.1087928609013704}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:38,010] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.028446896815416668, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9734311549308529, 'colsample_bytree': 0.9650153849987414, 'gamma': 0.27711146026371075, 'reg_alpha': 0.08441264153370695, 'reg_lambda': 1.1812108015030636}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:38,337] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.13796400577809814, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9998282065872326, 'colsample_bytree': 0.952555191328685, 'gamma': 0.1427146431658482, 'reg_alpha': 0.09721187479266319, 'reg_lambda': 1.1154927330814828}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:38,687] Trial 100 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 239, 'learning_rate': 0.0391415426259606, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9475289784425382, 'colsample_bytree': 0.9461189901764385, 'gamma': 0.38817398199640774, 'reg_alpha': 0.04834242981260867, 'reg_lambda': 1.033919389155944}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:38,993] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 238, 'learning_rate': 0.03892611539969431, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9871494666168327, 'colsample_bytree': 0.9752264713014862, 'gamma': 0.3833665424070437, 'reg_alpha': 0.044476091209381986, 'reg_lambda': 1.2432869447839976}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:39,396] Trial 102 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 241, 'learning_rate': 0.040038262492548084, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9678569396070338, 'colsample_bytree': 0.9801473658285637, 'gamma': 0.39487450669265955, 'reg_alpha': 0.05306697493292872, 'reg_lambda': 1.2486884297698047}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:39,672] Trial 103 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.026587867751429663, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9929477203680787, 'colsample_bytree': 0.9968454778454395, 'gamma': 0.2913691328443271, 'reg_alpha': 0.045622030170268696, 'reg_lambda': 1.0843598114108064}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:40,038] Trial 104 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 225, 'learning_rate': 0.03833115293946527, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9853773139210913, 'colsample_bytree': 0.9653451686018801, 'gamma': 0.568408563328946, 'reg_alpha': 0.8802002499401627, 'reg_lambda': 0.9334395237753597}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:40,321] Trial 105 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 245, 'learning_rate': 0.02945009296291815, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9481885491230795, 'colsample_bytree': 0.9453501770023149, 'gamma': 2.027079387334626, 'reg_alpha': 0.06548933846232143, 'reg_lambda': 1.0439395504239521}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:40,604] Trial 106 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 219, 'learning_rate': 0.08633228403387483, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9328416060758722, 'colsample_bytree': 0.9342845412877216, 'gamma': 0.45804593007953787, 'reg_alpha': 0.029997011942975525, 'reg_lambda': 1.1980840863507143}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:40,909] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 197, 'learning_rate': 0.03683661648384048, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9578970953588795, 'colsample_bytree': 0.9487151170151263, 'gamma': 0.10048505141931247, 'reg_alpha': 0.10770430724264493, 'reg_lambda': 0.9667762577482489}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:41,340] Trial 108 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 239, 'learning_rate': 0.043679929330850915, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9753263242797208, 'colsample_bytree': 0.9577106582524073, 'gamma': 2.756232515889532, 'reg_alpha': 0.011006912005870562, 'reg_lambda': 0.8784080935092884}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:41,698] Trial 109 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.03303525285465743, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9408026288077468, 'colsample_bytree': 0.9718413334048223, 'gamma': 0.2582311341848473, 'reg_alpha': 0.07608430450129827, 'reg_lambda': 1.388526852984979}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:42,001] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 220, 'learning_rate': 0.04081737198741622, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9167324689662258, 'colsample_bytree': 0.979115072313195, 'gamma': 0.7456299145746842, 'reg_alpha': 0.16149934963934215, 'reg_lambda': 1.138434324346267}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:42,258] Trial 111 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.02469954375213519, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.95901490610663, 'colsample_bytree': 0.9606555492159103, 'gamma': 0.3885157190303581, 'reg_alpha': 0.1320633462774641, 'reg_lambda': 1.0596842255131356}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:42,504] Trial 112 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 171, 'learning_rate': 0.023301166435443763, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9888692519719019, 'colsample_bytree': 0.9392030101955509, 'gamma': 0.49458492009642985, 'reg_alpha': 0.10608841779945187, 'reg_lambda': 0.8164158041960627}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:43,086] Trial 113 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.033933882106028754, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9666417209249653, 'colsample_bytree': 0.9241391984135937, 'gamma': 0.5812034203326102, 'reg_alpha': 0.09282137652156193, 'reg_lambda': 0.9985270668108106}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:43,371] Trial 114 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 206, 'learning_rate': 0.02949566806724585, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9468036487585992, 'colsample_bytree': 0.9055053134401845, 'gamma': 0.35415710813547424, 'reg_alpha': 0.14093073986700927, 'reg_lambda': 1.2249284556776066}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:43,760] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.03620083939682187, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9285490818880956, 'colsample_bytree': 0.8879763271002772, 'gamma': 0.16457444684599398, 'reg_alpha': 0.182705011500379, 'reg_lambda': 0.9055297496194689}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:44,045] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.044076231000371904, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9796744346700063, 'colsample_bytree': 0.971518762878411, 'gamma': 0.8985757889345196, 'reg_alpha': 0.05960435415983262, 'reg_lambda': 1.9650845429334134}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:44,519] Trial 117 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 244, 'learning_rate': 0.03254495573366855, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9368396299350394, 'colsample_bytree': 0.9935077474697858, 'gamma': 0.0178518623076106, 'reg_alpha': 0.1583513594288216, 'reg_lambda': 0.7421364314350034}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:44,810] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.055306715553683654, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9579232136427314, 'colsample_bytree': 0.9462004585557332, 'gamma': 4.470236142047671, 'reg_alpha': 0.021415156801917426, 'reg_lambda': 1.287174952984674}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:45,125] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.03080022799397455, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.972090534356804, 'colsample_bytree': 0.8566817867754568, 'gamma': 0.5994267730981624, 'reg_alpha': 0.20801150363794857, 'reg_lambda': 1.8319554563077873}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:45,473] Trial 120 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 226, 'learning_rate': 0.03829972999998692, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9112840939656838, 'colsample_bytree': 0.914866407565188, 'gamma': 0.21441363505024036, 'reg_alpha': 0.4335868668052497, 'reg_lambda': 2.0806345359647835}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:45,740] Trial 121 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 157, 'learning_rate': 0.05123373608368282, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8584986244129856, 'colsample_bytree': 0.803880012849608, 'gamma': 0.7848852818729, 'reg_alpha': 0.002899819616774619, 'reg_lambda': 1.118438142709881}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:46,084] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 161, 'learning_rate': 0.04677182233256702, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9490134411853457, 'colsample_bytree': 0.8399798412326599, 'gamma': 0.6478177478215846, 'reg_alpha': 0.07740045986636776, 'reg_lambda': 1.7487514005343452}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:46,342] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.10996243396069072, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.88821558825861, 'colsample_bytree': 0.8269826913631693, 'gamma': 0.4452546490581949, 'reg_alpha': 0.0334674231582503, 'reg_lambda': 1.0495515712538137}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:46,723] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 185, 'learning_rate': 0.035100797149635224, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9247917025026237, 'colsample_bytree': 0.8683381974065181, 'gamma': 0.9551524348501783, 'reg_alpha': 0.11893318925328042, 'reg_lambda': 2.40649913550628}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:47,051] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.03472943058653686, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9236744005376331, 'colsample_bytree': 0.8655250770354619, 'gamma': 0.30749533159904113, 'reg_alpha': 0.11074794507137263, 'reg_lambda': 2.89815379878609}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:47,476] Trial 126 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.028241275096711784, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9354306142302538, 'colsample_bytree': 0.8980613490213992, 'gamma': 0.9778919178095218, 'reg_alpha': 0.11924200357592858, 'reg_lambda': 0.9794275259591796}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:47,807] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.02698669773219954, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9047916530531135, 'colsample_bytree': 0.9052921552211513, 'gamma': 0.9565049990400349, 'reg_alpha': 0.05325060876197376, 'reg_lambda': 0.9933645253701388}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:48,283] Trial 128 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 248, 'learning_rate': 0.028021126017386253, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9407943521860423, 'colsample_bytree': 0.896880292816597, 'gamma': 1.142228390590915, 'reg_alpha': 0.5083320634164871, 'reg_lambda': 0.5975643184165838}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:48,570] Trial 129 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 241, 'learning_rate': 0.06401626541379073, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.918557877638743, 'colsample_bytree': 0.6862003588523917, 'gamma': 1.3163051309320806, 'reg_alpha': 0.17535567286121476, 'reg_lambda': 2.715898030829559}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:48,891] Trial 130 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.07304511757539046, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9308345429314812, 'colsample_bytree': 0.8858726031101699, 'gamma': 0.843623351454374, 'reg_alpha': 0.1236230628994974, 'reg_lambda': 1.8986993781425832}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:49,171] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.03225856470615174, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9631447360244719, 'colsample_bytree': 0.8684586994052972, 'gamma': 0.7126968782088405, 'reg_alpha': 0.09032474131675228, 'reg_lambda': 1.0976449898732201}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:49,453] Trial 132 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 151, 'learning_rate': 0.03556177685759183, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9557914906064575, 'colsample_bytree': 0.8761606290204547, 'gamma': 0.5506041947483639, 'reg_alpha': 0.14677193133630848, 'reg_lambda': 1.1725242624346932}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:49,754] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.04122255879343292, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9536260678373591, 'colsample_bytree': 0.9297474470605185, 'gamma': 0.9710786417313945, 'reg_alpha': 0.07612291016088897, 'reg_lambda': 0.670260432657396}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:49,995] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.09758306286818438, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9391981989101879, 'colsample_bytree': 0.8816968904160243, 'gamma': 0.4772475216946147, 'reg_alpha': 0.15513061705035508, 'reg_lambda': 1.1645070582090504}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:50,280] Trial 135 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.035748157476956074, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9683203718515836, 'colsample_bytree': 0.8966072177002321, 'gamma': 2.5328591272671903, 'reg_alpha': 0.6637270617129509, 'reg_lambda': 1.6437415996175504}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:50,630] Trial 136 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 249, 'learning_rate': 0.030072652594649203, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9270346341858952, 'colsample_bytree': 0.9105739598279172, 'gamma': 0.5478425930795854, 'reg_alpha': 0.1435373890146513, 'reg_lambda': 0.92210645009379}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:51,087] Trial 137 finished with value: 0.761904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.025772158808833753, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9273552843674988, 'colsample_bytree': 0.9156564094514248, 'gamma': 0.5490793704537464, 'reg_alpha': 0.13342592507561704, 'reg_lambda': 0.8909012437677273}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:51,473] Trial 138 finished with value: 0.761904761904762 and parameters: {'n_estimators': 245, 'learning_rate': 0.025562152683726597, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.947102241844258, 'colsample_bytree': 0.8784950661073607, 'gamma': 0.5477475756060088, 'reg_alpha': 0.14368701659200128, 'reg_lambda': 0.8310054170540695}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:51,919] Trial 139 finished with value: 0.761904761904762 and parameters: {'n_estimators': 243, 'learning_rate': 0.023770084910980156, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9472241705968838, 'colsample_bytree': 0.8814668842247297, 'gamma': 0.5562092564729533, 'reg_alpha': 0.1711291935082755, 'reg_lambda': 0.8114834796223375}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:52,306] Trial 140 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 244, 'learning_rate': 0.01664528633154621, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9487989898526812, 'colsample_bytree': 0.8764055679107673, 'gamma': 0.5487651258252881, 'reg_alpha': 0.1432217005836196, 'reg_lambda': 0.8396129906888208}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:52,799] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.024005546459099962, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9590708562522153, 'colsample_bytree': 0.8570121022307626, 'gamma': 0.27709573475725746, 'reg_alpha': 0.1742356854134242, 'reg_lambda': 0.7672348834497138}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:53,179] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.021093546292163118, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9756062026819868, 'colsample_bytree': 0.8511301416064858, 'gamma': 0.32479434161244525, 'reg_alpha': 0.19764571117388813, 'reg_lambda': 0.7284167794323132}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:53,651] Trial 143 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.020993600856183785, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9805192297565147, 'colsample_bytree': 0.8584959112590866, 'gamma': 0.11702232233689092, 'reg_alpha': 0.2019467624348007, 'reg_lambda': 0.7862149169463288}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:54,086] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 242, 'learning_rate': 0.024238843963759596, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9918086644169529, 'colsample_bytree': 0.8448457311324161, 'gamma': 0.2950828934408828, 'reg_alpha': 0.1746601586020965, 'reg_lambda': 0.7126072528345457}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:54,624] Trial 145 finished with value: 0.744047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.01780630093999503, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.959113337719246, 'colsample_bytree': 0.8494263608690343, 'gamma': 0.2057340101461539, 'reg_alpha': 0.24194476025978653, 'reg_lambda': 0.6558216016120295}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:54,994] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.01895036824432751, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9711853360002064, 'colsample_bytree': 0.8799104960573464, 'gamma': 0.5341885384756531, 'reg_alpha': 0.2213307536383991, 'reg_lambda': 0.7934774341030564}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:55,466] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.023025333066246125, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9818123392887931, 'colsample_bytree': 0.8876669626214545, 'gamma': 0.35251643234574315, 'reg_alpha': 0.1894216618080192, 'reg_lambda': 0.8838622611724172}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:55,833] Trial 148 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.025614724570942278, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9619158990347103, 'colsample_bytree': 0.8532545823329141, 'gamma': 0.4384427226772065, 'reg_alpha': 0.16060994565669964, 'reg_lambda': 0.9190164563576309}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:56,339] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 237, 'learning_rate': 0.02108247195332461, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9760416244324751, 'colsample_bytree': 0.9086156178554445, 'gamma': 0.0874145185714037, 'reg_alpha': 0.14661643750954226, 'reg_lambda': 0.7404657991105172}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:56,696] Trial 150 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 229, 'learning_rate': 0.02644101264417848, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9544808508520305, 'colsample_bytree': 0.8769197110493415, 'gamma': 0.2057419591924351, 'reg_alpha': 0.13746722059903324, 'reg_lambda': 0.5619259109389454}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:57,155] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.02972056112454848, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9461483007791641, 'colsample_bytree': 0.9187678106269002, 'gamma': 0.3658112029709698, 'reg_alpha': 0.1024287621746073, 'reg_lambda': 0.8645542171640765}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:57,543] Trial 152 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 243, 'learning_rate': 0.023468574556233402, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9687639697079575, 'colsample_bytree': 0.8914169258910594, 'gamma': 0.6263870427522349, 'reg_alpha': 0.1755368051028489, 'reg_lambda': 0.9266018578024579}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:57,975] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.024514171680223584, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9997932484706118, 'colsample_bytree': 0.8924976639257483, 'gamma': 0.5995298945658092, 'reg_alpha': 0.18073972113627224, 'reg_lambda': 0.9340630549166801}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:58,321] Trial 154 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 233, 'learning_rate': 0.022899646889144348, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.97044878173317, 'colsample_bytree': 0.8636881770950713, 'gamma': 0.6582957587782206, 'reg_alpha': 0.21308697876659943, 'reg_lambda': 0.8112765133456338}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:58,789] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 247, 'learning_rate': 0.01896739298716646, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9554022289742579, 'colsample_bytree': 0.7735303060355436, 'gamma': 0.4810839252445259, 'reg_alpha': 0.1655735754122591, 'reg_lambda': 0.768898329350304}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:59,177] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.021196149628577323, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9886589976819643, 'colsample_bytree': 0.8849190838451432, 'gamma': 0.27788342722888193, 'reg_alpha': 0.1972626070213266, 'reg_lambda': 0.8405481643917606}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:59,553] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 225, 'learning_rate': 0.025950851725555592, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9658456477204143, 'colsample_bytree': 0.8725686576853444, 'gamma': 0.5569136929710474, 'reg_alpha': 0.13445769171769473, 'reg_lambda': 0.9546705101580573}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:59,858] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.030261048682082136, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9418627608221304, 'colsample_bytree': 0.8341691385799975, 'gamma': 2.9695928331288792, 'reg_alpha': 0.23326131300935043, 'reg_lambda': 0.7131768734107332}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:20:00,273] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.023536603857144258, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9775994361243867, 'colsample_bytree': 0.857448299889261, 'gamma': 0.7645039668526019, 'reg_alpha': 0.09662518119631383, 'reg_lambda': 0.6281683616338076}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:20:00,581] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.02836927040970519, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9326080252774128, 'colsample_bytree': 0.9120166812236554, 'gamma': 0.3655668997948658, 'reg_alpha': 0.16293381581132937, 'reg_lambda': 0.8961046236000364}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:20:01,095] Trial 161 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 239, 'learning_rate': 0.03261621322198061, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9487728091781948, 'colsample_bytree': 0.9019524197382972, 'gamma': 0.45184242582713247, 'reg_alpha': 0.06793471957964783, 'reg_lambda': 1.034590075517704}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:20:01,546] Trial 162 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 242, 'learning_rate': 0.025829927696490666, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9623904152106864, 'colsample_bytree': 0.9803423633852614, 'gamma': 0.271796130665486, 'reg_alpha': 0.12143599846029268, 'reg_lambda': 1.0143496450404894}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:20:01,991] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.025466649011923543, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9563442452695361, 'colsample_bytree': 0.9751364591606029, 'gamma': 0.157179662007926, 'reg_alpha': 0.12243399712500003, 'reg_lambda': 0.9820272797612783}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:02,436] Trial 164 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.025317932304279082, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9551201163300086, 'colsample_bytree': 0.9768406701072192, 'gamma': 0.15122051201774575, 'reg_alpha': 0.14444594369711458, 'reg_lambda': 0.8481700720197131}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:02,943] Trial 165 finished with value: 0.761904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.022268729107042334, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9618075960885246, 'colsample_bytree': 0.9991000750568032, 'gamma': 0.004041874815633895, 'reg_alpha': 0.1484081966920982, 'reg_lambda': 0.8546889865892187}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:03,344] Trial 166 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.012827387341537844, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.96779109908634, 'colsample_bytree': 0.9834421916439179, 'gamma': 0.0241675732193368, 'reg_alpha': 0.12624880514096212, 'reg_lambda': 0.8453395072194915}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:03,880] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.020503935795255692, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9562648200217462, 'colsample_bytree': 0.9976383071173995, 'gamma': 0.11183239919821203, 'reg_alpha': 0.1498548963099458, 'reg_lambda': 0.7491637388359542}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:04,266] Trial 168 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.025173263336892515, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.985087774391703, 'colsample_bytree': 0.99186781001075, 'gamma': 0.17878033011613437, 'reg_alpha': 0.17521234023873236, 'reg_lambda': 0.9123904276334699}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:04,753] Trial 169 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.02263211712370389, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9629877156039567, 'colsample_bytree': 0.9782299884710135, 'gamma': 0.021141553315257206, 'reg_alpha': 0.1131660737970993, 'reg_lambda': 0.7999106113634916}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:05,117] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.026232672418355037, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9713499016868161, 'colsample_bytree': 0.9672606227959234, 'gamma': 0.20410778027038765, 'reg_alpha': 0.08943675093764071, 'reg_lambda': 0.6775581923659159}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:05,636] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 244, 'learning_rate': 0.020310674302746044, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9561689843947947, 'colsample_bytree': 0.9990334272298479, 'gamma': 0.17778461215226388, 'reg_alpha': 0.1486644317560562, 'reg_lambda': 0.7539559812383877}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:06,047] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 230, 'learning_rate': 0.021948258668763446, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.95274587284352, 'colsample_bytree': 0.9756549248976117, 'gamma': 0.07390178206257522, 'reg_alpha': 0.14907514161036287, 'reg_lambda': 0.8488572118048373}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:06,542] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.018674389408029044, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.976357070190447, 'colsample_bytree': 0.9878111045790011, 'gamma': 0.12530269451180553, 'reg_alpha': 0.1287695680566947, 'reg_lambda': 0.7215962544984822}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:06,920] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 235, 'learning_rate': 0.016744849826333553, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.963594778597712, 'colsample_bytree': 0.987866846539523, 'gamma': 0.31114461818392053, 'reg_alpha': 0.1962951579643623, 'reg_lambda': 0.782563525605613}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:07,440] Trial 175 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.023836329196028558, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9419445242406145, 'colsample_bytree': 0.9801107346619279, 'gamma': 0.27650794482961866, 'reg_alpha': 0.17238796799212908, 'reg_lambda': 0.9415065345898529}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:07,811] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.024117879897878315, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9420386483712115, 'colsample_bytree': 0.9647546769205045, 'gamma': 0.2660387524544277, 'reg_alpha': 0.17510050168303143, 'reg_lambda': 1.0806209531648119}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:08,265] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 247, 'learning_rate': 0.02674703359043691, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9452390320966633, 'colsample_bytree': 0.982550245937552, 'gamma': 0.42777516026709994, 'reg_alpha': 0.11022967406942535, 'reg_lambda': 0.9543158102627722}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:08,639] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.02218167034607524, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9377943215208002, 'colsample_bytree': 0.9715791049460939, 'gamma': 0.35557404322364466, 'reg_alpha': 0.12852826831557165, 'reg_lambda': 1.0187958324558408}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:09,021] Trial 179 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.02789869828823762, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9912235538509261, 'colsample_bytree': 0.9607281538927102, 'gamma': 3.778000261819878, 'reg_alpha': 0.09017877984577291, 'reg_lambda': 0.8611488617272967}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:09,501] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 228, 'learning_rate': 0.025724527440798232, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9785560276712411, 'colsample_bytree': 0.9879579222005849, 'gamma': 0.5191744370919126, 'reg_alpha': 0.18228116407000347, 'reg_lambda': 0.923381207878616}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:10,048] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 241, 'learning_rate': 0.01975564720225817, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9570890202847333, 'colsample_bytree': 0.9996316999314283, 'gamma': 0.09369829048492113, 'reg_alpha': 0.15358878297842765, 'reg_lambda': 0.8974037578329909}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:10,484] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.023540511298701775, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9523818831059951, 'colsample_bytree': 0.9752508201114373, 'gamma': 0.24457657278383466, 'reg_alpha': 0.1604457539170837, 'reg_lambda': 0.8917569401292833}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:11,066] Trial 183 finished with value: 0.755952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.02037927808498788, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9504256084158537, 'colsample_bytree': 0.9992547685026311, 'gamma': 0.02205204372813485, 'reg_alpha': 0.14330190020589723, 'reg_lambda': 0.9832966230577583}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:11,520] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 246, 'learning_rate': 0.021914752276030285, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9673532564009513, 'colsample_bytree': 0.9721401918201394, 'gamma': 0.1956792552417185, 'reg_alpha': 0.15967420293854465, 'reg_lambda': 0.8906891382158535}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:12,029] Trial 185 finished with value: 0.75 and parameters: {'n_estimators': 241, 'learning_rate': 0.024703201753988532, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.732008813462633, 'colsample_bytree': 0.9808441905879741, 'gamma': 0.3635612867517738, 'reg_alpha': 0.20708091686597008, 'reg_lambda': 1.0732898871007404}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:12,473] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.02343278942593836, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9504507723941191, 'colsample_bytree': 0.9772830262791623, 'gamma': 0.0009252823565801243, 'reg_alpha': 0.11449370387301533, 'reg_lambda': 1.1321811294022763}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:12,819] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.0270111019180169, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9337507108247713, 'colsample_bytree': 0.9573240807970691, 'gamma': 0.1371095031051474, 'reg_alpha': 0.0694412593310226, 'reg_lambda': 0.9658967644617382}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:13,028] Trial 188 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.02933983802611245, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9612481993181011, 'colsample_bytree': 0.9880642113242797, 'gamma': 0.2901271841086758, 'reg_alpha': 0.12449541741532447, 'reg_lambda': 0.9024767981452745}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:13,469] Trial 189 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 242, 'learning_rate': 0.01739557471914929, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7915530406225094, 'colsample_bytree': 0.9934768191571668, 'gamma': 0.42928921354062566, 'reg_alpha': 0.15487970593681208, 'reg_lambda': 0.8325856475989732}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:13,979] Trial 190 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 232, 'learning_rate': 0.018862869900900536, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9740468265670158, 'colsample_bytree': 0.9680760179788387, 'gamma': 0.5790655783940888, 'reg_alpha': 0.09872566341946803, 'reg_lambda': 1.0174686971597124}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:14,371] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.02415549832632601, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9574018862172952, 'colsample_bytree': 0.9710753013603747, 'gamma': 0.24549156344575876, 'reg_alpha': 0.18703761005073033, 'reg_lambda': 0.8095238592831441}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:14,763] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.02288599026713776, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9402001156471241, 'colsample_bytree': 0.95388931320551, 'gamma': 0.16732082708508172, 'reg_alpha': 0.19934499100704436, 'reg_lambda': 0.8090988580633334}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:15,059] Trial 193 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.025351734633130472, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.9547217620725206, 'colsample_bytree': 0.9857760556354266, 'gamma': 0.21567547354962263, 'reg_alpha': 0.13712059210763755, 'reg_lambda': 0.9315930125774874}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:15,436] Trial 194 finished with value: 0.761904761904762 and parameters: {'n_estimators': 247, 'learning_rate': 0.0212761129400766, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9649723259622343, 'colsample_bytree': 0.9722758534943833, 'gamma': 0.35342589549343595, 'reg_alpha': 0.1653624211913592, 'reg_lambda': 0.8432700200498995}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:15,923] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.019739325954370356, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.965878074237002, 'colsample_bytree': 0.9772324756582044, 'gamma': 0.32209067777101225, 'reg_alpha': 0.22268489376772405, 'reg_lambda': 0.8522571902035854}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:16,306] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 237, 'learning_rate': 0.021399561258310183, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9844374301424299, 'colsample_bytree': 0.960864776439411, 'gamma': 0.11938385455736064, 'reg_alpha': 0.18075766757224654, 'reg_lambda': 1.2041623137224342}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:16,741] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 229, 'learning_rate': 0.02333333465549049, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9472370966879754, 'colsample_bytree': 0.9688638659911527, 'gamma': 0.403725366151282, 'reg_alpha': 0.831071608588043, 'reg_lambda': 0.877552748962784}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:17,153] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.021376882627875828, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9600291230579242, 'colsample_bytree': 0.9780083635881225, 'gamma': 0.257953628725398, 'reg_alpha': 0.1664980465608608, 'reg_lambda': 0.8189297676601974}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:17,638] Trial 199 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.015338852770552176, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9696553667935958, 'colsample_bytree': 0.9993655588660544, 'gamma': 0.48055113433184243, 'reg_alpha': 0.18743799540657097, 'reg_lambda': 0.687586889336683}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:17,641] A new study created in memory with name: no-name-fb68482f-9510-47df-9293-a0f83ccfce97
[I 2025-11-03 20:20:18,022] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.037792995451039736, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.7637762852042005, 'colsample_bytree': 0.9012706564973566, 'gamma': 4.420623815135446, 'reg_alpha': 0.8816581847784276, 'reg_lambda': 0.5103942138645443}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:20:18,230] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 79, 'learning_rate': 0.010286063293381362, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.838331223272369, 'colsample_bytree': 0.9219652269411434, 'gamma': 0.6504528014295824, 'reg_alpha': 0.4184361685882104, 'reg_lambda': 1.9757381131320577}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:20:18,614] Trial 2 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 215, 'learning_rate': 0.11201792916903026, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6037272523022876, 'colsample_bytree': 0.6326773094840257, 'gamma': 2.4279695975529436, 'reg_alpha': 0.6385713558832026, 'reg_lambda': 1.8687294759564863}. Best is trial 2 with value: 0.7202380952380953.
[I 2025-11-03 20:20:18,841] Trial 3 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 158, 'learning_rate': 0.22240908330860118, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9450987468798641, 'colsample_bytree': 0.9385023473214242, 'gamma': 3.606989140876682, 'reg_alpha': 0.14687176496513066, 'reg_lambda': 0.997714177425192}. Best is trial 2 with value: 0.7202380952380953.
[I 2025-11-03 20:20:19,139] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 218, 'learning_rate': 0.02168468213303762, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.8321746562381996, 'colsample_bytree': 0.8746309064256741, 'gamma': 4.074437125997493, 'reg_alpha': 0.6877011380340091, 'reg_lambda': 1.3739442387566059}. Best is trial 2 with value: 0.7202380952380953.
[I 2025-11-03 20:20:19,512] Trial 5 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.010254578914858955, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9944230884421559, 'colsample_bytree': 0.7008803970852031, 'gamma': 0.1772248447062158, 'reg_alpha': 0.8117831798643173, 'reg_lambda': 1.177997436030999}. Best is trial 5 with value: 0.7440476190476191.
[I 2025-11-03 20:20:19,820] Trial 6 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 154, 'learning_rate': 0.09377389334386128, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9870717913048318, 'colsample_bytree': 0.9217711982227128, 'gamma': 3.9199400862873865, 'reg_alpha': 0.6728992712071978, 'reg_lambda': 1.8462008295639947}. Best is trial 5 with value: 0.7440476190476191.
[I 2025-11-03 20:20:20,112] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.04992878297248851, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.858131525377169, 'colsample_bytree': 0.6075624822275223, 'gamma': 2.362071172986935, 'reg_alpha': 0.07389055834439773, 'reg_lambda': 1.2520949082515394}. Best is trial 5 with value: 0.7440476190476191.
[I 2025-11-03 20:20:20,313] Trial 8 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 125, 'learning_rate': 0.010803252328403262, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7264546889088999, 'colsample_bytree': 0.7919267264863726, 'gamma': 0.533345514093943, 'reg_alpha': 0.4488271712174027, 'reg_lambda': 2.1873963955185354}. Best is trial 5 with value: 0.7440476190476191.
[I 2025-11-03 20:20:20,545] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.07115021972885514, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6443039776570425, 'colsample_bytree': 0.7711944533380293, 'gamma': 4.7782306123745215, 'reg_alpha': 0.3518023101891282, 'reg_lambda': 0.5351149723367463}. Best is trial 5 with value: 0.7440476190476191.
[I 2025-11-03 20:20:20,766] Trial 10 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.02126111724400542, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9275558227227231, 'colsample_bytree': 0.7333937561877997, 'gamma': 1.3683912160645222, 'reg_alpha': 0.9649400779541207, 'reg_lambda': 2.4961093528102247}. Best is trial 5 with value: 0.7440476190476191.
[I 2025-11-03 20:20:20,911] Trial 11 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 28, 'learning_rate': 0.02111460823891928, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9357181343925087, 'colsample_bytree': 0.7037105618973865, 'gamma': 1.4401509501046053, 'reg_alpha': 0.9989704978862456, 'reg_lambda': 2.925096357165487}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:20:21,185] Trial 12 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 30, 'learning_rate': 0.02107355873989785, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9994708319927567, 'colsample_bytree': 0.6969700436555901, 'gamma': 1.3020880679236728, 'reg_alpha': 0.9013660104208513, 'reg_lambda': 2.9823065682887417}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:21,295] Trial 13 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 21, 'learning_rate': 0.024798462954775426, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9107273576165454, 'colsample_bytree': 0.697289334433634, 'gamma': 1.622807749759779, 'reg_alpha': 0.9984584482600359, 'reg_lambda': 2.9787203815897874}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:21,488] Trial 14 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 56, 'learning_rate': 0.030917600699887117, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8934886547609533, 'colsample_bytree': 0.6696573280656573, 'gamma': 1.5692091498741734, 'reg_alpha': 0.8024103754331905, 'reg_lambda': 2.96521403594384}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:21,846] Trial 15 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 100, 'learning_rate': 0.01942377806887878, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9572315894678799, 'colsample_bytree': 0.9962066730502671, 'gamma': 3.11520751552557, 'reg_alpha': 0.5748963999009291, 'reg_lambda': 2.5761868035413293}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:22,131] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 50, 'learning_rate': 0.015019610998433698, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8891027557321689, 'colsample_bytree': 0.8382063853081153, 'gamma': 1.1086882046166782, 'reg_alpha': 0.8163148995692185, 'reg_lambda': 2.590417214545079}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:22,390] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.048066124809141436, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7741522967406065, 'colsample_bytree': 0.7485957081260959, 'gamma': 2.0357926261685106, 'reg_alpha': 0.29507380685375784, 'reg_lambda': 2.2962191501027736}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:22,685] Trial 18 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 250, 'learning_rate': 0.01520820183786288, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9948386399081086, 'colsample_bytree': 0.6611038515380899, 'gamma': 0.9800336251558608, 'reg_alpha': 0.913242631605824, 'reg_lambda': 2.730572807545894}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:23,026] Trial 19 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.03279269360527656, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.69969714064403, 'colsample_bytree': 0.8344292754180731, 'gamma': 2.9588004787495064, 'reg_alpha': 0.752401388010147, 'reg_lambda': 1.5417973203270143}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:23,188] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 35, 'learning_rate': 0.2638029251662299, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9573045128679036, 'colsample_bytree': 0.7212545679736492, 'gamma': 1.8048997370349407, 'reg_alpha': 0.5403757770750912, 'reg_lambda': 2.808272396967362}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:23,544] Trial 21 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 188, 'learning_rate': 0.01312958804397895, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9931679519598092, 'colsample_bytree': 0.6860037714244682, 'gamma': 0.06992405450970378, 'reg_alpha': 0.8742574007544088, 'reg_lambda': 0.9418464964432796}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:23,865] Trial 22 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 196, 'learning_rate': 0.01674680441982356, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9602765449970305, 'colsample_bytree': 0.6394833571151026, 'gamma': 0.06384667580766568, 'reg_alpha': 0.9980536129241246, 'reg_lambda': 1.60626081325815}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:24,026] Trial 23 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 64, 'learning_rate': 0.02591154803369699, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9977299861384433, 'colsample_bytree': 0.7059672931056361, 'gamma': 0.5712414806289461, 'reg_alpha': 0.7451246630410714, 'reg_lambda': 2.266154776967062}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:24,399] Trial 24 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 21, 'learning_rate': 0.012099106846079007, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8772236802399884, 'colsample_bytree': 0.7614978449329899, 'gamma': 1.010150521677633, 'reg_alpha': 0.860417776079442, 'reg_lambda': 0.8350481257031407}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:24,692] Trial 25 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 247, 'learning_rate': 0.04211715197985249, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9300265698403788, 'colsample_bytree': 0.8060689934169892, 'gamma': 2.000162656877598, 'reg_alpha': 0.9458961882834183, 'reg_lambda': 1.1987786544060373}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:25,011] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 82, 'learning_rate': 0.0636752619985977, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9650148268744402, 'colsample_bytree': 0.7232731986195027, 'gamma': 0.3923049690276439, 'reg_alpha': 0.7939351667785197, 'reg_lambda': 2.8140748225211833}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:25,176] Trial 27 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 46, 'learning_rate': 0.018577159605050974, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9099244921186452, 'colsample_bytree': 0.648368818940966, 'gamma': 1.2704144479341477, 'reg_alpha': 0.6138802055823932, 'reg_lambda': 2.411503975323252}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:25,519] Trial 28 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 132, 'learning_rate': 0.010045600062680776, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8058842237976621, 'colsample_bytree': 0.6026427470444927, 'gamma': 2.727032550313832, 'reg_alpha': 0.7324023591548887, 'reg_lambda': 2.067654861118639}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:25,804] Trial 29 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.030356428567263196, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9727606195743468, 'colsample_bytree': 0.6823286792457294, 'gamma': 0.8550870759355309, 'reg_alpha': 0.8913129966267671, 'reg_lambda': 1.5991990969351377}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:26,230] Trial 30 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 169, 'learning_rate': 0.01362756685512545, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9281563617636192, 'colsample_bytree': 0.7864959861582426, 'gamma': 0.23171644762432472, 'reg_alpha': 0.8527822798977386, 'reg_lambda': 0.7516089404180093}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:26,383] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.022176292718815424, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9356314703448156, 'colsample_bytree': 0.7331584515481795, 'gamma': 1.4317514250953178, 'reg_alpha': 0.9549378818784031, 'reg_lambda': 2.497012753334986}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:26,508] Trial 32 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 37, 'learning_rate': 0.03774882945340045, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8617018527096283, 'colsample_bytree': 0.7403959294829422, 'gamma': 2.1141381463718685, 'reg_alpha': 0.9319209445179258, 'reg_lambda': 2.689382146626305}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:26,810] Trial 33 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 69, 'learning_rate': 0.026705883442913154, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9054614355088002, 'colsample_bytree': 0.7002433076395432, 'gamma': 1.3656083289833219, 'reg_alpha': 0.9935962121230624, 'reg_lambda': 2.8785690593704216}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:26,956] Trial 34 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 23, 'learning_rate': 0.1531548427820332, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9712742473521379, 'colsample_bytree': 0.6299583112875712, 'gamma': 0.642057512032611, 'reg_alpha': 0.9158086868404023, 'reg_lambda': 2.982684658946743}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:27,086] Trial 35 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.018111212913777177, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9354203815082301, 'colsample_bytree': 0.7141131102496883, 'gamma': 0.8048295505081692, 'reg_alpha': 0.827875962406412, 'reg_lambda': 2.4009611863104965}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:27,267] Trial 36 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 71, 'learning_rate': 0.03736089408010924, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8356996823081275, 'colsample_bytree': 0.7617125055946738, 'gamma': 1.7376302026808932, 'reg_alpha': 0.2379310244131395, 'reg_lambda': 2.650705066475597}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:27,524] Trial 37 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 97, 'learning_rate': 0.021612989510492935, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9775420141623287, 'colsample_bytree': 0.67342582743382, 'gamma': 1.15962183352078, 'reg_alpha': 0.7164095352296479, 'reg_lambda': 2.0662608682757115}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:27,722] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 114, 'learning_rate': 0.011723981291301028, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9440710301927814, 'colsample_bytree': 0.8242985362394153, 'gamma': 2.460381769980433, 'reg_alpha': 0.644128013643894, 'reg_lambda': 1.796409177566086}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:27,935] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 151, 'learning_rate': 0.08352011075655721, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8619020792539973, 'colsample_bytree': 0.6241814243060324, 'gamma': 0.36000902745686303, 'reg_alpha': 0.7856951362120094, 'reg_lambda': 1.1416692282123162}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:28,346] Trial 40 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 193, 'learning_rate': 0.01571002641788152, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7418497009728598, 'colsample_bytree': 0.655529013602406, 'gamma': 0.770177206310026, 'reg_alpha': 0.4375692319174535, 'reg_lambda': 1.4233884261130298}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:28,484] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 33, 'learning_rate': 0.022690706239347866, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9194187867655089, 'colsample_bytree': 0.74389179007586, 'gamma': 1.4319539456537906, 'reg_alpha': 0.9589353545024957, 'reg_lambda': 2.4841128564038106}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:28,706] Trial 42 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 31, 'learning_rate': 0.021241949122151625, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9474467826989709, 'colsample_bytree': 0.732274679149778, 'gamma': 2.1955400886660827, 'reg_alpha': 0.9552730553123228, 'reg_lambda': 1.9538898511902763}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:28,880] Trial 43 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 52, 'learning_rate': 0.02784829845265562, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8144975228037246, 'colsample_bytree': 0.7001113314000335, 'gamma': 1.7842262904234405, 'reg_alpha': 0.8782949456149621, 'reg_lambda': 2.522928844102529}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:29,173] Trial 44 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.03339536959101877, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9993535308438686, 'colsample_bytree': 0.6890054012199947, 'gamma': 1.4546662936530772, 'reg_alpha': 0.9636155863652062, 'reg_lambda': 2.84475569613464}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:29,418] Trial 45 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.044642019717042306, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.883929729985487, 'colsample_bytree': 0.7765212132946576, 'gamma': 2.6791070896783866, 'reg_alpha': 0.9030288116687882, 'reg_lambda': 2.7685707763140046}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:29,621] Trial 46 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 78, 'learning_rate': 0.05313505613106452, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9429770413849118, 'colsample_bytree': 0.7519138901988437, 'gamma': 3.3601367164178337, 'reg_alpha': 0.8352199490547925, 'reg_lambda': 2.1505091619933534}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:29,738] Trial 47 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 44, 'learning_rate': 0.12145792334792582, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9786001346850893, 'colsample_bytree': 0.8780405388232062, 'gamma': 1.251055597987143, 'reg_alpha': 0.9902321760722608, 'reg_lambda': 2.9104495373135806}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:29,846] Trial 48 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 30, 'learning_rate': 0.019622456513660833, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8985809393542276, 'colsample_bytree': 0.7317876445114104, 'gamma': 4.14174445795752, 'reg_alpha': 0.497899832453687, 'reg_lambda': 2.3607022961840447}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:30,019] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.024838767781953666, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6656998282054871, 'colsample_bytree': 0.811702938055935, 'gamma': 1.6070206271761847, 'reg_alpha': 0.10420329691880603, 'reg_lambda': 2.622079677775889}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:30,304] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 91, 'learning_rate': 0.016793713063694846, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.6137765315947177, 'colsample_bytree': 0.668787174444983, 'gamma': 1.904034611765069, 'reg_alpha': 0.9127573335508051, 'reg_lambda': 1.6923954001623052}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:30,590] Trial 51 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 43, 'learning_rate': 0.013524697498430225, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9354668220250738, 'colsample_bytree': 0.7169678384962865, 'gamma': 0.8322841284510607, 'reg_alpha': 0.8316531035407557, 'reg_lambda': 2.4698050450973925}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:30,777] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 40, 'learning_rate': 0.01699936675066862, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9173272593203399, 'colsample_bytree': 0.7189489070632896, 'gamma': 1.033840734069639, 'reg_alpha': 0.8051536310380191, 'reg_lambda': 2.283014005764853}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:31,014] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.018505846566820063, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9557136327828808, 'colsample_bytree': 0.7091478390327388, 'gamma': 0.5111355377486614, 'reg_alpha': 0.6942355698416306, 'reg_lambda': 2.7144136478916345}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:31,189] Trial 54 finished with value: 0.6041666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.023509392285704613, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9778880757849576, 'colsample_bytree': 0.6855586813848724, 'gamma': 4.975445719941653, 'reg_alpha': 0.8685434667584644, 'reg_lambda': 1.8966357933955953}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:31,430] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.011770316233472177, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.8719039168674942, 'colsample_bytree': 0.9776190930875784, 'gamma': 0.1869796593287345, 'reg_alpha': 0.7709326870217583, 'reg_lambda': 2.9896402784352767}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:31,716] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.015111432098530745, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9864050100152533, 'colsample_bytree': 0.7780576701848567, 'gamma': 0.8899125188103332, 'reg_alpha': 0.9436121282191381, 'reg_lambda': 0.519701641135327}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:32,007] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 26, 'learning_rate': 0.02842556124472516, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.923934071732748, 'colsample_bytree': 0.7609753622412827, 'gamma': 0.6872199392538105, 'reg_alpha': 0.9748511441025249, 'reg_lambda': 2.3689428802355383}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:32,278] Trial 58 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 145, 'learning_rate': 0.0195826295287829, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.957111609182515, 'colsample_bytree': 0.7104307190933401, 'gamma': 2.280553658165795, 'reg_alpha': 0.8328906239151624, 'reg_lambda': 2.5485851692761097}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:32,493] Trial 59 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 40, 'learning_rate': 0.01082351911827944, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.847769029516595, 'colsample_bytree': 0.7341977805108387, 'gamma': 0.0016025853777337506, 'reg_alpha': 0.8967616707038726, 'reg_lambda': 2.24145296754049}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 20:20:32,869] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.010722464933296007, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8506964100182032, 'colsample_bytree': 0.7294013750909859, 'gamma': 0.389078235187876, 'reg_alpha': 0.9245382962218498, 'reg_lambda': 2.7653360754806755}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 20:20:33,035] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 38, 'learning_rate': 0.012612050180433928, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8889783554477716, 'colsample_bytree': 0.6767967173250163, 'gamma': 0.27034070837971724, 'reg_alpha': 0.8866388631787776, 'reg_lambda': 2.4198785742795526}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 20:20:33,231] Trial 62 finished with value: 0.761904761904762 and parameters: {'n_estimators': 52, 'learning_rate': 0.013114904678280855, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8918382795048085, 'colsample_bytree': 0.6726659073989011, 'gamma': 0.09338486644449195, 'reg_alpha': 0.884986701277883, 'reg_lambda': 2.1944895177803017}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:33,402] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.012973713279363261, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8227436647315176, 'colsample_bytree': 0.6706259164404201, 'gamma': 0.029527590397560862, 'reg_alpha': 0.8774293762718741, 'reg_lambda': 2.236772195021075}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:33,550] Trial 64 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 48, 'learning_rate': 0.010291910852177287, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7902430574226331, 'colsample_bytree': 0.6456793875522147, 'gamma': 0.22335087598632927, 'reg_alpha': 0.8996433964755968, 'reg_lambda': 2.105097900433188}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:33,805] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 26, 'learning_rate': 0.014093063761451679, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8490896394158918, 'colsample_bytree': 0.6967546807895207, 'gamma': 0.516991667727053, 'reg_alpha': 0.3644886663041219, 'reg_lambda': 2.191558722577549}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:34,007] Trial 66 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 68, 'learning_rate': 0.011707344081673038, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8903971071115514, 'colsample_bytree': 0.6178919581161966, 'gamma': 0.03387271600743846, 'reg_alpha': 0.7670087784881932, 'reg_lambda': 2.011676959323059}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:34,184] Trial 67 finished with value: 0.738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.012010511417239321, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8762148845274872, 'colsample_bytree': 0.6765387383992523, 'gamma': 0.3007036062257158, 'reg_alpha': 0.850080910523797, 'reg_lambda': 2.304768045942889}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:34,290] Trial 68 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 41, 'learning_rate': 0.015348629294194654, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8982945152527162, 'colsample_bytree': 0.6589553590358538, 'gamma': 0.5037494973014036, 'reg_alpha': 0.932708336635321, 'reg_lambda': 1.434122504671851}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:34,609] Trial 69 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 77, 'learning_rate': 0.010784707771012458, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8385891196493925, 'colsample_bytree': 0.6404834109911397, 'gamma': 0.15038320599185956, 'reg_alpha': 0.0013076638135827157, 'reg_lambda': 2.9233760006484264}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:34,846] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 113, 'learning_rate': 0.012913324803844942, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9090842759029562, 'colsample_bytree': 0.6934280923680635, 'gamma': 0.0074534054007786565, 'reg_alpha': 0.9912848480947621, 'reg_lambda': 2.430052590952769}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:34,957] Trial 71 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 37, 'learning_rate': 0.014371072858159055, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8691734692930149, 'colsample_bytree': 0.7317659366592676, 'gamma': 1.163179931154144, 'reg_alpha': 0.8942241774962925, 'reg_lambda': 2.666597539783993}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:35,284] Trial 72 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 36, 'learning_rate': 0.014572738910701134, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8680669905897185, 'colsample_bytree': 0.7504123579773103, 'gamma': 1.269122853734375, 'reg_alpha': 0.8915444184319664, 'reg_lambda': 2.694352386462003}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:35,409] Trial 73 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 37, 'learning_rate': 0.01461206257255822, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8684359949369922, 'colsample_bytree': 0.7554151876899989, 'gamma': 1.2184830182652486, 'reg_alpha': 0.8036696639059063, 'reg_lambda': 2.5878483971221464}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:35,617] Trial 74 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 26, 'learning_rate': 0.010065291405338782, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8521068200065324, 'colsample_bytree': 0.7389788974180552, 'gamma': 0.6600468013015826, 'reg_alpha': 0.8940188740866517, 'reg_lambda': 2.666321141303306}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:35,789] Trial 75 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 26, 'learning_rate': 0.01653045051204211, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8449170157181591, 'colsample_bytree': 0.7385384502105256, 'gamma': 1.0006890212598436, 'reg_alpha': 0.8901700680137395, 'reg_lambda': 2.6602935820879305}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:35,954] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.012625569435511515, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8229909412876031, 'colsample_bytree': 0.7230421852442696, 'gamma': 0.6387500412763815, 'reg_alpha': 0.8649673061630272, 'reg_lambda': 2.832315075223001}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:36,087] Trial 77 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 47, 'learning_rate': 0.010049049685448725, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8235755690861822, 'colsample_bytree': 0.7938677458699349, 'gamma': 0.678306330041971, 'reg_alpha': 0.8595651515635964, 'reg_lambda': 2.848285781577541}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:36,370] Trial 78 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 28, 'learning_rate': 0.012526437296205437, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7936368956728866, 'colsample_bytree': 0.7047799310033269, 'gamma': 0.39153910647028106, 'reg_alpha': 0.9247360338375412, 'reg_lambda': 2.781096989871671}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:36,492] Trial 79 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 52, 'learning_rate': 0.01113903200444621, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7673264845813171, 'colsample_bytree': 0.7242210710241381, 'gamma': 0.6605599300467626, 'reg_alpha': 0.727984662780687, 'reg_lambda': 2.900782290430233}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:36,739] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.013165457905330568, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7815211210074811, 'colsample_bytree': 0.7692507952911868, 'gamma': 1.0774655602245011, 'reg_alpha': 0.9707625940952291, 'reg_lambda': 2.814147364888765}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:36,859] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.014166122307659077, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8843636182763143, 'colsample_bytree': 0.7430014646869938, 'gamma': 0.2846305035930228, 'reg_alpha': 0.8738878229072313, 'reg_lambda': 2.724457895632037}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:37,102] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.017635505790404096, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8868536453166306, 'colsample_bytree': 0.6829340476166197, 'gamma': 0.3215401930851016, 'reg_alpha': 0.8665816914706199, 'reg_lambda': 2.6043696813234147}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:37,278] Trial 83 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.010906894451674701, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8542075064476453, 'colsample_bytree': 0.6648306431406875, 'gamma': 0.13931757116903515, 'reg_alpha': 0.8479246013236714, 'reg_lambda': 2.722597532462554}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:37,415] Trial 84 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 30, 'learning_rate': 0.01385610100589712, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8290500321323372, 'colsample_bytree': 0.7442477415112054, 'gamma': 0.45112378626065447, 'reg_alpha': 0.8093017540994853, 'reg_lambda': 2.8779070174331864}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:37,672] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 58, 'learning_rate': 0.015911286590488183, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8145906580404827, 'colsample_bytree': 0.7208429285838545, 'gamma': 0.2467062624370513, 'reg_alpha': 0.7794563884419289, 'reg_lambda': 2.9473858874876924}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:37,857] Trial 86 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 65, 'learning_rate': 0.012270115479084284, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8821608015150593, 'colsample_bytree': 0.6544885522065765, 'gamma': 0.9076502773772863, 'reg_alpha': 0.941972399328838, 'reg_lambda': 2.5312917787046487}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:38,170] Trial 87 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 42, 'learning_rate': 0.019969032245165594, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8595184955760348, 'colsample_bytree': 0.7011815629631656, 'gamma': 0.5863020501710411, 'reg_alpha': 0.9042956490282142, 'reg_lambda': 2.6445388691889544}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:38,356] Trial 88 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 73, 'learning_rate': 0.020563028602267292, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8371955750310038, 'colsample_bytree': 0.6925943631775142, 'gamma': 0.593759988523793, 'reg_alpha': 0.9207561136798569, 'reg_lambda': 2.755415579975937}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:38,570] Trial 89 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 42, 'learning_rate': 0.20074158141893836, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8062785460198626, 'colsample_bytree': 0.7068465063101822, 'gamma': 0.7848821947881367, 'reg_alpha': 0.24611884051298788, 'reg_lambda': 2.4461798142990023}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:38,657] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.011329001005613102, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8606948658945093, 'colsample_bytree': 0.6749231943945909, 'gamma': 0.1290850117287341, 'reg_alpha': 0.9810954335473439, 'reg_lambda': 2.353194663253972}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:38,898] Trial 91 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 35, 'learning_rate': 0.014438146102887342, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8997259201433012, 'colsample_bytree': 0.7395822643487616, 'gamma': 0.26885197310370096, 'reg_alpha': 0.9004129386279195, 'reg_lambda': 2.6388417194296436}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:39,054] Trial 92 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 53, 'learning_rate': 0.061828748966325016, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.879296295068903, 'colsample_bytree': 0.7148786457784607, 'gamma': 0.46817156726970827, 'reg_alpha': 0.8275200897712955, 'reg_lambda': 2.815901759995638}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:39,323] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.061953396546571546, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8423850479426042, 'colsample_bytree': 0.7148995965630854, 'gamma': 0.4184259626798891, 'reg_alpha': 0.838618788042887, 'reg_lambda': 2.8346995431558324}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:39,551] Trial 94 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 43, 'learning_rate': 0.0821489614509116, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8566286999918981, 'colsample_bytree': 0.681707391633744, 'gamma': 0.5979152445020801, 'reg_alpha': 0.7489084201263705, 'reg_lambda': 2.799942932203646}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:39,775] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 26, 'learning_rate': 0.07914144816984181, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9152501548246328, 'colsample_bytree': 0.6987946678963212, 'gamma': 0.7626229402407605, 'reg_alpha': 0.8188212081705508, 'reg_lambda': 2.9513804103249797}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:40,026] Trial 96 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 43, 'learning_rate': 0.10771209561993837, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8787278606090607, 'colsample_bytree': 0.6826301742177453, 'gamma': 0.5167376847096965, 'reg_alpha': 0.7487788963549845, 'reg_lambda': 2.589173976734152}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:40,268] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.06518821589878575, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8607940984668374, 'colsample_bytree': 0.689223357781304, 'gamma': 0.3240883268552225, 'reg_alpha': 0.9506406711153693, 'reg_lambda': 2.720550961278638}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:40,391] Trial 98 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.07321034188533386, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8925703648625949, 'colsample_bytree': 0.6482617025735341, 'gamma': 0.9273628316242793, 'reg_alpha': 0.5966251231809958, 'reg_lambda': 2.9901487263000743}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:40,622] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 62, 'learning_rate': 0.10626956059479771, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9081928883546603, 'colsample_bytree': 0.6626794498254209, 'gamma': 0.1309001803757908, 'reg_alpha': 0.5157996975452083, 'reg_lambda': 2.8858475656679037}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:40,835] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 86, 'learning_rate': 0.09127231542037013, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8548979734006819, 'colsample_bytree': 0.6780975303112563, 'gamma': 0.5612384338179376, 'reg_alpha': 0.9131144846678896, 'reg_lambda': 2.50440283632785}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:41,055] Trial 101 finished with value: 0.755952380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.043820445948808254, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8275728274099274, 'colsample_bytree': 0.7256969497896738, 'gamma': 0.7038795265435516, 'reg_alpha': 0.8813393246063597, 'reg_lambda': 2.8035367089166794}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:41,213] Trial 102 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 44, 'learning_rate': 0.05500765590952378, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.83123143448504, 'colsample_bytree': 0.7045640737940075, 'gamma': 0.7323567525374725, 'reg_alpha': 0.8757839965158655, 'reg_lambda': 2.8147091791934686}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:41,365] Trial 103 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 38, 'learning_rate': 0.040111926089092344, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.880619489777129, 'colsample_bytree': 0.7115803153913289, 'gamma': 0.43720838532375517, 'reg_alpha': 0.7940492672077335, 'reg_lambda': 2.765328218692245}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:41,499] Trial 104 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 24, 'learning_rate': 0.04774341008147596, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.874500064967753, 'colsample_bytree': 0.6950844217838085, 'gamma': 1.5251839650108532, 'reg_alpha': 0.6693578593785137, 'reg_lambda': 2.775091240797012}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:41,768] Trial 105 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 30, 'learning_rate': 0.04216692406072925, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8469189268239227, 'colsample_bytree': 0.7130801329321942, 'gamma': 0.44957985265649236, 'reg_alpha': 0.786186152335875, 'reg_lambda': 2.917711488728524}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:41,999] Trial 106 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 55, 'learning_rate': 0.0314919427127935, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8657453301617758, 'colsample_bytree': 0.703827345310529, 'gamma': 0.6106062677740799, 'reg_alpha': 0.7077759583286977, 'reg_lambda': 2.6694233859673946}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:42,167] Trial 107 finished with value: 0.738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.02431883901528993, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8985335157533184, 'colsample_bytree': 0.6863079393841067, 'gamma': 1.6874436505792105, 'reg_alpha': 0.8221407432404915, 'reg_lambda': 2.5452638418052094}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:42,427] Trial 108 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 45, 'learning_rate': 0.0600686877370756, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8541469299613905, 'colsample_bytree': 0.7232875063388655, 'gamma': 0.8240858431816556, 'reg_alpha': 0.8465116234687117, 'reg_lambda': 2.997283345076238}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:42,616] Trial 109 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 67, 'learning_rate': 0.03405266699011588, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8100597998000051, 'colsample_bytree': 0.6354030222024194, 'gamma': 0.10985444214678675, 'reg_alpha': 0.9336869159871948, 'reg_lambda': 2.1906711317465075}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:43,118] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.04010841525029973, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.922949829970062, 'colsample_bytree': 0.6709049432730204, 'gamma': 0.3879196454384817, 'reg_alpha': 0.7605829444846665, 'reg_lambda': 2.8489118048739566}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:43,783] Trial 111 finished with value: 0.761904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.057463499312372504, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8841509309696741, 'colsample_bytree': 0.7279320723218741, 'gamma': 0.24223889375726287, 'reg_alpha': 0.9014274419765403, 'reg_lambda': 2.737291408579597}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:44,101] Trial 112 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 33, 'learning_rate': 0.05592745573694759, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8763081600613049, 'colsample_bytree': 0.7303107398115847, 'gamma': 0.22235276850890712, 'reg_alpha': 0.9596059188673328, 'reg_lambda': 2.7678154671952773}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:44,204] Trial 113 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 33, 'learning_rate': 0.055285350679125086, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8772239537521677, 'colsample_bytree': 0.7275276657979848, 'gamma': 0.2195083417968429, 'reg_alpha': 0.9576303322229772, 'reg_lambda': 2.6236618826225224}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:44,513] Trial 114 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 40, 'learning_rate': 0.06922864815166888, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7440081165978681, 'colsample_bytree': 0.7146575952793538, 'gamma': 0.020000954839691998, 'reg_alpha': 0.9062170392539503, 'reg_lambda': 2.752025369291956}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:44,684] Trial 115 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 48, 'learning_rate': 0.057452542953416, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8921082117053882, 'colsample_bytree': 0.764004342125653, 'gamma': 0.1981861593201817, 'reg_alpha': 0.8834725165462762, 'reg_lambda': 2.6825264768275257}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:44,792] Trial 116 finished with value: 0.761904761904762 and parameters: {'n_estimators': 25, 'learning_rate': 0.04820966056417204, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8639605429912187, 'colsample_bytree': 0.7564806438219491, 'gamma': 0.5148839468739236, 'reg_alpha': 0.8529634532003298, 'reg_lambda': 2.800483382986421}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:45,022] Trial 117 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 23, 'learning_rate': 0.050774225243023274, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8613238926249641, 'colsample_bytree': 0.7462967077834565, 'gamma': 0.4618705624858903, 'reg_alpha': 0.8221749868904907, 'reg_lambda': 2.3366272451814902}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:45,117] Trial 118 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 28, 'learning_rate': 0.04788093018095026, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8868733738120552, 'colsample_bytree': 0.8580021107700208, 'gamma': 0.3110946901226516, 'reg_alpha': 0.799394736302027, 'reg_lambda': 2.4137845942112928}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:45,308] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 34, 'learning_rate': 0.0768357064002185, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8724695683812944, 'colsample_bytree': 0.7557439569291637, 'gamma': 0.569837836635422, 'reg_alpha': 0.9145597945247533, 'reg_lambda': 2.8685022180420185}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:45,492] Trial 120 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 24, 'learning_rate': 0.06670702501925542, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9003710117311385, 'colsample_bytree': 0.7339549061312022, 'gamma': 0.4001084220126132, 'reg_alpha': 0.8439468645100517, 'reg_lambda': 2.5851412668271196}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:45,613] Trial 121 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 39, 'learning_rate': 0.035838301483209246, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.846541534273549, 'colsample_bytree': 0.7803342225327, 'gamma': 0.6509350799517176, 'reg_alpha': 0.8609411128696481, 'reg_lambda': 2.77178887472323}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:45,835] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 30, 'learning_rate': 0.03548487897253435, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.84309290883281, 'colsample_bytree': 0.7716990107809243, 'gamma': 0.0029269734093685384, 'reg_alpha': 0.8595275714204691, 'reg_lambda': 2.777076865995768}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:46,062] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.051008591863971844, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8549020435057532, 'colsample_bytree': 0.7906459951907687, 'gamma': 0.20774586359539532, 'reg_alpha': 0.9376032609215585, 'reg_lambda': 2.7275400758807495}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:46,226] Trial 124 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.038908269159118915, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8645097885351432, 'colsample_bytree': 0.7830421784256147, 'gamma': 0.5116558252601662, 'reg_alpha': 0.8954319400573375, 'reg_lambda': 2.922205137376382}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:46,359] Trial 125 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.04557086183998911, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8795080446285147, 'colsample_bytree': 0.7357133728431194, 'gamma': 0.32913674320244146, 'reg_alpha': 0.9638439785957412, 'reg_lambda': 2.228133669763589}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:46,505] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.08640900690203505, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8483167340751746, 'colsample_bytree': 0.7604799528349692, 'gamma': 0.3065877737922599, 'reg_alpha': 0.9692851099139246, 'reg_lambda': 2.0167474184031002}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:46,875] Trial 127 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 61, 'learning_rate': 0.04624456091642419, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8341794358363968, 'colsample_bytree': 0.8000555115837544, 'gamma': 4.4887544910301465, 'reg_alpha': 0.9975695530205692, 'reg_lambda': 2.226143235978953}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:47,029] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.060020235887781166, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7098010137530388, 'colsample_bytree': 0.7508831561435629, 'gamma': 0.12091008504070377, 'reg_alpha': 0.9485775538750698, 'reg_lambda': 2.0707467589460644}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:47,203] Trial 129 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 49, 'learning_rate': 0.05323212763945921, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8178661200772505, 'colsample_bytree': 0.7386887691891764, 'gamma': 0.6192023311670785, 'reg_alpha': 0.9203959503585813, 'reg_lambda': 2.3024055703003654}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:47,458] Trial 130 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 58, 'learning_rate': 0.010035611152227985, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8702510218925241, 'colsample_bytree': 0.8183199912049399, 'gamma': 0.35048265509402876, 'reg_alpha': 0.9734319571965857, 'reg_lambda': 2.475653212692684}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:47,613] Trial 131 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 37, 'learning_rate': 0.029138796963999042, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8801572647464316, 'colsample_bytree': 0.7336540649109207, 'gamma': 0.47693075543868196, 'reg_alpha': 0.8577661755259649, 'reg_lambda': 2.1633519859697126}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:47,831] Trial 132 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 27, 'learning_rate': 0.03678443365982422, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8856706073415037, 'colsample_bytree': 0.7097001708303416, 'gamma': 3.6148017234200647, 'reg_alpha': 0.9028226685320232, 'reg_lambda': 2.6615224986339183}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:48,061] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.04958364362029247, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9056602577638497, 'colsample_bytree': 0.7191691329218622, 'gamma': 0.22837178632557162, 'reg_alpha': 0.8312059333783303, 'reg_lambda': 2.1284593945293313}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:48,163] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.04441534900718191, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8778205743027946, 'colsample_bytree': 0.7794361599596238, 'gamma': 0.92953442062395, 'reg_alpha': 0.7932487967703412, 'reg_lambda': 2.789258812817979}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:48,378] Trial 135 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.041361636222502864, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8604200037430403, 'colsample_bytree': 0.696864682425579, 'gamma': 0.7244467739949513, 'reg_alpha': 0.8831033720272515, 'reg_lambda': 2.2347217095359806}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:48,579] Trial 136 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 44, 'learning_rate': 0.026590083348210423, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8913149158265665, 'colsample_bytree': 0.7679558353199398, 'gamma': 0.06963680637402678, 'reg_alpha': 0.9269690617972767, 'reg_lambda': 2.7086379668710925}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:48,758] Trial 137 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 53, 'learning_rate': 0.13046829136968952, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8405835315406718, 'colsample_bytree': 0.737868291709526, 'gamma': 0.3806768079245487, 'reg_alpha': 0.8594503982314684, 'reg_lambda': 2.8820836709524404}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:48,956] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 74, 'learning_rate': 0.09744780284872477, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8703323201461993, 'colsample_bytree': 0.74846545023371, 'gamma': 0.5363101752575652, 'reg_alpha': 0.9446953270173838, 'reg_lambda': 2.823950990857634}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:49,154] Trial 139 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 28, 'learning_rate': 0.05652026993778213, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.856440058659193, 'colsample_bytree': 0.690062128718872, 'gamma': 0.8381414277919627, 'reg_alpha': 0.8171748126726821, 'reg_lambda': 2.6337689016524584}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:49,278] Trial 140 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 46, 'learning_rate': 0.0619367459361823, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9124604533261143, 'colsample_bytree': 0.9496168436398587, 'gamma': 0.15052489778421357, 'reg_alpha': 0.9060584824121127, 'reg_lambda': 0.6283823085952049}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:49,560] Trial 141 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.042591304466385184, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8319059748510732, 'colsample_bytree': 0.7280415765220262, 'gamma': 0.6559558108437459, 'reg_alpha': 0.8818825311896702, 'reg_lambda': 2.807715492358262}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:49,707] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.04626873517076553, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.85027784898196, 'colsample_bytree': 0.7275058381834287, 'gamma': 0.6463578012203618, 'reg_alpha': 0.8786194667746647, 'reg_lambda': 2.7396748506583903}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:50,030] Trial 143 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 50, 'learning_rate': 0.042602208391310015, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8368852760232168, 'colsample_bytree': 0.7115158082013994, 'gamma': 0.2764057658339661, 'reg_alpha': 0.8388432631664338, 'reg_lambda': 1.917403645323449}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:50,198] Trial 144 finished with value: 0.738095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.05234428644262413, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8351663180929221, 'colsample_bytree': 0.757110180499531, 'gamma': 0.2033353455446069, 'reg_alpha': 0.8417550737391688, 'reg_lambda': 1.8803333883310034}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:50,438] Trial 145 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 58, 'learning_rate': 0.043016608403531234, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8460384393371752, 'colsample_bytree': 0.6800527403299345, 'gamma': 0.3036974407425077, 'reg_alpha': 0.8948186667482609, 'reg_lambda': 1.7586503038763273}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:50,638] Trial 146 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 65, 'learning_rate': 0.011003392636141869, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8647057564958609, 'colsample_bytree': 0.7042347938493172, 'gamma': 1.0316627833961827, 'reg_alpha': 0.932971708883883, 'reg_lambda': 1.6917132007614046}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:50,805] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 52, 'learning_rate': 0.0374821254405711, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7973052320032423, 'colsample_bytree': 0.7214819908073519, 'gamma': 0.569808992561995, 'reg_alpha': 0.8648988735190652, 'reg_lambda': 1.912488590102178}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:51,057] Trial 148 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 43, 'learning_rate': 0.058243076641115714, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8238624797738116, 'colsample_bytree': 0.7462384390187888, 'gamma': 0.0823787922549567, 'reg_alpha': 0.9558603206058484, 'reg_lambda': 1.835852250590813}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:51,259] Trial 149 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 31, 'learning_rate': 0.06973618246382514, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.838863375422952, 'colsample_bytree': 0.7168883587980732, 'gamma': 2.6742575555963306, 'reg_alpha': 0.910705288947626, 'reg_lambda': 1.9743202283623207}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:51,514] Trial 150 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.031727716917780126, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.851653229721554, 'colsample_bytree': 0.7323944651420019, 'gamma': 0.706680018825155, 'reg_alpha': 0.8815826553244455, 'reg_lambda': 2.9302845205366843}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:51,804] Trial 151 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 41, 'learning_rate': 0.032962290532430744, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8522636025191126, 'colsample_bytree': 0.7319622197203771, 'gamma': 0.7441655176119487, 'reg_alpha': 0.8786107941815418, 'reg_lambda': 2.9359529815087555}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:51,959] Trial 152 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 41, 'learning_rate': 0.031801470819925834, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8548947254015772, 'colsample_bytree': 0.7296371314779754, 'gamma': 0.7482126156461468, 'reg_alpha': 0.8713371179617708, 'reg_lambda': 2.928361195221208}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:52,129] Trial 153 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 48, 'learning_rate': 0.029794065247455308, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8515940149683782, 'colsample_bytree': 0.729563643649396, 'gamma': 0.7766803909232554, 'reg_alpha': 0.8764564222811603, 'reg_lambda': 2.9584119868478824}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:52,358] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.03297549472181021, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8677777771745605, 'colsample_bytree': 0.7412023175504538, 'gamma': 0.6901322347142244, 'reg_alpha': 0.8520101387645757, 'reg_lambda': 2.915192776403796}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:52,521] Trial 155 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 39, 'learning_rate': 0.03570415185123266, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8315531301388678, 'colsample_bytree': 0.7340280799047029, 'gamma': 0.4454379190733224, 'reg_alpha': 0.8871777542353902, 'reg_lambda': 2.8640067087164067}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:52,847] Trial 156 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.032671751190740055, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8464421387754214, 'colsample_bytree': 0.7509587427740937, 'gamma': 0.8769600983236501, 'reg_alpha': 0.8374099443925146, 'reg_lambda': 2.8364790945617027}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:53,009] Trial 157 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.03949027567122738, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8765474461785648, 'colsample_bytree': 0.739134070491038, 'gamma': 0.28262347339045885, 'reg_alpha': 0.3971545386223232, 'reg_lambda': 2.948395113899924}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:53,260] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 25, 'learning_rate': 0.02799124058687495, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8592967323429326, 'colsample_bytree': 0.7292964490435221, 'gamma': 0.5060325481254941, 'reg_alpha': 0.9227509707541324, 'reg_lambda': 2.38955215912022}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:53,493] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 46, 'learning_rate': 0.03553075659027696, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.89662120430189, 'colsample_bytree': 0.7191491608502374, 'gamma': 0.730247901519304, 'reg_alpha': 0.8715508433602871, 'reg_lambda': 2.9103785541485374}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:53,848] Trial 160 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 60, 'learning_rate': 0.04309379699443576, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8883310625695576, 'colsample_bytree': 0.7558654063226644, 'gamma': 0.3912689382099325, 'reg_alpha': 0.8960183552721295, 'reg_lambda': 2.2614898371913275}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:54,054] Trial 161 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 41, 'learning_rate': 0.03161813010852561, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8572021241339346, 'colsample_bytree': 0.7242473911413516, 'gamma': 0.5994070650986997, 'reg_alpha': 0.8195044096558839, 'reg_lambda': 2.778079132034464}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:54,307] Trial 162 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 42, 'learning_rate': 0.0303785267146808, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8414918619575456, 'colsample_bytree': 0.7089753069120571, 'gamma': 0.6387171304908623, 'reg_alpha': 0.832637211684017, 'reg_lambda': 2.692904086404905}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:54,492] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 41, 'learning_rate': 0.03089881832889861, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8430255033045819, 'colsample_bytree': 0.728471410766825, 'gamma': 0.6390469514570593, 'reg_alpha': 0.8579502086313634, 'reg_lambda': 2.5513792661342998}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:54,657] Trial 164 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 42, 'learning_rate': 0.0308355376798622, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8423542478105959, 'colsample_bytree': 0.7262014775737164, 'gamma': 0.8170474757838557, 'reg_alpha': 0.8147726534696279, 'reg_lambda': 2.6800533779324245}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:54,901] Trial 165 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 41, 'learning_rate': 0.03241332132719555, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8391499057003968, 'colsample_bytree': 0.7255589663262353, 'gamma': 0.9266306978176218, 'reg_alpha': 0.8117769725048126, 'reg_lambda': 2.6870450500052567}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:55,063] Trial 166 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 45, 'learning_rate': 0.031546907038318736, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8171468962968527, 'colsample_bytree': 0.7255585500542443, 'gamma': 1.1114799738025913, 'reg_alpha': 0.7779442553983142, 'reg_lambda': 2.5558042590135877}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:55,244] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 50, 'learning_rate': 0.029818089618398703, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8283147563841098, 'colsample_bytree': 0.7145762716996353, 'gamma': 0.988460116019505, 'reg_alpha': 0.8016453869603458, 'reg_lambda': 2.689715227708787}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:55,554] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 41, 'learning_rate': 0.026311087239410672, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8391182455280168, 'colsample_bytree': 0.7028971009231997, 'gamma': 0.8607819735195597, 'reg_alpha': 0.8170477776149602, 'reg_lambda': 2.6117287030331098}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:55,693] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 40, 'learning_rate': 0.02543424216372839, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8383286963922786, 'colsample_bytree': 0.7060306979489157, 'gamma': 0.8867363017688243, 'reg_alpha': 0.8219734779385087, 'reg_lambda': 2.6161923050354017}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:55,910] Trial 170 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 42, 'learning_rate': 0.027386549082508056, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.805635320679482, 'colsample_bytree': 0.7094780299131659, 'gamma': 0.8040550751227411, 'reg_alpha': 0.8102991591016879, 'reg_lambda': 2.570918565044251}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:56,097] Trial 171 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 33, 'learning_rate': 0.03098452536040579, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8442757391766962, 'colsample_bytree': 0.724247596862494, 'gamma': 0.6485892777979715, 'reg_alpha': 0.838658008150447, 'reg_lambda': 2.672144250228702}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:56,382] Trial 172 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.022624053555747467, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8310128160374883, 'colsample_bytree': 0.7011195992416275, 'gamma': 0.7911391081937833, 'reg_alpha': 0.772366637309276, 'reg_lambda': 2.7272680454540583}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:56,498] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.034272715574251454, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8386200031804327, 'colsample_bytree': 0.7354797873013923, 'gamma': 0.9729790389875184, 'reg_alpha': 0.8587669315776554, 'reg_lambda': 2.6249259388389694}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:56,708] Trial 174 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 42, 'learning_rate': 0.0325065136697176, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8531689245198448, 'colsample_bytree': 0.7205688385533535, 'gamma': 0.687916206479931, 'reg_alpha': 0.8098954606893574, 'reg_lambda': 2.681488858478039}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:56,965] Trial 175 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 53, 'learning_rate': 0.03252820383317168, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8460115783212333, 'colsample_bytree': 0.7190497486571557, 'gamma': 0.7002537672615808, 'reg_alpha': 0.8008212594391004, 'reg_lambda': 2.5353949211050466}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:57,227] Trial 176 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 103, 'learning_rate': 0.03122664103893628, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8538591776795079, 'colsample_bytree': 0.7190140032617438, 'gamma': 0.6820423017800703, 'reg_alpha': 0.7619821462544067, 'reg_lambda': 2.6594760809219844}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:57,406] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 41, 'learning_rate': 0.033641511911084734, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8234026029671263, 'colsample_bytree': 0.7134373019919084, 'gamma': 0.9283803795203193, 'reg_alpha': 0.8118393033967809, 'reg_lambda': 2.518103610027595}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:57,659] Trial 178 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 51, 'learning_rate': 0.028298526076874674, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.845466236578109, 'colsample_bytree': 0.7435235757674257, 'gamma': 0.828500965402834, 'reg_alpha': 0.7977444859220609, 'reg_lambda': 2.5461285474352158}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:57,853] Trial 179 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 56, 'learning_rate': 0.02586197104720074, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8325696254922468, 'colsample_bytree': 0.7309590791493471, 'gamma': 0.6986635070883443, 'reg_alpha': 0.8370491635751274, 'reg_lambda': 2.6015714129473917}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:58,032] Trial 180 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 45, 'learning_rate': 0.037875859529025765, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8527755983545252, 'colsample_bytree': 0.7097746268037651, 'gamma': 1.0827984918198854, 'reg_alpha': 0.7283079840008655, 'reg_lambda': 2.695100065957287}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:58,204] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 44, 'learning_rate': 0.037477817931014304, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8531136302050619, 'colsample_bytree': 0.6967593540238549, 'gamma': 1.0820271017844354, 'reg_alpha': 0.7424789377830139, 'reg_lambda': 2.6813430054455853}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:58,406] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.0377468138603513, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8400095851237165, 'colsample_bytree': 0.6977219778382905, 'gamma': 1.0727332386843036, 'reg_alpha': 0.7830581767352544, 'reg_lambda': 2.7882221393760913}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:58,614] Trial 183 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 41, 'learning_rate': 0.034718854789864126, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8567998622355995, 'colsample_bytree': 0.7077026901611269, 'gamma': 1.346012970822997, 'reg_alpha': 0.6858419065817472, 'reg_lambda': 2.6981375922317077}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:58,849] Trial 184 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.03245558393661672, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8506299774265768, 'colsample_bytree': 0.6937263818197673, 'gamma': 1.13855013100244, 'reg_alpha': 0.7285652105937276, 'reg_lambda': 2.7479813838757954}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:59,036] Trial 185 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 50, 'learning_rate': 0.03763936366084449, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8486140799106284, 'colsample_bytree': 0.6986974704554639, 'gamma': 1.1339039918099618, 'reg_alpha': 0.7427029739926655, 'reg_lambda': 2.7150611511551843}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:59,264] Trial 186 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 52, 'learning_rate': 0.03820965048004914, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8625631817685127, 'colsample_bytree': 0.6951380089003292, 'gamma': 1.1680710537271177, 'reg_alpha': 0.7368896979308295, 'reg_lambda': 2.7606845623215666}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:59,447] Trial 187 finished with value: 0.755952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.03555226919059566, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8499547272660051, 'colsample_bytree': 0.7010816555958783, 'gamma': 1.1420208102915899, 'reg_alpha': 0.7557331516088265, 'reg_lambda': 2.6971751583464645}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:59,614] Trial 188 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.04041754712414071, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8368034210259793, 'colsample_bytree': 0.686485607747456, 'gamma': 1.2427192366598114, 'reg_alpha': 0.731997002662736, 'reg_lambda': 2.746324370936417}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:59,897] Trial 189 finished with value: 0.738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.040487373336423396, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.818457196852636, 'colsample_bytree': 0.691926775066269, 'gamma': 1.2110601451243619, 'reg_alpha': 0.7048025724009925, 'reg_lambda': 2.6455697776300964}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:00,064] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 49, 'learning_rate': 0.02944374477974482, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8317980569629546, 'colsample_bytree': 0.6877241761143865, 'gamma': 1.330678460826458, 'reg_alpha': 0.7182962976741212, 'reg_lambda': 2.7246524272898007}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:00,222] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 46, 'learning_rate': 0.036495620529630374, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8482917829997556, 'colsample_bytree': 0.7073861662309338, 'gamma': 1.0232408685590093, 'reg_alpha': 0.7518498665064112, 'reg_lambda': 2.785347523033176}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:00,439] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 46, 'learning_rate': 0.03303689709624668, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.837705374322303, 'colsample_bytree': 0.709605357409513, 'gamma': 1.0767288467120173, 'reg_alpha': 0.656162872694701, 'reg_lambda': 2.6174130142140366}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:00,681] Trial 193 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 53, 'learning_rate': 0.039273491126282416, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8492636026899095, 'colsample_bytree': 0.7065689010419633, 'gamma': 0.9669137914506216, 'reg_alpha': 0.7399145921383875, 'reg_lambda': 2.694757641071012}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:00,906] Trial 194 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.03702048555653814, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8594948195718262, 'colsample_bytree': 0.6994807766244453, 'gamma': 1.2409070514745248, 'reg_alpha': 0.7272947893872131, 'reg_lambda': 2.741410718647828}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:01,097] Trial 195 finished with value: 0.744047619047619 and parameters: {'n_estimators': 61, 'learning_rate': 0.03341979285028772, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.865838858455502, 'colsample_bytree': 0.6983159316259044, 'gamma': 1.4511892780129447, 'reg_alpha': 0.7257941284297201, 'reg_lambda': 2.7192146772697243}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:01,273] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 50, 'learning_rate': 0.041709424410323805, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8581933773451349, 'colsample_bytree': 0.7188657289595048, 'gamma': 1.2687843243790042, 'reg_alpha': 0.6848683009786123, 'reg_lambda': 2.8432825589627195}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:01,536] Trial 197 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 54, 'learning_rate': 0.037643052539884723, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8715763378845494, 'colsample_bytree': 0.6885369911317344, 'gamma': 1.1832116005841282, 'reg_alpha': 0.6992046976011461, 'reg_lambda': 2.6689780266344}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:01,723] Trial 198 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 45, 'learning_rate': 0.028318150787774006, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.82717037637366, 'colsample_bytree': 0.715930771272721, 'gamma': 0.8708884408614089, 'reg_alpha': 0.7220099489693996, 'reg_lambda': 2.7469529467163865}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:01,972] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.04531464315453844, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8405965596079148, 'colsample_bytree': 0.7008916924725305, 'gamma': 1.046243380939357, 'reg_alpha': 0.7745661027752064, 'reg_lambda': 1.5048653308034048}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:01,977] A new study created in memory with name: no-name-5e7fa374-81f2-401f-ad41-a0f2c20683c0
[I 2025-11-03 20:21:02,229] Trial 0 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 57, 'learning_rate': 0.07904293164104391, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.75752114260821, 'colsample_bytree': 0.8487344211677843, 'gamma': 0.7368748297136268, 'reg_alpha': 0.20898241294073705, 'reg_lambda': 2.8018559431327184}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:02,501] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 143, 'learning_rate': 0.0668751069929786, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8769099527443494, 'colsample_bytree': 0.9385596490297932, 'gamma': 3.1264747710710976, 'reg_alpha': 0.01869913362080977, 'reg_lambda': 1.9111812696199466}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:02,879] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.01994675515867386, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.6802587657955621, 'colsample_bytree': 0.6166548729592919, 'gamma': 2.9274986535795424, 'reg_alpha': 0.2275272949496897, 'reg_lambda': 0.5661328251610016}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:03,139] Trial 3 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 179, 'learning_rate': 0.05329560064540097, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6710712254631525, 'colsample_bytree': 0.777588370552875, 'gamma': 4.6410020155164275, 'reg_alpha': 0.2080236451343105, 'reg_lambda': 1.3238892621626568}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:03,462] Trial 4 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 224, 'learning_rate': 0.024806985368449695, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8329425933904544, 'colsample_bytree': 0.8359529638822614, 'gamma': 4.572833727532254, 'reg_alpha': 0.4301137282221865, 'reg_lambda': 1.700212002553083}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:03,651] Trial 5 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 107, 'learning_rate': 0.07500247869214695, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9483271503183388, 'colsample_bytree': 0.669208667472552, 'gamma': 3.8554612238462664, 'reg_alpha': 0.7215055123170476, 'reg_lambda': 2.1660905582545364}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:03,924] Trial 6 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 68, 'learning_rate': 0.08213012768891928, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8741019182130505, 'colsample_bytree': 0.7673696918620639, 'gamma': 1.1454433687196168, 'reg_alpha': 0.11627634862805192, 'reg_lambda': 2.3007885244450677}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:04,186] Trial 7 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 211, 'learning_rate': 0.09922099183936837, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.70389177052438, 'colsample_bytree': 0.8100698012240206, 'gamma': 3.878150230610648, 'reg_alpha': 0.1259834668227775, 'reg_lambda': 2.4093521850010333}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:04,576] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 191, 'learning_rate': 0.15470299687560965, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.6974183652291829, 'colsample_bytree': 0.7182861339133982, 'gamma': 2.2904981002672065, 'reg_alpha': 0.9073620557777935, 'reg_lambda': 2.69124923649586}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:04,894] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.19314180617962, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.6105135034078474, 'colsample_bytree': 0.8655470693609041, 'gamma': 0.9847932956216676, 'reg_alpha': 0.6590356203676437, 'reg_lambda': 2.9669372476687066}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:05,239] Trial 10 finished with value: 0.5952380952380951 and parameters: {'n_estimators': 32, 'learning_rate': 0.010452882240687446, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7599029876740704, 'colsample_bytree': 0.9918507698490016, 'gamma': 0.0829045102850291, 'reg_alpha': 0.4131209425714967, 'reg_lambda': 1.0866276995245303}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:05,503] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.03320202729936432, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8191263754073929, 'colsample_bytree': 0.8713915747644027, 'gamma': 1.7005272281142063, 'reg_alpha': 0.41335237501505007, 'reg_lambda': 1.4982369443838117}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:05,783] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 96, 'learning_rate': 0.03623570010953548, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.778808871748261, 'colsample_bytree': 0.8937610260782138, 'gamma': 1.7516773357605553, 'reg_alpha': 0.3643665921455217, 'reg_lambda': 1.406230764997393}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:05,952] Trial 13 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 25, 'learning_rate': 0.285402530816864, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9911129763101795, 'colsample_bytree': 0.9105694965078914, 'gamma': 0.0008481934457045259, 'reg_alpha': 0.580247251431294, 'reg_lambda': 0.8573522056116882}. Best is trial 13 with value: 0.7321428571428572.
[I 2025-11-03 20:21:06,192] Trial 14 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 27, 'learning_rate': 0.27681244383681275, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9857639703057998, 'colsample_bytree': 0.9343179941438778, 'gamma': 0.02947633896460411, 'reg_alpha': 0.5911563144333691, 'reg_lambda': 0.5273033457555378}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:06,308] Trial 15 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 22, 'learning_rate': 0.29856332337447006, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9860690815642863, 'colsample_bytree': 0.9951665783811562, 'gamma': 0.14442230144974494, 'reg_alpha': 0.617033388341243, 'reg_lambda': 0.5125376200462981}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:06,589] Trial 16 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 57, 'learning_rate': 0.299824882480706, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9922200301660403, 'colsample_bytree': 0.9261932295989872, 'gamma': 0.5454230825883919, 'reg_alpha': 0.8223375881322282, 'reg_lambda': 0.8458212898747633}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:06,784] Trial 17 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 80, 'learning_rate': 0.13930593011323786, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9116629772219698, 'colsample_bytree': 0.9426079995003172, 'gamma': 1.5263762908151395, 'reg_alpha': 0.5521015957686419, 'reg_lambda': 0.9058567924348013}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:07,018] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.204665287553962, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9287674356165845, 'colsample_bytree': 0.9111173508744556, 'gamma': 0.11607276398162293, 'reg_alpha': 0.7471867902355199, 'reg_lambda': 0.7784903461857389}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:07,299] Trial 19 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 158, 'learning_rate': 0.12228594032350551, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9574059078205835, 'colsample_bytree': 0.963673154167263, 'gamma': 2.1930039951620137, 'reg_alpha': 0.5345652307723568, 'reg_lambda': 1.1227774647059339}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:07,553] Trial 20 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 41, 'learning_rate': 0.21121217838700412, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8890111556444913, 'colsample_bytree': 0.8948442628749358, 'gamma': 0.5957534079347545, 'reg_alpha': 0.948221537514764, 'reg_lambda': 0.6574242195554751}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:07,657] Trial 21 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.20967116800860075, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.898183183615188, 'colsample_bytree': 0.8944624818297201, 'gamma': 0.5342241634076828, 'reg_alpha': 0.9738699644875906, 'reg_lambda': 0.6862792005280336}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:07,855] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 80, 'learning_rate': 0.2457353515130437, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9726364741084631, 'colsample_bytree': 0.9614802036145812, 'gamma': 1.2565637742821627, 'reg_alpha': 0.8330817188769312, 'reg_lambda': 1.0898817102000857}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:08,067] Trial 23 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 84, 'learning_rate': 0.24321760145469196, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9947436903205499, 'colsample_bytree': 0.9659769389688053, 'gamma': 1.218407313611793, 'reg_alpha': 0.8197855218652228, 'reg_lambda': 1.1211510821128037}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:08,264] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 64, 'learning_rate': 0.15801888467666278, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9588853169379739, 'colsample_bytree': 0.9579362715268775, 'gamma': 0.026960684714848027, 'reg_alpha': 0.624258209860878, 'reg_lambda': 0.9449797626078167}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:08,480] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.11599788216147744, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.8488265829092065, 'colsample_bytree': 0.9857841542052543, 'gamma': 1.2751274545587463, 'reg_alpha': 0.8437313477553721, 'reg_lambda': 1.2253408905280307}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:08,683] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 111, 'learning_rate': 0.29632579970396694, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.933624752189419, 'colsample_bytree': 0.8176634234616074, 'gamma': 0.7743100518375091, 'reg_alpha': 0.726475370248951, 'reg_lambda': 0.9980862581862833}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:08,892] Trial 27 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 49, 'learning_rate': 0.16812274774090788, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9725125115534133, 'colsample_bytree': 0.9252667817085317, 'gamma': 0.4127580002747735, 'reg_alpha': 0.30629034347736167, 'reg_lambda': 1.626400674979891}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:09,165] Trial 28 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 75, 'learning_rate': 0.23233790700298768, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9989706016535217, 'colsample_bytree': 0.8738129811414226, 'gamma': 2.0752191803375317, 'reg_alpha': 0.48707936265086416, 'reg_lambda': 1.921120929063331}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:09,466] Trial 29 finished with value: 0.75 and parameters: {'n_estimators': 92, 'learning_rate': 0.2526194723469986, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9281242040919395, 'colsample_bytree': 0.8519403939186461, 'gamma': 0.9546565423533735, 'reg_alpha': 0.5607151856508024, 'reg_lambda': 0.500316378765547}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:09,705] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 138, 'learning_rate': 0.11263801610631564, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9134546025917274, 'colsample_bytree': 0.8477952289125168, 'gamma': 0.8645705504057515, 'reg_alpha': 0.4839627728540637, 'reg_lambda': 0.5014705804390168}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:09,953] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 100, 'learning_rate': 0.26105029932576834, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9439857375103798, 'colsample_bytree': 0.8996668074207546, 'gamma': 0.402538086589597, 'reg_alpha': 0.5605323982731178, 'reg_lambda': 0.7967260685616289}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:10,232] Trial 32 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 119, 'learning_rate': 0.17995654979885228, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9693600353427939, 'colsample_bytree': 0.9439885129613936, 'gamma': 1.5263380534979296, 'reg_alpha': 0.6600376584683461, 'reg_lambda': 0.7028951918228308}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:10,439] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.23105420522949638, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8556303176510857, 'colsample_bytree': 0.9206650150241674, 'gamma': 2.891173731963426, 'reg_alpha': 0.6042241125481244, 'reg_lambda': 0.6388889406097839}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:10,705] Trial 34 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 55, 'learning_rate': 0.05622298197017728, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9251839868020807, 'colsample_bytree': 0.765384867025013, 'gamma': 0.2952217398082909, 'reg_alpha': 0.7297594477981575, 'reg_lambda': 0.927044662551284}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:10,964] Trial 35 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.25535352154813623, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9801608644006201, 'colsample_bytree': 0.8320637592825298, 'gamma': 0.78693366580906, 'reg_alpha': 0.8753189823521353, 'reg_lambda': 1.2824166894334497}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:11,216] Trial 36 finished with value: 0.75 and parameters: {'n_estimators': 71, 'learning_rate': 0.1416159372179069, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9544098757758444, 'colsample_bytree': 0.6086296553447067, 'gamma': 1.04930482587338, 'reg_alpha': 0.3111666981737772, 'reg_lambda': 0.5138533319526365}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:11,454] Trial 37 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 71, 'learning_rate': 0.09534484070134322, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8678035311298955, 'colsample_bytree': 0.68182987191642, 'gamma': 1.3596191792706391, 'reg_alpha': 0.3012859290513431, 'reg_lambda': 0.5747636809453761}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:11,594] Trial 38 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 60, 'learning_rate': 0.13846549995097485, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9563559097381836, 'colsample_bytree': 0.6537979110919255, 'gamma': 2.606721875645065, 'reg_alpha': 0.1986521561238288, 'reg_lambda': 1.900731989814802}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:11,921] Trial 39 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.18290635912003947, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8969693052775614, 'colsample_bytree': 0.6210332236617383, 'gamma': 1.984587290516918, 'reg_alpha': 0.3009246167642354, 'reg_lambda': 0.6731093548538902}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:12,147] Trial 40 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.06993772119963249, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7995958926147309, 'colsample_bytree': 0.7298653566466157, 'gamma': 1.029959470222816, 'reg_alpha': 0.11280010367738613, 'reg_lambda': 1.0568998996470822}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:12,360] Trial 41 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 30, 'learning_rate': 0.257286004711071, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9406264311701773, 'colsample_bytree': 0.7846986434059977, 'gamma': 0.7222958024230203, 'reg_alpha': 0.7728511749982342, 'reg_lambda': 0.7653586938131731}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:12,551] Trial 42 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 45, 'learning_rate': 0.14494169733592366, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9730832501680707, 'colsample_bytree': 0.6052815963016411, 'gamma': 4.908346323903539, 'reg_alpha': 0.4585490062928586, 'reg_lambda': 0.5324800701875816}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:12,791] Trial 43 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 86, 'learning_rate': 0.20030541261288787, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9524408552248312, 'colsample_bytree': 0.8673769456410476, 'gamma': 3.556839866021354, 'reg_alpha': 0.675869800088835, 'reg_lambda': 0.8420063209437048}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:13,025] Trial 44 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 88, 'learning_rate': 0.1871828006432771, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9130759829365342, 'colsample_bytree': 0.8598331432146015, 'gamma': 3.9956262190141056, 'reg_alpha': 0.5260326755364032, 'reg_lambda': 0.6139201984735931}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:13,262] Trial 45 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 74, 'learning_rate': 0.0943219324048388, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7332493860427264, 'colsample_bytree': 0.7977690148371657, 'gamma': 3.394197761602957, 'reg_alpha': 0.6599233658382673, 'reg_lambda': 0.7650153231740553}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:13,556] Trial 46 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 93, 'learning_rate': 0.01368406135553857, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9505278469498248, 'colsample_bytree': 0.756032195734412, 'gamma': 4.176404311135672, 'reg_alpha': 0.682914626179964, 'reg_lambda': 0.5176267084181809}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:13,753] Trial 47 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 114, 'learning_rate': 0.229113985163677, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8821882706581035, 'colsample_bytree': 0.8390602187752549, 'gamma': 3.5309031032771974, 'reg_alpha': 0.37061229935264445, 'reg_lambda': 1.1973865837151019}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:14,004] Trial 48 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.03718893735268472, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.6568727316718652, 'colsample_bytree': 0.8732666838580037, 'gamma': 2.611112710610971, 'reg_alpha': 0.7770829201682957, 'reg_lambda': 1.5022707513907387}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:14,229] Trial 49 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 127, 'learning_rate': 0.16107954630270754, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9672663350688936, 'colsample_bytree': 0.8191574522822277, 'gamma': 1.0316543566225365, 'reg_alpha': 0.4494332147940603, 'reg_lambda': 0.9934919508183901}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:14,535] Trial 50 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 166, 'learning_rate': 0.16344037185488386, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9715269982935528, 'colsample_bytree': 0.7456719867758093, 'gamma': 1.0309590686655592, 'reg_alpha': 0.37068660206184484, 'reg_lambda': 1.5345408157085256}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:14,765] Trial 51 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 128, 'learning_rate': 0.1347608906136351, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9243184042107147, 'colsample_bytree': 0.8251934869738977, 'gamma': 1.6299188814260024, 'reg_alpha': 0.4569260639780908, 'reg_lambda': 1.0098175192762526}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:14,944] Trial 52 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.20408421675635793, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9614615143110445, 'colsample_bytree': 0.7999616403870842, 'gamma': 1.3522522258926806, 'reg_alpha': 0.5902630257121442, 'reg_lambda': 0.8196446798505803}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:15,295] Trial 53 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 176, 'learning_rate': 0.26320193573028966, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9425293658649376, 'colsample_bytree': 0.8512144688855356, 'gamma': 1.903595654439433, 'reg_alpha': 0.9227128015822759, 'reg_lambda': 1.3608307218330657}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:15,554] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.0797536653280217, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9978463727679678, 'colsample_bytree': 0.6985503107349412, 'gamma': 3.0245982531259585, 'reg_alpha': 0.4014338555813111, 'reg_lambda': 0.8873492220448531}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:15,796] Trial 55 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 66, 'learning_rate': 0.2112878936366948, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9838613056236649, 'colsample_bytree': 0.7805504926338702, 'gamma': 1.102774006441277, 'reg_alpha': 0.26569594804367636, 'reg_lambda': 2.6731100224575783}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:16,216] Trial 56 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 201, 'learning_rate': 0.1252566445661092, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9051159503241691, 'colsample_bytree': 0.98016156831642, 'gamma': 2.39309924084558, 'reg_alpha': 0.6938778747769814, 'reg_lambda': 0.7196518478694733}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:16,446] Trial 57 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 85, 'learning_rate': 0.16251280556809522, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9278190318162598, 'colsample_bytree': 0.8852006417447373, 'gamma': 0.28595431240565317, 'reg_alpha': 0.44263626164074094, 'reg_lambda': 0.619567052688519}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:16,719] Trial 58 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 97, 'learning_rate': 0.10756780818566934, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9599117659315576, 'colsample_bytree': 0.9430244307550403, 'gamma': 1.4526341994110294, 'reg_alpha': 0.519706650239502, 'reg_lambda': 0.9580913274465799}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:16,911] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 53, 'learning_rate': 0.1890576641626235, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9811399093969847, 'colsample_bytree': 0.9742262026237695, 'gamma': 0.613141666731871, 'reg_alpha': 0.6375245798872446, 'reg_lambda': 1.1685441831057057}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:17,025] Trial 60 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.2724989600336041, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6050543039564167, 'colsample_bytree': 0.8055225999722277, 'gamma': 1.8162920442300639, 'reg_alpha': 0.010137455389067518, 'reg_lambda': 0.8584478822141888}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:17,408] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.078978598448761, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.999664813820022, 'colsample_bytree': 0.7071528956320795, 'gamma': 3.2173899344205354, 'reg_alpha': 0.39185450637384234, 'reg_lambda': 0.8537797438205226}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:17,645] Trial 62 finished with value: 0.744047619047619 and parameters: {'n_estimators': 146, 'learning_rate': 0.08697804941917928, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9820105566282192, 'colsample_bytree': 0.6594271236546818, 'gamma': 3.4969883045560244, 'reg_alpha': 0.3278778049502526, 'reg_lambda': 1.0351507257428307}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:17,976] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 157, 'learning_rate': 0.04492969017714938, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9497328441284218, 'colsample_bytree': 0.626865064599403, 'gamma': 3.6550820261851937, 'reg_alpha': 0.16332972008346597, 'reg_lambda': 1.0817168880585821}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:18,255] Trial 64 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 140, 'learning_rate': 0.22231011622649452, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9829135312664009, 'colsample_bytree': 0.6493590183623067, 'gamma': 4.557247535560487, 'reg_alpha': 0.3317767500533112, 'reg_lambda': 0.5862055613464621}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:18,584] Trial 65 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 118, 'learning_rate': 0.05842085818789456, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9696140932579891, 'colsample_bytree': 0.6410246299456289, 'gamma': 4.288721400364655, 'reg_alpha': 0.2660097558337531, 'reg_lambda': 1.300476286483373}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:18,889] Trial 66 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 248, 'learning_rate': 0.14670824439129368, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9303604483590103, 'colsample_bytree': 0.9110377008535793, 'gamma': 0.8934840641937427, 'reg_alpha': 0.5743733534833511, 'reg_lambda': 0.7385734861941152}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:19,142] Trial 67 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 107, 'learning_rate': 0.2999182393597448, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9424776195761894, 'colsample_bytree': 0.8139192140172286, 'gamma': 3.735936897048467, 'reg_alpha': 0.48345726970286185, 'reg_lambda': 1.065873401230726}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:19,354] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 62, 'learning_rate': 0.17644502673682325, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9627877129303996, 'colsample_bytree': 0.6018542860840264, 'gamma': 2.866479113656413, 'reg_alpha': 0.34690454993103337, 'reg_lambda': 0.9932392870303427}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:19,752] Trial 69 finished with value: 0.761904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.24311003095795364, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8219540025096753, 'colsample_bytree': 0.9337039480698797, 'gamma': 1.216437553581934, 'reg_alpha': 0.2454783404289659, 'reg_lambda': 0.6521522753124062}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:20,017] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 174, 'learning_rate': 0.24059570647111397, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7361898161145914, 'colsample_bytree': 0.9973536933707676, 'gamma': 1.1991611018803132, 'reg_alpha': 0.22645054938757964, 'reg_lambda': 2.2615257176117405}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:20,325] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.20498479440993783, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8128660668669028, 'colsample_bytree': 0.9519603124741597, 'gamma': 1.1753778576455045, 'reg_alpha': 0.2732761371025897, 'reg_lambda': 0.6665040400590373}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:20,580] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 186, 'learning_rate': 0.23774375612785653, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8089224662206037, 'colsample_bytree': 0.9541261556635038, 'gamma': 0.9838655694101421, 'reg_alpha': 0.2589295307917744, 'reg_lambda': 0.6685295512604135}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:20,928] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.10306648555637166, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8347966556805018, 'colsample_bytree': 0.9357753614978824, 'gamma': 1.5952180825088025, 'reg_alpha': 0.1302566592637673, 'reg_lambda': 0.5781935147953812}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:21,258] Trial 74 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.27244112307318413, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8266383505639323, 'colsample_bytree': 0.9347455195605661, 'gamma': 1.5840293272609787, 'reg_alpha': 0.10098384130666943, 'reg_lambda': 0.575199047135654}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:21,514] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 199, 'learning_rate': 0.12528619027680735, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7866558007972203, 'colsample_bytree': 0.9514436460165185, 'gamma': 1.3550794683110072, 'reg_alpha': 0.15007932637389032, 'reg_lambda': 0.5414444453661409}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:21,896] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 212, 'learning_rate': 0.15725523323104154, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8535943391202391, 'colsample_bytree': 0.9678144660692418, 'gamma': 0.6870115785641808, 'reg_alpha': 0.09669459719647422, 'reg_lambda': 0.656679121538319}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:22,153] Trial 77 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 185, 'learning_rate': 0.21579969712413175, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8117102552186698, 'colsample_bytree': 0.9284845829880471, 'gamma': 1.1810966623884018, 'reg_alpha': 0.18966082408498447, 'reg_lambda': 0.5012062081647365}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:22,517] Trial 78 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 198, 'learning_rate': 0.1751599632563351, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7649943447645239, 'colsample_bytree': 0.9169417662618233, 'gamma': 0.9008537720367963, 'reg_alpha': 0.17337447172682696, 'reg_lambda': 0.7577631832647738}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:22,837] Trial 79 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 166, 'learning_rate': 0.02280517771504763, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8395591617108966, 'colsample_bytree': 0.8835435429998161, 'gamma': 0.45806882375227553, 'reg_alpha': 0.2328193149565555, 'reg_lambda': 0.5894818356704206}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:23,164] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 232, 'learning_rate': 0.10718133015302884, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.7867598818582803, 'colsample_bytree': 0.9017877087922086, 'gamma': 1.7511897921317825, 'reg_alpha': 0.05543793017278491, 'reg_lambda': 0.7289287498098975}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:23,402] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.09581816598657548, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8348849245204699, 'colsample_bytree': 0.6754147904935434, 'gamma': 2.18189590188349, 'reg_alpha': 0.33342692100950205, 'reg_lambda': 0.6268692085903126}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:23,842] Trial 82 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.08585354463384061, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8669397546119658, 'colsample_bytree': 0.931715719924264, 'gamma': 1.408021945480146, 'reg_alpha': 0.42094511651721106, 'reg_lambda': 1.828390853219692}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:24,131] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 211, 'learning_rate': 0.197282237090075, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8227861066242127, 'colsample_bytree': 0.9848020181707012, 'gamma': 0.21916395356035767, 'reg_alpha': 0.06183468418305055, 'reg_lambda': 0.911965268836753}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:24,458] Trial 84 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 218, 'learning_rate': 0.19510371293374262, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8222861948352935, 'colsample_bytree': 0.9808295614129567, 'gamma': 0.22772023935580207, 'reg_alpha': 0.07584113667727685, 'reg_lambda': 0.8023300539137681}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:24,795] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.19850298413259523, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.807270053639279, 'colsample_bytree': 0.9870405041882977, 'gamma': 0.17543383463746712, 'reg_alpha': 0.2858767419181277, 'reg_lambda': 0.7899690431997048}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:25,074] Trial 86 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 237, 'learning_rate': 0.24252502509042295, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7929727391270733, 'colsample_bytree': 0.9914575548668482, 'gamma': 0.19991220595612047, 'reg_alpha': 0.04323394461175717, 'reg_lambda': 0.9413948787437305}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:25,496] Trial 87 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 237, 'learning_rate': 0.19265137733821827, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7765759988866212, 'colsample_bytree': 0.9802857098841371, 'gamma': 0.021566609010945065, 'reg_alpha': 0.046503913535290445, 'reg_lambda': 0.7890516815875831}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:25,760] Trial 88 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 214, 'learning_rate': 0.27810392402403034, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8212030181896124, 'colsample_bytree': 0.9649103002492633, 'gamma': 0.275547856672242, 'reg_alpha': 0.06657509325666652, 'reg_lambda': 0.9285342688395963}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:26,221] Trial 89 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 219, 'learning_rate': 0.2538123281416813, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.862556458525296, 'colsample_bytree': 0.9855991965512784, 'gamma': 0.48506251436262204, 'reg_alpha': 0.2361322757007045, 'reg_lambda': 0.8104285093425146}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:26,510] Trial 90 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 229, 'learning_rate': 0.15067302713887518, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.802558217743423, 'colsample_bytree': 0.9758079449932865, 'gamma': 0.36151734982038014, 'reg_alpha': 0.5022908017533881, 'reg_lambda': 0.7108777527587866}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:26,922] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.1990840568339088, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.815142395910282, 'colsample_bytree': 0.9534802288165045, 'gamma': 0.6214019730140303, 'reg_alpha': 0.2844470513382526, 'reg_lambda': 0.6490380232330196}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:27,200] Trial 92 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 243, 'learning_rate': 0.22586610997371057, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8440593158025844, 'colsample_bytree': 0.9985708588965332, 'gamma': 0.8033393262863326, 'reg_alpha': 0.9980020043894431, 'reg_lambda': 1.129351665374868}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:27,560] Trial 93 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 248, 'learning_rate': 0.2210573516827451, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8819539804931504, 'colsample_bytree': 0.9962946056561321, 'gamma': 0.1575622532421982, 'reg_alpha': 0.7673777316540492, 'reg_lambda': 1.1357345073027028}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:27,835] Trial 94 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 232, 'learning_rate': 0.16543626286501537, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8424262874180302, 'colsample_bytree': 0.9716560166743523, 'gamma': 0.7833659742287498, 'reg_alpha': 0.9951577473883102, 'reg_lambda': 1.2526025162149927}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:28,164] Trial 95 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.28360382116240723, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8279762120532514, 'colsample_bytree': 0.9871663814398907, 'gamma': 0.1334906967531279, 'reg_alpha': 0.8835713822235569, 'reg_lambda': 0.897622624107906}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:28,466] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.2809285859896597, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8261189843852558, 'colsample_bytree': 0.9905961097266084, 'gamma': 0.11662915510918807, 'reg_alpha': 0.8862266685085574, 'reg_lambda': 0.892740499359967}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:28,853] Trial 97 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 241, 'learning_rate': 0.28247285404993355, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8253403200397582, 'colsample_bytree': 0.9870839803945609, 'gamma': 0.1378333336166759, 'reg_alpha': 0.8583119804504324, 'reg_lambda': 0.8713467169042602}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:29,146] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 242, 'learning_rate': 0.2819792366833807, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8223832386262319, 'colsample_bytree': 0.9968074200369178, 'gamma': 0.498120105434226, 'reg_alpha': 0.8911172970655905, 'reg_lambda': 0.8917428734048}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:29,554] Trial 99 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 227, 'learning_rate': 0.28432226192834925, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8259388656281617, 'colsample_bytree': 0.9988219467619416, 'gamma': 0.37440854832160103, 'reg_alpha': 0.8697005200541766, 'reg_lambda': 0.8922069039687948}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:29,924] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 243, 'learning_rate': 0.28690174727019035, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8266061788984629, 'colsample_bytree': 0.9988434471282388, 'gamma': 0.3595338935633081, 'reg_alpha': 0.875705413531143, 'reg_lambda': 0.9929516954850117}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:30,259] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 227, 'learning_rate': 0.2553430677892109, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8498333452731335, 'colsample_bytree': 0.9846171823504647, 'gamma': 0.12412621580749515, 'reg_alpha': 0.9544390245672023, 'reg_lambda': 0.8811110093016137}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:30,547] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.2851475576344278, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8233129662201133, 'colsample_bytree': 0.9998081864835281, 'gamma': 0.5497239735056683, 'reg_alpha': 0.8995588136404075, 'reg_lambda': 0.9004256417206493}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:30,906] Trial 103 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.22792227197713455, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8440365952802779, 'colsample_bytree': 0.9896195398831489, 'gamma': 0.2690368423874017, 'reg_alpha': 0.8489461419074384, 'reg_lambda': 2.0596867580746467}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:31,238] Trial 104 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.2732540180048199, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7972387966528308, 'colsample_bytree': 0.9763182137784397, 'gamma': 0.4174941309005673, 'reg_alpha': 0.7966092227484587, 'reg_lambda': 0.9654858459014127}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:31,664] Trial 105 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 223, 'learning_rate': 0.24969876867265678, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8301744694221553, 'colsample_bytree': 0.9631035139339057, 'gamma': 0.014166023490053692, 'reg_alpha': 0.9261742079466594, 'reg_lambda': 1.0344109812079865}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:31,956] Trial 106 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 232, 'learning_rate': 0.2950115027745476, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8597556655022977, 'colsample_bytree': 0.9692279296644563, 'gamma': 0.6779339354804859, 'reg_alpha': 0.8571344874771968, 'reg_lambda': 1.151750878647477}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:32,306] Trial 107 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.26757177867971965, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8203039337455291, 'colsample_bytree': 0.9825934771389567, 'gamma': 0.5334855276126337, 'reg_alpha': 0.8927431915814924, 'reg_lambda': 0.8182131600519241}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:32,596] Trial 108 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.2330644931681449, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8205608951835462, 'colsample_bytree': 0.9813130104061475, 'gamma': 0.5722643059139578, 'reg_alpha': 0.8149325957923347, 'reg_lambda': 0.8311596237048111}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:32,944] Trial 109 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 234, 'learning_rate': 0.2169496700150776, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8726794719074924, 'colsample_bytree': 0.9454464930358716, 'gamma': 0.2143772653226022, 'reg_alpha': 0.8781708265008955, 'reg_lambda': 1.0956799809797009}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:33,320] Trial 110 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 240, 'learning_rate': 0.26476792132443155, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7807680903367495, 'colsample_bytree': 0.9890102729069215, 'gamma': 0.3523565082516765, 'reg_alpha': 0.9063413033323611, 'reg_lambda': 0.8672679978361508}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:33,595] Trial 111 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.24618856133086786, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8350082882390919, 'colsample_bytree': 0.9623279190964703, 'gamma': 0.8332423036302181, 'reg_alpha': 0.9510399655914302, 'reg_lambda': 0.9431955751313145}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:33,926] Trial 112 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 244, 'learning_rate': 0.29706198352903596, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8353683749989873, 'colsample_bytree': 0.9632668085483754, 'gamma': 0.8065970351303631, 'reg_alpha': 0.9795013690282114, 'reg_lambda': 0.9208929180894087}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:34,198] Trial 113 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 226, 'learning_rate': 0.26983192772396974, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8478656409674621, 'colsample_bytree': 0.9740942148560294, 'gamma': 0.4735569613302136, 'reg_alpha': 0.9436195470269549, 'reg_lambda': 0.9986517142839526}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:34,629] Trial 114 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 218, 'learning_rate': 0.2691237821566785, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8465050747451912, 'colsample_bytree': 0.9757547675220415, 'gamma': 0.49635025836353974, 'reg_alpha': 0.935194830593657, 'reg_lambda': 1.0170543197651134}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:34,924] Trial 115 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 236, 'learning_rate': 0.2310459417247964, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8042217154640642, 'colsample_bytree': 0.9949408193148772, 'gamma': 0.10486500622769426, 'reg_alpha': 0.8880960877311482, 'reg_lambda': 0.8173811390128842}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:35,285] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 205, 'learning_rate': 0.18557450097921427, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8179488336213762, 'colsample_bytree': 0.9830109912691674, 'gamma': 0.6949182782466563, 'reg_alpha': 0.9611721163868006, 'reg_lambda': 0.9887603323250661}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:35,611] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.27318222653407664, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8551169707174605, 'colsample_bytree': 0.9706298384287961, 'gamma': 0.27175983635802736, 'reg_alpha': 0.9171178477878248, 'reg_lambda': 0.8991120697311582}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:36,014] Trial 118 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 227, 'learning_rate': 0.29988913182317584, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7926306332697176, 'colsample_bytree': 0.991234837679715, 'gamma': 0.4347667744069892, 'reg_alpha': 0.9992058875857551, 'reg_lambda': 1.208165563912082}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:36,326] Trial 119 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 216, 'learning_rate': 0.21508313748044794, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6491780851948497, 'colsample_bytree': 0.9994343118003617, 'gamma': 0.06761995770259874, 'reg_alpha': 0.8598913787236145, 'reg_lambda': 0.7325209360349996}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:36,659] Trial 120 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.21551546950665423, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6518612442131031, 'colsample_bytree': 0.9578173674872899, 'gamma': 0.0049837562855760825, 'reg_alpha': 0.8262849385027479, 'reg_lambda': 0.749596309502405}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:36,942] Trial 121 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 230, 'learning_rate': 0.2567209148463299, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6939290199663165, 'colsample_bytree': 0.9783346635051449, 'gamma': 0.1613399637867391, 'reg_alpha': 0.8526191711104583, 'reg_lambda': 0.8613870350461448}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:37,233] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.2416285943146231, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8272358278670506, 'colsample_bytree': 0.9990416578180131, 'gamma': 0.09664285467768109, 'reg_alpha': 0.9363773400514843, 'reg_lambda': 1.0425914765417936}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:37,551] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.2216526718421813, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8116852072084451, 'colsample_bytree': 0.9893926780528557, 'gamma': 0.35009975252802256, 'reg_alpha': 0.8985892651397825, 'reg_lambda': 0.7055316209633635}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:37,813] Trial 124 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 194, 'learning_rate': 0.1743932540675297, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7339406614702467, 'colsample_bytree': 0.9838530979413845, 'gamma': 0.5255293735920425, 'reg_alpha': 0.8640985836027569, 'reg_lambda': 0.7876926477615105}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:38,103] Trial 125 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.21012645473443056, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6259978245007709, 'colsample_bytree': 0.9993976077044862, 'gamma': 0.27662844867716885, 'reg_alpha': 0.07509092328794548, 'reg_lambda': 1.0952491328175298}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:38,439] Trial 126 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 221, 'learning_rate': 0.01599015903287771, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8439836096766837, 'colsample_bytree': 0.971225391165371, 'gamma': 0.6589841964434378, 'reg_alpha': 0.9748030707258553, 'reg_lambda': 0.9629180797365435}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:38,789] Trial 127 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 238, 'learning_rate': 0.2730346697689482, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7697886814315318, 'colsample_bytree': 0.9906519334051159, 'gamma': 0.5080035866819659, 'reg_alpha': 0.7950995225552047, 'reg_lambda': 0.8891210100018548}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:39,233] Trial 128 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 234, 'learning_rate': 0.23623339600460774, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7231776492804904, 'colsample_bytree': 0.9500824965509291, 'gamma': 0.4044983642408758, 'reg_alpha': 0.8415924990710136, 'reg_lambda': 1.6368259001087382}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:39,506] Trial 129 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 206, 'learning_rate': 0.1939457764920404, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7455741428104772, 'colsample_bytree': 0.978766316421618, 'gamma': 0.21361518581601596, 'reg_alpha': 0.8881449489171995, 'reg_lambda': 0.8226218362359299}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:39,816] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.2507055536705372, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7983449798737777, 'colsample_bytree': 0.9589397206282214, 'gamma': 0.08455679463281707, 'reg_alpha': 0.9243383092433999, 'reg_lambda': 0.7604407830474074}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:40,101] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.24675874828597416, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8297096669704717, 'colsample_bytree': 0.9677777977609935, 'gamma': 0.9164690802499085, 'reg_alpha': 0.9670618307834978, 'reg_lambda': 0.9390486906118185}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:40,377] Trial 132 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 245, 'learning_rate': 0.26347350805235786, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8363924188437012, 'colsample_bytree': 0.9858110705006332, 'gamma': 0.842255109605172, 'reg_alpha': 0.9476644313852525, 'reg_lambda': 1.4205982556742924}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:40,699] Trial 133 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 229, 'learning_rate': 0.20351031113564919, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8152781434814674, 'colsample_bytree': 0.9783147358588171, 'gamma': 1.0500504041390948, 'reg_alpha': 0.9387498809411542, 'reg_lambda': 0.9733620247692937}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:40,921] Trial 134 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.2812377508833692, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.8232922948679393, 'colsample_bytree': 0.9588173621397972, 'gamma': 0.7621041269133737, 'reg_alpha': 0.8052050344558523, 'reg_lambda': 0.8529924259015287}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:41,301] Trial 135 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 224, 'learning_rate': 0.22913719308469033, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.853021703494483, 'colsample_bytree': 0.9418438912956841, 'gamma': 0.5843317001972319, 'reg_alpha': 0.9060359497880313, 'reg_lambda': 0.9322666898679688}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:41,582] Trial 136 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 135, 'learning_rate': 0.2856817780560757, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8373036064646616, 'colsample_bytree': 0.9999104362378514, 'gamma': 0.330396358260248, 'reg_alpha': 0.8277082484932914, 'reg_lambda': 1.0523656455940726}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:41,887] Trial 137 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.2992907890308816, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8060945784850639, 'colsample_bytree': 0.9930527992602501, 'gamma': 0.31200043592001225, 'reg_alpha': 0.019075196061305727, 'reg_lambda': 1.0655079904276743}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:42,188] Trial 138 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.28288253530637597, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8126047457508799, 'colsample_bytree': 0.9925696819882895, 'gamma': 0.21511249578576208, 'reg_alpha': 0.015772330667435972, 'reg_lambda': 1.1672268199480975}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:42,491] Trial 139 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 250, 'learning_rate': 0.26171619650792516, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8431620437302548, 'colsample_bytree': 0.9724091080756079, 'gamma': 0.08278239138697814, 'reg_alpha': 0.001140230247291464, 'reg_lambda': 1.0910193545442213}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:42,840] Trial 140 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 128, 'learning_rate': 0.2998173273283989, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8605882739308046, 'colsample_bytree': 0.9730692201822989, 'gamma': 0.11597481666825973, 'reg_alpha': 0.018772739396035028, 'reg_lambda': 1.059082684420934}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:43,192] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.299408731596884, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8676088588786149, 'colsample_bytree': 0.9764920112555101, 'gamma': 0.12474814401230055, 'reg_alpha': 0.031491139239084844, 'reg_lambda': 1.1038460233986198}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:43,436] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.2683995154510688, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8914424968828113, 'colsample_bytree': 0.9707805855383553, 'gamma': 0.27963707544398, 'reg_alpha': 0.006412916144399311, 'reg_lambda': 1.2479940891798524}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:43,835] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.25865175255955064, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8823348832007517, 'colsample_bytree': 0.9690658304224881, 'gamma': 0.2999264311463268, 'reg_alpha': 0.0011789056946597007, 'reg_lambda': 1.2373138653700748}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:44,067] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 133, 'learning_rate': 0.2220258838870493, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8466564592444039, 'colsample_bytree': 0.9842611456576582, 'gamma': 0.0033173764089027835, 'reg_alpha': 0.030585372929902016, 'reg_lambda': 1.3342463030311325}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:44,422] Trial 145 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.029507605736591905, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8596561079139166, 'colsample_bytree': 0.9735757901976876, 'gamma': 0.21235105890335423, 'reg_alpha': 0.07430639207659719, 'reg_lambda': 1.0591922614063984}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:44,652] Trial 146 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 116, 'learning_rate': 0.24014897208364477, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8400102219277747, 'colsample_bytree': 0.952360267940128, 'gamma': 0.31826464597563153, 'reg_alpha': 0.09656938851859201, 'reg_lambda': 1.1714980080487027}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:44,969] Trial 147 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 118, 'learning_rate': 0.25870132128485057, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8747954616458449, 'colsample_bytree': 0.9473788873637043, 'gamma': 0.4141645214381077, 'reg_alpha': 0.0012807880159936755, 'reg_lambda': 1.1914910976049369}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:45,206] Trial 148 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 124, 'learning_rate': 0.23406360459158188, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9008871118567281, 'colsample_bytree': 0.956231325377768, 'gamma': 0.31406043606790024, 'reg_alpha': 0.028608909873256774, 'reg_lambda': 1.2756351740112868}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:45,567] Trial 149 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 131, 'learning_rate': 0.26520772030447526, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8902758083934922, 'colsample_bytree': 0.9649129963267333, 'gamma': 0.10839961529443086, 'reg_alpha': 0.12504984148791382, 'reg_lambda': 1.1580184624434007}. Best is trial 149 with value: 0.7857142857142858.
[I 2025-11-03 20:21:45,786] Trial 150 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 112, 'learning_rate': 0.2637735670916814, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9184016032103447, 'colsample_bytree': 0.9652981175717621, 'gamma': 0.12212987487686418, 'reg_alpha': 0.1273074695073158, 'reg_lambda': 1.3863906339878682}. Best is trial 149 with value: 0.7857142857142858.
[I 2025-11-03 20:21:46,119] Trial 151 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 133, 'learning_rate': 0.24703840848048111, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8858284860620835, 'colsample_bytree': 0.972025958632477, 'gamma': 0.012600358492946717, 'reg_alpha': 0.08997829558757674, 'reg_lambda': 1.1255565892952877}. Best is trial 149 with value: 0.7857142857142858.
[I 2025-11-03 20:21:46,344] Trial 152 finished with value: 0.8273809523809523 and parameters: {'n_estimators': 130, 'learning_rate': 0.2998615212176153, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8907820950518969, 'colsample_bytree': 0.9709175091720147, 'gamma': 0.07905868714084358, 'reg_alpha': 0.09537289630757087, 'reg_lambda': 1.1692270623506642}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:46,737] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.29985165583716056, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8889001264380354, 'colsample_bytree': 0.9525766306374203, 'gamma': 0.007397439352153659, 'reg_alpha': 0.08813891641282291, 'reg_lambda': 1.119595832381434}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:47,054] Trial 154 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 133, 'learning_rate': 0.24401706314559907, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9045192037980394, 'colsample_bytree': 0.9367367919233835, 'gamma': 0.08918874862904798, 'reg_alpha': 0.150432938312059, 'reg_lambda': 1.1669788252117927}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:47,273] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.24622942833101252, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8657181721634448, 'colsample_bytree': 0.9796607223425284, 'gamma': 0.17359293995026384, 'reg_alpha': 0.11832123359077594, 'reg_lambda': 1.0243180298696115}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:47,597] Trial 156 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 154, 'learning_rate': 0.29978239575661336, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8409697986370179, 'colsample_bytree': 0.9637213521366707, 'gamma': 0.3467529705893101, 'reg_alpha': 0.09152909988007646, 'reg_lambda': 1.1363247802949523}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:47,868] Trial 157 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 150, 'learning_rate': 0.2998140496122895, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.84123680157086, 'colsample_bytree': 0.9613341230624983, 'gamma': 0.4452455984419528, 'reg_alpha': 0.09023332933709531, 'reg_lambda': 1.126251838125094}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:48,199] Trial 158 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 149, 'learning_rate': 0.2657062033183321, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8411943884703231, 'colsample_bytree': 0.9248779132332952, 'gamma': 0.3808880808517299, 'reg_alpha': 0.10993663540810786, 'reg_lambda': 1.1442132953868538}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:48,438] Trial 159 finished with value: 0.8035714285714285 and parameters: {'n_estimators': 151, 'learning_rate': 0.29542878326735195, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8392070106038428, 'colsample_bytree': 0.9417850410876502, 'gamma': 0.37370438693373326, 'reg_alpha': 0.09714765753216356, 'reg_lambda': 1.2065812364156365}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:48,674] Trial 160 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 156, 'learning_rate': 0.2969736047980683, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8548872687962826, 'colsample_bytree': 0.9459957669640343, 'gamma': 0.43674676523643297, 'reg_alpha': 0.09394549643081626, 'reg_lambda': 1.3154492262605264}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:49,081] Trial 161 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 152, 'learning_rate': 0.29738265653529516, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8416409276816244, 'colsample_bytree': 0.9424972800450411, 'gamma': 0.4319864719127116, 'reg_alpha': 0.09044216939740618, 'reg_lambda': 1.209805450789034}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:49,354] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 152, 'learning_rate': 0.28230965870262664, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8532371094076776, 'colsample_bytree': 0.9475686483530904, 'gamma': 0.4217966936983878, 'reg_alpha': 0.10059871208548538, 'reg_lambda': 1.325665370713139}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:49,674] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.2725520554275399, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8399797265289941, 'colsample_bytree': 0.9217928603638509, 'gamma': 0.43239168832155694, 'reg_alpha': 0.13495814805767437, 'reg_lambda': 1.223634409471673}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:49,967] Trial 164 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 153, 'learning_rate': 0.2805024125688573, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8380279183723613, 'colsample_bytree': 0.9249225974959956, 'gamma': 0.3578387118221755, 'reg_alpha': 0.13636506950952332, 'reg_lambda': 1.1801071283856301}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:50,206] Trial 165 finished with value: 0.761904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.29893715271993576, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8382970560928439, 'colsample_bytree': 0.9258335620943497, 'gamma': 0.3680614943486552, 'reg_alpha': 0.13593688114507851, 'reg_lambda': 1.2147009015062435}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:50,577] Trial 166 finished with value: 0.738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.2777878832791421, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8594030267784122, 'colsample_bytree': 0.9213111038415751, 'gamma': 0.2357962206043558, 'reg_alpha': 0.08376593858268783, 'reg_lambda': 1.2941619000441258}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:50,849] Trial 167 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.26011534006513065, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8763116757467582, 'colsample_bytree': 0.939634329102749, 'gamma': 0.5915732236593981, 'reg_alpha': 0.10616856902605046, 'reg_lambda': 1.2056291085180395}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:51,139] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.2808242289479658, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.886738484949357, 'colsample_bytree': 0.9058487842710253, 'gamma': 0.3705131318165391, 'reg_alpha': 0.05523929872874772, 'reg_lambda': 1.1415114708698397}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:51,390] Trial 169 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 155, 'learning_rate': 0.2566186132845307, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8427185731694535, 'colsample_bytree': 0.9131945823932528, 'gamma': 0.2461484719389992, 'reg_alpha': 0.161754532687892, 'reg_lambda': 1.2546878049309078}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:51,697] Trial 170 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 150, 'learning_rate': 0.2515781159499769, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8719627196727947, 'colsample_bytree': 0.9142604189731894, 'gamma': 0.2132290212202852, 'reg_alpha': 0.16836143095418, 'reg_lambda': 1.4136006860890817}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:51,938] Trial 171 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 145, 'learning_rate': 0.26595425466759504, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8417153565395163, 'colsample_bytree': 0.9291529373783393, 'gamma': 0.3149186521431676, 'reg_alpha': 0.11623725418126683, 'reg_lambda': 1.2712824000535614}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:52,289] Trial 172 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 145, 'learning_rate': 0.29419349017629504, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8506562619827497, 'colsample_bytree': 0.9318359069671353, 'gamma': 0.3208862998457003, 'reg_alpha': 0.11730469317020968, 'reg_lambda': 1.2779128250632472}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:52,549] Trial 173 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 153, 'learning_rate': 0.299788141551102, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8594376967539583, 'colsample_bytree': 0.9458034539835181, 'gamma': 0.18442050724055314, 'reg_alpha': 0.08740333462039743, 'reg_lambda': 1.4689155733430415}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:52,889] Trial 174 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 154, 'learning_rate': 0.2989999465815807, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8624913984240844, 'colsample_bytree': 0.9424825263838257, 'gamma': 0.1833416959315143, 'reg_alpha': 0.15087146798109569, 'reg_lambda': 1.3698006852311453}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:53,191] Trial 175 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 138, 'learning_rate': 0.010005017172965903, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8578237028026584, 'colsample_bytree': 0.927961766948131, 'gamma': 0.06473625447184027, 'reg_alpha': 0.07161555183336249, 'reg_lambda': 1.3180548783410737}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:53,444] Trial 176 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 147, 'learning_rate': 0.26260906826206026, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8930266918045938, 'colsample_bytree': 0.937277127659673, 'gamma': 0.18793514033115202, 'reg_alpha': 0.1836973707024585, 'reg_lambda': 1.5123883074964806}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:53,747] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 165, 'learning_rate': 0.2995565447798495, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.831973297546092, 'colsample_bytree': 0.9135521840619036, 'gamma': 0.004085309418271607, 'reg_alpha': 0.050335922366303354, 'reg_lambda': 1.106956084581884}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:53,999] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.27827128221956154, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8498182930041024, 'colsample_bytree': 0.9598443726081344, 'gamma': 0.5072409969821787, 'reg_alpha': 0.0831740632520156, 'reg_lambda': 1.251555369745062}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:54,234] Trial 179 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 151, 'learning_rate': 0.2577647974661949, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.843724262246078, 'colsample_bytree': 0.9474958764201049, 'gamma': 0.2614509194459136, 'reg_alpha': 0.10952057018201036, 'reg_lambda': 1.4585955460616524}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:54,505] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 137, 'learning_rate': 0.2545097846593733, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8671364729862373, 'colsample_bytree': 0.8921621219433065, 'gamma': 0.2481646176426385, 'reg_alpha': 0.11154012724051776, 'reg_lambda': 1.355188449877106}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:54,827] Trial 181 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 152, 'learning_rate': 0.27554661565327404, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8439515759153533, 'colsample_bytree': 0.9469349024860668, 'gamma': 0.11093150021472176, 'reg_alpha': 0.13959967616028235, 'reg_lambda': 1.4416481310707916}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:55,066] Trial 182 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 154, 'learning_rate': 0.2693046907611568, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8541616499959228, 'colsample_bytree': 0.9423737646110685, 'gamma': 0.10897005554470598, 'reg_alpha': 0.13368566650725253, 'reg_lambda': 1.5644745711283876}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:55,409] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.2548364078942918, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8325565969457362, 'colsample_bytree': 0.9305712195982684, 'gamma': 0.17222164134258222, 'reg_alpha': 0.15050629704233634, 'reg_lambda': 1.4462786711852458}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:55,646] Trial 184 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.2806136711348749, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8795477204790882, 'colsample_bytree': 0.9479135108023051, 'gamma': 0.3200417276698373, 'reg_alpha': 0.19676384575630468, 'reg_lambda': 1.4368332291187769}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:56,032] Trial 185 finished with value: 0.738095238095238 and parameters: {'n_estimators': 170, 'learning_rate': 0.23754056171983018, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8444360608808527, 'colsample_bytree': 0.9232785689684794, 'gamma': 0.08494087680624673, 'reg_alpha': 0.06683509251411102, 'reg_lambda': 1.481474348746172}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:56,283] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 155, 'learning_rate': 0.265345404008976, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8356339149032387, 'colsample_bytree': 0.9373960653297919, 'gamma': 0.23560808300502492, 'reg_alpha': 0.11026528014984142, 'reg_lambda': 1.7042762787749386}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:56,524] Trial 187 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 134, 'learning_rate': 0.28222760353006493, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8601211537001799, 'colsample_bytree': 0.952703983480074, 'gamma': 0.004411148578616214, 'reg_alpha': 0.04267371106836748, 'reg_lambda': 1.5677788611573125}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:56,863] Trial 188 finished with value: 0.744047619047619 and parameters: {'n_estimators': 150, 'learning_rate': 0.24992243821118598, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8485110043391398, 'colsample_bytree': 0.906074761742573, 'gamma': 0.36164891206203087, 'reg_alpha': 0.16157718023698395, 'reg_lambda': 1.1764854608849649}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:57,092] Trial 189 finished with value: 0.755952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.23107955935123756, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9099097157852203, 'colsample_bytree': 0.9439262175201195, 'gamma': 0.13531069619997074, 'reg_alpha': 0.1191371304342976, 'reg_lambda': 1.312628838852277}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:57,452] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 160, 'learning_rate': 0.2750441588211885, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8720462602255823, 'colsample_bytree': 0.9560768734400842, 'gamma': 0.24682843004620325, 'reg_alpha': 0.09033872884392809, 'reg_lambda': 1.2529458356921692}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:57,694] Trial 191 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 150, 'learning_rate': 0.28716442117488156, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.841584824785314, 'colsample_bytree': 0.9628147792128139, 'gamma': 0.42706332858330376, 'reg_alpha': 0.09073324562712005, 'reg_lambda': 1.1398526699952871}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:57,963] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.2977947971212653, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8394221569154889, 'colsample_bytree': 0.9627654441474585, 'gamma': 0.4759816185302417, 'reg_alpha': 0.05218642732905838, 'reg_lambda': 1.0855959059763165}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:58,183] Trial 193 finished with value: 0.761904761904762 and parameters: {'n_estimators': 128, 'learning_rate': 0.26263696953368393, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8519826571247276, 'colsample_bytree': 0.933789473811192, 'gamma': 0.6137767975119476, 'reg_alpha': 0.1349300932935086, 'reg_lambda': 1.2007532881344285}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:58,510] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.28291642212883744, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8314479169923656, 'colsample_bytree': 0.9483750654511064, 'gamma': 0.29437950634235716, 'reg_alpha': 0.07492278795687671, 'reg_lambda': 1.1147610870972555}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:58,748] Trial 195 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 148, 'learning_rate': 0.24896840125475217, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.846329652711556, 'colsample_bytree': 0.9174391036499259, 'gamma': 0.12832061978061363, 'reg_alpha': 0.10441581073192735, 'reg_lambda': 1.1734788126002091}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:59,095] Trial 196 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.26904019086909403, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8381555934147811, 'colsample_bytree': 0.9673303384275095, 'gamma': 0.4028962531861093, 'reg_alpha': 0.12162324571977975, 'reg_lambda': 1.2802975884694985}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:59,327] Trial 197 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 143, 'learning_rate': 0.2952681943786366, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8621390066333264, 'colsample_bytree': 0.955658880625167, 'gamma': 0.21167401167205707, 'reg_alpha': 0.06560304707553268, 'reg_lambda': 1.2263114574525256}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:59,685] Trial 198 finished with value: 0.8273809523809523 and parameters: {'n_estimators': 162, 'learning_rate': 0.2983683713943543, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8551139955538585, 'colsample_bytree': 0.9263347968534542, 'gamma': 0.08373285243174529, 'reg_alpha': 0.09154482066098639, 'reg_lambda': 1.363030732796981}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:22:00,099] Trial 199 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.045582499781549164, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8567462657069682, 'colsample_bytree': 0.9283045688035817, 'gamma': 0.0020732064713728793, 'reg_alpha': 0.034614063823296265, 'reg_lambda': 1.3729095828183684}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:22:00,102] A new study created in memory with name: no-name-c2efb3f9-8b37-480a-9718-92a641474cb7
[I 2025-11-03 20:22:00,519] Trial 0 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 184, 'learning_rate': 0.07292384563113967, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9590114114788444, 'colsample_bytree': 0.6990487797709894, 'gamma': 2.5974041301246213, 'reg_alpha': 0.5108579695281996, 'reg_lambda': 2.2687210621780736}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:00,598] Trial 1 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 35, 'learning_rate': 0.026559685161935742, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9231241627211262, 'colsample_bytree': 0.6181609697988186, 'gamma': 2.4525257920001273, 'reg_alpha': 0.15771314759977806, 'reg_lambda': 2.476674006989551}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:00,840] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.028551615776136116, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9008988747907437, 'colsample_bytree': 0.6736626963846856, 'gamma': 0.5888416628018167, 'reg_alpha': 0.6230312649949162, 'reg_lambda': 1.2059717531847443}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:00,970] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.09583484823658826, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9065804765545954, 'colsample_bytree': 0.8883303297708969, 'gamma': 0.0016550700465234325, 'reg_alpha': 0.8331054891539952, 'reg_lambda': 1.5011906976491434}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:01,386] Trial 4 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 174, 'learning_rate': 0.15424932238322347, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8526932910589562, 'colsample_bytree': 0.7362620351470204, 'gamma': 4.836191747011711, 'reg_alpha': 0.7359996822946038, 'reg_lambda': 2.5125525462690668}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:01,607] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 149, 'learning_rate': 0.03453693622521355, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.8557813219035575, 'colsample_bytree': 0.7382270863387901, 'gamma': 0.5425953235466424, 'reg_alpha': 0.28266463421319765, 'reg_lambda': 1.4844060828551549}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:01,948] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.04323130264510564, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.6919090949549239, 'colsample_bytree': 0.6202749639707235, 'gamma': 3.693496249482495, 'reg_alpha': 0.5917136873719825, 'reg_lambda': 1.9236254567960982}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:02,208] Trial 7 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.08975626846495129, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7851256872230459, 'colsample_bytree': 0.7102050426214206, 'gamma': 0.8571274778429744, 'reg_alpha': 0.5781439940731867, 'reg_lambda': 1.4485832275779662}. Best is trial 7 with value: 0.7321428571428572.
[I 2025-11-03 20:22:02,426] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.08557389482506138, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.6281293390265167, 'colsample_bytree': 0.883215247794916, 'gamma': 1.0332963459083744, 'reg_alpha': 0.11951767637298749, 'reg_lambda': 1.5825650489924348}. Best is trial 7 with value: 0.7321428571428572.
[I 2025-11-03 20:22:02,780] Trial 9 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 199, 'learning_rate': 0.02897156970538195, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6391096717495828, 'colsample_bytree': 0.8101258069770796, 'gamma': 3.6605671103574093, 'reg_alpha': 0.2573917024729494, 'reg_lambda': 1.863313350478049}. Best is trial 7 with value: 0.7321428571428572.
[I 2025-11-03 20:22:02,987] Trial 10 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 99, 'learning_rate': 0.2999515656812445, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7510811203941167, 'colsample_bytree': 0.9768076034311686, 'gamma': 1.7247553523432329, 'reg_alpha': 0.9234357014159911, 'reg_lambda': 0.6142333872870501}. Best is trial 7 with value: 0.7321428571428572.
[I 2025-11-03 20:22:03,433] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.012208840638160915, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9848806047377915, 'colsample_bytree': 0.7254452799795854, 'gamma': 2.1447326583377095, 'reg_alpha': 0.45601903285862677, 'reg_lambda': 2.1600760357359228}. Best is trial 7 with value: 0.7321428571428572.
[I 2025-11-03 20:22:03,788] Trial 12 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 241, 'learning_rate': 0.010104605736933099, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7752579522787687, 'colsample_bytree': 0.7914513469055612, 'gamma': 1.726924306350733, 'reg_alpha': 0.3816594865541482, 'reg_lambda': 2.906253417972051}. Best is trial 7 with value: 0.7321428571428572.
[I 2025-11-03 20:22:04,196] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 209, 'learning_rate': 0.010371724572239787, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9942288356115321, 'colsample_bytree': 0.7866792556137936, 'gamma': 1.6461716811223353, 'reg_alpha': 0.4399093247856462, 'reg_lambda': 1.053874131332959}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:04,403] Trial 14 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 96, 'learning_rate': 0.01703789915059192, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7180796455687524, 'colsample_bytree': 0.7988164346317435, 'gamma': 1.4787805063640358, 'reg_alpha': 0.7000068287242688, 'reg_lambda': 0.9504452942828778}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:04,720] Trial 15 finished with value: 0.6875 and parameters: {'n_estimators': 159, 'learning_rate': 0.17248329111557872, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8350907034237439, 'colsample_bytree': 0.8941213352290894, 'gamma': 3.320924837911444, 'reg_alpha': 0.4024463185946326, 'reg_lambda': 1.090737063305811}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:05,096] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 218, 'learning_rate': 0.053440706435383456, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8237806247557563, 'colsample_bytree': 0.8406723136476251, 'gamma': 1.1146164390719986, 'reg_alpha': 0.0386928762637504, 'reg_lambda': 0.5242233687119767}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:05,334] Trial 17 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.017964860393487412, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7962713360417114, 'colsample_bytree': 0.7615526104162627, 'gamma': 0.1923420812146781, 'reg_alpha': 0.562505793423316, 'reg_lambda': 0.8341749909296468}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:05,578] Trial 18 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 128, 'learning_rate': 0.13322938963968267, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7161714051313428, 'colsample_bytree': 0.6658371280974779, 'gamma': 0.9967321512835762, 'reg_alpha': 0.9929974234228902, 'reg_lambda': 1.2611786936380982}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:05,880] Trial 19 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 183, 'learning_rate': 0.2556637414461511, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.991222178081794, 'colsample_bytree': 0.6610758712102971, 'gamma': 2.7061568256860484, 'reg_alpha': 0.3043704444799605, 'reg_lambda': 0.7992981198438311}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:06,178] Trial 20 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 221, 'learning_rate': 0.05998240156168713, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8731914043441663, 'colsample_bytree': 0.999892160800699, 'gamma': 4.896985734669262, 'reg_alpha': 0.6994791437488029, 'reg_lambda': 1.3440552193126114}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:06,467] Trial 21 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 111, 'learning_rate': 0.014816887358056538, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7904818314051498, 'colsample_bytree': 0.7718898109323669, 'gamma': 0.027030640184373067, 'reg_alpha': 0.5664864069196132, 'reg_lambda': 0.9057553692755399}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:06,870] Trial 22 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 159, 'learning_rate': 0.017969689717941443, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7579842456106531, 'colsample_bytree': 0.7632148685022425, 'gamma': 0.5872861381835642, 'reg_alpha': 0.48663470462511343, 'reg_lambda': 0.764503668936684}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:07,116] Trial 23 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.0221494847511489, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7863355650264495, 'colsample_bytree': 0.8423647634789447, 'gamma': 0.3586545267438059, 'reg_alpha': 0.7730382515804843, 'reg_lambda': 1.0797893778128138}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:07,380] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 119, 'learning_rate': 0.011188266111757703, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8123881472084156, 'colsample_bytree': 0.7067456453938588, 'gamma': 1.3497368514424473, 'reg_alpha': 0.6065210806099728, 'reg_lambda': 1.6907921046203047}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:07,599] Trial 25 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.11469647463744129, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.727811145382096, 'colsample_bytree': 0.8330266516364849, 'gamma': 2.0130641993600578, 'reg_alpha': 0.3810578991272796, 'reg_lambda': 1.3613952331928436}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:07,969] Trial 26 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 199, 'learning_rate': 0.013334350284004929, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6810963319414468, 'colsample_bytree': 0.7638501962325223, 'gamma': 0.873874165063105, 'reg_alpha': 0.5179030882506176, 'reg_lambda': 0.6938392246727589}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:08,242] Trial 27 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 148, 'learning_rate': 0.019003441383756522, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8779720183742264, 'colsample_bytree': 0.6960222800025337, 'gamma': 0.27773253550929533, 'reg_alpha': 0.6455095494946185, 'reg_lambda': 1.042300070464049}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:08,518] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.04132212264028631, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9457098330662044, 'colsample_bytree': 0.7491440005683889, 'gamma': 1.3822539999726164, 'reg_alpha': 0.4465927517616934, 'reg_lambda': 0.8836813330553877}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:08,845] Trial 29 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 205, 'learning_rate': 0.07010004814127128, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6665088323492959, 'colsample_bytree': 0.7098881507516164, 'gamma': 3.0132046751273, 'reg_alpha': 0.536505488092386, 'reg_lambda': 2.023805387403576}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:09,224] Trial 30 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 227, 'learning_rate': 0.021212406989691443, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9551578630930091, 'colsample_bytree': 0.6502040982012718, 'gamma': 0.771255627595041, 'reg_alpha': 0.8224624205471538, 'reg_lambda': 1.1647501655423258}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:09,558] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.04735392718539239, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8149591415402625, 'colsample_bytree': 0.8532135246303121, 'gamma': 1.158132705038931, 'reg_alpha': 0.009726233012398167, 'reg_lambda': 0.5470634611481938}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:09,922] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 190, 'learning_rate': 0.050511171830808735, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7557838733295905, 'colsample_bytree': 0.9184614785636966, 'gamma': 1.9480662601114132, 'reg_alpha': 0.17308467666971233, 'reg_lambda': 0.5295979580238425}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:10,168] Trial 33 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 170, 'learning_rate': 0.06615888848902893, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8032548937693541, 'colsample_bytree': 0.8152086605176506, 'gamma': 1.4029313171884075, 'reg_alpha': 0.013215231869025392, 'reg_lambda': 0.8186827491444926}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:10,524] Trial 34 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 187, 'learning_rate': 0.09789424392541035, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9123476173451537, 'colsample_bytree': 0.8632064805667834, 'gamma': 2.3878103839683535, 'reg_alpha': 0.6571464788159754, 'reg_lambda': 0.6630972310587235}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:10,644] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 24, 'learning_rate': 0.02575206365070063, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8363367600572698, 'colsample_bytree': 0.931608631999288, 'gamma': 0.32915979879559687, 'reg_alpha': 0.33624892710748283, 'reg_lambda': 1.3793017698154453}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:10,977] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.014913009860999344, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8877378619392979, 'colsample_bytree': 0.7884089599909728, 'gamma': 0.6845188381979471, 'reg_alpha': 0.22500390054391112, 'reg_lambda': 0.9803775055606798}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:11,278] Trial 37 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 233, 'learning_rate': 0.03811326016492219, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8518276153979363, 'colsample_bytree': 0.6839938490270382, 'gamma': 0.01870922855703508, 'reg_alpha': 0.15179750184638183, 'reg_lambda': 1.2070357153227065}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:11,510] Trial 38 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 142, 'learning_rate': 0.19359976574694546, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9262381784306886, 'colsample_bytree': 0.6337031384897633, 'gamma': 4.42430397609373, 'reg_alpha': 0.07096890852616708, 'reg_lambda': 1.6225525242016512}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:11,869] Trial 39 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 168, 'learning_rate': 0.0804850483359722, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6032216531422596, 'colsample_bytree': 0.7260666666362281, 'gamma': 1.605406678486477, 'reg_alpha': 0.5625522964127931, 'reg_lambda': 0.6964099323831386}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:12,196] Trial 40 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 122, 'learning_rate': 0.033898492533522916, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7624988801946208, 'colsample_bytree': 0.6029233538509537, 'gamma': 1.1799350954938617, 'reg_alpha': 0.7924216286446237, 'reg_lambda': 1.4665294906867263}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:12,614] Trial 41 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.05060134691665334, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8168488034112174, 'colsample_bytree': 0.8379273163944493, 'gamma': 1.1352113877144738, 'reg_alpha': 0.009243107198217398, 'reg_lambda': 0.6146895089230348}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:12,902] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.05758123092518462, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8458461901445137, 'colsample_bytree': 0.8689902284747183, 'gamma': 0.8856150203084461, 'reg_alpha': 0.22586895479936767, 'reg_lambda': 0.5141632497438107}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:13,265] Trial 43 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 202, 'learning_rate': 0.08011368914553474, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7372532687797057, 'colsample_bytree': 0.8686997009017379, 'gamma': 0.5391722001775803, 'reg_alpha': 0.21943432070839555, 'reg_lambda': 0.514559496638769}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:13,575] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 183, 'learning_rate': 0.09587011038993722, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7790216837461343, 'colsample_bytree': 0.8171608202387936, 'gamma': 0.855415469463739, 'reg_alpha': 0.09933766170987554, 'reg_lambda': 0.7657498009043193}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:13,920] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 211, 'learning_rate': 0.028675090486786372, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8546343286429422, 'colsample_bytree': 0.9023133247761242, 'gamma': 1.7931256738484929, 'reg_alpha': 0.4494310993164732, 'reg_lambda': 1.8094148167405149}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:14,250] Trial 46 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 234, 'learning_rate': 0.12873203931192223, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9740362366042145, 'colsample_bytree': 0.9456153935641928, 'gamma': 0.3717042976132896, 'reg_alpha': 0.3485382770898054, 'reg_lambda': 0.8791679789162533}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:14,537] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.04562749220386102, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8314890398608683, 'colsample_bytree': 0.78179101460097, 'gamma': 0.912878477228818, 'reg_alpha': 0.25873964431459895, 'reg_lambda': 2.7019513155655024}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:14,668] Trial 48 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 47, 'learning_rate': 0.06377659145120491, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8052113413676512, 'colsample_bytree': 0.8610236283481939, 'gamma': 2.151350828574897, 'reg_alpha': 0.49565282826380797, 'reg_lambda': 1.0000897469377066}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:15,124] Trial 49 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 213, 'learning_rate': 0.010374996466704457, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.931852325457703, 'colsample_bytree': 0.7433073329789442, 'gamma': 1.275995023100057, 'reg_alpha': 0.684861617572086, 'reg_lambda': 0.5928257547821156}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:15,351] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.03426372061751343, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7052440733990137, 'colsample_bytree': 0.8046947822080175, 'gamma': 1.600394939214401, 'reg_alpha': 0.1821135875586682, 'reg_lambda': 1.1543279940483089}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:15,719] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.01007924610750723, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.938236330797136, 'colsample_bytree': 0.7457620375363194, 'gamma': 1.0494929969233828, 'reg_alpha': 0.7208925513460538, 'reg_lambda': 0.5566689333541809}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:16,022] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.012626774855631063, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9705842860909901, 'colsample_bytree': 0.7197921861831986, 'gamma': 0.5714592892708121, 'reg_alpha': 0.7342367771001673, 'reg_lambda': 0.7494622907830386}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:16,305] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.012213229943330534, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9692324612542553, 'colsample_bytree': 0.7219176259637352, 'gamma': 0.5513498007810527, 'reg_alpha': 0.7398583498802875, 'reg_lambda': 0.7204724433661247}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:16,715] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.015208014391718058, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9895774847586328, 'colsample_bytree': 0.682365625850248, 'gamma': 1.0787188387737068, 'reg_alpha': 0.7564210524943291, 'reg_lambda': 0.5962773626294162}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:17,031] Trial 55 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 239, 'learning_rate': 0.015233948666301402, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9991254951400471, 'colsample_bytree': 0.67775309028396, 'gamma': 1.0103907458530221, 'reg_alpha': 0.8814225279729179, 'reg_lambda': 0.6040654914366252}. Best is trial 55 with value: 0.7529761904761906.
[I 2025-11-03 20:22:17,334] Trial 56 finished with value: 0.761904761904762 and parameters: {'n_estimators': 231, 'learning_rate': 0.012533211372719339, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9960355600868315, 'colsample_bytree': 0.8765748544508909, 'gamma': 1.5137303333942433, 'reg_alpha': 0.9060668798748761, 'reg_lambda': 0.5058602356194368}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:17,728] Trial 57 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 249, 'learning_rate': 0.013467416250346982, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.973535248320213, 'colsample_bytree': 0.8748903227898274, 'gamma': 1.62271974085603, 'reg_alpha': 0.893890377938132, 'reg_lambda': 0.6635103568710435}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:18,113] Trial 58 finished with value: 0.755952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.012398771823535847, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.993960240682381, 'colsample_bytree': 0.9025926133646852, 'gamma': 1.8958193984845346, 'reg_alpha': 0.9007896177901625, 'reg_lambda': 0.7973158208442261}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:18,517] Trial 59 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.011685945007309526, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9930269691986424, 'colsample_bytree': 0.9077611882842048, 'gamma': 2.4722593838914877, 'reg_alpha': 0.8983630039496516, 'reg_lambda': 0.9488052698386898}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:18,800] Trial 60 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 230, 'learning_rate': 0.016308242077941713, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9987976451586509, 'colsample_bytree': 0.9494341746450468, 'gamma': 2.2319711534779567, 'reg_alpha': 0.9554827690810874, 'reg_lambda': 0.7708799110259383}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:19,101] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 241, 'learning_rate': 0.021011512181795696, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9563929424069665, 'colsample_bytree': 0.880316357548864, 'gamma': 1.887768349544618, 'reg_alpha': 0.8366585839475811, 'reg_lambda': 0.5153592851149555}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:19,459] Trial 62 finished with value: 0.625 and parameters: {'n_estimators': 212, 'learning_rate': 0.013174778744460398, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9784626502775923, 'colsample_bytree': 0.8515949044234655, 'gamma': 1.4486703249750266, 'reg_alpha': 0.8595403357592635, 'reg_lambda': 2.3601035193828555}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:19,808] Trial 63 finished with value: 0.755952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.011163443410165627, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9621808127404842, 'colsample_bytree': 0.8926806764232513, 'gamma': 2.790173189221929, 'reg_alpha': 0.9953861067715953, 'reg_lambda': 0.6403645811477796}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:20,090] Trial 64 finished with value: 0.755952380952381 and parameters: {'n_estimators': 206, 'learning_rate': 0.01123008614408026, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9634797116541336, 'colsample_bytree': 0.8903760951755478, 'gamma': 2.78439518168442, 'reg_alpha': 0.8974756753825476, 'reg_lambda': 0.8312562531716858}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:20,498] Trial 65 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 206, 'learning_rate': 0.011222974661145352, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9619731929694375, 'colsample_bytree': 0.8993571884869539, 'gamma': 2.7716263623219253, 'reg_alpha': 0.9942726854922335, 'reg_lambda': 0.8428751052236794}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:20,787] Trial 66 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 208, 'learning_rate': 0.011399414563434978, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9523186639472907, 'colsample_bytree': 0.8878760919800699, 'gamma': 2.8118847157860425, 'reg_alpha': 0.9990212881879774, 'reg_lambda': 0.851874136900465}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:21,243] Trial 67 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 199, 'learning_rate': 0.014246210985868795, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9992539320452127, 'colsample_bytree': 0.9602665391421212, 'gamma': 3.2117954065868637, 'reg_alpha': 0.9530280145739507, 'reg_lambda': 0.9005858858176191}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:21,532] Trial 68 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 199, 'learning_rate': 0.014107670922969573, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9148317864216612, 'colsample_bytree': 0.9672659767245679, 'gamma': 3.2110264330028992, 'reg_alpha': 0.9554580624929607, 'reg_lambda': 0.6512633192904276}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:21,864] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.01618212948178275, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9599904334017556, 'colsample_bytree': 0.923909828787036, 'gamma': 3.607108634438702, 'reg_alpha': 0.954861438328755, 'reg_lambda': 0.9177893005269977}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:22,245] Trial 70 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 217, 'learning_rate': 0.010950982449799716, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9841603686354249, 'colsample_bytree': 0.9966883777082696, 'gamma': 2.6513745340553756, 'reg_alpha': 0.9098756990465169, 'reg_lambda': 1.1069184044024567}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:22,581] Trial 71 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 244, 'learning_rate': 0.019039217840394945, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9645128351358768, 'colsample_bytree': 0.9034289223178412, 'gamma': 2.998086292111862, 'reg_alpha': 0.8771304230410834, 'reg_lambda': 1.0196112729496196}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:22,999] Trial 72 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.012254222810335275, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9989841648157102, 'colsample_bytree': 0.935587783865408, 'gamma': 3.4469727472161353, 'reg_alpha': 0.9293914193019526, 'reg_lambda': 0.8432635714158758}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:23,273] Trial 73 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 195, 'learning_rate': 0.010148604793187315, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.942907348824382, 'colsample_bytree': 0.8942672772598119, 'gamma': 2.87424391562511, 'reg_alpha': 0.9747139552784698, 'reg_lambda': 0.8015413090975456}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:23,556] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 231, 'learning_rate': 0.014330813897011819, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9827799098964977, 'colsample_bytree': 0.9640651453390146, 'gamma': 4.07087256799848, 'reg_alpha': 0.9319283929115143, 'reg_lambda': 0.7121207742971399}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:23,919] Trial 75 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 214, 'learning_rate': 0.017622166161333667, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9004681709507734, 'colsample_bytree': 0.9148789400061218, 'gamma': 2.397131240896384, 'reg_alpha': 0.8059606509411116, 'reg_lambda': 0.9377569047529986}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:24,279] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.011331564583065853, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9883617825860358, 'colsample_bytree': 0.9874855345034549, 'gamma': 3.1647765048232843, 'reg_alpha': 0.8614113304447669, 'reg_lambda': 0.6212946788991186}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:24,717] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.015448674281047174, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.948820952854503, 'colsample_bytree': 0.8274292688936459, 'gamma': 2.629287730664097, 'reg_alpha': 0.9817500866287227, 'reg_lambda': 1.0753255660634815}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:24,987] Trial 78 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 207, 'learning_rate': 0.02515182746139319, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9627752351281977, 'colsample_bytree': 0.9538792946149363, 'gamma': 2.2737383050238393, 'reg_alpha': 0.8462044798642926, 'reg_lambda': 1.3087758769838767}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:25,320] Trial 79 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 250, 'learning_rate': 0.013539744874646306, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9983653695173754, 'colsample_bytree': 0.9328824663110374, 'gamma': 3.018945648040731, 'reg_alpha': 0.9284987916070044, 'reg_lambda': 2.0181842191984813}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:25,695] Trial 80 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 218, 'learning_rate': 0.010899815364789373, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9795787203073381, 'colsample_bytree': 0.8886627680659572, 'gamma': 2.0424335217617395, 'reg_alpha': 0.880815410353297, 'reg_lambda': 0.8137087065186294}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:26,045] Trial 81 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 220, 'learning_rate': 0.010950486443555736, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9799070449110099, 'colsample_bytree': 0.8919726039700325, 'gamma': 2.7615016332982893, 'reg_alpha': 0.882685018892494, 'reg_lambda': 0.7065934336809556}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:26,425] Trial 82 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 222, 'learning_rate': 0.01210460401710981, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9803893758172816, 'colsample_bytree': 0.8881003866963366, 'gamma': 2.7817172303244813, 'reg_alpha': 0.8758455194950221, 'reg_lambda': 0.6989030255493435}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:26,710] Trial 83 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 217, 'learning_rate': 0.010632669238597217, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9382267875292688, 'colsample_bytree': 0.8964257149288003, 'gamma': 3.4007083410858128, 'reg_alpha': 0.806559669861178, 'reg_lambda': 0.8570894581450998}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:27,005] Trial 84 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 226, 'learning_rate': 0.012916200165255168, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9763642432090359, 'colsample_bytree': 0.8530893569927057, 'gamma': 2.535764095244828, 'reg_alpha': 0.9633963919445074, 'reg_lambda': 0.7726911439799143}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:27,428] Trial 85 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 198, 'learning_rate': 0.019132861703137258, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9619579929579642, 'colsample_bytree': 0.914891917781112, 'gamma': 1.9773369195358823, 'reg_alpha': 0.9108193522379188, 'reg_lambda': 0.5761208203848525}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:27,736] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.01406910775047457, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9893228624824038, 'colsample_bytree': 0.8816665515925878, 'gamma': 2.0743616840001793, 'reg_alpha': 0.940513859507226, 'reg_lambda': 0.6665097202790728}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:28,080] Trial 87 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 216, 'learning_rate': 0.011294225910113817, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9329762475410552, 'colsample_bytree': 0.9232055557077583, 'gamma': 2.3522696906970846, 'reg_alpha': 0.885335938124129, 'reg_lambda': 0.9025611301386418}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:28,410] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 245, 'learning_rate': 0.010061036731206202, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9491769548986069, 'colsample_bytree': 0.9081726937134093, 'gamma': 2.9525337586411475, 'reg_alpha': 0.7710469268308968, 'reg_lambda': 0.6341188029840856}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:28,768] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.016982171746566153, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9792989909435527, 'colsample_bytree': 0.8750364852272293, 'gamma': 3.1980505753114232, 'reg_alpha': 0.9949053755300289, 'reg_lambda': 0.9922927871943591}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:29,069] Trial 90 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 237, 'learning_rate': 0.015453599751808123, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9250685369350133, 'colsample_bytree': 0.8966014232560157, 'gamma': 1.8226610345573109, 'reg_alpha': 0.8225777833174046, 'reg_lambda': 0.820953020564446}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:29,492] Trial 91 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.012315052763831214, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9686211235430887, 'colsample_bytree': 0.9397745549381491, 'gamma': 2.7346495172568037, 'reg_alpha': 0.9092826033086554, 'reg_lambda': 0.7422731664754618}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:29,782] Trial 92 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 207, 'learning_rate': 0.010774202624269546, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9995097166073603, 'colsample_bytree': 0.8601062239471772, 'gamma': 1.6543793229876798, 'reg_alpha': 0.424392698881589, 'reg_lambda': 0.7953626856691994}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:30,141] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.010947919627210432, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9865548232018425, 'colsample_bytree': 0.8616501819169073, 'gamma': 2.5483084277825956, 'reg_alpha': 0.8575446810439504, 'reg_lambda': 0.5766294377633767}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:30,481] Trial 94 finished with value: 0.761904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.013074129030186107, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.996148733477461, 'colsample_bytree': 0.8457466743176776, 'gamma': 1.7168417251105277, 'reg_alpha': 0.4024470455612449, 'reg_lambda': 0.8018537183271721}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:30,747] Trial 95 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.012988378520609592, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9998088701873096, 'colsample_bytree': 0.8268273321392705, 'gamma': 2.1565815504207153, 'reg_alpha': 0.4171707277280124, 'reg_lambda': 0.8009735411235323}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:31,174] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 202, 'learning_rate': 0.0140484737313796, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9692273918771781, 'colsample_bytree': 0.8450375242958253, 'gamma': 1.532963659108983, 'reg_alpha': 0.37671313057979466, 'reg_lambda': 0.9046846309135718}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:31,436] Trial 97 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 188, 'learning_rate': 0.01184782271768037, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9920679046382048, 'colsample_bytree': 0.8706509875786294, 'gamma': 1.7405048918802999, 'reg_alpha': 0.974098427866145, 'reg_lambda': 0.964541900888765}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:31,785] Trial 98 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 196, 'learning_rate': 0.015989610198380758, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9620293438488906, 'colsample_bytree': 0.8791697000635263, 'gamma': 1.2853464457248112, 'reg_alpha': 0.9411958762627389, 'reg_lambda': 1.212919673224729}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:32,091] Trial 99 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 202, 'learning_rate': 0.014822588971271127, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9544176800875263, 'colsample_bytree': 0.8491001967804949, 'gamma': 1.6862969567724801, 'reg_alpha': 0.47775306121155364, 'reg_lambda': 1.132314547633088}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:32,520] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.02282163536824212, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9901978550904255, 'colsample_bytree': 0.8639342222889562, 'gamma': 2.0904343941760826, 'reg_alpha': 0.4122162410579098, 'reg_lambda': 2.9484795753590456}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:32,822] Trial 101 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 221, 'learning_rate': 0.010755897074213514, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9822259004776245, 'colsample_bytree': 0.8873291820769618, 'gamma': 3.0694113367600884, 'reg_alpha': 0.32778604947862183, 'reg_lambda': 0.7247769006306354}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:33,135] Trial 102 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.012803280736980628, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9739423411758987, 'colsample_bytree': 0.9039710525528506, 'gamma': 2.264737038604645, 'reg_alpha': 0.8810239664600972, 'reg_lambda': 0.6364395036603985}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:33,526] Trial 103 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 219, 'learning_rate': 0.011673690918669339, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9987640144142321, 'colsample_bytree': 0.8587516934699259, 'gamma': 1.5215226002613786, 'reg_alpha': 0.9094828382382961, 'reg_lambda': 0.8597599773580321}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:33,855] Trial 104 finished with value: 0.755952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.010019399366845224, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9996220895386514, 'colsample_bytree': 0.8361153211512016, 'gamma': 1.5199312358334487, 'reg_alpha': 0.9132427902823429, 'reg_lambda': 0.8754233970561174}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:34,280] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.011828052459167132, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9987940669268034, 'colsample_bytree': 0.8403453910458663, 'gamma': 1.5403453401362615, 'reg_alpha': 0.46916016045777365, 'reg_lambda': 1.0301034753279075}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:34,607] Trial 106 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.013438603492675446, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9900186878988595, 'colsample_bytree': 0.8336416963144874, 'gamma': 1.37183142115618, 'reg_alpha': 0.9144322062895894, 'reg_lambda': 0.8686706410824787}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:35,067] Trial 107 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 233, 'learning_rate': 0.010010502821417891, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9676971440608622, 'colsample_bytree': 0.857362175833971, 'gamma': 1.8312748567021995, 'reg_alpha': 0.5119652864055662, 'reg_lambda': 0.7607989848745372}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:35,354] Trial 108 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 225, 'learning_rate': 0.01208374389577334, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9999966835337045, 'colsample_bytree': 0.8220413566362637, 'gamma': 1.4874268363621956, 'reg_alpha': 0.9732170801819653, 'reg_lambda': 0.5464950959718162}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:35,757] Trial 109 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 212, 'learning_rate': 0.01718123470638918, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9911116127476329, 'colsample_bytree': 0.8093328143139322, 'gamma': 1.218074823990121, 'reg_alpha': 0.9464796863196756, 'reg_lambda': 0.9456965009434506}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:36,051] Trial 110 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 202, 'learning_rate': 0.014585761028787295, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.97322313182712, 'colsample_bytree': 0.8650993265311714, 'gamma': 1.9171946736991141, 'reg_alpha': 0.9838114543719484, 'reg_lambda': 0.6573860536031804}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:36,476] Trial 111 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 217, 'learning_rate': 0.01128626804119629, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9837409969589279, 'colsample_bytree': 0.8788905987663878, 'gamma': 1.7599847029955977, 'reg_alpha': 0.4319918853546563, 'reg_lambda': 0.7994836920633729}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:36,870] Trial 112 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 205, 'learning_rate': 0.011699481808822411, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9850985492338339, 'colsample_bytree': 0.8755760974215856, 'gamma': 1.7526686641288804, 'reg_alpha': 0.4349383216410385, 'reg_lambda': 0.8676933046451675}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:37,311] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 178, 'learning_rate': 0.01267460941985426, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.958571359463601, 'colsample_bytree': 0.8467248136793895, 'gamma': 1.6366276538101912, 'reg_alpha': 0.3631902536004622, 'reg_lambda': 0.8043851996811039}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:37,628] Trial 114 finished with value: 0.693452380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.01389194157604704, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9911401654106756, 'colsample_bytree': 0.7953821431973471, 'gamma': 1.287158341680736, 'reg_alpha': 0.9271715811366823, 'reg_lambda': 0.5996790231212297}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:37,992] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 217, 'learning_rate': 0.010520423168837776, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.945521206057127, 'colsample_bytree': 0.9248286039148663, 'gamma': 2.886937942712447, 'reg_alpha': 0.4012227200475131, 'reg_lambda': 0.5082555866779164}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:38,403] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 226, 'learning_rate': 0.011525218026995005, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.973384382004923, 'colsample_bytree': 0.8570728677758424, 'gamma': 1.4142568759800316, 'reg_alpha': 0.5467231929242874, 'reg_lambda': 0.6952467810758609}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:38,709] Trial 117 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 86, 'learning_rate': 0.012923451354917103, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.999380876879806, 'colsample_bytree': 0.6405299566255374, 'gamma': 0.9845321916543588, 'reg_alpha': 0.8996738743678452, 'reg_lambda': 0.759979724554752}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:39,024] Trial 118 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 210, 'learning_rate': 0.01500828247961514, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9836632153506234, 'colsample_bytree': 0.8696640390617663, 'gamma': 1.5619264497193386, 'reg_alpha': 0.29784013061153536, 'reg_lambda': 1.0470796610604547}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:39,476] Trial 119 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 232, 'learning_rate': 0.011308868022745965, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9564117720247367, 'colsample_bytree': 0.8388714088693641, 'gamma': 3.5646611745734065, 'reg_alpha': 0.8381665877371365, 'reg_lambda': 0.9003084087802686}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:39,781] Trial 120 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.010019288187236373, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9648549193217717, 'colsample_bytree': 0.9131918743709526, 'gamma': 0.7728261678780408, 'reg_alpha': 0.9959241280122124, 'reg_lambda': 0.8459304140038707}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:40,265] Trial 121 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 214, 'learning_rate': 0.011068444633020876, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9829186993153394, 'colsample_bytree': 0.888822234398166, 'gamma': 3.908199305887237, 'reg_alpha': 0.9602793578622506, 'reg_lambda': 0.807144589491572}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:40,600] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.010842958161617516, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9766871091704624, 'colsample_bytree': 0.9002741248948948, 'gamma': 1.9525181946731105, 'reg_alpha': 0.8684974009267012, 'reg_lambda': 0.9616209702530719}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:40,999] Trial 123 finished with value: 0.755952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.0120637717203689, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9927645304292447, 'colsample_bytree': 0.8821624214690943, 'gamma': 1.694079977383331, 'reg_alpha': 0.9220887591192466, 'reg_lambda': 0.6804832052201744}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:41,271] Trial 124 finished with value: 0.699404761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.012404015864363753, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9923730689952943, 'colsample_bytree': 0.8802168881420499, 'gamma': 1.660745244826776, 'reg_alpha': 0.9186931171807231, 'reg_lambda': 0.6754231921569828}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:41,547] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.0137489050636341, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9930123876665634, 'colsample_bytree': 0.8715041940371676, 'gamma': 1.8250151530640433, 'reg_alpha': 0.4270162984602223, 'reg_lambda': 0.734428131680118}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:41,852] Trial 126 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 199, 'learning_rate': 0.016067273385200278, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9836665265406411, 'colsample_bytree': 0.8550509792754026, 'gamma': 1.4525179862629551, 'reg_alpha': 0.9445255045662809, 'reg_lambda': 0.5715524567845979}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:42,098] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.03137054227644778, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9703775974665863, 'colsample_bytree': 0.8296336949264369, 'gamma': 2.6252600027312245, 'reg_alpha': 0.9002880319726119, 'reg_lambda': 2.584527731980587}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:42,543] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.011999400941160395, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9997872318823815, 'colsample_bytree': 0.775909932350714, 'gamma': 1.3546738008046544, 'reg_alpha': 0.9634555342443043, 'reg_lambda': 0.6435583446011063}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:42,824] Trial 129 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 205, 'learning_rate': 0.013239304331269462, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8669487135564453, 'colsample_bytree': 0.9069043861053466, 'gamma': 3.2846873824807297, 'reg_alpha': 0.8561009926313422, 'reg_lambda': 0.7439559423320095}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:43,458] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 236, 'learning_rate': 0.01820696125380471, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9755356387151176, 'colsample_bytree': 0.6018747900611288, 'gamma': 1.1943148744708034, 'reg_alpha': 0.4569243817576312, 'reg_lambda': 0.5010773180409451}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:43,741] Trial 131 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 210, 'learning_rate': 0.01070521514249793, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9850574519492922, 'colsample_bytree': 0.8864224865081846, 'gamma': 2.03027588530387, 'reg_alpha': 0.8927545915051649, 'reg_lambda': 0.8191432500681001}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:44,165] Trial 132 finished with value: 0.6875 and parameters: {'n_estimators': 225, 'learning_rate': 0.011376789255876643, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9786176252606877, 'colsample_bytree': 0.8930370376915326, 'gamma': 1.881581209356402, 'reg_alpha': 0.9356538600387557, 'reg_lambda': 1.5645863827233917}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:44,517] Trial 133 finished with value: 0.761904761904762 and parameters: {'n_estimators': 217, 'learning_rate': 0.01250157003169044, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.992888386144117, 'colsample_bytree': 0.8773670134961015, 'gamma': 1.728940506180691, 'reg_alpha': 0.3867620735318148, 'reg_lambda': 0.7854144898204471}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:45,378] Trial 134 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 229, 'learning_rate': 0.014402789502141525, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9921506075866359, 'colsample_bytree': 0.8816079277556631, 'gamma': 1.7057175663708701, 'reg_alpha': 0.36198372783950233, 'reg_lambda': 0.9100814059817987}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:45,720] Trial 135 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 246, 'learning_rate': 0.012586410902838041, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9997425026427015, 'colsample_bytree': 0.8647499432505876, 'gamma': 1.534574239470997, 'reg_alpha': 0.34154833428280684, 'reg_lambda': 0.6101555467467841}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:46,168] Trial 136 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 243, 'learning_rate': 0.012850017082185916, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9925488495960154, 'colsample_bytree': 0.8644000269070099, 'gamma': 1.4790465395530854, 'reg_alpha': 0.3178923256034872, 'reg_lambda': 0.604621906487605}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:46,493] Trial 137 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 249, 'learning_rate': 0.012140470491547688, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9997216266352373, 'colsample_bytree': 0.8479629456222639, 'gamma': 1.7501030651674867, 'reg_alpha': 0.38999861018306786, 'reg_lambda': 0.6919625461153878}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:46,942] Trial 138 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 248, 'learning_rate': 0.012314081699663094, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6595197752767423, 'colsample_bytree': 0.8478581058032231, 'gamma': 1.5785646407744258, 'reg_alpha': 0.393012691348381, 'reg_lambda': 0.694503343375654}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:47,330] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.013546366977144186, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9875802355463564, 'colsample_bytree': 0.8583574556636492, 'gamma': 1.7893101167436636, 'reg_alpha': 0.348806800098151, 'reg_lambda': 0.7752013060374502}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:47,766] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.010370840906798684, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9994638921871732, 'colsample_bytree': 0.8160029450447784, 'gamma': 1.7418328486080799, 'reg_alpha': 0.2683943034409527, 'reg_lambda': 0.6796407730144411}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:48,176] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.010432933499610391, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9997317888951017, 'colsample_bytree': 0.8230698830181395, 'gamma': 1.671736094756843, 'reg_alpha': 0.2528580959278157, 'reg_lambda': 0.7201140948377762}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:48,642] Trial 142 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 249, 'learning_rate': 0.01199382684819273, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9850782950730091, 'colsample_bytree': 0.8178932059755742, 'gamma': 1.7536725533726245, 'reg_alpha': 0.2761702697417348, 'reg_lambda': 0.6677780386138177}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:48,987] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.010043107195248776, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9935059736804142, 'colsample_bytree': 0.8029296787265002, 'gamma': 1.568389177680375, 'reg_alpha': 0.37402880271408, 'reg_lambda': 0.7876477362255041}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:49,336] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 245, 'learning_rate': 0.011758709562668956, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9767343721588476, 'colsample_bytree': 0.8395093143016069, 'gamma': 1.8970631262872661, 'reg_alpha': 0.39967705266447817, 'reg_lambda': 0.5760999488318688}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:49,712] Trial 145 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 62, 'learning_rate': 0.01276018172395776, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9697889738526971, 'colsample_bytree': 0.8727650108282794, 'gamma': 1.337560851089691, 'reg_alpha': 0.4445103595445259, 'reg_lambda': 2.218834665987195}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:49,983] Trial 146 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 154, 'learning_rate': 0.012676882937940857, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9678816575430569, 'colsample_bytree': 0.8741785261019634, 'gamma': 1.3814214157579559, 'reg_alpha': 0.4187501971982497, 'reg_lambda': 2.7838273796034816}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:50,187] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.013894355233274617, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9857345622081856, 'colsample_bytree': 0.8661351584918002, 'gamma': 1.4674172897587208, 'reg_alpha': 0.45258537227158635, 'reg_lambda': 1.7215234426628765}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:50,511] Trial 148 finished with value: 0.738095238095238 and parameters: {'n_estimators': 114, 'learning_rate': 0.011574541622651658, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9676905498288813, 'colsample_bytree': 0.8503029023581868, 'gamma': 1.5738796993295032, 'reg_alpha': 0.4825622802048264, 'reg_lambda': 2.1299524791549125}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:50,640] Trial 149 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 32, 'learning_rate': 0.015138690972410376, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9791152923445492, 'colsample_bytree': 0.8796377869067553, 'gamma': 1.3009408909769298, 'reg_alpha': 0.43699326412323164, 'reg_lambda': 1.806510213441085}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:50,821] Trial 150 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 64, 'learning_rate': 0.013130502583545926, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9551150061005828, 'colsample_bytree': 0.8607228272112123, 'gamma': 1.149472434090364, 'reg_alpha': 0.38804325260342737, 'reg_lambda': 2.3973752757551137}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:51,258] Trial 151 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 232, 'learning_rate': 0.01077903348801716, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9993635500033226, 'colsample_bytree': 0.8324373800295971, 'gamma': 1.6844500923931789, 'reg_alpha': 0.3376083593446098, 'reg_lambda': 0.8688410771132906}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:51,573] Trial 152 finished with value: 0.761904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.010915348752251875, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.990320411226321, 'colsample_bytree': 0.834485440988612, 'gamma': 1.657524483217553, 'reg_alpha': 0.34019593804717013, 'reg_lambda': 0.8879816169433546}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:51,933] Trial 153 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 232, 'learning_rate': 0.01248016786491096, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9926492719418949, 'colsample_bytree': 0.8394571236949278, 'gamma': 1.672629301181812, 'reg_alpha': 0.3013384826520494, 'reg_lambda': 0.9844039508985679}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:52,263] Trial 154 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 238, 'learning_rate': 0.010687358838037848, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9911176804142576, 'colsample_bytree': 0.8467311564838643, 'gamma': 4.739376176777311, 'reg_alpha': 0.3425263650630833, 'reg_lambda': 0.859551304871229}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:52,706] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.011859325445177116, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9745040467079282, 'colsample_bytree': 0.8307399693566325, 'gamma': 1.4990849427663329, 'reg_alpha': 0.35711911456227924, 'reg_lambda': 0.884383059326553}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:53,023] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.014276683382072372, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9998090298546215, 'colsample_bytree': 0.8330549867222392, 'gamma': 1.6353531829552104, 'reg_alpha': 0.30933345072192575, 'reg_lambda': 0.9309125524899897}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:53,473] Trial 157 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 221, 'learning_rate': 0.010892244184867053, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9888579868164475, 'colsample_bytree': 0.8550311979742462, 'gamma': 1.9458618537564814, 'reg_alpha': 0.32974536015147976, 'reg_lambda': 2.2326753229215215}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:53,712] Trial 158 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 136, 'learning_rate': 0.013263716703749146, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9998262111980365, 'colsample_bytree': 0.8695051748257336, 'gamma': 2.167643762301612, 'reg_alpha': 0.3774572495598813, 'reg_lambda': 0.740965751377852}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:53,999] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.24732263026045187, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9809561781032227, 'colsample_bytree': 0.8438047598230166, 'gamma': 1.3757340548449426, 'reg_alpha': 0.346170467226007, 'reg_lambda': 0.6202274606359119}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:54,504] Trial 160 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 235, 'learning_rate': 0.012266707461157635, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9646595751432268, 'colsample_bytree': 0.8599582172217325, 'gamma': 1.8413739890884209, 'reg_alpha': 0.41180795382349783, 'reg_lambda': 1.0154524081217804}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:54,791] Trial 161 finished with value: 0.761904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.011293809720251244, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9853851551118641, 'colsample_bytree': 0.8784553349517287, 'gamma': 1.7586657142071653, 'reg_alpha': 0.38434492336667103, 'reg_lambda': 0.8029103088360573}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:55,121] Trial 162 finished with value: 0.761904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.011343578421925333, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9873904673874054, 'colsample_bytree': 0.8964297876979113, 'gamma': 1.4808001331227185, 'reg_alpha': 0.3813067363107963, 'reg_lambda': 0.8640961074449046}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:55,489] Trial 163 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.011168947100056963, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9856399559909655, 'colsample_bytree': 0.9786855574531517, 'gamma': 1.239304460127459, 'reg_alpha': 0.3915511476533259, 'reg_lambda': 0.8639429994775678}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:55,706] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 96, 'learning_rate': 0.01003830132011073, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9762026739535298, 'colsample_bytree': 0.8975965634920613, 'gamma': 1.5184279182684755, 'reg_alpha': 0.32511010681218244, 'reg_lambda': 1.9926130813982184}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:56,171] Trial 165 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.011307914826814683, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9931660517366093, 'colsample_bytree': 0.872439123847926, 'gamma': 1.6064735394862064, 'reg_alpha': 0.36972475387655535, 'reg_lambda': 0.8358065503370679}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:56,471] Trial 166 finished with value: 0.699404761904762 and parameters: {'n_estimators': 216, 'learning_rate': 0.010645481290425316, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.971127708581455, 'colsample_bytree': 0.850822050815073, 'gamma': 1.424100175943346, 'reg_alpha': 0.40325045425834355, 'reg_lambda': 0.9383939711141415}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:56,905] Trial 167 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 207, 'learning_rate': 0.013272870744638147, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9845201745706997, 'colsample_bytree': 0.8897710869799987, 'gamma': 1.3199662484310735, 'reg_alpha': 0.37678847065787135, 'reg_lambda': 0.7774686244093209}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:57,214] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 227, 'learning_rate': 0.012653715025868437, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9942340612197188, 'colsample_bytree': 0.9101199738103755, 'gamma': 1.7965377293247853, 'reg_alpha': 0.2944446229459138, 'reg_lambda': 0.9004542150446004}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:57,607] Trial 169 finished with value: 0.738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.01148821581897026, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9800519812651092, 'colsample_bytree': 0.8669180590235561, 'gamma': 1.4994264326695155, 'reg_alpha': 0.35444180766737204, 'reg_lambda': 1.4118051277910015}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:57,898] Trial 170 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 211, 'learning_rate': 0.01451043347485208, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9999592876481171, 'colsample_bytree': 0.834208549290155, 'gamma': 2.0403588534442156, 'reg_alpha': 0.46094022042017074, 'reg_lambda': 1.0860364967956018}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:58,202] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 199, 'learning_rate': 0.01189007618912049, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9904815614058282, 'colsample_bytree': 0.8823324958229388, 'gamma': 1.6695309082510552, 'reg_alpha': 0.6081286377903277, 'reg_lambda': 0.7620186537339446}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:58,545] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 201, 'learning_rate': 0.010872633290656157, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9871769761254284, 'colsample_bytree': 0.8747844635799316, 'gamma': 1.6383723374674428, 'reg_alpha': 0.5965943044671714, 'reg_lambda': 0.8277590815037557}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:58,832] Trial 173 finished with value: 0.761904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.012134215768709223, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9918691687827788, 'colsample_bytree': 0.8960470445954284, 'gamma': 1.8880835723495126, 'reg_alpha': 0.6582352147090985, 'reg_lambda': 0.7939902717528713}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:59,182] Trial 174 finished with value: 0.761904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.012494372562440124, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9724803587425592, 'colsample_bytree': 0.9188241507648016, 'gamma': 1.890548167143793, 'reg_alpha': 0.6415973981779581, 'reg_lambda': 0.735488643014409}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:59,459] Trial 175 finished with value: 0.755952380952381 and parameters: {'n_estimators': 202, 'learning_rate': 0.013621313802289944, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9748333908108231, 'colsample_bytree': 0.8967819996455, 'gamma': 1.9563106663909253, 'reg_alpha': 0.6989638519031223, 'reg_lambda': 0.7282033956629262}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:59,807] Trial 176 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 209, 'learning_rate': 0.012467279198765793, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9884224272887467, 'colsample_bytree': 0.9257897494420626, 'gamma': 1.7920622291792345, 'reg_alpha': 0.6309769424146248, 'reg_lambda': 0.7520591591663214}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:00,101] Trial 177 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 191, 'learning_rate': 0.016374201916191673, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9809594220517323, 'colsample_bytree': 0.9039942009624491, 'gamma': 1.8897331375655775, 'reg_alpha': 0.625218586928931, 'reg_lambda': 0.7911284948503257}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:00,540] Trial 178 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 197, 'learning_rate': 0.03921628004183794, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9925182381982653, 'colsample_bytree': 0.9174950366940433, 'gamma': 2.1150846747637493, 'reg_alpha': 0.6416947548628733, 'reg_lambda': 0.6453887321287022}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:00,827] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.015168855267350052, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9923053040946745, 'colsample_bytree': 0.9425479249398235, 'gamma': 2.0170127299414915, 'reg_alpha': 0.6564631313781988, 'reg_lambda': 0.5569132780098129}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:01,232] Trial 180 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 205, 'learning_rate': 0.15113555646846452, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9918811769358148, 'colsample_bytree': 0.9203491090790611, 'gamma': 2.1313203598648194, 'reg_alpha': 0.6646073314957537, 'reg_lambda': 0.7137053533385752}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:01,508] Trial 181 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 200, 'learning_rate': 0.01191593921363147, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9834777227105674, 'colsample_bytree': 0.9156654904466938, 'gamma': 1.858393666855072, 'reg_alpha': 0.7090325020224344, 'reg_lambda': 0.6444888091571904}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:01,874] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 190, 'learning_rate': 0.012885284550238931, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.999844467547904, 'colsample_bytree': 0.8854785808177156, 'gamma': 1.7225488397748163, 'reg_alpha': 0.680465611373549, 'reg_lambda': 0.7535836988864739}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:02,175] Trial 183 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 194, 'learning_rate': 0.01297753549034835, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9941877357341892, 'colsample_bytree': 0.8834236836509436, 'gamma': 1.7394213795517375, 'reg_alpha': 0.5922558211878182, 'reg_lambda': 0.767657452550983}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:02,545] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.10502651451486475, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9937468611157939, 'colsample_bytree': 0.8837752965516857, 'gamma': 1.736046077940944, 'reg_alpha': 0.6758745660655194, 'reg_lambda': 0.7703824848832816}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:02,838] Trial 185 finished with value: 0.699404761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.013253835575885425, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9863872178410965, 'colsample_bytree': 0.9553399890787694, 'gamma': 1.6059176041703367, 'reg_alpha': 0.6050004484488533, 'reg_lambda': 0.830865531296971}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:03,198] Trial 186 finished with value: 0.761904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.01420171217880266, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9998484783786845, 'colsample_bytree': 0.8843448554051584, 'gamma': 1.7268386719842825, 'reg_alpha': 0.5790245062531778, 'reg_lambda': 0.7488830959438335}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:03,550] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 191, 'learning_rate': 0.014563734873943718, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9733575970512264, 'colsample_bytree': 0.8871593522967963, 'gamma': 1.7558495380632284, 'reg_alpha': 0.5800815030656362, 'reg_lambda': 0.7089448473893245}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:03,916] Trial 188 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 174, 'learning_rate': 0.015515380632353038, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9802747439365408, 'colsample_bytree': 0.8762739141866585, 'gamma': 1.9720122175456694, 'reg_alpha': 0.5504142439003373, 'reg_lambda': 0.6713641751648484}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:04,172] Trial 189 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 195, 'learning_rate': 0.040664325782584894, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9999552718940362, 'colsample_bytree': 0.8674508295630493, 'gamma': 1.8621875827778975, 'reg_alpha': 0.6490661146177944, 'reg_lambda': 0.74321579359432}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:04,444] Trial 190 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 200, 'learning_rate': 0.014265949351275729, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9877051911363789, 'colsample_bytree': 0.8950301845877009, 'gamma': 1.5527983971701618, 'reg_alpha': 0.6172378575552498, 'reg_lambda': 0.600155462176917}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:04,717] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 194, 'learning_rate': 0.07591216090876839, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9999672393902028, 'colsample_bytree': 0.885178830493583, 'gamma': 1.6551965965998177, 'reg_alpha': 0.633790047685266, 'reg_lambda': 0.8032771927770279}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:04,971] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 187, 'learning_rate': 0.06940779053041446, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9919736431062519, 'colsample_bytree': 0.8862303838942843, 'gamma': 1.6385901994238667, 'reg_alpha': 0.6381384383578319, 'reg_lambda': 0.7909484041185652}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:05,326] Trial 193 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 193, 'learning_rate': 0.012936342421676066, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9994015725961064, 'colsample_bytree': 0.8797259815213581, 'gamma': 1.716750151828308, 'reg_alpha': 0.5766159818907306, 'reg_lambda': 0.7227001187060547}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:05,607] Trial 194 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 193, 'learning_rate': 0.06384851019416435, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9994542606090591, 'colsample_bytree': 0.8814834025087818, 'gamma': 1.7224541203531396, 'reg_alpha': 0.5801082069248823, 'reg_lambda': 0.704280588497316}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:05,989] Trial 195 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 179, 'learning_rate': 0.06242253188736509, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9914657185395948, 'colsample_bytree': 0.8808828227858226, 'gamma': 1.6736307108295156, 'reg_alpha': 0.5707105312623206, 'reg_lambda': 0.7659406555420046}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:06,343] Trial 196 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 195, 'learning_rate': 0.07988192437991493, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9864519629065515, 'colsample_bytree': 0.9034687690775297, 'gamma': 1.8327241861597972, 'reg_alpha': 0.5342852474442363, 'reg_lambda': 0.8087259306783731}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:06,670] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 189, 'learning_rate': 0.055642933066524576, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9940234626596938, 'colsample_bytree': 0.892010029747637, 'gamma': 1.448348067645535, 'reg_alpha': 0.5876791098286537, 'reg_lambda': 0.6493086097444645}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:06,937] Trial 198 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 192, 'learning_rate': 0.09100323286169873, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9805224559016127, 'colsample_bytree': 0.8812876557291257, 'gamma': 1.5742975851933019, 'reg_alpha': 0.6004148137773532, 'reg_lambda': 0.7270989872907994}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:07,413] Trial 199 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 197, 'learning_rate': 0.04612750794602392, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.99279190578826, 'colsample_bytree': 0.899661468698932, 'gamma': 1.727381508251363, 'reg_alpha': 0.5577638015034525, 'reg_lambda': 0.9157570186930617}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:07,416] A new study created in memory with name: no-name-060e7995-6913-4bb8-8832-f2f187e546f2
[I 2025-11-03 20:23:07,761] Trial 0 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 58, 'learning_rate': 0.2995707849868831, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9584087216736141, 'colsample_bytree': 0.7510214614526706, 'gamma': 0.1104544802996521, 'reg_alpha': 0.7661977410961328, 'reg_lambda': 1.406722164426862}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 20:23:07,985] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.09988649452407469, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8877982098272623, 'colsample_bytree': 0.7889692681894733, 'gamma': 2.232481235364387, 'reg_alpha': 0.7638990383275345, 'reg_lambda': 1.8591782310253357}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 20:23:08,194] Trial 2 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 31, 'learning_rate': 0.043216695566674936, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8843945269031783, 'colsample_bytree': 0.891657416224872, 'gamma': 2.68258722691253, 'reg_alpha': 0.5811538958219229, 'reg_lambda': 2.0515518352486857}. Best is trial 2 with value: 0.6845238095238095.
[I 2025-11-03 20:23:08,525] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.06493443956041574, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8015998921537886, 'colsample_bytree': 0.6151706767235756, 'gamma': 0.5578337988497478, 'reg_alpha': 0.9105639451585376, 'reg_lambda': 2.001591757009176}. Best is trial 2 with value: 0.6845238095238095.
[I 2025-11-03 20:23:08,758] Trial 4 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 138, 'learning_rate': 0.15110828955245015, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7608567858857481, 'colsample_bytree': 0.8485565135629818, 'gamma': 2.6103002590836972, 'reg_alpha': 0.8696226670191787, 'reg_lambda': 0.886294667606921}. Best is trial 2 with value: 0.6845238095238095.
[I 2025-11-03 20:23:08,866] Trial 5 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 44, 'learning_rate': 0.06427645960116547, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8037678483799584, 'colsample_bytree': 0.832322155900764, 'gamma': 4.26025282743881, 'reg_alpha': 0.06442171939976427, 'reg_lambda': 2.2871163147375304}. Best is trial 5 with value: 0.7023809523809523.
[I 2025-11-03 20:23:09,072] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 64, 'learning_rate': 0.0368195817808072, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8002937612958314, 'colsample_bytree': 0.9959342471184641, 'gamma': 1.313636058295517, 'reg_alpha': 0.6871881042019896, 'reg_lambda': 1.2657436508112552}. Best is trial 5 with value: 0.7023809523809523.
[I 2025-11-03 20:23:09,337] Trial 7 finished with value: 0.75 and parameters: {'n_estimators': 192, 'learning_rate': 0.11221185368860362, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6236989976849705, 'colsample_bytree': 0.9906491787771925, 'gamma': 0.5792800119301694, 'reg_alpha': 0.522837090474797, 'reg_lambda': 2.567801275220365}. Best is trial 7 with value: 0.75.
[I 2025-11-03 20:23:09,653] Trial 8 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 122, 'learning_rate': 0.07731602720302104, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.7200364466381216, 'colsample_bytree': 0.9886750532058066, 'gamma': 2.822087664913784, 'reg_alpha': 0.6770615187211863, 'reg_lambda': 2.706171355403081}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:09,943] Trial 9 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 96, 'learning_rate': 0.027632869752961312, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6861833317918975, 'colsample_bytree': 0.9377272351635115, 'gamma': 1.660339550147067, 'reg_alpha': 0.10596372567058221, 'reg_lambda': 1.9226938182955708}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:10,298] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 173, 'learning_rate': 0.010406781371205683, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6903677671219387, 'colsample_bytree': 0.6661565495401391, 'gamma': 3.9917223059296214, 'reg_alpha': 0.3096718418679346, 'reg_lambda': 2.9859082472426692}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:10,610] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 224, 'learning_rate': 0.16812675197966842, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.6033073144881281, 'colsample_bytree': 0.9928450938098768, 'gamma': 3.4668048790599464, 'reg_alpha': 0.4407853319399163, 'reg_lambda': 2.7304137659654133}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:10,892] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.12634526612978977, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.6000089481579397, 'colsample_bytree': 0.9232171796625002, 'gamma': 4.936784865465996, 'reg_alpha': 0.44707583906605153, 'reg_lambda': 2.481677654271189}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:11,143] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 103, 'learning_rate': 0.2809775321154441, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6767650861927741, 'colsample_bytree': 0.9562879978412155, 'gamma': 1.1328133704668661, 'reg_alpha': 0.583582136108047, 'reg_lambda': 2.6138090865712953}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:11,502] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.020805426479588766, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7167818324045226, 'colsample_bytree': 0.8905994822331155, 'gamma': 3.1824448660694027, 'reg_alpha': 0.309778880176291, 'reg_lambda': 2.770976411821871}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:11,730] Trial 15 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 109, 'learning_rate': 0.09360871635282472, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6392463570537104, 'colsample_bytree': 0.9944522139002815, 'gamma': 1.926362400311712, 'reg_alpha': 0.298067858606071, 'reg_lambda': 2.318831774163753}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:12,071] Trial 16 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 236, 'learning_rate': 0.08072039612117878, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7352958824221192, 'colsample_bytree': 0.751284481117102, 'gamma': 0.6873074833152866, 'reg_alpha': 0.9891530277013515, 'reg_lambda': 2.979211393947319}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:12,323] Trial 17 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 154, 'learning_rate': 0.2006618456531564, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6497194471630496, 'colsample_bytree': 0.8727447864811466, 'gamma': 3.097136602774788, 'reg_alpha': 0.5932468707951039, 'reg_lambda': 1.641807194173809}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:12,686] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.048835814479360605, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.758631341884791, 'colsample_bytree': 0.9453007383280343, 'gamma': 0.004156259700594633, 'reg_alpha': 0.682273867256096, 'reg_lambda': 0.5457259723880166}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:12,975] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.01723318881494194, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8554626332693869, 'colsample_bytree': 0.8099051858795788, 'gamma': 3.6957133350268596, 'reg_alpha': 0.2084561526952758, 'reg_lambda': 2.2639587229848153}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:13,352] Trial 20 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.11220695311455545, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6400264511025966, 'colsample_bytree': 0.6896236948239807, 'gamma': 2.241372066694043, 'reg_alpha': 0.5026046510136534, 'reg_lambda': 2.4901969062056173}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:13,567] Trial 21 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 101, 'learning_rate': 0.0813222124828233, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6394761525563118, 'colsample_bytree': 0.9744683627755207, 'gamma': 1.9103078770957804, 'reg_alpha': 0.353870865858465, 'reg_lambda': 2.258606638410984}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:13,994] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 109, 'learning_rate': 0.07885967663116235, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6525616420458172, 'colsample_bytree': 0.9142122469013478, 'gamma': 1.5299979795835452, 'reg_alpha': 0.18082177671630772, 'reg_lambda': 2.3884714450077267}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:14,213] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 80, 'learning_rate': 0.06078240412743458, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7164430108122937, 'colsample_bytree': 0.9161627597864299, 'gamma': 1.0082765552715474, 'reg_alpha': 0.008450809230552636, 'reg_lambda': 2.8053218199477192}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:14,548] Trial 24 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 73, 'learning_rate': 0.0319681282725442, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7292867132905076, 'colsample_bytree': 0.9602969932686268, 'gamma': 0.7944682780795844, 'reg_alpha': 0.6783560872467652, 'reg_lambda': 2.759333590814299}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:14,831] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 82, 'learning_rate': 0.06336165730366013, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9915673446423241, 'colsample_bytree': 0.9139949362499942, 'gamma': 0.9769714893364561, 'reg_alpha': 0.012004891330684164, 'reg_lambda': 2.8645496358925184}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:15,125] Trial 26 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 121, 'learning_rate': 0.12992691349129049, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.760423170581966, 'colsample_bytree': 0.9678882014356984, 'gamma': 0.3138205557523955, 'reg_alpha': 0.5021436597121386, 'reg_lambda': 2.6113262164217472}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:15,365] Trial 27 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 155, 'learning_rate': 0.051390761870978824, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.7049966024472429, 'colsample_bytree': 0.8670452529548793, 'gamma': 3.0196072738266935, 'reg_alpha': 0.3937254066307294, 'reg_lambda': 2.151058949348724}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:15,566] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 20, 'learning_rate': 0.22973638543539618, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8390259029519319, 'colsample_bytree': 0.9310115076366124, 'gamma': 2.30417243952703, 'reg_alpha': 0.8441925197029685, 'reg_lambda': 1.683986581228027}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:15,770] Trial 29 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 84, 'learning_rate': 0.16237521863478885, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7456507562743269, 'colsample_bytree': 0.9014454248413152, 'gamma': 0.3535621476757157, 'reg_alpha': 0.7749153626434342, 'reg_lambda': 2.5472871174550655}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:15,996] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.037588167792954166, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.673811864195306, 'colsample_bytree': 0.9740365594785182, 'gamma': 1.3803533523416234, 'reg_alpha': 0.2129904051262276, 'reg_lambda': 1.4639383437893936}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:16,229] Trial 31 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 120, 'learning_rate': 0.07223496963174694, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6647518177799545, 'colsample_bytree': 0.9178853215152494, 'gamma': 1.6242925412624072, 'reg_alpha': 0.13761747411275688, 'reg_lambda': 2.4307522490374143}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:16,587] Trial 32 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 116, 'learning_rate': 0.09960339716364357, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6188033399858477, 'colsample_bytree': 0.9994573314461728, 'gamma': 1.0877185690206868, 'reg_alpha': 0.02790137866399825, 'reg_lambda': 2.905205935634541}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:16,886] Trial 33 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 139, 'learning_rate': 0.0557220796143064, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.69780168066998, 'colsample_bytree': 0.7823106541748636, 'gamma': 1.8461814693035172, 'reg_alpha': 0.1889406028741153, 'reg_lambda': 2.700423538931467}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:17,253] Trial 34 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 84, 'learning_rate': 0.08552057124336092, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6235509248449994, 'colsample_bytree': 0.9446882299878123, 'gamma': 0.33692692487700787, 'reg_alpha': 0.545042767127295, 'reg_lambda': 2.095341342021863}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:17,511] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.10919269476925438, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.9116309935669561, 'colsample_bytree': 0.8700776404781398, 'gamma': 2.664283498974667, 'reg_alpha': 0.12609822832848716, 'reg_lambda': 2.4124438529970527}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:17,945] Trial 36 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 199, 'learning_rate': 0.06993842327567676, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7749907533279154, 'colsample_bytree': 0.8382366290751269, 'gamma': 1.4256142059214247, 'reg_alpha': 0.6153313356746333, 'reg_lambda': 2.8561743568789315}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:18,152] Trial 37 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 90, 'learning_rate': 0.043721778673764776, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6630861196618016, 'colsample_bytree': 0.897605108300095, 'gamma': 0.8534194589646296, 'reg_alpha': 0.759062256335348, 'reg_lambda': 1.850308038532368}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:18,505] Trial 38 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.05538491932265984, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7124118644689308, 'colsample_bytree': 0.9780002440073267, 'gamma': 0.5500366191610657, 'reg_alpha': 0.08843453945522783, 'reg_lambda': 2.6766178390877022}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:18,686] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.12972182741964608, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.7859135118931808, 'colsample_bytree': 0.8085116443176034, 'gamma': 2.4546409696891858, 'reg_alpha': 0.26163526707701396, 'reg_lambda': 1.2210587858426876}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:19,036] Trial 40 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.06113429356602895, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6191212380780888, 'colsample_bytree': 0.6131141873150492, 'gamma': 2.0204890197687084, 'reg_alpha': 0.6362844826060313, 'reg_lambda': 2.176760575833774}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:19,270] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.13642939757605946, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.827176729484823, 'colsample_bytree': 0.9620106657971811, 'gamma': 0.24062883915831762, 'reg_alpha': 0.5041354930165513, 'reg_lambda': 2.615360388178918}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:19,518] Trial 42 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 65, 'learning_rate': 0.1903313710730879, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8230985729735535, 'colsample_bytree': 0.9474763967619255, 'gamma': 0.45634912663992566, 'reg_alpha': 0.43739238909687617, 'reg_lambda': 2.399771493154763}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:19,870] Trial 43 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 111, 'learning_rate': 0.1346994150639664, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8789317003015107, 'colsample_bytree': 0.9808961390816764, 'gamma': 0.16534461706156728, 'reg_alpha': 0.530732519797358, 'reg_lambda': 2.594846025133991}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:20,135] Trial 44 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 110, 'learning_rate': 0.09925095751717504, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9061541812627237, 'colsample_bytree': 0.9857191546869529, 'gamma': 0.03488244695045817, 'reg_alpha': 0.54825002672622, 'reg_lambda': 2.8737193108576995}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:20,405] Trial 45 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.0751105309563726, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8813025358379192, 'colsample_bytree': 0.9319070504485749, 'gamma': 1.2119549283892164, 'reg_alpha': 0.38135163969793445, 'reg_lambda': 2.550716470263848}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:20,644] Trial 46 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 170, 'learning_rate': 0.07548710151429186, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9459265289801276, 'colsample_bytree': 0.9319809921387459, 'gamma': 1.2259062294559147, 'reg_alpha': 0.37267688504677265, 'reg_lambda': 2.9972327125621474}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:20,891] Trial 47 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.044016501880162595, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6874286242827837, 'colsample_bytree': 0.9060674989539979, 'gamma': 1.5609612032120286, 'reg_alpha': 0.043123770963104796, 'reg_lambda': 2.776673015872219}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:21,269] Trial 48 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 221, 'learning_rate': 0.08963914279505604, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.941769366566122, 'colsample_bytree': 0.8542421377145336, 'gamma': 0.9820521366057466, 'reg_alpha': 0.1558138721810736, 'reg_lambda': 1.994798556584927}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:21,527] Trial 49 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.06547416073089579, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7271770449334887, 'colsample_bytree': 0.8827060753639132, 'gamma': 2.9415436704806215, 'reg_alpha': 0.2644983374650786, 'reg_lambda': 2.3537426618061934}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:21,942] Trial 50 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 185, 'learning_rate': 0.11710860143178893, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6547092534194164, 'colsample_bytree': 0.9225941755463765, 'gamma': 0.6361371189141725, 'reg_alpha': 0.4576645400741611, 'reg_lambda': 2.498466425793295}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:22,234] Trial 51 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 196, 'learning_rate': 0.09009855945490164, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8698798785936745, 'colsample_bytree': 0.9994397651867802, 'gamma': 0.8063120186070412, 'reg_alpha': 0.7409284880389828, 'reg_lambda': 2.6485507533304777}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:22,482] Trial 52 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 98, 'learning_rate': 0.14076288401318418, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8877298660331707, 'colsample_bytree': 0.9511070151573666, 'gamma': 3.465583330942506, 'reg_alpha': 0.4040542582388783, 'reg_lambda': 2.5558670060020354}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:22,806] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 145, 'learning_rate': 0.10760978917095325, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9063081364566941, 'colsample_bytree': 0.9797362763224688, 'gamma': 1.1497391831382768, 'reg_alpha': 0.5582905008199582, 'reg_lambda': 2.7451778606040387}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:23,024] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.07738062641332731, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8138733901572139, 'colsample_bytree': 0.9582687996190358, 'gamma': 0.18203755184179696, 'reg_alpha': 0.6513300282649173, 'reg_lambda': 2.257115491911193}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:23,265] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.1530614024351577, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8655969582691923, 'colsample_bytree': 0.687635048910153, 'gamma': 0.5553562549598952, 'reg_alpha': 0.33846796567984144, 'reg_lambda': 2.527892564326644}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:23,536] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 215, 'learning_rate': 0.05904338228205504, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.7929785692200837, 'colsample_bytree': 0.9347660768760417, 'gamma': 2.782608436930801, 'reg_alpha': 0.07924716588735856, 'reg_lambda': 2.8383379990391733}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:23,781] Trial 57 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 93, 'learning_rate': 0.2062653884433508, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8512911823588983, 'colsample_bytree': 0.9686637181534881, 'gamma': 2.061791176603852, 'reg_alpha': 0.7202521721638153, 'reg_lambda': 2.929389393039527}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:24,037] Trial 58 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 161, 'learning_rate': 0.18013732096995258, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6032570357759791, 'colsample_bytree': 0.8894260305313068, 'gamma': 1.4692679602994563, 'reg_alpha': 0.47559491615514937, 'reg_lambda': 2.6026005497903504}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:24,389] Trial 59 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.049132879373631096, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9267487425323037, 'colsample_bytree': 0.9858533591903605, 'gamma': 1.7162421655908198, 'reg_alpha': 0.25429835867253403, 'reg_lambda': 2.3109495909453837}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:24,631] Trial 60 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 148, 'learning_rate': 0.011297664894890222, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9804569530564355, 'colsample_bytree': 0.6335280821715124, 'gamma': 4.561500715863975, 'reg_alpha': 0.8011878909882294, 'reg_lambda': 2.793030497616184}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:25,041] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.1408266310575594, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8231862323430693, 'colsample_bytree': 0.9610649621973292, 'gamma': 0.23109762545797466, 'reg_alpha': 0.5953684471400379, 'reg_lambda': 2.6600284372319036}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:25,258] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.2358498732780968, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8829760544105094, 'colsample_bytree': 0.9109307975141065, 'gamma': 0.774851782987616, 'reg_alpha': 0.6130558856078572, 'reg_lambda': 2.677304352837056}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:25,587] Trial 63 finished with value: 0.75 and parameters: {'n_estimators': 102, 'learning_rate': 0.10151460078928973, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.844945958345773, 'colsample_bytree': 0.9418028340983918, 'gamma': 0.1636069378041246, 'reg_alpha': 0.5324995036253677, 'reg_lambda': 2.4808579567142717}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:25,787] Trial 64 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 75, 'learning_rate': 0.06932592208016516, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8393625938851657, 'colsample_bytree': 0.9417641901613665, 'gamma': 0.4962063949740392, 'reg_alpha': 0.5345881509206011, 'reg_lambda': 2.4445226257046255}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:26,046] Trial 65 finished with value: 0.75 and parameters: {'n_estimators': 69, 'learning_rate': 0.0695503653547355, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8429056354461305, 'colsample_bytree': 0.935258495881251, 'gamma': 1.0331745275038147, 'reg_alpha': 0.00320152869498225, 'reg_lambda': 2.4770267711771474}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:26,231] Trial 66 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 40, 'learning_rate': 0.06641762735947192, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8435106487779122, 'colsample_bytree': 0.9341721551494706, 'gamma': 0.44218737066150354, 'reg_alpha': 0.05207864620547716, 'reg_lambda': 2.1604157742224857}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:26,433] Trial 67 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 69, 'learning_rate': 0.03838966017238633, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7748600830011368, 'colsample_bytree': 0.9460245763964221, 'gamma': 1.2649006535134042, 'reg_alpha': 0.009420909652583818, 'reg_lambda': 2.452514648081731}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:26,685] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.09776223063117752, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8339319323143147, 'colsample_bytree': 0.759639425706846, 'gamma': 0.9120035837257122, 'reg_alpha': 0.9365866309843156, 'reg_lambda': 2.4479713845822815}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:26,891] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 75, 'learning_rate': 0.07264490031223168, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8587313747682893, 'colsample_bytree': 0.9278246167050455, 'gamma': 3.244496715011657, 'reg_alpha': 0.6619517294714053, 'reg_lambda': 0.9517702828569753}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:27,290] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 34, 'learning_rate': 0.08574842632823049, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8005069659098004, 'colsample_bytree': 0.920998131648993, 'gamma': 0.6716433815117527, 'reg_alpha': 0.7029016111414811, 'reg_lambda': 2.516804757664431}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:27,487] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.08283321458729698, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6250563182422387, 'colsample_bytree': 0.9076559154137188, 'gamma': 1.0560754267125447, 'reg_alpha': 0.10947099922635412, 'reg_lambda': 2.3630912372551203}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:27,767] Trial 72 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 104, 'learning_rate': 0.1160111520133795, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.745275579038833, 'colsample_bytree': 0.9413447548046715, 'gamma': 2.439741466959898, 'reg_alpha': 0.16522720426291915, 'reg_lambda': 2.256453037447744}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:27,994] Trial 73 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 61, 'learning_rate': 0.05846957900294201, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8108247928928944, 'colsample_bytree': 0.8569450407059432, 'gamma': 0.4254363145569222, 'reg_alpha': 0.4189618070521859, 'reg_lambda': 2.7003551311241973}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:28,327] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 93, 'learning_rate': 0.06905773367938582, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8959868818333139, 'colsample_bytree': 0.88123558506147, 'gamma': 0.6839318280255098, 'reg_alpha': 0.4775605050751442, 'reg_lambda': 2.0498701195406728}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:28,545] Trial 75 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.05049695551663755, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6367505639108928, 'colsample_bytree': 0.9686304221170796, 'gamma': 0.935095219885363, 'reg_alpha': 0.5264646589857084, 'reg_lambda': 2.806359872528009}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:28,752] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 88, 'learning_rate': 0.0787474438806435, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8432154308288299, 'colsample_bytree': 0.9532263872488334, 'gamma': 1.3034609566678586, 'reg_alpha': 0.32495051573401074, 'reg_lambda': 2.559439298795235}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:29,066] Trial 77 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 99, 'learning_rate': 0.10530955520417146, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6756301750159819, 'colsample_bytree': 0.8931691041194926, 'gamma': 1.1438850843146815, 'reg_alpha': 0.5701327950933438, 'reg_lambda': 2.376305460286768}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:29,286] Trial 78 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 128, 'learning_rate': 0.05458746357703268, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.6996811083900901, 'colsample_bytree': 0.9878925702817241, 'gamma': 0.5549566460217201, 'reg_alpha': 0.2359007253847379, 'reg_lambda': 1.8320131234610366}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:29,656] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.09605228912338999, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8761845705378528, 'colsample_bytree': 0.9256184794241005, 'gamma': 1.7697776753517227, 'reg_alpha': 0.29157550504164803, 'reg_lambda': 2.468594138677773}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:29,950] Trial 80 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 201, 'learning_rate': 0.04557396610776836, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.649012631065032, 'colsample_bytree': 0.9140179176214442, 'gamma': 0.09720843955472835, 'reg_alpha': 0.06103862450993037, 'reg_lambda': 2.2229748846135045}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:30,226] Trial 81 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 103, 'learning_rate': 0.12075721004771958, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.857364575445834, 'colsample_bytree': 0.9731641354109396, 'gamma': 0.2486448234848307, 'reg_alpha': 0.5269278422166502, 'reg_lambda': 2.606680071566858}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:30,498] Trial 82 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 190, 'learning_rate': 0.07486647994776678, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8744721426218786, 'colsample_bytree': 0.9911032623476997, 'gamma': 0.03366817008477649, 'reg_alpha': 0.5252291312911596, 'reg_lambda': 2.7396874666196642}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:30,878] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.06404084265453022, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8489724488464472, 'colsample_bytree': 0.9401576091240161, 'gamma': 0.74448756373768, 'reg_alpha': 0.4826731448739732, 'reg_lambda': 2.584054543854407}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:31,090] Trial 84 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.08576147848239214, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.897809711118515, 'colsample_bytree': 0.9817866785478243, 'gamma': 0.4581121840868807, 'reg_alpha': 0.3657490693340897, 'reg_lambda': 2.943180248115149}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:31,376] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 134, 'learning_rate': 0.09322857452623924, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8347190037212668, 'colsample_bytree': 0.9544025746789074, 'gamma': 1.534616383662538, 'reg_alpha': 0.5853757035549366, 'reg_lambda': 2.3269276519142683}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:31,575] Trial 86 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 56, 'learning_rate': 0.10788919104782926, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9196854218577125, 'colsample_bytree': 0.9672388392286733, 'gamma': 2.8338896532303246, 'reg_alpha': 0.4549938889741578, 'reg_lambda': 2.498269601007171}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:31,892] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.07126404976716189, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8635349656312028, 'colsample_bytree': 0.991724678651739, 'gamma': 0.3461058675890146, 'reg_alpha': 0.002738886414221117, 'reg_lambda': 2.4101956905417596}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:32,124] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 67, 'learning_rate': 0.06047320548726425, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6122076892912206, 'colsample_bytree': 0.8987603186927159, 'gamma': 1.0318734785800991, 'reg_alpha': 0.6173542008362435, 'reg_lambda': 2.634293662751833}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:32,432] Trial 89 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.15577750486385386, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.7726993879008246, 'colsample_bytree': 0.9406159608448891, 'gamma': 0.1671387130746469, 'reg_alpha': 0.18839893467515886, 'reg_lambda': 2.7281127888085197}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:32,697] Trial 90 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.12682817477113384, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8825194440282783, 'colsample_bytree': 0.7280009535119757, 'gamma': 0.8525395839942829, 'reg_alpha': 0.03228738558436085, 'reg_lambda': 2.828204201155552}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:33,030] Trial 91 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 115, 'learning_rate': 0.1689655114242342, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8282810043471592, 'colsample_bytree': 0.9571702404017319, 'gamma': 0.31061546430758796, 'reg_alpha': 0.6345990797341742, 'reg_lambda': 2.6565370377257795}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:33,273] Trial 92 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 117, 'learning_rate': 0.09046531953803882, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8107119447140396, 'colsample_bytree': 0.9633029853206471, 'gamma': 0.13037376051841426, 'reg_alpha': 0.5995419296538462, 'reg_lambda': 2.69596051248669}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:33,467] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 78, 'learning_rate': 0.1434601711055586, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8213849999501357, 'colsample_bytree': 0.9776360873324582, 'gamma': 2.5632143922548214, 'reg_alpha': 0.5600430901448675, 'reg_lambda': 1.5656364645292546}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:33,733] Trial 94 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 111, 'learning_rate': 0.13461527045738808, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7869571682543663, 'colsample_bytree': 0.9511655627452305, 'gamma': 0.6193620483768817, 'reg_alpha': 0.4958636027742896, 'reg_lambda': 2.5512693499205943}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:33,980] Trial 95 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 138, 'learning_rate': 0.10218497413705539, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8189558319746065, 'colsample_bytree': 0.9625788249412265, 'gamma': 0.4619369752135495, 'reg_alpha': 0.5211624208632915, 'reg_lambda': 2.4311226300765365}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:34,327] Trial 96 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 71, 'learning_rate': 0.07987914644710147, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8489025964097098, 'colsample_bytree': 0.9992286355846663, 'gamma': 0.2245844956365713, 'reg_alpha': 0.5877916993108901, 'reg_lambda': 2.5014098386202144}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:34,589] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 176, 'learning_rate': 0.05457270412798104, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7226217410396046, 'colsample_bytree': 0.9337224288174816, 'gamma': 0.5685934031132754, 'reg_alpha': 0.4285136498161344, 'reg_lambda': 2.875719662468932}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:34,912] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 124, 'learning_rate': 0.11866750285356756, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6652545747204367, 'colsample_bytree': 0.9156211853032318, 'gamma': 0.03964307362848532, 'reg_alpha': 0.5392650532603928, 'reg_lambda': 2.64290942059976}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:35,132] Trial 99 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.14635822907741497, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7386719545286184, 'colsample_bytree': 0.9760025447958169, 'gamma': 1.197702747078465, 'reg_alpha': 0.6715351360114997, 'reg_lambda': 2.779243348516747}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:35,364] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.0679595666822971, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.63593283300007, 'colsample_bytree': 0.9472496675573853, 'gamma': 1.3551879938674432, 'reg_alpha': 0.09801655319344468, 'reg_lambda': 2.2107186246863733}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:35,630] Trial 101 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 111, 'learning_rate': 0.28327499706005166, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8645884229809591, 'colsample_bytree': 0.9110562135374647, 'gamma': 0.780099966576904, 'reg_alpha': 0.6191856651234593, 'reg_lambda': 2.5691172495961503}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:35,830] Trial 102 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 61, 'learning_rate': 0.21951980456780293, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8809420278399579, 'colsample_bytree': 0.9226791351320656, 'gamma': 0.9195478851354864, 'reg_alpha': 0.601675085010277, 'reg_lambda': 2.676681493769369}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:36,139] Trial 103 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 133, 'learning_rate': 0.2297654177204216, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8394867334899484, 'colsample_bytree': 0.9060951568253022, 'gamma': 0.7500315843881076, 'reg_alpha': 0.7012907250045797, 'reg_lambda': 2.7329208522066177}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:36,430] Trial 104 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 102, 'learning_rate': 0.07504191349502579, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8967427564891619, 'colsample_bytree': 0.8853015974988848, 'gamma': 0.35089653925734465, 'reg_alpha': 0.572618939372628, 'reg_lambda': 2.4718407990200584}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:36,640] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.1757556421633993, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8904044469783091, 'colsample_bytree': 0.9314213856776544, 'gamma': 1.099354413613187, 'reg_alpha': 0.6353712774884531, 'reg_lambda': 2.601833575021705}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:36,974] Trial 106 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 231, 'learning_rate': 0.25602323981629677, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.806005159487352, 'colsample_bytree': 0.970000453450004, 'gamma': 0.5225418643798011, 'reg_alpha': 0.5101598519564801, 'reg_lambda': 2.389496021984252}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:37,197] Trial 107 finished with value: 0.738095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.026506847425547892, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8732352164342925, 'colsample_bytree': 0.9858170601975667, 'gamma': 0.6771625414134457, 'reg_alpha': 0.558987657318849, 'reg_lambda': 2.9052175756660303}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:37,414] Trial 108 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.08362634776692592, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7938892624023363, 'colsample_bytree': 0.9614951790879896, 'gamma': 3.193711686094035, 'reg_alpha': 0.6480077585516477, 'reg_lambda': 0.5281318711488556}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:37,773] Trial 109 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 108, 'learning_rate': 0.11170342429830082, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7084530937392839, 'colsample_bytree': 0.8750187996492408, 'gamma': 0.8508611027546716, 'reg_alpha': 0.07142639076530212, 'reg_lambda': 2.543147060822104}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:38,020] Trial 110 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 151, 'learning_rate': 0.18839502701586947, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6823321945767666, 'colsample_bytree': 0.8399420725791564, 'gamma': 0.26087544796944967, 'reg_alpha': 0.4635672063395434, 'reg_lambda': 2.6880074596872157}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:38,328] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.0686307048562871, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8942661025986486, 'colsample_bytree': 0.9201085852122884, 'gamma': 0.9882696746131825, 'reg_alpha': 0.4884290894192616, 'reg_lambda': 2.0363244696176324}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:38,569] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.06302068495557178, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9063950280498988, 'colsample_bytree': 0.8999062333140962, 'gamma': 0.6544146558376782, 'reg_alpha': 0.5360529089429663, 'reg_lambda': 2.098766787799543}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:38,859] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 86, 'learning_rate': 0.06348871372100938, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9148817246343058, 'colsample_bytree': 0.9012814357840058, 'gamma': 0.4525189523364475, 'reg_alpha': 0.5397688799188569, 'reg_lambda': 2.3100870061103724}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:39,070] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 87, 'learning_rate': 0.06080650819571679, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9200771674473729, 'colsample_bytree': 0.9023311205875193, 'gamma': 0.4173510062030648, 'reg_alpha': 0.5465264940963033, 'reg_lambda': 2.2962759577304515}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:39,282] Trial 115 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 89, 'learning_rate': 0.05685654192951988, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9232516305614372, 'colsample_bytree': 0.8752911433056672, 'gamma': 0.4222284221566833, 'reg_alpha': 0.5432579988495718, 'reg_lambda': 2.298843811519731}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:39,589] Trial 116 finished with value: 0.744047619047619 and parameters: {'n_estimators': 75, 'learning_rate': 0.06141043040913666, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9333071265921078, 'colsample_bytree': 0.8991955903194145, 'gamma': 2.3385743653466635, 'reg_alpha': 0.8308078650663248, 'reg_lambda': 2.1381535994162943}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:39,818] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 88, 'learning_rate': 0.05237598143239196, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9137848540233107, 'colsample_bytree': 0.8953649694464939, 'gamma': 0.6020668904589699, 'reg_alpha': 0.3896438197851261, 'reg_lambda': 2.331925810582488}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:40,127] Trial 118 finished with value: 0.755952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.06321595444720317, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.956367013309393, 'colsample_bytree': 0.8625973880544207, 'gamma': 0.1386652146991446, 'reg_alpha': 0.1302719616005622, 'reg_lambda': 2.2723646754933244}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:40,335] Trial 119 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 78, 'learning_rate': 0.0477076311769683, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9617734635335315, 'colsample_bytree': 0.8617333660669095, 'gamma': 0.38696932766086767, 'reg_alpha': 0.14687242934790254, 'reg_lambda': 2.1146545053612877}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:40,714] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 84, 'learning_rate': 0.0658597845013534, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.9580730035427819, 'colsample_bytree': 0.8883346954049964, 'gamma': 3.3374367921613475, 'reg_alpha': 0.047887561726172874, 'reg_lambda': 2.2059526385434616}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:40,913] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 65, 'learning_rate': 0.06338370840062435, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9056223414997228, 'colsample_bytree': 0.8155920241989592, 'gamma': 0.16221599226943148, 'reg_alpha': 0.0204352609425156, 'reg_lambda': 2.275172231132201}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:41,169] Trial 122 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 70, 'learning_rate': 0.07185424011197569, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9399535632838927, 'colsample_bytree': 0.9017101373639659, 'gamma': 0.5223542143546172, 'reg_alpha': 0.5109093518641835, 'reg_lambda': 1.986322096681328}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:41,373] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.05873111370571771, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9525772137925916, 'colsample_bytree': 0.9295633783504809, 'gamma': 3.8597690402805647, 'reg_alpha': 0.1126178169930585, 'reg_lambda': 2.382891097345751}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:41,784] Trial 124 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 194, 'learning_rate': 0.07858317577047955, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9692538213279438, 'colsample_bytree': 0.9061075669420214, 'gamma': 0.020622934053267122, 'reg_alpha': 0.44428342829800155, 'reg_lambda': 2.463404238246144}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:42,032] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.05333027458544503, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.911607244077764, 'colsample_bytree': 0.9384932786459619, 'gamma': 3.0173892185406768, 'reg_alpha': 0.18425766601423055, 'reg_lambda': 1.9060234782677454}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:42,282] Trial 126 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 79, 'learning_rate': 0.06296096105481042, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9867943407880231, 'colsample_bytree': 0.9243541413753222, 'gamma': 0.3056709864964092, 'reg_alpha': 0.4961917111025435, 'reg_lambda': 2.3452873070398823}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:42,417] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 50, 'learning_rate': 0.041470706013585476, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9294680868308569, 'colsample_bytree': 0.9155646514748134, 'gamma': 0.16468818744634084, 'reg_alpha': 0.5532437469136247, 'reg_lambda': 2.4128471754048473}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:42,693] Trial 128 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 53, 'learning_rate': 0.041881743978922865, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9362575101422652, 'colsample_bytree': 0.9152456351917642, 'gamma': 0.12770717903304296, 'reg_alpha': 0.5499704180387952, 'reg_lambda': 2.4176461534997165}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:42,860] Trial 129 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 38, 'learning_rate': 0.0320326766544247, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9217706268330684, 'colsample_bytree': 0.8671383397575301, 'gamma': 1.4476682319503122, 'reg_alpha': 0.5788487813554126, 'reg_lambda': 2.2356007167223617}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:43,070] Trial 130 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.08928313216196017, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9306957278781679, 'colsample_bytree': 0.8931003228070288, 'gamma': 0.6364643102533221, 'reg_alpha': 0.12308061205038685, 'reg_lambda': 2.292145978084656}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:43,441] Trial 131 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 92, 'learning_rate': 0.07350315043824027, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9026207610429532, 'colsample_bytree': 0.8794965868693798, 'gamma': 0.23280615752042233, 'reg_alpha': 0.5314497495615808, 'reg_lambda': 2.5111286071111296}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:43,690] Trial 132 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.06637311156241278, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9153768837006738, 'colsample_bytree': 0.9461983591062304, 'gamma': 0.4894159875343688, 'reg_alpha': 0.21833842957244998, 'reg_lambda': 2.3514625471521247}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:43,872] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 72, 'learning_rate': 0.04783097632093262, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9498455065107841, 'colsample_bytree': 0.9086569664307159, 'gamma': 0.35708620613716713, 'reg_alpha': 0.47163985337283576, 'reg_lambda': 2.4489577707025783}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:44,166] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 106, 'learning_rate': 0.04048792876514737, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9996938331449695, 'colsample_bytree': 0.7878007515132828, 'gamma': 0.09561385498204433, 'reg_alpha': 0.5088708112096897, 'reg_lambda': 2.1872972101329857}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:44,275] Trial 135 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.04022103730652768, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6292977482548118, 'colsample_bytree': 0.789945275494814, 'gamma': 1.2338280142582914, 'reg_alpha': 0.5140656927748659, 'reg_lambda': 2.1903474413608723}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:44,614] Trial 136 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 96, 'learning_rate': 0.045935997523887405, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9644911252300864, 'colsample_bytree': 0.7773867945498717, 'gamma': 0.1086202635403467, 'reg_alpha': 0.5599329741254142, 'reg_lambda': 1.7626221364698473}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:44,831] Trial 137 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 86, 'learning_rate': 0.03638038281641535, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9740894627922556, 'colsample_bytree': 0.9279850125470976, 'gamma': 0.002449787327576891, 'reg_alpha': 0.41699720824732694, 'reg_lambda': 2.0880209880458085}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:45,140] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 104, 'learning_rate': 0.058355120857438866, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9999503803833599, 'colsample_bytree': 0.7962542533700038, 'gamma': 0.4106852779583682, 'reg_alpha': 0.09034963919090779, 'reg_lambda': 2.3149369655404217}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:45,342] Trial 139 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 80, 'learning_rate': 0.05137378014175872, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.99418485785349, 'colsample_bytree': 0.781115442019, 'gamma': 2.741073702037778, 'reg_alpha': 0.08025576895226655, 'reg_lambda': 2.308923403019925}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:45,599] Trial 140 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 66, 'learning_rate': 0.050842746753426225, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9856739269557067, 'colsample_bytree': 0.7793644010067539, 'gamma': 2.8538880332218683, 'reg_alpha': 0.00047379033980671226, 'reg_lambda': 2.173368925889838}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:45,781] Trial 141 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 76, 'learning_rate': 0.034711865633516345, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9867984930922677, 'colsample_bytree': 0.7991218311494036, 'gamma': 0.26307295587671065, 'reg_alpha': 0.07466140288749581, 'reg_lambda': 2.239731159378767}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:46,113] Trial 142 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 75, 'learning_rate': 0.03291189922146311, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9978308455604967, 'colsample_bytree': 0.8192879176944992, 'gamma': 2.6139267523180996, 'reg_alpha': 0.036090722073361274, 'reg_lambda': 2.2439469008226087}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:46,303] Trial 143 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.033972349595081316, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9758176009128455, 'colsample_bytree': 0.8110681217213558, 'gamma': 2.648236866777199, 'reg_alpha': 0.026768724562855443, 'reg_lambda': 2.26404704787316}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:46,739] Trial 144 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 80, 'learning_rate': 0.028189232245481723, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7541916821219152, 'colsample_bytree': 0.7707172490919724, 'gamma': 2.6974795691304796, 'reg_alpha': 0.061603900905592195, 'reg_lambda': 2.4180768322157866}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:46,940] Trial 145 finished with value: 0.761904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.028605325482552926, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9928395807742133, 'colsample_bytree': 0.8039250554468597, 'gamma': 2.519685937100581, 'reg_alpha': 0.04308681969294501, 'reg_lambda': 2.2471547426488754}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:47,189] Trial 146 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 74, 'learning_rate': 0.029209586703448316, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9976145945971296, 'colsample_bytree': 0.7373902649210031, 'gamma': 2.5579376027284924, 'reg_alpha': 0.02965849128648694, 'reg_lambda': 2.2390562984049254}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:47,413] Trial 147 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 81, 'learning_rate': 0.02591501685865358, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9906355554188949, 'colsample_bytree': 0.8261615186344174, 'gamma': 2.366384222586416, 'reg_alpha': 0.04723840806456765, 'reg_lambda': 2.0696800419222945}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:47,596] Trial 148 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.023616012285510597, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9794724343630006, 'colsample_bytree': 0.8000024232910165, 'gamma': 2.738033502066708, 'reg_alpha': 0.08800891338860295, 'reg_lambda': 2.138461175143867}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:47,870] Trial 149 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 91, 'learning_rate': 0.03530834827202814, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9913497296101309, 'colsample_bytree': 0.8355506952448547, 'gamma': 2.9083676360000363, 'reg_alpha': 0.0700180503597447, 'reg_lambda': 2.2810167524582394}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:48,063] Trial 150 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 63, 'learning_rate': 0.030243698271361016, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9904114300201504, 'colsample_bytree': 0.8206210187508445, 'gamma': 3.0878336403363087, 'reg_alpha': 0.038318422612105905, 'reg_lambda': 0.6982073639665041}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:48,362] Trial 151 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 84, 'learning_rate': 0.03358748293387035, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9462664357625774, 'colsample_bytree': 0.802125429687157, 'gamma': 2.588684845130119, 'reg_alpha': 0.013733778718579004, 'reg_lambda': 2.336128649845837}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:48,605] Trial 152 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 77, 'learning_rate': 0.021658681905050423, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9826750413399011, 'colsample_bytree': 0.8469640546906239, 'gamma': 2.4823464405844327, 'reg_alpha': 0.07418692194898674, 'reg_lambda': 2.373178251604235}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:48,848] Trial 153 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 164, 'learning_rate': 0.03868305153095869, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9581911990770364, 'colsample_bytree': 0.8046576011936353, 'gamma': 2.8185810133177416, 'reg_alpha': 0.0498385950055801, 'reg_lambda': 2.40675243190776}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:49,095] Trial 154 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 89, 'learning_rate': 0.031529331313207454, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9657404847830108, 'colsample_bytree': 0.78962966983613, 'gamma': 0.29843009569535683, 'reg_alpha': 0.0005594413333560311, 'reg_lambda': 2.5015537430629515}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:49,292] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.05642264920971588, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9288062403334765, 'colsample_bytree': 0.8210074714101754, 'gamma': 2.1925256141094662, 'reg_alpha': 0.12323004372337074, 'reg_lambda': 2.2353561383888767}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:49,511] Trial 156 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.043587006165558384, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9835273208956233, 'colsample_bytree': 0.7660924068350845, 'gamma': 0.7294217824988849, 'reg_alpha': 0.10039473412476659, 'reg_lambda': 2.301563490350577}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:49,728] Trial 157 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 80, 'learning_rate': 0.060516428175113324, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9689388398805372, 'colsample_bytree': 0.9152271611116759, 'gamma': 2.206373141027711, 'reg_alpha': 0.029873162999384383, 'reg_lambda': 2.5604820639947024}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:49,933] Trial 158 finished with value: 0.738095238095238 and parameters: {'n_estimators': 72, 'learning_rate': 0.0644079666900885, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9724926689374417, 'colsample_bytree': 0.8511344499561267, 'gamma': 0.524547039660442, 'reg_alpha': 0.05883604891470322, 'reg_lambda': 2.4479524906939805}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:50,251] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 86, 'learning_rate': 0.0781330306272706, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8876805589079977, 'colsample_bytree': 0.752806532154413, 'gamma': 2.441184060370671, 'reg_alpha': 0.5376404316014104, 'reg_lambda': 2.3536466018986824}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:50,499] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.07038796300912628, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8546608256062795, 'colsample_bytree': 0.9409801689556867, 'gamma': 0.20888484884335812, 'reg_alpha': 0.023484410219839432, 'reg_lambda': 2.1214779924166227}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:50,810] Trial 161 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 96, 'learning_rate': 0.04153616022641942, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9898995428409827, 'colsample_bytree': 0.7955225181696989, 'gamma': 0.13206484823201603, 'reg_alpha': 0.5768162519297719, 'reg_lambda': 2.1933798912493874}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:51,052] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.035961964425142275, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9995231128094844, 'colsample_bytree': 0.7804934561561232, 'gamma': 0.30012775813404546, 'reg_alpha': 0.514717081153888, 'reg_lambda': 2.265140257534636}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:51,275] Trial 163 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 91, 'learning_rate': 0.03948582270827558, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.996541894904035, 'colsample_bytree': 0.7701711824366234, 'gamma': 0.4023044219832573, 'reg_alpha': 0.49424031346100045, 'reg_lambda': 2.181372032647735}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:51,559] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 84, 'learning_rate': 0.050819406504512554, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9794857180559251, 'colsample_bytree': 0.8075329184925834, 'gamma': 0.19721012303028412, 'reg_alpha': 0.5599144628712747, 'reg_lambda': 2.377877158533358}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:51,733] Trial 165 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.05654173207537071, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.83029674872637, 'colsample_bytree': 0.9197102005186415, 'gamma': 3.017620329527121, 'reg_alpha': 0.8927361683961976, 'reg_lambda': 2.019604195768529}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:52,085] Trial 166 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 248, 'learning_rate': 0.06704353702660566, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9184966075634224, 'colsample_bytree': 0.7890704681028676, 'gamma': 2.7249872881445607, 'reg_alpha': 0.46455913891408934, 'reg_lambda': 2.4892261345167594}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:52,391] Trial 167 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 99, 'learning_rate': 0.013911065306382394, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9043707960058592, 'colsample_bytree': 0.9007585970955211, 'gamma': 0.6022913077697734, 'reg_alpha': 0.535126258078133, 'reg_lambda': 2.309934622987605}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:52,826] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.0255486123008603, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.993378590059531, 'colsample_bytree': 0.9349729839663845, 'gamma': 0.09097222582504516, 'reg_alpha': 0.7755712848304337, 'reg_lambda': 2.239057716838764}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:53,042] Trial 169 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.045442623125429134, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9408142260335844, 'colsample_bytree': 0.8275803389478232, 'gamma': 0.916585776892894, 'reg_alpha': 0.5909410288264603, 'reg_lambda': 2.150786523166307}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:53,346] Trial 170 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 82, 'learning_rate': 0.0539054076853984, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8418263807766592, 'colsample_bytree': 0.8844410271235987, 'gamma': 0.4669456411653825, 'reg_alpha': 0.5454944955106507, 'reg_lambda': 2.616345416380292}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:53,549] Trial 171 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.06262345395504562, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9974147263318829, 'colsample_bytree': 0.7974879298350305, 'gamma': 0.3721955024337491, 'reg_alpha': 0.09349261637462931, 'reg_lambda': 2.332824250040018}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:53,964] Trial 172 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 213, 'learning_rate': 0.058644011069613866, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9996287846494702, 'colsample_bytree': 0.7943832266772048, 'gamma': 0.2906190847812195, 'reg_alpha': 0.13899321629145123, 'reg_lambda': 2.300371026370074}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:54,189] Trial 173 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 101, 'learning_rate': 0.07125772095490931, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9848880552816636, 'colsample_bytree': 0.7814305960666954, 'gamma': 0.4126058349523263, 'reg_alpha': 0.08647705745384432, 'reg_lambda': 2.4345188763764734}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:54,456] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 94, 'learning_rate': 0.0728048466267866, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9769525580981036, 'colsample_bytree': 0.779827476395276, 'gamma': 0.6414740970080426, 'reg_alpha': 0.07542903625006424, 'reg_lambda': 1.2633341169058303}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:54,652] Trial 175 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 89, 'learning_rate': 0.06978641678491267, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6972007043378057, 'colsample_bytree': 0.7637410508249545, 'gamma': 4.949308698886469, 'reg_alpha': 0.48300382318884, 'reg_lambda': 2.5345768074778516}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:54,951] Trial 176 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 73, 'learning_rate': 0.032761473232933006, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9849278372282, 'colsample_bytree': 0.7845336709529225, 'gamma': 0.48861371535766007, 'reg_alpha': 0.0458742273893704, 'reg_lambda': 2.438176936960155}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:55,167] Trial 177 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 100, 'learning_rate': 0.07965360947745959, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9537799802899108, 'colsample_bytree': 0.8129621122108027, 'gamma': 0.17282099617664184, 'reg_alpha': 0.5071399794659508, 'reg_lambda': 2.391613410169641}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:55,469] Trial 178 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 171, 'learning_rate': 0.08578976885818945, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9733490841654867, 'colsample_bytree': 0.7535224194100216, 'gamma': 2.9342220095815916, 'reg_alpha': 0.07519176531785964, 'reg_lambda': 2.459357525963591}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:55,697] Trial 179 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 88, 'learning_rate': 0.037167194345894945, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9267841013691984, 'colsample_bytree': 0.7732482418899651, 'gamma': 0.8295006363302867, 'reg_alpha': 0.9995789847004899, 'reg_lambda': 2.532908259331412}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:55,913] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.09789408278666104, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.867354592012429, 'colsample_bytree': 0.9246101924881476, 'gamma': 2.6479941652886576, 'reg_alpha': 0.15826123454338153, 'reg_lambda': 2.20564051606661}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:56,161] Trial 181 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.059540485658533995, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9993326614721896, 'colsample_bytree': 0.7881622692314285, 'gamma': 0.42010732718896715, 'reg_alpha': 0.10211743033692317, 'reg_lambda': 2.301484702222666}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:56,431] Trial 182 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.06529764811885498, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9826114752733941, 'colsample_bytree': 0.8020956536803906, 'gamma': 0.25593246949436643, 'reg_alpha': 0.08608741125606197, 'reg_lambda': 2.3462567189298658}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:56,835] Trial 183 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 108, 'learning_rate': 0.03043259352759742, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9898366494633628, 'colsample_bytree': 0.9081858008822796, 'gamma': 0.012405215515434942, 'reg_alpha': 0.04180336353247126, 'reg_lambda': 2.2588788912478175}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:57,104] Trial 184 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 95, 'learning_rate': 0.07540039238050687, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9075004505118969, 'colsample_bytree': 0.7955426214313605, 'gamma': 0.33086700278351144, 'reg_alpha': 0.06211319011412411, 'reg_lambda': 2.4216834469800124}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:57,472] Trial 185 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 206, 'learning_rate': 0.06227665759076875, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7667439031355525, 'colsample_bytree': 0.8938731441046728, 'gamma': 0.5646116881929014, 'reg_alpha': 0.016424900031673618, 'reg_lambda': 2.3762996108810905}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:57,671] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 81, 'learning_rate': 0.05391536522321222, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9901107409371135, 'colsample_bytree': 0.808708884110821, 'gamma': 0.395168210712044, 'reg_alpha': 0.5663049210710738, 'reg_lambda': 2.4801681864532155}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:57,962] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 76, 'learning_rate': 0.06887763848341047, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9856073964946612, 'colsample_bytree': 0.9160229693549864, 'gamma': 0.6699694813603758, 'reg_alpha': 0.11659071845245726, 'reg_lambda': 2.2162938297856596}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:58,193] Trial 188 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 93, 'learning_rate': 0.07359254226722314, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9664845201622888, 'colsample_bytree': 0.952156467915641, 'gamma': 0.08966094497317768, 'reg_alpha': 0.5302069486520864, 'reg_lambda': 2.0870279235935345}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:58,424] Trial 189 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 113, 'learning_rate': 0.05543527917540725, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9752909622091729, 'colsample_bytree': 0.7870886871713165, 'gamma': 4.440396809527782, 'reg_alpha': 0.1332467135523303, 'reg_lambda': 2.583730473921541}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:58,712] Trial 190 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.05929763653786828, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9346374012067088, 'colsample_bytree': 0.9321408605904925, 'gamma': 0.21563202212537286, 'reg_alpha': 0.0895820029347586, 'reg_lambda': 2.305713063771234}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:58,966] Trial 191 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.03407656369256048, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9845066994129659, 'colsample_bytree': 0.7844541360328612, 'gamma': 0.48376205694133, 'reg_alpha': 0.04986913040626932, 'reg_lambda': 2.4334269801210437}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:59,252] Trial 192 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 74, 'learning_rate': 0.034457944227132, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9998769686109772, 'colsample_bytree': 0.7741639530669736, 'gamma': 0.4851326382036205, 'reg_alpha': 0.03103988894761085, 'reg_lambda': 2.49531714640891}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:59,526] Trial 193 finished with value: 0.755952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.028084144273285986, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9830766721641923, 'colsample_bytree': 0.8161862926800331, 'gamma': 1.0540553519175562, 'reg_alpha': 0.04670240842389526, 'reg_lambda': 2.410198768908695}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:59,842] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 158, 'learning_rate': 0.024909516392742474, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9925306398289131, 'colsample_bytree': 0.8255078708980429, 'gamma': 1.0560562750530493, 'reg_alpha': 0.00194432921112115, 'reg_lambda': 2.361113372517756}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:24:00,104] Trial 195 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 79, 'learning_rate': 0.029366009608890725, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9615069862947401, 'colsample_bytree': 0.8184975151884543, 'gamma': 1.314935405361377, 'reg_alpha': 0.5183392211206712, 'reg_lambda': 2.2467553342840145}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:24:00,302] Trial 196 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 87, 'learning_rate': 0.049649026262348066, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9803903869531554, 'colsample_bytree': 0.80451146013322, 'gamma': 2.53224615235073, 'reg_alpha': 0.057548824839106116, 'reg_lambda': 2.8047462903128397}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:24:00,557] Trial 197 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 82, 'learning_rate': 0.028041036222975112, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9158695809084169, 'colsample_bytree': 0.8392452157905357, 'gamma': 0.9976372814977166, 'reg_alpha': 0.021407562072763793, 'reg_lambda': 2.273899101451832}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:24:00,758] Trial 198 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 103, 'learning_rate': 0.06692459562841098, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9998512621422742, 'colsample_bytree': 0.8145673997241419, 'gamma': 0.7470417161133627, 'reg_alpha': 0.5004551716712683, 'reg_lambda': 2.1701160732898144}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:24:01,093] Trial 199 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 220, 'learning_rate': 0.06328869566912056, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7234857188536497, 'colsample_bytree': 0.9023405262833551, 'gamma': 2.788704162808223, 'reg_alpha': 0.7273413353031524, 'reg_lambda': 2.3319012246916717}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:24:01,096] A new study created in memory with name: no-name-2ab2c8ae-4404-40de-ae2c-b1a3bf15e728
[I 2025-11-03 20:24:01,377] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.029732338181563425, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.7041946754122752, 'colsample_bytree': 0.9477000793599213, 'gamma': 4.756905399487938, 'reg_alpha': 0.47677406449382786, 'reg_lambda': 2.8776015588961874}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:24:01,518] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 23, 'learning_rate': 0.05025940909928039, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.8449269092514025, 'colsample_bytree': 0.7372993652720703, 'gamma': 3.1737934796946305, 'reg_alpha': 0.14201256109008398, 'reg_lambda': 2.795393595060344}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:24:01,858] Trial 2 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 195, 'learning_rate': 0.05573113397221725, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7802569882353526, 'colsample_bytree': 0.9737785902062301, 'gamma': 0.7734696652259182, 'reg_alpha': 0.13117386436617906, 'reg_lambda': 1.9262650760711113}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:02,117] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 213, 'learning_rate': 0.07825082541007489, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.6379037573786955, 'colsample_bytree': 0.8073649424798544, 'gamma': 1.5154115788287141, 'reg_alpha': 0.5548515046257358, 'reg_lambda': 2.881564360958391}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:02,449] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.05035591209553182, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.9347688447819822, 'colsample_bytree': 0.8541204441921446, 'gamma': 4.113043929627344, 'reg_alpha': 0.11302654263348011, 'reg_lambda': 0.8506715054522608}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:02,627] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 71, 'learning_rate': 0.06317271672420632, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.6892933440023356, 'colsample_bytree': 0.9846157987260289, 'gamma': 1.1545781793736165, 'reg_alpha': 0.5058933189556135, 'reg_lambda': 2.140115461882463}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:02,917] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.010938119247981663, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7140556185467211, 'colsample_bytree': 0.9916659668323662, 'gamma': 0.35641172100551455, 'reg_alpha': 0.8141098394963387, 'reg_lambda': 1.1957335609094148}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:03,166] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.01346901070991281, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8214110363748484, 'colsample_bytree': 0.9069546427189115, 'gamma': 1.7349385594392475, 'reg_alpha': 0.3112066672386036, 'reg_lambda': 0.9795051891820501}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:03,492] Trial 8 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 224, 'learning_rate': 0.06497239199133924, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.617752103805276, 'colsample_bytree': 0.7942600798567703, 'gamma': 4.5013432858407, 'reg_alpha': 0.2480073610850546, 'reg_lambda': 1.8094521757440654}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:03,856] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 194, 'learning_rate': 0.021022468906082246, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6723655785046346, 'colsample_bytree': 0.6546111716288017, 'gamma': 4.235878863789362, 'reg_alpha': 0.13725270463101846, 'reg_lambda': 0.8606725993847065}. Best is trial 9 with value: 0.6904761904761905.
[I 2025-11-03 20:24:04,167] Trial 10 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.29788352648006533, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9707670468964371, 'colsample_bytree': 0.6075894751151865, 'gamma': 3.1323381253739, 'reg_alpha': 0.9555340989751799, 'reg_lambda': 0.5107341755769681}. Best is trial 9 with value: 0.6904761904761905.
[I 2025-11-03 20:24:04,499] Trial 11 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 144, 'learning_rate': 0.02319135424006066, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7574119459455672, 'colsample_bytree': 0.6538722848490179, 'gamma': 0.18648528756345262, 'reg_alpha': 0.009205765193852383, 'reg_lambda': 1.5563123813583353}. Best is trial 9 with value: 0.6904761904761905.
[I 2025-11-03 20:24:04,730] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 135, 'learning_rate': 0.023068734912694486, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7628176870422207, 'colsample_bytree': 0.6315428125152059, 'gamma': 2.4000956405019087, 'reg_alpha': 0.01592684831053598, 'reg_lambda': 1.383535444430965}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:05,055] Trial 13 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 122, 'learning_rate': 0.021095298675540535, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8639827814501588, 'colsample_bytree': 0.6940908580864434, 'gamma': 2.4491549496772023, 'reg_alpha': 0.33695133877834726, 'reg_lambda': 1.4145418758054622}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:05,289] Trial 14 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 135, 'learning_rate': 0.030831000663344175, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6645594228199576, 'colsample_bytree': 0.6057536355122316, 'gamma': 3.735088325928793, 'reg_alpha': 0.0728278747147176, 'reg_lambda': 0.6143581702733488}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:05,556] Trial 15 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 107, 'learning_rate': 0.015766519176479494, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7389915943475189, 'colsample_bytree': 0.6958433991752757, 'gamma': 2.401283750776244, 'reg_alpha': 0.24138807403954185, 'reg_lambda': 1.2367523443545352}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:05,878] Trial 16 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 157, 'learning_rate': 0.13943931360430434, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.6031341350727203, 'colsample_bytree': 0.6594356655113988, 'gamma': 3.1952382476057233, 'reg_alpha': 0.6854694647849355, 'reg_lambda': 2.304030068990412}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:06,090] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 106, 'learning_rate': 0.03178711925008398, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8929251925683632, 'colsample_bytree': 0.7559613473553012, 'gamma': 2.0344348327965105, 'reg_alpha': 0.020527093431803423, 'reg_lambda': 0.9461669167357651}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:06,437] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 194, 'learning_rate': 0.018288392577674954, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7951665552168251, 'colsample_bytree': 0.6518918802532848, 'gamma': 4.995190904153139, 'reg_alpha': 0.3942256961089418, 'reg_lambda': 1.4369607052744766}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:06,741] Trial 19 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 233, 'learning_rate': 0.010797287957973212, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6608172360905558, 'colsample_bytree': 0.7116939885606843, 'gamma': 3.6705543518835033, 'reg_alpha': 0.20701816499802633, 'reg_lambda': 0.7692978621699912}. Best is trial 19 with value: 0.7142857142857142.
[I 2025-11-03 20:24:07,184] Trial 20 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.012470278677643165, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.749434389978807, 'colsample_bytree': 0.7128385051911139, 'gamma': 3.442533853412598, 'reg_alpha': 0.2275195564973841, 'reg_lambda': 1.1749028983046832}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:07,506] Trial 21 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 245, 'learning_rate': 0.01138684270934499, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7524184864450324, 'colsample_bytree': 0.7283198678516725, 'gamma': 3.622214735699898, 'reg_alpha': 0.2523641105042132, 'reg_lambda': 1.1742920758423017}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:07,965] Trial 22 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.010148119960300853, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7292714462537361, 'colsample_bytree': 0.7252869794138784, 'gamma': 3.648293166663112, 'reg_alpha': 0.2055260454856222, 'reg_lambda': 1.1369682572837534}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:08,316] Trial 23 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 235, 'learning_rate': 0.010118619096515, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.726095125160307, 'colsample_bytree': 0.7030364488649485, 'gamma': 3.735585207945248, 'reg_alpha': 0.43318077625172835, 'reg_lambda': 0.658186998863922}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:08,759] Trial 24 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 218, 'learning_rate': 0.014320221774631159, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6503882635947194, 'colsample_bytree': 0.7866952099195967, 'gamma': 3.0982857054948774, 'reg_alpha': 0.20878024003420576, 'reg_lambda': 1.6543065711423428}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:09,064] Trial 25 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 232, 'learning_rate': 0.01370877945957709, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.808253302398382, 'colsample_bytree': 0.7561812249531413, 'gamma': 3.530759000335196, 'reg_alpha': 0.3388016888000782, 'reg_lambda': 1.0626364047707708}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:09,479] Trial 26 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 220, 'learning_rate': 0.010589730358122494, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6938077732537716, 'colsample_bytree': 0.837562703006402, 'gamma': 4.097808364264279, 'reg_alpha': 0.5420014026260851, 'reg_lambda': 0.6819911120783198}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:09,797] Trial 27 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.01704914866243176, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6347752592352208, 'colsample_bytree': 0.7169240531744064, 'gamma': 2.9389752766522146, 'reg_alpha': 0.6637718277082101, 'reg_lambda': 0.7601137196259179}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:10,151] Trial 28 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 214, 'learning_rate': 0.016327417613914128, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6256829311033435, 'colsample_bytree': 0.6851631622274155, 'gamma': 2.7808812560571403, 'reg_alpha': 0.6248184010979796, 'reg_lambda': 0.7886716154279468}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:10,435] Trial 29 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 203, 'learning_rate': 0.03288706559561579, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6776122167568998, 'colsample_bytree': 0.768501519041003, 'gamma': 2.7460616963972577, 'reg_alpha': 0.7738727721948915, 'reg_lambda': 0.7394787022403349}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:10,710] Trial 30 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 197, 'learning_rate': 0.038741400362843764, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.692357224698374, 'colsample_bytree': 0.7658376495977139, 'gamma': 2.7968667669068004, 'reg_alpha': 0.7795700115884435, 'reg_lambda': 0.5132787384388657}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:11,084] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 204, 'learning_rate': 0.03835468511075361, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6988959080034612, 'colsample_bytree': 0.7647556534176763, 'gamma': 2.75202599587051, 'reg_alpha': 0.7744664634806155, 'reg_lambda': 0.6872819342398346}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:11,413] Trial 32 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 176, 'learning_rate': 0.0410700856252253, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6772829690727145, 'colsample_bytree': 0.8256964931533328, 'gamma': 2.7976485639252533, 'reg_alpha': 0.8674674135830522, 'reg_lambda': 0.5915774908141885}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:11,532] Trial 33 finished with value: 0.6101190476190476 and parameters: {'n_estimators': 27, 'learning_rate': 0.02652688473321531, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6426232658053261, 'colsample_bytree': 0.871971173864415, 'gamma': 2.121659639478091, 'reg_alpha': 0.7067400227946967, 'reg_lambda': 0.9791027757603128}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:11,877] Trial 34 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 187, 'learning_rate': 0.0874351897173743, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7072012699737757, 'colsample_bytree': 0.7743327692492045, 'gamma': 3.236880257219912, 'reg_alpha': 0.6201301812140139, 'reg_lambda': 0.5200501632779206}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:12,165] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 205, 'learning_rate': 0.042215265375254024, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7758593150686386, 'colsample_bytree': 0.7472586036567297, 'gamma': 2.9103914844825414, 'reg_alpha': 0.9719388828824873, 'reg_lambda': 0.8239363458240003}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:12,542] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.034254309780588764, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.6114728573750812, 'colsample_bytree': 0.8041492322455819, 'gamma': 2.137171465526479, 'reg_alpha': 0.8879576665718621, 'reg_lambda': 0.9192783822166526}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:12,836] Trial 37 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 236, 'learning_rate': 0.08562717138519645, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6313554873990522, 'colsample_bytree': 0.7319679076329665, 'gamma': 1.620232009189632, 'reg_alpha': 0.7574231963157564, 'reg_lambda': 2.7641884437409696}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:13,203] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 206, 'learning_rate': 0.02690010192601335, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.6840300398400787, 'colsample_bytree': 0.6791685791353759, 'gamma': 1.2248818920962374, 'reg_alpha': 0.6118503478324331, 'reg_lambda': 1.0376307601461574}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:13,442] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.049221783187805034, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.7167647019551653, 'colsample_bytree': 0.890048268032208, 'gamma': 2.622556407044909, 'reg_alpha': 0.699838482466369, 'reg_lambda': 1.296589753422405}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:13,871] Trial 40 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 181, 'learning_rate': 0.01777967917872006, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6464265546768043, 'colsample_bytree': 0.820603999865321, 'gamma': 3.3609833644091225, 'reg_alpha': 0.8503232878287208, 'reg_lambda': 1.9247451837456808}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:14,150] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 203, 'learning_rate': 0.039267905423261924, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7026544991448841, 'colsample_bytree': 0.7762318175573482, 'gamma': 2.9236278284657926, 'reg_alpha': 0.7693802655207682, 'reg_lambda': 0.6938462906796482}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:14,437] Trial 42 finished with value: 0.738095238095238 and parameters: {'n_estimators': 226, 'learning_rate': 0.06972073362670642, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.68742031947058, 'colsample_bytree': 0.7612781503539874, 'gamma': 2.645568994096759, 'reg_alpha': 0.7963349603262703, 'reg_lambda': 0.505017529727372}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:14,845] Trial 43 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 224, 'learning_rate': 0.10996678666287127, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7390062730861475, 'colsample_bytree': 0.7183587286270285, 'gamma': 1.8129973198457123, 'reg_alpha': 0.8122036704486311, 'reg_lambda': 0.5775038581810422}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:15,141] Trial 44 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 239, 'learning_rate': 0.06283558201658622, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.672419731984801, 'colsample_bytree': 0.7447333448292814, 'gamma': 3.973412462116555, 'reg_alpha': 0.7255280938327757, 'reg_lambda': 0.516387615581552}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:15,495] Trial 45 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 223, 'learning_rate': 0.04939203480832696, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6537895874379066, 'colsample_bytree': 0.7879093544439493, 'gamma': 3.390220081792358, 'reg_alpha': 0.6507832442942856, 'reg_lambda': 0.7774871243817679}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:15,793] Trial 46 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 241, 'learning_rate': 0.07505000942762627, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7742690448541886, 'colsample_bytree': 0.8115692510738735, 'gamma': 2.2664755432725157, 'reg_alpha': 0.8953831508875582, 'reg_lambda': 0.8309343504663641}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:16,059] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.18857025264917804, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.6861203103910855, 'colsample_bytree': 0.965302635066808, 'gamma': 4.424859012793905, 'reg_alpha': 0.5643674629321741, 'reg_lambda': 1.0926516917229634}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:16,472] Trial 48 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 211, 'learning_rate': 0.02732349444816438, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8256680041527821, 'colsample_bytree': 0.7431224997675063, 'gamma': 2.992154219153955, 'reg_alpha': 0.8224636135669057, 'reg_lambda': 0.7114678246343995}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:16,839] Trial 49 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 249, 'learning_rate': 0.01237933441821608, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6286505382025952, 'colsample_bytree': 0.6715247760050236, 'gamma': 1.3247423315634759, 'reg_alpha': 0.6630674659590818, 'reg_lambda': 0.9605148605487505}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:17,223] Trial 50 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 193, 'learning_rate': 0.02126006915569403, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.7465957718654063, 'colsample_bytree': 0.7099535600756322, 'gamma': 2.5913583149909947, 'reg_alpha': 0.9163095898418089, 'reg_lambda': 2.1395110410525175}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:17,504] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.03514916001308745, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9981847304983246, 'colsample_bytree': 0.7727395482118132, 'gamma': 2.6837943715564343, 'reg_alpha': 0.7730770509099989, 'reg_lambda': 0.5941598370806229}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:17,787] Trial 52 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 198, 'learning_rate': 0.056998901030902493, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9694750783084449, 'colsample_bytree': 0.7686115274967522, 'gamma': 1.9354605546937276, 'reg_alpha': 0.7987271911091107, 'reg_lambda': 0.506784061365957}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:18,122] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.035444385118709544, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9201169130038747, 'colsample_bytree': 0.7956195145340487, 'gamma': 2.534502998918286, 'reg_alpha': 0.7468127892882717, 'reg_lambda': 0.8719223584698134}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:18,386] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 185, 'learning_rate': 0.045675995392256634, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8853837147116338, 'colsample_bytree': 0.8413282730392098, 'gamma': 2.280879849955717, 'reg_alpha': 0.9417640015286891, 'reg_lambda': 0.6103148649770364}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:18,796] Trial 55 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 227, 'learning_rate': 0.024132931620004346, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8433647699154628, 'colsample_bytree': 0.9324097500812456, 'gamma': 3.0547604351218727, 'reg_alpha': 0.8500645528985313, 'reg_lambda': 0.7572713288993091}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:19,158] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 167, 'learning_rate': 0.018771141606700584, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9501076054304368, 'colsample_bytree': 0.760475509280229, 'gamma': 3.352818027070503, 'reg_alpha': 0.4517659114394126, 'reg_lambda': 0.6140653466724325}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:19,620] Trial 57 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 241, 'learning_rate': 0.07088958032611299, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7254310394297452, 'colsample_bytree': 0.7838719532438485, 'gamma': 0.7363953942277581, 'reg_alpha': 0.7294564460212354, 'reg_lambda': 0.9000180019459563}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:19,743] Trial 58 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 43, 'learning_rate': 0.07440078542260815, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6676121007260047, 'colsample_bytree': 0.7799326866375194, 'gamma': 0.808518326349803, 'reg_alpha': 0.9950415685668528, 'reg_lambda': 0.8977245945983804}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:20,102] Trial 59 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 241, 'learning_rate': 0.09924988422089044, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7221167474766854, 'colsample_bytree': 0.8080857642285473, 'gamma': 2.3238961744517983, 'reg_alpha': 0.7386374331738588, 'reg_lambda': 0.5784671236585868}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:20,403] Trial 60 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.06558125447599596, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6000656576808358, 'colsample_bytree': 0.8654459843523171, 'gamma': 0.47790660959111664, 'reg_alpha': 0.5899601612024945, 'reg_lambda': 0.7283606578847514}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:20,774] Trial 61 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 232, 'learning_rate': 0.05704769364044647, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7642644370929365, 'colsample_bytree': 0.7269526538608707, 'gamma': 2.7366379221768784, 'reg_alpha': 0.7965200784223782, 'reg_lambda': 1.0122814201716899}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:21,075] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.03127040262371281, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7972173502849978, 'colsample_bytree': 0.7513479290376833, 'gamma': 2.5098777161303327, 'reg_alpha': 0.5231396267820534, 'reg_lambda': 0.8510167152930617}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:21,489] Trial 63 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 250, 'learning_rate': 0.11901945348498838, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.709458418655011, 'colsample_bytree': 0.7379392194292757, 'gamma': 0.9508561152312521, 'reg_alpha': 0.6637850565893868, 'reg_lambda': 1.3309483155497068}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:21,834] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.01557194417924638, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6929224306499862, 'colsample_bytree': 0.693198906138609, 'gamma': 3.1573674127225453, 'reg_alpha': 0.8379530927072272, 'reg_lambda': 0.6301684227723288}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:22,125] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.015424243510849901, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6581214741694665, 'colsample_bytree': 0.7021623629188293, 'gamma': 3.1825757565874406, 'reg_alpha': 0.8307527617126005, 'reg_lambda': 0.6293393102399105}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:22,459] Trial 66 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 191, 'learning_rate': 0.06770791969229929, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6863466252286219, 'colsample_bytree': 0.7883818382179012, 'gamma': 2.678213787534445, 'reg_alpha': 0.7862208788933504, 'reg_lambda': 0.5204571282942605}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:22,747] Trial 67 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 207, 'learning_rate': 0.045591877683364035, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.733102030493328, 'colsample_bytree': 0.626802096452649, 'gamma': 2.909580329184029, 'reg_alpha': 0.7284185148335052, 'reg_lambda': 0.6780617054803764}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:23,107] Trial 68 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 199, 'learning_rate': 0.035543075466300755, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6366492916353779, 'colsample_bytree': 0.7649175377749641, 'gamma': 0.14374474301938045, 'reg_alpha': 0.6948695755110598, 'reg_lambda': 0.7598003997273929}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:23,390] Trial 69 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 199, 'learning_rate': 0.034856247161511394, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6167337457117358, 'colsample_bytree': 0.6892846998989657, 'gamma': 3.858110623653533, 'reg_alpha': 0.9211879169355455, 'reg_lambda': 0.7613396598605011}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:23,725] Trial 70 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 185, 'learning_rate': 0.023669038525531278, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9899908922881573, 'colsample_bytree': 0.7565386389455628, 'gamma': 0.06462341563150664, 'reg_alpha': 0.6823376234840708, 'reg_lambda': 0.5739360271794451}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:24,096] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 210, 'learning_rate': 0.029219432912351684, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9718854648448794, 'colsample_bytree': 0.7705460084766041, 'gamma': 0.25963390170103584, 'reg_alpha': 0.6993885903628088, 'reg_lambda': 0.5682210603702933}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:24,470] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 185, 'learning_rate': 0.024009355123794606, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6368890471521184, 'colsample_bytree': 0.7236368368496445, 'gamma': 0.594263541327753, 'reg_alpha': 0.6828818956403407, 'reg_lambda': 2.59998410627037}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:24,907] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 200, 'learning_rate': 0.03688677120437765, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9942373736841201, 'colsample_bytree': 0.7624624523779787, 'gamma': 0.1246874946712874, 'reg_alpha': 0.7728036763365245, 'reg_lambda': 0.6508684546668728}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:25,177] Trial 74 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 126, 'learning_rate': 0.021369079071009243, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9265969677783892, 'colsample_bytree': 0.7547226978848613, 'gamma': 3.250619979677909, 'reg_alpha': 0.871371300084548, 'reg_lambda': 0.790630865569982}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:25,493] Trial 75 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 121, 'learning_rate': 0.02119233239576391, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9874190858060201, 'colsample_bytree': 0.7556454320828108, 'gamma': 0.007645407861573486, 'reg_alpha': 0.8749239273528986, 'reg_lambda': 0.7746940476320074}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:25,707] Trial 76 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 94, 'learning_rate': 0.02897905302016599, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9342991394920448, 'colsample_bytree': 0.7387391910952189, 'gamma': 2.853880129845729, 'reg_alpha': 0.6348233875060776, 'reg_lambda': 1.4946467876200709}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:26,061] Trial 77 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 101, 'learning_rate': 0.019295880351488656, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9261953925263403, 'colsample_bytree': 0.7387214915883444, 'gamma': 0.41036862229965815, 'reg_alpha': 0.5980472748592316, 'reg_lambda': 1.620271620735143}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:26,270] Trial 78 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 79, 'learning_rate': 0.03234603304376122, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9595483608686843, 'colsample_bytree': 0.7351543955883888, 'gamma': 3.2690695920685724, 'reg_alpha': 0.6280336762388143, 'reg_lambda': 1.8576826538619209}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:26,631] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 95, 'learning_rate': 0.029576470145014896, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.8997961569920607, 'colsample_bytree': 0.7970154541969039, 'gamma': 3.486252475419064, 'reg_alpha': 0.5683041917193234, 'reg_lambda': 1.466059667626744}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:26,969] Trial 80 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.02286280735244819, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9994952157592987, 'colsample_bytree': 0.8190952252186428, 'gamma': 2.8606208989228823, 'reg_alpha': 0.644139957583129, 'reg_lambda': 1.1408176090886384}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:27,381] Trial 81 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.025813902773892963, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9865191258412382, 'colsample_bytree': 0.7770961250781296, 'gamma': 2.8862130011783953, 'reg_alpha': 0.647545636905499, 'reg_lambda': 1.7093390186137567}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:27,615] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 123, 'learning_rate': 0.022717823380953562, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9383868330533557, 'colsample_bytree': 0.8217745777287082, 'gamma': 2.4401143173277644, 'reg_alpha': 0.5057133047305111, 'reg_lambda': 1.1287290151621667}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:27,853] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 117, 'learning_rate': 0.019912107457571666, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.976380821321358, 'colsample_bytree': 0.7491181238452662, 'gamma': 3.059628580001382, 'reg_alpha': 0.6831225735019332, 'reg_lambda': 1.20857872656436}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:28,162] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.01757708722473378, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9999120907651139, 'colsample_bytree': 0.7145078156024204, 'gamma': 3.0990808391293814, 'reg_alpha': 0.6813005934346597, 'reg_lambda': 1.175555790575355}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:28,385] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.01918800137127775, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9762347294650827, 'colsample_bytree': 0.7451693228973624, 'gamma': 3.03928882640111, 'reg_alpha': 0.6792248621341901, 'reg_lambda': 1.2165719155818575}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:28,716] Trial 86 finished with value: 0.738095238095238 and parameters: {'n_estimators': 116, 'learning_rate': 0.019676843636772197, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9993254144313619, 'colsample_bytree': 0.7523002650898468, 'gamma': 3.0358064607264152, 'reg_alpha': 0.6828737866343135, 'reg_lambda': 1.2589175282234428}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:28,963] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.019391480221616443, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.978405316933203, 'colsample_bytree': 0.8368144241520966, 'gamma': 2.9866501773856218, 'reg_alpha': 0.6832588350083151, 'reg_lambda': 1.2608963807178908}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:29,278] Trial 88 finished with value: 0.744047619047619 and parameters: {'n_estimators': 114, 'learning_rate': 0.01953565818713239, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9977330593906265, 'colsample_bytree': 0.840240343143687, 'gamma': 3.058767570658715, 'reg_alpha': 0.7100201725341619, 'reg_lambda': 1.2187958361406446}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:29,519] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 116, 'learning_rate': 0.01448139344776304, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9782770308486071, 'colsample_bytree': 0.8430068877613217, 'gamma': 3.064145413622634, 'reg_alpha': 0.707600774610838, 'reg_lambda': 1.26206306322426}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:29,797] Trial 90 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 110, 'learning_rate': 0.017087034651576537, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9561249719741907, 'colsample_bytree': 0.856613101571387, 'gamma': 3.5707820535317074, 'reg_alpha': 0.5880380647408492, 'reg_lambda': 1.3621316972184807}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:30,141] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 131, 'learning_rate': 0.019408371845479944, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9999223242759082, 'colsample_bytree': 0.8280203924427156, 'gamma': 2.640599381981752, 'reg_alpha': 0.6802479268104976, 'reg_lambda': 1.1723247442294162}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:30,397] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.013598426051213315, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9783504053160714, 'colsample_bytree': 0.8319440242348068, 'gamma': 3.0704056047414565, 'reg_alpha': 0.7486709306343377, 'reg_lambda': 1.2737117514976188}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:30,783] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 141, 'learning_rate': 0.012555411830861353, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9791033815086048, 'colsample_bytree': 0.8512420206630438, 'gamma': 2.998724711095794, 'reg_alpha': 0.7519882786066246, 'reg_lambda': 1.202132731002716}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:31,020] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 131, 'learning_rate': 0.01905101019691134, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.965362432401002, 'colsample_bytree': 0.8828242016316924, 'gamma': 2.6594848354122784, 'reg_alpha': 0.7188813100589758, 'reg_lambda': 1.2676301808618375}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:31,268] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.01976831345104708, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9787465699751746, 'colsample_bytree': 0.832868999092546, 'gamma': 3.0779728836438363, 'reg_alpha': 0.6802982812349317, 'reg_lambda': 1.5500678142594526}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:31,676] Trial 96 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 134, 'learning_rate': 0.013613351442446972, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9460702366208873, 'colsample_bytree': 0.8496925142206876, 'gamma': 3.3071826140326364, 'reg_alpha': 0.6688152946073942, 'reg_lambda': 1.5560616275811352}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:31,943] Trial 97 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 152, 'learning_rate': 0.017744042928576072, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9764153245626594, 'colsample_bytree': 0.8324609858000116, 'gamma': 3.0993692631056744, 'reg_alpha': 0.7554429089628337, 'reg_lambda': 1.3986482540025238}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:32,193] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.016287497242054378, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9814277582455118, 'colsample_bytree': 0.8306493636131784, 'gamma': 3.452802832661857, 'reg_alpha': 0.8000349485465068, 'reg_lambda': 1.1821989202238203}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:32,511] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 116, 'learning_rate': 0.011766806868186515, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9608422161000877, 'colsample_bytree': 0.8370642111779181, 'gamma': 2.5730577270437474, 'reg_alpha': 0.732252534120563, 'reg_lambda': 1.0547876672805867}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:32,773] Trial 100 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 109, 'learning_rate': 0.014508983393496402, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9679858567989273, 'colsample_bytree': 0.8083815147866946, 'gamma': 2.703542318236376, 'reg_alpha': 0.7077202484376677, 'reg_lambda': 1.3303509006916736}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:33,053] Trial 101 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.020046483862637226, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9691752895906042, 'colsample_bytree': 0.8150632991004736, 'gamma': 2.3610811218750984, 'reg_alpha': 0.7145655428103861, 'reg_lambda': 1.326203276571544}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:33,267] Trial 102 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 99, 'learning_rate': 0.0145131564745107, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9919861349473934, 'colsample_bytree': 0.8046022408467923, 'gamma': 2.7291028997873266, 'reg_alpha': 0.611641211345862, 'reg_lambda': 1.5172860734416616}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:33,499] Trial 103 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.017796761192843076, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9526596659345564, 'colsample_bytree': 0.860895799473571, 'gamma': 2.800493639417589, 'reg_alpha': 0.6653363889750399, 'reg_lambda': 1.4354573451688704}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:33,792] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.013187930666845713, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9829748611776906, 'colsample_bytree': 0.874461456868861, 'gamma': 2.1858064184408468, 'reg_alpha': 0.76539350439622, 'reg_lambda': 1.1002542641012971}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:33,992] Trial 105 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 84, 'learning_rate': 0.015308278288932532, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9826996387157405, 'colsample_bytree': 0.9046016296118019, 'gamma': 2.2073495136995636, 'reg_alpha': 0.7573492096267058, 'reg_lambda': 1.2027466383137762}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:34,324] Trial 106 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 113, 'learning_rate': 0.013105603447330038, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9417705103075638, 'colsample_bytree': 0.8803644847724914, 'gamma': 2.468545831802932, 'reg_alpha': 0.7069614472786518, 'reg_lambda': 1.104954040724895}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:34,542] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 89, 'learning_rate': 0.011379436046541012, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9634086968644395, 'colsample_bytree': 0.8664282464724813, 'gamma': 1.8982274352085313, 'reg_alpha': 0.7473513358856189, 'reg_lambda': 1.3600619811292165}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:34,892] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.016675225273246056, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9977928794565465, 'colsample_bytree': 0.8311443345222118, 'gamma': 2.9673392491429054, 'reg_alpha': 0.6813270471105715, 'reg_lambda': 1.2998870098684308}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:35,131] Trial 109 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 146, 'learning_rate': 0.020595099189490214, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9983965823512181, 'colsample_bytree': 0.8301177457898117, 'gamma': 3.194275759816258, 'reg_alpha': 0.5506076718293476, 'reg_lambda': 1.2217958617575844}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:35,492] Trial 110 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 159, 'learning_rate': 0.016628607398593658, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9987382993132002, 'colsample_bytree': 0.8459448885508825, 'gamma': 3.164692387755923, 'reg_alpha': 0.5294596916589706, 'reg_lambda': 0.9751670711002565}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:35,727] Trial 111 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 146, 'learning_rate': 0.01699355570633753, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.999482505915695, 'colsample_bytree': 0.8290678546001071, 'gamma': 3.1493779752267756, 'reg_alpha': 0.5428774879430693, 'reg_lambda': 1.0087505322314345}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:36,171] Trial 112 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.02082568697456642, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9914503953865826, 'colsample_bytree': 0.8455747648062143, 'gamma': 3.3795570432648767, 'reg_alpha': 0.4395637109137215, 'reg_lambda': 1.2276846912445956}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:36,414] Trial 113 finished with value: 0.738095238095238 and parameters: {'n_estimators': 128, 'learning_rate': 0.01835622439029733, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9743635152094452, 'colsample_bytree': 0.8344557489995283, 'gamma': 2.983911934436198, 'reg_alpha': 0.5779676486283972, 'reg_lambda': 1.313324779846557}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:36,689] Trial 114 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 120, 'learning_rate': 0.025415914592624454, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9890771907858258, 'colsample_bytree': 0.8244900026416994, 'gamma': 3.14823043511842, 'reg_alpha': 0.6157206653085435, 'reg_lambda': 1.1466788921802573}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:36,930] Trial 115 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 157, 'learning_rate': 0.016361377802867113, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9963056709726447, 'colsample_bytree': 0.8561775873199681, 'gamma': 3.2415329564120645, 'reg_alpha': 0.38040115187892964, 'reg_lambda': 1.3915806091192207}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:37,276] Trial 116 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 164, 'learning_rate': 0.021926064857002926, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9746692958111328, 'colsample_bytree': 0.7957356927316043, 'gamma': 2.9425996836904798, 'reg_alpha': 0.649361020563179, 'reg_lambda': 1.0688705048245488}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:37,517] Trial 117 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 147, 'learning_rate': 0.015473133946519581, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9867559544518438, 'colsample_bytree': 0.8134086077643728, 'gamma': 3.596450891900676, 'reg_alpha': 0.5474220049909849, 'reg_lambda': 1.2761245518631361}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:37,796] Trial 118 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 138, 'learning_rate': 0.020049586147438573, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9999363612558367, 'colsample_bytree': 0.842927942137556, 'gamma': 3.6922378851135607, 'reg_alpha': 0.688729875018897, 'reg_lambda': 0.9566936534640539}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:38,030] Trial 119 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 137, 'learning_rate': 0.0197307859916052, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9935814542199816, 'colsample_bytree': 0.8465022794386057, 'gamma': 3.8777826915123415, 'reg_alpha': 0.47726202566439363, 'reg_lambda': 1.0355213049492134}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:38,374] Trial 120 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 138, 'learning_rate': 0.02041446712331267, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.953474225600551, 'colsample_bytree': 0.8459765048694405, 'gamma': 4.250438204558425, 'reg_alpha': 0.47806671024711134, 'reg_lambda': 0.9583943144766618}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:38,627] Trial 121 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 162, 'learning_rate': 0.019057951423868822, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9934172433123389, 'colsample_bytree': 0.8400340987604726, 'gamma': 3.8753238335098077, 'reg_alpha': 0.39303147178273934, 'reg_lambda': 1.0004062931652378}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:38,841] Trial 122 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 139, 'learning_rate': 0.024765037256713675, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9852242082484751, 'colsample_bytree': 0.8653459777334912, 'gamma': 3.7363827002497336, 'reg_alpha': 0.46971404136001776, 'reg_lambda': 1.1496570096720407}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:39,227] Trial 123 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 148, 'learning_rate': 0.02242120791285466, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9968380199915844, 'colsample_bytree': 0.8513898410244781, 'gamma': 3.7697103513364265, 'reg_alpha': 0.5180182085875066, 'reg_lambda': 1.2110951229261169}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:39,470] Trial 124 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 149, 'learning_rate': 0.022006821228412188, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.999927056664556, 'colsample_bytree': 0.8555336264749004, 'gamma': 4.201479745824549, 'reg_alpha': 0.5213145437871105, 'reg_lambda': 1.2133766272997366}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:39,715] Trial 125 finished with value: 0.738095238095238 and parameters: {'n_estimators': 142, 'learning_rate': 0.017379778063029743, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9699581312566408, 'colsample_bytree': 0.8243136817742104, 'gamma': 4.020437039618468, 'reg_alpha': 0.4149717689896265, 'reg_lambda': 1.048269888062799}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:40,054] Trial 126 finished with value: 0.738095238095238 and parameters: {'n_estimators': 127, 'learning_rate': 0.020345348899543522, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9877286807892899, 'colsample_bytree': 0.848856381657926, 'gamma': 3.7053914965453556, 'reg_alpha': 0.48371119429426335, 'reg_lambda': 1.1605361073136917}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:40,318] Trial 127 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 157, 'learning_rate': 0.018521714852405734, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9629006784905851, 'colsample_bytree': 0.8391332736860155, 'gamma': 3.8503023820248568, 'reg_alpha': 0.5285154235731135, 'reg_lambda': 0.9469763623907911}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:40,627] Trial 128 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 120, 'learning_rate': 0.02718660606742167, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9796050120323665, 'colsample_bytree': 0.8980924036423947, 'gamma': 3.470010078091051, 'reg_alpha': 0.5987930382036203, 'reg_lambda': 1.069827892212606}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:41,035] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.016539994228089345, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9922829522029806, 'colsample_bytree': 0.8768370416777602, 'gamma': 3.3434679242671184, 'reg_alpha': 0.49844790604450545, 'reg_lambda': 1.2321365174379748}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:41,282] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.015889361066655314, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9736645041197511, 'colsample_bytree': 0.8750238283254087, 'gamma': 3.279391470602923, 'reg_alpha': 0.681580355658984, 'reg_lambda': 1.2065640118747418}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:41,668] Trial 131 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 136, 'learning_rate': 0.019525464558320348, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9937948205078079, 'colsample_bytree': 0.8873602056524725, 'gamma': 3.5416037814206565, 'reg_alpha': 0.5115247272782989, 'reg_lambda': 1.109355341371744}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:41,908] Trial 132 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 150, 'learning_rate': 0.29984472845397386, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9875626876545632, 'colsample_bytree': 0.8571665088233068, 'gamma': 3.366351864220351, 'reg_alpha': 0.46658924164223664, 'reg_lambda': 1.2226496485983944}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:42,285] Trial 133 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 144, 'learning_rate': 0.023106413351573308, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9939752202422346, 'colsample_bytree': 0.8709432211964914, 'gamma': 3.7956246303091814, 'reg_alpha': 0.4962285888775503, 'reg_lambda': 1.0171025407711227}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:42,511] Trial 134 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.016752442889705246, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9825762139319385, 'colsample_bytree': 0.8176487090104833, 'gamma': 3.9748969027576337, 'reg_alpha': 0.6334700633461239, 'reg_lambda': 1.3058618355435616}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:42,848] Trial 135 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 159, 'learning_rate': 0.018135547839785084, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9677486809633415, 'colsample_bytree': 0.8460432894936429, 'gamma': 3.195493091868085, 'reg_alpha': 0.420026405735493, 'reg_lambda': 1.4306282776207642}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:43,200] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.020609595678333235, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9994515624870797, 'colsample_bytree': 0.8625815451597222, 'gamma': 2.99197761328153, 'reg_alpha': 0.6645470431310628, 'reg_lambda': 1.1744009073865027}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:43,550] Trial 137 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 103, 'learning_rate': 0.022276393006228384, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9593856169316642, 'colsample_bytree': 0.8316111832945018, 'gamma': 3.670639215675273, 'reg_alpha': 0.6915972197113681, 'reg_lambda': 1.630060901087267}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:43,797] Trial 138 finished with value: 0.744047619047619 and parameters: {'n_estimators': 134, 'learning_rate': 0.015007208413520252, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9774331293690738, 'colsample_bytree': 0.8398514819246191, 'gamma': 2.8271881936383707, 'reg_alpha': 0.5599751760385696, 'reg_lambda': 0.9118766595091301}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:44,106] Trial 139 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 117, 'learning_rate': 0.015041241787503488, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.976331976760997, 'colsample_bytree': 0.8018635804081446, 'gamma': 2.847192624656011, 'reg_alpha': 0.5627253492412805, 'reg_lambda': 0.8955987293969967}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:44,367] Trial 140 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.014847972347182074, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9773679867794747, 'colsample_bytree': 0.8029939449143255, 'gamma': 2.840618693644191, 'reg_alpha': 0.5561637530719065, 'reg_lambda': 0.8780116971811375}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:44,604] Trial 141 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.015651032101422845, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9779680359733339, 'colsample_bytree': 0.8031509356982449, 'gamma': 2.8861230594927973, 'reg_alpha': 0.5551309479211309, 'reg_lambda': 0.8796228730016965}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:44,895] Trial 142 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 121, 'learning_rate': 0.015019348311439421, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9509844190585003, 'colsample_bytree': 0.8217717754661511, 'gamma': 2.8349425211903334, 'reg_alpha': 0.5463177989192773, 'reg_lambda': 1.2521791869435446}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:45,106] Trial 143 finished with value: 0.738095238095238 and parameters: {'n_estimators': 107, 'learning_rate': 0.01415217180971127, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9732359163638571, 'colsample_bytree': 0.8116987464096651, 'gamma': 3.0964030879469084, 'reg_alpha': 0.5693584427182834, 'reg_lambda': 0.8298658878689407}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:45,390] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.017771996563869942, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9835258301972086, 'colsample_bytree': 0.7857830291721661, 'gamma': 3.053510597871155, 'reg_alpha': 0.5287440697503106, 'reg_lambda': 0.9132342366745458}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:45,703] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.016957944755611583, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9633598569544196, 'colsample_bytree': 0.6686145881243638, 'gamma': 2.7757729154430977, 'reg_alpha': 0.6046489452894616, 'reg_lambda': 1.35809161181348}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:45,972] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 113, 'learning_rate': 0.012441331320502232, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9877369269696408, 'colsample_bytree': 0.7998794180645427, 'gamma': 2.593010802465257, 'reg_alpha': 0.6279873054977921, 'reg_lambda': 1.7610099333500042}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:46,249] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.016263436367278436, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9744262235787514, 'colsample_bytree': 0.8258964127826741, 'gamma': 2.9678789179476226, 'reg_alpha': 0.5802851973487454, 'reg_lambda': 1.105647364204254}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:46,494] Trial 148 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 133, 'learning_rate': 0.014797695537009482, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8602125809835529, 'colsample_bytree': 0.931649568624851, 'gamma': 3.2733020762844585, 'reg_alpha': 0.4968281886798472, 'reg_lambda': 1.2847269390378275}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:46,715] Trial 149 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.01853288532791799, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9825952243305831, 'colsample_bytree': 0.7041575080052944, 'gamma': 3.155203251541383, 'reg_alpha': 0.569940558794327, 'reg_lambda': 1.17374410995271}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:46,988] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.016772327241722375, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9463950455598288, 'colsample_bytree': 0.8370697068472785, 'gamma': 2.8711188462681254, 'reg_alpha': 0.64865657951237, 'reg_lambda': 1.5150720455903155}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:47,249] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.019467529704137815, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9995769076101989, 'colsample_bytree': 0.817447803982947, 'gamma': 2.975851413344564, 'reg_alpha': 0.6757837211855504, 'reg_lambda': 0.9592998525252192}. Best is trial 151 with value: 0.7559523809523809.
[I 2025-11-03 20:24:48,065] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.018459392720645687, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9921986708037154, 'colsample_bytree': 0.8173676049528248, 'gamma': 2.959087342665555, 'reg_alpha': 0.6646565256742126, 'reg_lambda': 0.9048242978787926}. Best is trial 151 with value: 0.7559523809523809.
[I 2025-11-03 20:24:48,354] Trial 153 finished with value: 0.755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.018862551252818556, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9914694733281986, 'colsample_bytree': 0.8135828905515867, 'gamma': 3.027957734590251, 'reg_alpha': 0.6669249478535763, 'reg_lambda': 0.9922817160551699}. Best is trial 153 with value: 0.755952380952381.
[I 2025-11-03 20:24:48,610] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.021593752162121057, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9890848134053759, 'colsample_bytree': 0.8086387224005775, 'gamma': 2.9348415872545095, 'reg_alpha': 0.668163449071963, 'reg_lambda': 2.0683688592579514}. Best is trial 153 with value: 0.755952380952381.
[I 2025-11-03 20:24:48,930] Trial 155 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 145, 'learning_rate': 0.25055548788456344, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9918194032240829, 'colsample_bytree': 0.7918700051119194, 'gamma': 3.1935766960612155, 'reg_alpha': 0.6450061715610256, 'reg_lambda': 0.9808616982229182}. Best is trial 153 with value: 0.755952380952381.
[I 2025-11-03 20:24:49,170] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.017620384095322544, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9683818400576423, 'colsample_bytree': 0.7995682534932154, 'gamma': 3.3578418219111104, 'reg_alpha': 0.6792321435193345, 'reg_lambda': 0.8193267633920143}. Best is trial 153 with value: 0.755952380952381.
[I 2025-11-03 20:24:49,430] Trial 157 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 160, 'learning_rate': 0.018641232175070643, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9836046972072984, 'colsample_bytree': 0.8170069588850933, 'gamma': 2.7226796344221453, 'reg_alpha': 0.6177281019889455, 'reg_lambda': 1.0679242282038914}. Best is trial 153 with value: 0.755952380952381.
[I 2025-11-03 20:24:49,768] Trial 158 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 156, 'learning_rate': 0.015983029157882533, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9997808547747863, 'colsample_bytree': 0.8149484175516439, 'gamma': 2.9916928148348934, 'reg_alpha': 0.7251742353703752, 'reg_lambda': 0.9164230343614208}. Best is trial 153 with value: 0.755952380952381.
[I 2025-11-03 20:24:50,033] Trial 159 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 156, 'learning_rate': 0.02399353244871816, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9991860817098797, 'colsample_bytree': 0.8264678791852036, 'gamma': 2.9928963160175015, 'reg_alpha': 0.7221568432648634, 'reg_lambda': 0.9906138634598811}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:50,388] Trial 160 finished with value: 0.6875 and parameters: {'n_estimators': 154, 'learning_rate': 0.024163079378908627, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9933572283525804, 'colsample_bytree': 0.8176875328259112, 'gamma': 3.0951207830938334, 'reg_alpha': 0.7336182403717566, 'reg_lambda': 0.9862889959806818}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:50,667] Trial 161 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 166, 'learning_rate': 0.021298167325032615, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9989152784126979, 'colsample_bytree': 0.8276017127180822, 'gamma': 2.9925013326820884, 'reg_alpha': 0.7204847132010483, 'reg_lambda': 0.9297204427139785}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:50,944] Trial 162 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 166, 'learning_rate': 0.022988668970869496, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9994354604441799, 'colsample_bytree': 0.828201992934639, 'gamma': 3.0033397442063006, 'reg_alpha': 0.7189669485452549, 'reg_lambda': 1.1328406535160362}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:51,295] Trial 163 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 167, 'learning_rate': 0.02308797977747883, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9892349269800451, 'colsample_bytree': 0.8270476475957347, 'gamma': 3.210945038293114, 'reg_alpha': 0.7300171125186048, 'reg_lambda': 1.1259450965543447}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:51,556] Trial 164 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 168, 'learning_rate': 0.02135618581394891, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.998043663387316, 'colsample_bytree': 0.8107842921447506, 'gamma': 4.839048403034344, 'reg_alpha': 0.7049331926987086, 'reg_lambda': 1.0424258190152502}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:51,814] Trial 165 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 173, 'learning_rate': 0.026347386640423756, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9991114794666819, 'colsample_bytree': 0.822263934086937, 'gamma': 3.0220429257258328, 'reg_alpha': 0.7281396283275227, 'reg_lambda': 0.9424095615435852}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:52,170] Trial 166 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 174, 'learning_rate': 0.025958602727461973, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9991215888429811, 'colsample_bytree': 0.8212613581331486, 'gamma': 2.986788026144064, 'reg_alpha': 0.7192484717330745, 'reg_lambda': 0.97034210130375}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:52,416] Trial 167 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 164, 'learning_rate': 0.024702532261238256, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.999871521943282, 'colsample_bytree': 0.7200522453077137, 'gamma': 3.424202160335197, 'reg_alpha': 0.7301840869293001, 'reg_lambda': 1.0144256976043873}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:52,904] Trial 168 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 179, 'learning_rate': 0.021957491865070306, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9889119859440929, 'colsample_bytree': 0.814158190059763, 'gamma': 3.316479517589933, 'reg_alpha': 0.6920497518388763, 'reg_lambda': 0.9411193792534203}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:53,144] Trial 169 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 156, 'learning_rate': 0.02879007315043006, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9868729118764364, 'colsample_bytree': 0.8269040079343638, 'gamma': 3.1743935647908335, 'reg_alpha': 0.6573761758424004, 'reg_lambda': 2.9921808909598964}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:53,515] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 177, 'learning_rate': 0.023341913683171223, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9904281796932835, 'colsample_bytree': 0.8514986777733977, 'gamma': 3.0219349685833805, 'reg_alpha': 0.7105759451518877, 'reg_lambda': 0.8454227626302606}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:53,776] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 173, 'learning_rate': 0.022804420237841766, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9918863997073954, 'colsample_bytree': 0.852388879602435, 'gamma': 3.0195029882315123, 'reg_alpha': 0.7123744638561652, 'reg_lambda': 0.8424348771972613}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:54,097] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.023244140598613277, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9923850198817796, 'colsample_bytree': 0.8543595582953221, 'gamma': 3.067408679193845, 'reg_alpha': 0.7457343493047439, 'reg_lambda': 0.9239587918959647}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:54,365] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.022426042684292893, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9926966881409509, 'colsample_bytree': 0.8560906149087414, 'gamma': 3.0943558972061505, 'reg_alpha': 0.777709205042986, 'reg_lambda': 0.8635188067993751}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:54,743] Trial 174 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 181, 'learning_rate': 0.026784382682382882, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9906918731987945, 'colsample_bytree': 0.8684235801568174, 'gamma': 3.260310502013959, 'reg_alpha': 0.7482489475498718, 'reg_lambda': 0.8381328881390316}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:55,002] Trial 175 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 168, 'learning_rate': 0.027812247342989396, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9847520421226514, 'colsample_bytree': 0.8569065653063859, 'gamma': 2.980967074464796, 'reg_alpha': 0.7086498039882976, 'reg_lambda': 0.903766205437087}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:55,338] Trial 176 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 171, 'learning_rate': 0.024514506183751, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9839399603434194, 'colsample_bytree': 0.855994322780648, 'gamma': 2.9142777168341207, 'reg_alpha': 0.7178948766743345, 'reg_lambda': 0.8003214794567041}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:55,601] Trial 177 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 174, 'learning_rate': 0.024514230620398512, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9848946415954307, 'colsample_bytree': 0.8534337907718785, 'gamma': 2.6716871335477057, 'reg_alpha': 0.717188839527017, 'reg_lambda': 0.8160237681801431}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:55,963] Trial 178 finished with value: 0.755952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.027194952329692434, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9915263088811292, 'colsample_bytree': 0.8785994795517097, 'gamma': 2.658750565587191, 'reg_alpha': 0.7388278784101806, 'reg_lambda': 0.7079904080535713}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:56,212] Trial 179 finished with value: 0.675595238095238 and parameters: {'n_estimators': 162, 'learning_rate': 0.03066150333302551, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9919631500762172, 'colsample_bytree': 0.878639617949701, 'gamma': 2.628785408458695, 'reg_alpha': 0.8110036081143132, 'reg_lambda': 0.7240208667151901}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:56,569] Trial 180 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 188, 'learning_rate': 0.025407276230908094, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9919010771885169, 'colsample_bytree': 0.8489509831283107, 'gamma': 2.559266010515684, 'reg_alpha': 0.7644128905981645, 'reg_lambda': 0.8403878093060949}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:56,822] Trial 181 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 174, 'learning_rate': 0.027570292096474526, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9850868812550779, 'colsample_bytree': 0.8975969359045988, 'gamma': 2.664325197611368, 'reg_alpha': 0.7076330179463339, 'reg_lambda': 0.9251261324133567}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:57,089] Trial 182 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 168, 'learning_rate': 0.02363687394943251, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9990253032188428, 'colsample_bytree': 0.8608867800830181, 'gamma': 2.762161808453646, 'reg_alpha': 0.7401803102361557, 'reg_lambda': 0.8879241231092253}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:57,408] Trial 183 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.02399540543868091, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9978505995858381, 'colsample_bytree': 0.8632120733785379, 'gamma': 2.788831267347216, 'reg_alpha': 0.7371013366770947, 'reg_lambda': 0.7219857113078708}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:57,663] Trial 184 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 183, 'learning_rate': 0.02324122230156644, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9926936730878582, 'colsample_bytree': 0.8890058997560564, 'gamma': 2.523476031419696, 'reg_alpha': 0.7845720866595305, 'reg_lambda': 0.7980726963738569}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:57,945] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.021671585095560664, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9827513385797358, 'colsample_bytree': 0.8705032223801409, 'gamma': 2.7074843676946467, 'reg_alpha': 0.7468765390178864, 'reg_lambda': 0.8634416471650253}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:58,351] Trial 186 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.024832540273546196, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9987191371278669, 'colsample_bytree': 0.8522930473302937, 'gamma': 2.4600098949019573, 'reg_alpha': 0.7635505271152868, 'reg_lambda': 0.9509219426905632}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:58,677] Trial 187 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 171, 'learning_rate': 0.026349214189727577, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9911511386548018, 'colsample_bytree': 0.8406502119139245, 'gamma': 2.7701819742687848, 'reg_alpha': 0.7258848480935862, 'reg_lambda': 0.7982359147971629}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:58,978] Trial 188 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.023245485273735936, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9998622413196652, 'colsample_bytree': 0.8815218395320811, 'gamma': 2.907924712383923, 'reg_alpha': 0.7458853502514105, 'reg_lambda': 0.6750437305141156}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:59,231] Trial 189 finished with value: 0.6875 and parameters: {'n_estimators': 178, 'learning_rate': 0.02350040568060562, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.99983711718485, 'colsample_bytree': 0.877084972410387, 'gamma': 2.896437296677072, 'reg_alpha': 0.7862764251465414, 'reg_lambda': 0.7470311361591969}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:59,484] Trial 190 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 167, 'learning_rate': 0.029865581934285623, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9709069603452322, 'colsample_bytree': 0.915902043436181, 'gamma': 2.76374313721273, 'reg_alpha': 0.7425287457031764, 'reg_lambda': 0.6566153344030524}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:59,837] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 160, 'learning_rate': 0.020803856057382164, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9998146457345904, 'colsample_bytree': 0.8325553247365873, 'gamma': 2.936775873875048, 'reg_alpha': 0.721262960519045, 'reg_lambda': 0.9196699998077553}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:00,170] Trial 192 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 160, 'learning_rate': 0.02281771808045118, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.985808836049112, 'colsample_bytree': 0.8871044361835152, 'gamma': 2.9054112413461795, 'reg_alpha': 0.71867484085109, 'reg_lambda': 0.920452184542695}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:00,539] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.026420363696241286, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9858533016439892, 'colsample_bytree': 0.894628425336258, 'gamma': 2.925118861440249, 'reg_alpha': 0.7008108532326743, 'reg_lambda': 0.9251493137406817}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:00,815] Trial 194 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 162, 'learning_rate': 0.021155127982500473, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8108983382025832, 'colsample_bytree': 0.8802527472066871, 'gamma': 3.016649214073462, 'reg_alpha': 0.730998841600736, 'reg_lambda': 0.8852215974590897}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:01,255] Trial 195 finished with value: 0.693452380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.02314079358672268, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9825544031992725, 'colsample_bytree': 0.888658979609089, 'gamma': 2.846589054084831, 'reg_alpha': 0.7599932551397042, 'reg_lambda': 0.8440107596134165}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:01,526] Trial 196 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 170, 'learning_rate': 0.02103366793517629, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9913480743133085, 'colsample_bytree': 0.8223162800408704, 'gamma': 2.6454315714237877, 'reg_alpha': 0.7174354762476591, 'reg_lambda': 0.9882552328645864}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:01,870] Trial 197 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 158, 'learning_rate': 0.02507211247679384, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9818980210548873, 'colsample_bytree': 0.9095132613784671, 'gamma': 3.026495441401208, 'reg_alpha': 0.6985488084228252, 'reg_lambda': 0.9317533681997903}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:02,176] Trial 198 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 189, 'learning_rate': 0.022975425954139005, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9996262213066431, 'colsample_bytree': 0.8638915579240093, 'gamma': 2.909308107890934, 'reg_alpha': 0.7436509847010679, 'reg_lambda': 0.6819477303869799}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:02,591] Trial 199 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 187, 'learning_rate': 0.020075283338190877, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9998581761656123, 'colsample_bytree': 0.8651032747388406, 'gamma': 2.74522385953723, 'reg_alpha': 0.16556500828370063, 'reg_lambda': 0.75257938546963}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:02,595] A new study created in memory with name: no-name-4edbb9af-b71d-42b6-a4dc-7fc70f0e7e53
[I 2025-11-03 20:25:03,001] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.12879493723361143, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.7756449489013693, 'colsample_bytree': 0.6084777317187436, 'gamma': 4.715614276816344, 'reg_alpha': 0.11489550117884928, 'reg_lambda': 1.2445908940243182}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:25:03,253] Trial 1 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 176, 'learning_rate': 0.047838499585730096, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8636711354861968, 'colsample_bytree': 0.7720732434065729, 'gamma': 2.1536276309859224, 'reg_alpha': 0.4654202004238067, 'reg_lambda': 1.208168855373269}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:03,618] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.1430108702085785, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.7977018099251101, 'colsample_bytree': 0.8642450619235248, 'gamma': 4.696915352175629, 'reg_alpha': 0.5617816329513252, 'reg_lambda': 2.0413751071589896}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:03,945] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 172, 'learning_rate': 0.24874401255181927, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.8400514591200008, 'colsample_bytree': 0.8702040323405291, 'gamma': 4.104150442385678, 'reg_alpha': 0.30281811284903715, 'reg_lambda': 0.9053683346745127}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:04,185] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 190, 'learning_rate': 0.0214398257028355, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9476520763298473, 'colsample_bytree': 0.6873357505581682, 'gamma': 2.317130787704462, 'reg_alpha': 0.6391609808169766, 'reg_lambda': 1.6986599712662}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:04,375] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.2926992371896368, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.7915185502628735, 'colsample_bytree': 0.6538409052107491, 'gamma': 0.5060031000372772, 'reg_alpha': 0.530946817656364, 'reg_lambda': 1.1019806449283902}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:04,705] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.15731634179024612, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6690283839716865, 'colsample_bytree': 0.9664227178944826, 'gamma': 2.1781964008507266, 'reg_alpha': 0.6242394678766622, 'reg_lambda': 0.7993845918115373}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:04,844] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.04585861889625777, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7441766032896082, 'colsample_bytree': 0.7402343941905666, 'gamma': 4.671345146731753, 'reg_alpha': 0.741147926884546, 'reg_lambda': 2.2116013209612184}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:05,183] Trial 8 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 79, 'learning_rate': 0.1265943000239384, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9577734241387794, 'colsample_bytree': 0.880705601253225, 'gamma': 4.408206695207621, 'reg_alpha': 0.6096070916537265, 'reg_lambda': 2.939064229897046}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:05,409] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 95, 'learning_rate': 0.16951361737224974, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.6773700724560359, 'colsample_bytree': 0.6876243491025947, 'gamma': 2.385597252639652, 'reg_alpha': 0.28363415516175017, 'reg_lambda': 1.432694483003985}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:05,489] Trial 10 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.010380646344822162, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8818127837890283, 'colsample_bytree': 0.7855359980146185, 'gamma': 1.025173887520114, 'reg_alpha': 0.9912149233474807, 'reg_lambda': 0.5571688225749274}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:05,760] Trial 11 finished with value: 0.693452380952381 and parameters: {'n_estimators': 21, 'learning_rate': 0.01058900949075893, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8875529631019556, 'colsample_bytree': 0.780445839709846, 'gamma': 0.9845138945585306, 'reg_alpha': 0.9954794840147472, 'reg_lambda': 0.671868800223741}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:05,902] Trial 12 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 35, 'learning_rate': 0.04845325502849343, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8915169160708012, 'colsample_bytree': 0.7802733216693076, 'gamma': 1.2866172038630672, 'reg_alpha': 0.9384978469767066, 'reg_lambda': 0.5225952146529712}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:06,208] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.01058888486302988, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9996803985020352, 'colsample_bytree': 0.7396048573723764, 'gamma': 3.4758600289283192, 'reg_alpha': 0.3269890650858518, 'reg_lambda': 1.544540293775887}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 20:25:06,449] Trial 14 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 138, 'learning_rate': 0.023845822980857086, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9858078907881945, 'colsample_bytree': 0.7391397541472629, 'gamma': 3.304710833971337, 'reg_alpha': 0.378986665878534, 'reg_lambda': 1.5895728933229656}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 20:25:06,902] Trial 15 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 203, 'learning_rate': 0.08130957892412821, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.994132529410394, 'colsample_bytree': 0.8425735617521651, 'gamma': 3.355296983428868, 'reg_alpha': 0.004727046253926781, 'reg_lambda': 2.3888279460741284}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 20:25:07,174] Trial 16 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 136, 'learning_rate': 0.02556309081610448, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7208883380016515, 'colsample_bytree': 0.9684044890860697, 'gamma': 3.0928353725211166, 'reg_alpha': 0.3998340443869438, 'reg_lambda': 1.9533067056852833}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 20:25:07,492] Trial 17 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 157, 'learning_rate': 0.014870973414520226, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.6155979203115338, 'colsample_bytree': 0.7257464744495674, 'gamma': 1.7132143965720306, 'reg_alpha': 0.18610212181088082, 'reg_lambda': 1.3782894680311333}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 20:25:07,714] Trial 18 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 114, 'learning_rate': 0.07066342838789594, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9224035691283163, 'colsample_bytree': 0.8211791931340937, 'gamma': 3.7604820492299185, 'reg_alpha': 0.7683274931520045, 'reg_lambda': 1.0456680700038778}. Best is trial 18 with value: 0.7321428571428571.
[I 2025-11-03 20:25:08,026] Trial 19 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 105, 'learning_rate': 0.08876411967570585, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9355893190484725, 'colsample_bytree': 0.8274841298813811, 'gamma': 3.869142421564663, 'reg_alpha': 0.7865018721307941, 'reg_lambda': 1.029080569797236}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:08,173] Trial 20 finished with value: 0.738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.09152754695554681, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9367136526333488, 'colsample_bytree': 0.9200510191543813, 'gamma': 3.9459888028737047, 'reg_alpha': 0.8362274684094969, 'reg_lambda': 0.9525110950830197}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:08,438] Trial 21 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 54, 'learning_rate': 0.07466454357722913, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9379478481772091, 'colsample_bytree': 0.9232337526498336, 'gamma': 3.9100638497885645, 'reg_alpha': 0.7892023157507845, 'reg_lambda': 0.9703444605718993}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:08,663] Trial 22 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 110, 'learning_rate': 0.0791276875827915, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9191233308157819, 'colsample_bytree': 0.8353662133043228, 'gamma': 3.8797659809266056, 'reg_alpha': 0.8334008534573363, 'reg_lambda': 0.9796516107544408}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:08,937] Trial 23 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 59, 'learning_rate': 0.10278034168720093, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.826258326296412, 'colsample_bytree': 0.9108852282051112, 'gamma': 2.9903871927515797, 'reg_alpha': 0.8630105614054804, 'reg_lambda': 0.7480873449901276}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:09,155] Trial 24 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 104, 'learning_rate': 0.06310097959433647, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.919776987317845, 'colsample_bytree': 0.9236417702651185, 'gamma': 4.996285486342261, 'reg_alpha': 0.7344006402950373, 'reg_lambda': 1.1295187462716099}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:09,452] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 85, 'learning_rate': 0.0316667717926665, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.960431777993758, 'colsample_bytree': 0.9990232371776733, 'gamma': 3.6506965398059967, 'reg_alpha': 0.7093109980262483, 'reg_lambda': 1.378065674808496}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:09,629] Trial 26 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 58, 'learning_rate': 0.10326922292624026, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9098427501168204, 'colsample_bytree': 0.8241675765827108, 'gamma': 2.8037562173369626, 'reg_alpha': 0.9058685521917215, 'reg_lambda': 1.8774231174740328}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:10,105] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.035652976536751896, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8537358579482829, 'colsample_bytree': 0.8227956923304622, 'gamma': 4.208318167189051, 'reg_alpha': 0.8094839223943242, 'reg_lambda': 0.8390614717528319}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:10,338] Trial 28 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 124, 'learning_rate': 0.06104835726614399, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9721849783117021, 'colsample_bytree': 0.8891141809707623, 'gamma': 3.826295377546322, 'reg_alpha': 0.6805335739277611, 'reg_lambda': 1.08829985771892}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:10,679] Trial 29 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.10148336954514979, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9274593708446786, 'colsample_bytree': 0.9500009160940872, 'gamma': 4.362457961735371, 'reg_alpha': 0.8860741025833296, 'reg_lambda': 1.2734779803131153}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:10,804] Trial 30 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.03719397753540844, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8262086696547654, 'colsample_bytree': 0.8003917848385507, 'gamma': 2.7480533426930416, 'reg_alpha': 0.7683262414145301, 'reg_lambda': 2.556530207555577}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:11,150] Trial 31 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 150, 'learning_rate': 0.06935616622800958, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9981688088261886, 'colsample_bytree': 0.7471320712323823, 'gamma': 3.5441891825637426, 'reg_alpha': 0.18931775027513978, 'reg_lambda': 1.6438323503051677}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:11,409] Trial 32 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 129, 'learning_rate': 0.19458488799705057, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9658116189704586, 'colsample_bytree': 0.6237914356249122, 'gamma': 3.3552117790768845, 'reg_alpha': 0.4159713625541246, 'reg_lambda': 1.5683275912298122}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:11,766] Trial 33 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 144, 'learning_rate': 0.11980068023770318, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9013797213763913, 'colsample_bytree': 0.6949331162597023, 'gamma': 4.5161588155638, 'reg_alpha': 0.46662334291044893, 'reg_lambda': 1.234764296536735}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:11,976] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.08640882016856748, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9404696733492528, 'colsample_bytree': 0.8591674325124274, 'gamma': 4.033629439380591, 'reg_alpha': 0.31602958721441177, 'reg_lambda': 1.4759144307883854}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:12,334] Trial 35 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 67, 'learning_rate': 0.04806562266610597, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8620483706172563, 'colsample_bytree': 0.8038058848205426, 'gamma': 3.5836964094016652, 'reg_alpha': 0.6722464307588178, 'reg_lambda': 0.9712398622126599}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:12,577] Trial 36 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 157, 'learning_rate': 0.21318071419670154, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9752818077289338, 'colsample_bytree': 0.7109728191968426, 'gamma': 4.144966017598964, 'reg_alpha': 0.9308891861790367, 'reg_lambda': 1.2188440889177365}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:12,986] Trial 37 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.016673276737448263, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9496542584552511, 'colsample_bytree': 0.7632785120221114, 'gamma': 2.6682080885657538, 'reg_alpha': 0.5547600741800507, 'reg_lambda': 0.7389775331653269}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:13,233] Trial 38 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 99, 'learning_rate': 0.05954743643862637, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8740742895647702, 'colsample_bytree': 0.8558737530521884, 'gamma': 3.093973161321045, 'reg_alpha': 0.504983127311672, 'reg_lambda': 1.797806840540785}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:13,527] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.13787980229449723, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7656080075954829, 'colsample_bytree': 0.6537851096416968, 'gamma': 0.024900386935113428, 'reg_alpha': 0.6150483413274989, 'reg_lambda': 1.0602023818779116}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:13,755] Trial 40 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.0915951625214346, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9983855201110147, 'colsample_bytree': 0.8957765926003951, 'gamma': 4.933246499630376, 'reg_alpha': 0.20644951200030565, 'reg_lambda': 2.069040545723658}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:14,126] Trial 41 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.014240697539101925, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9412023630387982, 'colsample_bytree': 0.7558897377560785, 'gamma': 2.5867989800645237, 'reg_alpha': 0.5515955740113182, 'reg_lambda': 0.6335543585651107}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:14,434] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 230, 'learning_rate': 0.012528469320750777, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.944873279853541, 'colsample_bytree': 0.7687105340912921, 'gamma': 3.7083404870922423, 'reg_alpha': 0.573395865822637, 'reg_lambda': 0.813703929808295}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:14,844] Trial 43 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.01822690065214676, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9681696300667864, 'colsample_bytree': 0.809893056033216, 'gamma': 3.4161588916130174, 'reg_alpha': 0.8350412344589963, 'reg_lambda': 0.6787453843492355}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:15,127] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.015086646254178094, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9025086131345662, 'colsample_bytree': 0.7128105992799687, 'gamma': 1.9505050182959436, 'reg_alpha': 0.7540317525609178, 'reg_lambda': 0.8775392014611807}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:15,541] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.011812329759354106, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9540091604552967, 'colsample_bytree': 0.7590048324834991, 'gamma': 4.616232831011864, 'reg_alpha': 0.6651715656653694, 'reg_lambda': 0.5042564169629803}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:15,750] Trial 46 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 84, 'learning_rate': 0.020627645666634473, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9811070770695577, 'colsample_bytree': 0.6590745742488455, 'gamma': 4.2075391985333725, 'reg_alpha': 0.3473370859598932, 'reg_lambda': 1.313352623114747}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:16,027] Trial 47 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 125, 'learning_rate': 0.11673679360441208, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9244377642817542, 'colsample_bytree': 0.7862784220121847, 'gamma': 2.939821172264133, 'reg_alpha': 0.2555757792270612, 'reg_lambda': 1.1463610174826249}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:16,309] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.15685994340314094, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8384286259585607, 'colsample_bytree': 0.8757323342070421, 'gamma': 2.5556704542036996, 'reg_alpha': 0.453770915242243, 'reg_lambda': 0.7445866887938484}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:16,578] Trial 49 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 176, 'learning_rate': 0.054135611437469415, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8810161005647701, 'colsample_bytree': 0.7314210944332672, 'gamma': 3.165827051380477, 'reg_alpha': 0.016214679681021416, 'reg_lambda': 1.0099893598452336}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:16,834] Trial 50 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 70, 'learning_rate': 0.01002862303214213, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9851180257482206, 'colsample_bytree': 0.8226908761721448, 'gamma': 2.290678684175023, 'reg_alpha': 0.9677178247690129, 'reg_lambda': 0.6225568345923114}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:17,074] Trial 51 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 44, 'learning_rate': 0.010114592271294767, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9550449433054127, 'colsample_bytree': 0.844674481001811, 'gamma': 1.962584516801045, 'reg_alpha': 0.9532881908178008, 'reg_lambda': 0.5849657814907775}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:17,312] Trial 52 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 72, 'learning_rate': 0.012308588823184316, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9844708471796046, 'colsample_bytree': 0.8225595356720482, 'gamma': 2.26979820804402, 'reg_alpha': 0.9754387442149387, 'reg_lambda': 0.9313152056780108}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:17,521] Trial 53 finished with value: 0.761904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.012489856486232232, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9846283090756953, 'colsample_bytree': 0.826381106683084, 'gamma': 1.7212314015861905, 'reg_alpha': 0.9574422719635358, 'reg_lambda': 0.9055681747020995}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:17,725] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 71, 'learning_rate': 0.013076382198380157, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.980682377069866, 'colsample_bytree': 0.8262457168675422, 'gamma': 1.6773378696746997, 'reg_alpha': 0.9963369152593446, 'reg_lambda': 0.9027134866089641}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:17,996] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 69, 'learning_rate': 0.06917680230417202, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9300612812027751, 'colsample_bytree': 0.8484914965824628, 'gamma': 1.681427640955587, 'reg_alpha': 0.8956797573944174, 'reg_lambda': 0.9007173487110317}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:18,285] Trial 56 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 90, 'learning_rate': 0.013315047302074735, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.982214617646619, 'colsample_bytree': 0.833584361436043, 'gamma': 1.3209741834217419, 'reg_alpha': 0.9986461141389447, 'reg_lambda': 0.6795483079323849}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:18,488] Trial 57 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 50, 'learning_rate': 0.02623059442658164, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9057205491793098, 'colsample_bytree': 0.8708489830865767, 'gamma': 1.3348770231923113, 'reg_alpha': 0.9335469837500155, 'reg_lambda': 1.1534541693470526}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:18,747] Trial 58 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.018444358246754933, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7093330937767138, 'colsample_bytree': 0.7891490753681644, 'gamma': 1.6726865793102819, 'reg_alpha': 0.8559782875344857, 'reg_lambda': 0.8276056190839668}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:19,049] Trial 59 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 62, 'learning_rate': 0.09326648275548641, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.962256217745065, 'colsample_bytree': 0.8107676545212672, 'gamma': 1.0079509790885788, 'reg_alpha': 0.7991326695065882, 'reg_lambda': 1.042999579082247}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:19,275] Trial 60 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 82, 'learning_rate': 0.09627218890436921, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9621791471883709, 'colsample_bytree': 0.9055487538522058, 'gamma': 0.775704437154269, 'reg_alpha': 0.8122586862806938, 'reg_lambda': 1.0726617059494101}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:19,554] Trial 61 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 59, 'learning_rate': 0.07633499294986458, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9728164896245516, 'colsample_bytree': 0.8170292727204362, 'gamma': 2.079009464605159, 'reg_alpha': 0.9625422831079555, 'reg_lambda': 1.0106285957172902}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:19,745] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.1099567410169523, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9133353223329722, 'colsample_bytree': 0.809794319044544, 'gamma': 1.523237484494805, 'reg_alpha': 0.868502247001541, 'reg_lambda': 1.0050505684593525}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:19,993] Trial 63 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.08151657797040221, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9348429881979692, 'colsample_bytree': 0.8118871056406574, 'gamma': 1.5659193157694142, 'reg_alpha': 0.9114890689254177, 'reg_lambda': 1.3282882105941205}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:20,165] Trial 64 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.11218644556968348, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9711290266799989, 'colsample_bytree': 0.7892631208351487, 'gamma': 1.0353724992556963, 'reg_alpha': 0.8684868266492055, 'reg_lambda': 0.9142689094179361}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:20,342] Trial 65 finished with value: 0.6875 and parameters: {'n_estimators': 50, 'learning_rate': 0.1390225309624098, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9542299464378121, 'colsample_bytree': 0.8389388664982469, 'gamma': 1.9842707996605977, 'reg_alpha': 0.7186263744426947, 'reg_lambda': 2.9274886276341845}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:20,595] Trial 66 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.08876085914990092, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.915366996010775, 'colsample_bytree': 0.7769476322705042, 'gamma': 0.6403034270280412, 'reg_alpha': 0.8000985492382222, 'reg_lambda': 1.165917076052578}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:20,841] Trial 67 finished with value: 0.738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.04097463349448728, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.892927270703195, 'colsample_bytree': 0.9442582553370604, 'gamma': 1.0933949501527855, 'reg_alpha': 0.843040322250684, 'reg_lambda': 0.976744060002222}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:21,234] Trial 68 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 59, 'learning_rate': 0.0433944005769599, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8877674083049694, 'colsample_bytree': 0.9468812160220862, 'gamma': 1.1232340302539328, 'reg_alpha': 0.8485862057927127, 'reg_lambda': 1.0202363471290867}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:21,420] Trial 69 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 42, 'learning_rate': 0.054101032043214675, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8720293158057866, 'colsample_bytree': 0.9803891164915808, 'gamma': 0.34110028294953754, 'reg_alpha': 0.8825160125143409, 'reg_lambda': 1.4333847532820139}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:21,619] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 23, 'learning_rate': 0.07393102863210256, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.8063497237181029, 'colsample_bytree': 0.9888583564338062, 'gamma': 0.22511109401488333, 'reg_alpha': 0.8894459080200017, 'reg_lambda': 1.3738438185863093}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:21,884] Trial 71 finished with value: 0.738095238095238 and parameters: {'n_estimators': 42, 'learning_rate': 0.05610176584755951, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.895697950548101, 'colsample_bytree': 0.9755187745782845, 'gamma': 1.443466791370552, 'reg_alpha': 0.7810971218111329, 'reg_lambda': 1.4556870206662602}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:22,071] Trial 72 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 64, 'learning_rate': 0.10881670938718789, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.854394672841387, 'colsample_bytree': 0.9492638919770673, 'gamma': 0.8255273639297734, 'reg_alpha': 0.8207981772112829, 'reg_lambda': 1.2486353942918003}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:22,326] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.06573006299917099, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9323121919320213, 'colsample_bytree': 0.9287637459989774, 'gamma': 0.39855055071692247, 'reg_alpha': 0.9404762765001571, 'reg_lambda': 0.780246346858864}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:22,464] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.0670376927727418, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9289937292891134, 'colsample_bytree': 0.9366127591654935, 'gamma': 0.3812059317460612, 'reg_alpha': 0.9306072452419782, 'reg_lambda': 0.7876716115292319}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:22,826] Trial 75 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.08357691506202723, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9138547620406722, 'colsample_bytree': 0.9773422039387831, 'gamma': 0.028817861450904203, 'reg_alpha': 0.9556137204389469, 'reg_lambda': 1.101943174861558}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:22,935] Trial 76 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 26, 'learning_rate': 0.1282397320536609, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9164546062623781, 'colsample_bytree': 0.9627338869917028, 'gamma': 0.024378998237184098, 'reg_alpha': 0.9619671064783412, 'reg_lambda': 1.073959455541693}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:23,300] Trial 77 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.05214312375508036, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.868080628229883, 'colsample_bytree': 0.9798005778534876, 'gamma': 0.43888471766295184, 'reg_alpha': 0.8869577139631056, 'reg_lambda': 1.6840642123485474}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:23,545] Trial 78 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.08091794199643676, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9483625738121699, 'colsample_bytree': 0.9954451406908648, 'gamma': 0.17930936009659426, 'reg_alpha': 0.9204456003748579, 'reg_lambda': 1.1914790762133325}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:23,662] Trial 79 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 27, 'learning_rate': 0.06396449502583541, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9123700607968819, 'colsample_bytree': 0.9592914179370507, 'gamma': 0.5841435034663578, 'reg_alpha': 0.9420367973444591, 'reg_lambda': 0.8520384930130243}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:23,853] Trial 80 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 30, 'learning_rate': 0.0599868379250483, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6148123593011434, 'colsample_bytree': 0.9625706013177286, 'gamma': 0.5984262118909376, 'reg_alpha': 0.8810970986216811, 'reg_lambda': 0.7506683180847404}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:24,012] Trial 81 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 38, 'learning_rate': 0.0764553375637056, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9105032630057414, 'colsample_bytree': 0.9346075172367816, 'gamma': 0.24440658098704665, 'reg_alpha': 0.9411423776596463, 'reg_lambda': 1.101451248737975}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:24,278] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 53, 'learning_rate': 0.09852642931873237, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8804346394819259, 'colsample_bytree': 0.9313099908244297, 'gamma': 0.3138614962657064, 'reg_alpha': 0.9145770083375212, 'reg_lambda': 1.0155107612721057}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:24,513] Trial 83 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 40, 'learning_rate': 0.2783279792308953, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9603304862741733, 'colsample_bytree': 0.8853987421287665, 'gamma': 0.8103965130181991, 'reg_alpha': 0.9521586359181455, 'reg_lambda': 0.8456859869859845}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:24,738] Trial 84 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 46, 'learning_rate': 0.06510504454472346, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9388640910971031, 'colsample_bytree': 0.7991060382394157, 'gamma': 0.6339334945222665, 'reg_alpha': 0.868194186911305, 'reg_lambda': 1.5119584653854783}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:24,971] Trial 85 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 28, 'learning_rate': 0.07481789591578965, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9922869655236788, 'colsample_bytree': 0.9111383612760477, 'gamma': 2.122999327731581, 'reg_alpha': 0.9707154653589086, 'reg_lambda': 0.9586814979302034}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:25,164] Trial 86 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.07694165222495764, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9929791058567846, 'colsample_bytree': 0.9585864177838912, 'gamma': 2.1337407681543077, 'reg_alpha': 0.9790807163057004, 'reg_lambda': 1.2904168901334017}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:25,277] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 26, 'learning_rate': 0.09261613105393986, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9909382416776326, 'colsample_bytree': 0.9104212305345429, 'gamma': 1.84632844938545, 'reg_alpha': 0.9045921277025202, 'reg_lambda': 0.9455813941964454}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:25,524] Trial 88 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 29, 'learning_rate': 0.07375950180030123, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9903501419992178, 'colsample_bytree': 0.9078204278300033, 'gamma': 2.3891820860129926, 'reg_alpha': 0.9021044987568307, 'reg_lambda': 0.8643273034336098}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:25,620] Trial 89 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 20, 'learning_rate': 0.09420325384799559, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9747642370055692, 'colsample_bytree': 0.9156242417742677, 'gamma': 1.7867175056265692, 'reg_alpha': 0.9863976624896762, 'reg_lambda': 1.1279346469167046}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:25,781] Trial 90 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 36, 'learning_rate': 0.05157293506690391, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9691091870304702, 'colsample_bytree': 0.8640920446078961, 'gamma': 1.8482068700508347, 'reg_alpha': 0.916865348363042, 'reg_lambda': 0.917104393579418}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:26,055] Trial 91 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 63, 'learning_rate': 0.10492480643966567, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9451981318709082, 'colsample_bytree': 0.8953148343618594, 'gamma': 2.1615301022422058, 'reg_alpha': 0.8623862870951798, 'reg_lambda': 0.9589036024506999}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:26,185] Trial 92 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 28, 'learning_rate': 0.12206353977819308, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9980162980501031, 'colsample_bytree': 0.8072900958547445, 'gamma': 1.1815324214830758, 'reg_alpha': 0.9499679765646385, 'reg_lambda': 1.0373694461164158}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:26,446] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 76, 'learning_rate': 0.09015675198495088, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.963951860500026, 'colsample_bytree': 0.851361948849435, 'gamma': 2.021819554490377, 'reg_alpha': 0.7905613312298009, 'reg_lambda': 1.222058604609711}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:26,771] Trial 94 finished with value: 0.755952380952381 and parameters: {'n_estimators': 90, 'learning_rate': 0.08604134317279363, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9036400957537921, 'colsample_bytree': 0.9397121232914634, 'gamma': 0.5149065558828554, 'reg_alpha': 0.831533861565105, 'reg_lambda': 0.6974030249490888}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:27,027] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 107, 'learning_rate': 0.07336384496752907, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.900241130141322, 'colsample_bytree': 0.9727708496701504, 'gamma': 0.5421160158886613, 'reg_alpha': 0.7608097580809672, 'reg_lambda': 0.7395364540631917}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:27,382] Trial 96 finished with value: 0.738095238095238 and parameters: {'n_estimators': 93, 'learning_rate': 0.05708090820568592, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8982573707113467, 'colsample_bytree': 0.9380189315315748, 'gamma': 0.19107834688573044, 'reg_alpha': 0.7609335745672698, 'reg_lambda': 0.5683798828294083}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:27,602] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 107, 'learning_rate': 0.07243103953267944, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9047966126830101, 'colsample_bytree': 0.9540794989915209, 'gamma': 0.5039467905127933, 'reg_alpha': 0.7326697750791751, 'reg_lambda': 0.7464214763907556}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:27,966] Trial 98 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.08451987196051788, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.922427225990647, 'colsample_bytree': 0.9689727476645086, 'gamma': 2.37838394731437, 'reg_alpha': 0.8277664327431467, 'reg_lambda': 0.6782880317873352}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:28,192] Trial 99 finished with value: 0.744047619047619 and parameters: {'n_estimators': 118, 'learning_rate': 0.028692602818252564, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.885299235771119, 'colsample_bytree': 0.9885992734288427, 'gamma': 0.7257643470838293, 'reg_alpha': 0.9770576295572976, 'reg_lambda': 0.6988753607012028}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:28,510] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 112, 'learning_rate': 0.026115918338842064, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8423815960784601, 'colsample_bytree': 0.980235915660382, 'gamma': 0.856687947454505, 'reg_alpha': 0.9679102652284973, 'reg_lambda': 0.7109260081168086}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:28,800] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 98, 'learning_rate': 0.029922809202886168, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8721064538338696, 'colsample_bytree': 0.9875844984310097, 'gamma': 0.6801586031522182, 'reg_alpha': 0.998561115279164, 'reg_lambda': 0.8161773066836322}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:29,153] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 131, 'learning_rate': 0.06270808945350832, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8846737642607406, 'colsample_bytree': 0.9224346763134149, 'gamma': 0.29041300667503817, 'reg_alpha': 0.9290369184750809, 'reg_lambda': 0.8675663315424287}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:29,373] Trial 103 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 120, 'learning_rate': 0.07779941426289677, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8597241516470758, 'colsample_bytree': 0.9988624799237691, 'gamma': 0.5117164492169965, 'reg_alpha': 0.9014533991828166, 'reg_lambda': 0.6612300237171714}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:29,673] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 105, 'learning_rate': 0.06979122166719015, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8773828996749796, 'colsample_bytree': 0.9876507279371749, 'gamma': 0.1279460714426004, 'reg_alpha': 0.9693321036832709, 'reg_lambda': 0.6074903880729967}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:29,921] Trial 105 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 141, 'learning_rate': 0.04596000141667485, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8912013263515879, 'colsample_bytree': 0.9714323072884167, 'gamma': 0.5466187844935056, 'reg_alpha': 0.9475072740266386, 'reg_lambda': 0.5090891043531933}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:30,098] Trial 106 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 35, 'learning_rate': 0.022816950462040807, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9759991329997105, 'colsample_bytree': 0.9005798221861294, 'gamma': 0.8882245136981437, 'reg_alpha': 0.701575113694248, 'reg_lambda': 0.9338800431392705}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:30,395] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.08528736873973088, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9088290829061854, 'colsample_bytree': 0.941191783158885, 'gamma': 0.7208557244032214, 'reg_alpha': 0.6401526709106246, 'reg_lambda': 0.7187798503384463}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:30,620] Trial 108 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 81, 'learning_rate': 0.030384494461726395, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9896031492572805, 'colsample_bytree': 0.9552001919089281, 'gamma': 2.0615572771262958, 'reg_alpha': 0.8801055616503146, 'reg_lambda': 0.8167224808108454}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:30,963] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.03204101774545362, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.990969288315333, 'colsample_bytree': 0.9544041998133932, 'gamma': 1.8355179285212089, 'reg_alpha': 0.8748381477553434, 'reg_lambda': 0.7991913449241455}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:31,162] Trial 110 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 85, 'learning_rate': 0.019445458532974292, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9883779853298332, 'colsample_bytree': 0.9152494309489998, 'gamma': 2.5061539113831635, 'reg_alpha': 0.8329282227407021, 'reg_lambda': 0.960855064498391}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:31,471] Trial 111 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 89, 'learning_rate': 0.011165900852783723, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9771840510224072, 'colsample_bytree': 0.9309196750620454, 'gamma': 0.9304547548008437, 'reg_alpha': 0.9029038788940357, 'reg_lambda': 0.8618652002432514}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:31,820] Trial 112 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 97, 'learning_rate': 0.01617552885640248, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9024146558928083, 'colsample_bytree': 0.9687642011738529, 'gamma': 2.0748921392839743, 'reg_alpha': 0.9350357874858716, 'reg_lambda': 0.629441917921934}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:32,110] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 74, 'learning_rate': 0.07849809928789626, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9525914717254872, 'colsample_bytree': 0.9590014314638566, 'gamma': 1.8708440353551143, 'reg_alpha': 0.9815784057927415, 'reg_lambda': 0.7888330723599675}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:32,343] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.0986507209533268, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9228808572952713, 'colsample_bytree': 0.9478793958734107, 'gamma': 2.228020163928354, 'reg_alpha': 0.8425351118623196, 'reg_lambda': 0.884694971788314}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:32,666] Trial 115 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 110, 'learning_rate': 0.028858731224007873, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7777629624929544, 'colsample_bytree': 0.9865213721238162, 'gamma': 1.5773688974257172, 'reg_alpha': 0.8874632874406353, 'reg_lambda': 0.7038562237187397}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:32,757] Trial 116 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 20, 'learning_rate': 0.05043106298008253, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9992316476656261, 'colsample_bytree': 0.9395086623674375, 'gamma': 0.3855058596517226, 'reg_alpha': 0.923974868719422, 'reg_lambda': 0.544792915353971}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:33,062] Trial 117 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 103, 'learning_rate': 0.03878346149906562, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9835420843255986, 'colsample_bytree': 0.8334500096360218, 'gamma': 0.3125682744160443, 'reg_alpha': 0.9157208609285915, 'reg_lambda': 0.5553406211398628}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:33,196] Trial 118 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 21, 'learning_rate': 0.051061272300091866, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9990292645449512, 'colsample_bytree': 0.9239386544625182, 'gamma': 0.40568466587771623, 'reg_alpha': 0.8489483932245195, 'reg_lambda': 0.6316959541112948}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:33,427] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 49, 'learning_rate': 0.03600083672163403, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.625743018166981, 'colsample_bytree': 0.8879866664653627, 'gamma': 0.13150008154990392, 'reg_alpha': 0.9652214865812131, 'reg_lambda': 0.5607500775369882}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:33,683] Trial 120 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 44, 'learning_rate': 0.042004601131403946, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9699474680830422, 'colsample_bytree': 0.9343215791632344, 'gamma': 2.356395608022754, 'reg_alpha': 0.8229536914149009, 'reg_lambda': 1.836858370802171}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:33,790] Trial 121 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 31, 'learning_rate': 0.05892624507966401, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9893600182555946, 'colsample_bytree': 0.9428288895103055, 'gamma': 0.4752283947506213, 'reg_alpha': 0.9402094328498052, 'reg_lambda': 0.8269460177811014}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:34,068] Trial 122 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 31, 'learning_rate': 0.058144435907424956, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9854793989458391, 'colsample_bytree': 0.9412316485962433, 'gamma': 0.4572743507037844, 'reg_alpha': 0.9278377736579235, 'reg_lambda': 0.7586495543984693}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:34,218] Trial 123 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 38, 'learning_rate': 0.047906603425378634, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.998899408809925, 'colsample_bytree': 0.9141999180592552, 'gamma': 0.271176555907795, 'reg_alpha': 0.9821682262828042, 'reg_lambda': 1.0871507487349903}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:34,529] Trial 124 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.06854665256059964, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9792313249123606, 'colsample_bytree': 0.968557979923782, 'gamma': 2.0963945607459875, 'reg_alpha': 0.7792881727750152, 'reg_lambda': 1.6081356069513235}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:34,789] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 24, 'learning_rate': 0.06109538501659552, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9898108753293267, 'colsample_bytree': 0.8790849574625537, 'gamma': 2.655551051857784, 'reg_alpha': 0.8868538625254391, 'reg_lambda': 0.9786085174193659}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:34,950] Trial 126 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.055969033131705426, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9864000295825097, 'colsample_bytree': 0.9041392919284348, 'gamma': 0.3504727793458766, 'reg_alpha': 0.8832345153552966, 'reg_lambda': 0.657491109256497}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:35,051] Trial 127 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.05001334724060296, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9957983442890856, 'colsample_bytree': 0.8801960404570548, 'gamma': 2.817789015782273, 'reg_alpha': 0.9005453051655405, 'reg_lambda': 0.9462784884861936}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:35,271] Trial 128 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 31, 'learning_rate': 0.044330784109534005, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9569845271034626, 'colsample_bytree': 0.9265465941473614, 'gamma': 3.256198765918078, 'reg_alpha': 0.8557779517232827, 'reg_lambda': 0.8237786462869299}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:35,419] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 26, 'learning_rate': 0.061950282150704195, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9672933439075013, 'colsample_bytree': 0.8965187439607096, 'gamma': 0.7295962109137536, 'reg_alpha': 0.8021129087869394, 'reg_lambda': 0.9144827343032289}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:35,562] Trial 130 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 26, 'learning_rate': 0.061568752555098846, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.991395977672621, 'colsample_bytree': 0.8929316013048585, 'gamma': 0.5199471118858209, 'reg_alpha': 0.743400881515183, 'reg_lambda': 0.9817510763910101}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:35,815] Trial 131 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 34, 'learning_rate': 0.05499542339516692, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9658819476113897, 'colsample_bytree': 0.9099364320310113, 'gamma': 0.7341236807699416, 'reg_alpha': 0.8085337430480042, 'reg_lambda': 0.9195354025628668}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:35,983] Trial 132 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 39, 'learning_rate': 0.07171926778561243, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9795002069157527, 'colsample_bytree': 0.9185638414171673, 'gamma': 1.4279981832070743, 'reg_alpha': 0.9172787856360167, 'reg_lambda': 0.7768705073283765}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:36,266] Trial 133 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 29, 'learning_rate': 0.06568923522621466, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9993088399940544, 'colsample_bytree': 0.8678904890248593, 'gamma': 0.10356010099424556, 'reg_alpha': 0.8665003734353937, 'reg_lambda': 0.7055389779743211}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:36,393] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 27, 'learning_rate': 0.06036024240650904, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9901713659363973, 'colsample_bytree': 0.881706917256509, 'gamma': 0.09744118590783035, 'reg_alpha': 0.8638149259708091, 'reg_lambda': 2.2189960359649867}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:36,607] Trial 135 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 20, 'learning_rate': 0.0669091127722193, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.973079036205219, 'colsample_bytree': 0.8637388988971442, 'gamma': 4.81732524455342, 'reg_alpha': 0.8000753710202861, 'reg_lambda': 1.11264468689657}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:36,727] Trial 136 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.0883101571190841, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9986727766022004, 'colsample_bytree': 0.8694517202014217, 'gamma': 0.22391228626262594, 'reg_alpha': 0.7683911310365984, 'reg_lambda': 0.8917130172196329}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:36,944] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 45, 'learning_rate': 0.08094726586179488, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9848882214195676, 'colsample_bytree': 0.9371636314019403, 'gamma': 0.4221675403672621, 'reg_alpha': 0.8821181212584983, 'reg_lambda': 0.823393219810462}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:37,120] Trial 138 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.07277895882677736, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9634534262292519, 'colsample_bytree': 0.9010962965832875, 'gamma': 4.361402386447462, 'reg_alpha': 0.11882212818162341, 'reg_lambda': 1.0465487215071252}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:37,341] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 26, 'learning_rate': 0.07686197714855376, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9812277582516703, 'colsample_bytree': 0.8736692179084734, 'gamma': 0.09478580027901173, 'reg_alpha': 0.8242220470500905, 'reg_lambda': 0.9910125149984578}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:37,551] Trial 140 finished with value: 0.693452380952381 and parameters: {'n_estimators': 30, 'learning_rate': 0.09161761689419008, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9491128715021411, 'colsample_bytree': 0.8559311942160766, 'gamma': 0.007734168458927937, 'reg_alpha': 0.820242122173343, 'reg_lambda': 1.4084987168427383}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:37,794] Trial 141 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 25, 'learning_rate': 0.07643462432618185, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9806109349882506, 'colsample_bytree': 0.8745581438134837, 'gamma': 0.13609055959443392, 'reg_alpha': 0.8404808092520901, 'reg_lambda': 0.997565408432512}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:37,910] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 35, 'learning_rate': 0.06274759067316885, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9999569904240578, 'colsample_bytree': 0.891073949617953, 'gamma': 0.301719905202768, 'reg_alpha': 0.7864417476572205, 'reg_lambda': 0.93389244594786}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:38,151] Trial 143 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 36, 'learning_rate': 0.06514761379356461, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9986321831031165, 'colsample_bytree': 0.8870771714599182, 'gamma': 0.26125673743200656, 'reg_alpha': 0.8003332197818472, 'reg_lambda': 0.8992427593453264}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:38,274] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 35, 'learning_rate': 0.05281883399527139, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9924077655955432, 'colsample_bytree': 0.892650066605356, 'gamma': 0.2519160667087073, 'reg_alpha': 0.7972376117839132, 'reg_lambda': 1.1894157295426246}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:38,424] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.06606628770453457, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9935807626181302, 'colsample_bytree': 0.893287358135999, 'gamma': 0.22270678719246492, 'reg_alpha': 0.7918476338315135, 'reg_lambda': 1.152507437831695}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:38,621] Trial 146 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 38, 'learning_rate': 0.0643408678087622, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9996938131429911, 'colsample_bytree': 0.8989449001453815, 'gamma': 0.09721577530019339, 'reg_alpha': 0.7267146668484185, 'reg_lambda': 1.0605230123483624}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:38,791] Trial 147 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 29, 'learning_rate': 0.05359199679379287, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9999378457380053, 'colsample_bytree': 0.8871923696946593, 'gamma': 0.11367145136678261, 'reg_alpha': 0.7288168628536159, 'reg_lambda': 0.8905571587215687}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:38,896] Trial 148 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 28, 'learning_rate': 0.052074569680474386, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.974057767621163, 'colsample_bytree': 0.9027488764681418, 'gamma': 0.08301228594187668, 'reg_alpha': 0.7016275623776661, 'reg_lambda': 1.0697619163463472}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:39,168] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 29, 'learning_rate': 0.04685306677465555, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9735750297806892, 'colsample_bytree': 0.9002963676644626, 'gamma': 0.0829327967394031, 'reg_alpha': 0.6950163413022081, 'reg_lambda': 1.045998249172729}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:39,284] Trial 150 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 20, 'learning_rate': 0.05423413414374074, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9824722158245407, 'colsample_bytree': 0.9097958984354744, 'gamma': 0.10555137556338394, 'reg_alpha': 0.7381059137305314, 'reg_lambda': 1.1921669413424087}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:39,451] Trial 151 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.0579740899678617, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.990090188528628, 'colsample_bytree': 0.8873681963849706, 'gamma': 0.2244032301024504, 'reg_alpha': 0.7144374376911671, 'reg_lambda': 1.097573691850363}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:39,696] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 28, 'learning_rate': 0.057967549729962285, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9908945193561364, 'colsample_bytree': 0.866250215221649, 'gamma': 0.015172988682576716, 'reg_alpha': 0.6840396946796632, 'reg_lambda': 0.9408092706507851}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:39,883] Trial 153 finished with value: 0.761904761904762 and parameters: {'n_estimators': 42, 'learning_rate': 0.049360534806664774, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9990426252510035, 'colsample_bytree': 0.8698250282138894, 'gamma': 0.01484133402367524, 'reg_alpha': 0.6602372627443307, 'reg_lambda': 0.9418881366501053}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:40,165] Trial 154 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 43, 'learning_rate': 0.03948090162170035, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9693362933149349, 'colsample_bytree': 0.8630209553168297, 'gamma': 0.012097006349650177, 'reg_alpha': 0.6593566510895692, 'reg_lambda': 1.0149854182992326}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:40,272] Trial 155 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 26, 'learning_rate': 0.050769413489344564, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9766652258963043, 'colsample_bytree': 0.8726758834278263, 'gamma': 0.005999283682648458, 'reg_alpha': 0.5826875736381217, 'reg_lambda': 1.0588088525480421}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:40,543] Trial 156 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 50, 'learning_rate': 0.045824198323137236, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9900142871162562, 'colsample_bytree': 0.8458956063724881, 'gamma': 0.16891809267652932, 'reg_alpha': 0.7221366554909212, 'reg_lambda': 0.9678010148947165}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:40,796] Trial 157 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 40, 'learning_rate': 0.04908099147631172, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9843337340468016, 'colsample_bytree': 0.870935224752586, 'gamma': 0.1705277534318068, 'reg_alpha': 0.6818730565186683, 'reg_lambda': 0.8593641493255347}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,000] Trial 158 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 42, 'learning_rate': 0.04910582223870536, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9999682946812878, 'colsample_bytree': 0.8989402024090315, 'gamma': 0.21839372896883558, 'reg_alpha': 0.6867998917370229, 'reg_lambda': 0.8609460547938386}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,217] Trial 159 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.05212157308792465, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9887346390604067, 'colsample_bytree': 0.8549046365715535, 'gamma': 0.3567670692779312, 'reg_alpha': 0.6670743326437963, 'reg_lambda': 0.9147507180439242}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,337] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.054711093262223356, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.966458801378924, 'colsample_bytree': 0.8843105083611258, 'gamma': 0.15643069275025034, 'reg_alpha': 0.6420778362957589, 'reg_lambda': 1.1185174326101566}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,462] Trial 161 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 29, 'learning_rate': 0.04170809817253259, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9821285723875588, 'colsample_bytree': 0.8765463439930341, 'gamma': 0.08233322437819796, 'reg_alpha': 0.7039535904924723, 'reg_lambda': 0.9945536387233663}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,657] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 33, 'learning_rate': 0.044748750679448494, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9780860032073803, 'colsample_bytree': 0.8681007850993744, 'gamma': 0.15816935879844854, 'reg_alpha': 0.7103126722254509, 'reg_lambda': 1.0772214722943751}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,782] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 31, 'learning_rate': 0.042441045292775, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9759526284970218, 'colsample_bytree': 0.8810755921780488, 'gamma': 0.07164984142555832, 'reg_alpha': 0.7196263575658408, 'reg_lambda': 1.071784395820209}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,982] Trial 164 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 32, 'learning_rate': 0.043975991081016894, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9942128379972545, 'colsample_bytree': 0.8671249690116156, 'gamma': 0.3458456877733333, 'reg_alpha': 0.7218517959349037, 'reg_lambda': 1.1765173824550954}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:42,236] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.03731176597842443, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9797164229222695, 'colsample_bytree': 0.879363786167323, 'gamma': 0.003375950934417421, 'reg_alpha': 0.7510856418210272, 'reg_lambda': 1.2601736250333406}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:42,342] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 23, 'learning_rate': 0.04256661898279799, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.960300498065261, 'colsample_bytree': 0.8876565214874705, 'gamma': 0.19687181064944193, 'reg_alpha': 0.6176810405870583, 'reg_lambda': 1.0239863398036788}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:42,602] Trial 167 finished with value: 0.738095238095238 and parameters: {'n_estimators': 31, 'learning_rate': 0.03220857217231957, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9911950457679365, 'colsample_bytree': 0.8588399575607618, 'gamma': 1.9186148330804549, 'reg_alpha': 0.7217750007546199, 'reg_lambda': 0.9466683380188683}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:42,708] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.056682928464671295, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9854368296501906, 'colsample_bytree': 0.8410870017245218, 'gamma': 0.2762597758632583, 'reg_alpha': 0.7039102151189978, 'reg_lambda': 1.1226711264847629}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:42,902] Trial 169 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 35, 'learning_rate': 0.034328776150667734, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9711327676256816, 'colsample_bytree': 0.892282168360619, 'gamma': 1.7311736366501354, 'reg_alpha': 0.6619111117801695, 'reg_lambda': 1.0842428287370502}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:43,068] Trial 170 finished with value: 0.755952380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.045899838605929395, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.993335799196364, 'colsample_bytree': 0.8774766930798165, 'gamma': 0.4058811585654432, 'reg_alpha': 0.7501421882862896, 'reg_lambda': 2.773863789808029}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:43,257] Trial 171 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 48, 'learning_rate': 0.046094437054209, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9993671715525014, 'colsample_bytree': 0.8793776189913233, 'gamma': 0.3700998989587756, 'reg_alpha': 0.7468770943818736, 'reg_lambda': 2.9819195497189033}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:43,569] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 28, 'learning_rate': 0.0428933982042608, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9899643391920542, 'colsample_bytree': 0.8641744502898626, 'gamma': 0.11479244636271013, 'reg_alpha': 0.7681026512860665, 'reg_lambda': 2.451071452655128}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:43,795] Trial 173 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 38, 'learning_rate': 0.039348139176209086, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9812255258938909, 'colsample_bytree': 0.8510325497899577, 'gamma': 0.4626067519185175, 'reg_alpha': 0.7167459980897487, 'reg_lambda': 2.631999604303066}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:43,942] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.04046526668547394, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9751633487809719, 'colsample_bytree': 0.8467666115626299, 'gamma': 0.631772980052079, 'reg_alpha': 0.7311234001373789, 'reg_lambda': 2.7483590830884728}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:44,215] Trial 175 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 53, 'learning_rate': 0.038477995659283615, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.982088144329834, 'colsample_bytree': 0.854105547239138, 'gamma': 0.0056678837203933494, 'reg_alpha': 0.6902448587196824, 'reg_lambda': 2.8630131137672805}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:44,409] Trial 176 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 45, 'learning_rate': 0.045137877846774074, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7284059407132081, 'colsample_bytree': 0.8837219558482391, 'gamma': 0.26493920282174366, 'reg_alpha': 0.7107238199489033, 'reg_lambda': 0.8974707625559003}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:44,613] Trial 177 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 35, 'learning_rate': 0.033935277538792157, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9641544021120402, 'colsample_bytree': 0.8659729118559516, 'gamma': 0.4797347508895527, 'reg_alpha': 0.73713199199405, 'reg_lambda': 1.9074139739448166}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:44,805] Trial 178 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 32, 'learning_rate': 0.04120850085154377, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.991556800090343, 'colsample_bytree': 0.8972530509704278, 'gamma': 0.17001288844889717, 'reg_alpha': 0.7508509836080713, 'reg_lambda': 2.8060555403585243}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:45,004] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.05896896766222714, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9787863643116743, 'colsample_bytree': 0.8757684919125612, 'gamma': 0.43599741590807634, 'reg_alpha': 0.6736015123213749, 'reg_lambda': 2.7608864251996104}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:45,197] Trial 180 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 50, 'learning_rate': 0.04800979133664006, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9564834354750843, 'colsample_bytree': 0.9071223681065066, 'gamma': 0.09325763975919821, 'reg_alpha': 0.5988389265022819, 'reg_lambda': 2.663197262428127}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:45,407] Trial 181 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.05426758317891648, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9926614441383413, 'colsample_bytree': 0.8888266507816686, 'gamma': 0.3492900068656888, 'reg_alpha': 0.6468723401335849, 'reg_lambda': 2.1621799491429434}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:45,629] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.05143641723712253, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9846005408343841, 'colsample_bytree': 0.8770493989257591, 'gamma': 0.23633554682325156, 'reg_alpha': 0.7173719587046643, 'reg_lambda': 0.9469091153855244}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:45,791] Trial 183 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 30, 'learning_rate': 0.05788041413180672, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9853736122327779, 'colsample_bytree': 0.8729676372638796, 'gamma': 0.23137311340980238, 'reg_alpha': 0.719174457991037, 'reg_lambda': 0.9683989683397605}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:46,017] Trial 184 finished with value: 0.738095238095238 and parameters: {'n_estimators': 36, 'learning_rate': 0.04675857332704864, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9712052470714125, 'colsample_bytree': 0.831366546859968, 'gamma': 0.5826362834913207, 'reg_alpha': 0.7714060032209079, 'reg_lambda': 1.0093606688391896}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:46,198] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.03650537542225597, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9816895412927282, 'colsample_bytree': 0.8579810900933083, 'gamma': 0.11751966057637671, 'reg_alpha': 0.7052752067790166, 'reg_lambda': 2.633077359603823}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:46,434] Trial 186 finished with value: 0.755952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.06242436639244509, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9995733163749828, 'colsample_bytree': 0.8802998071074113, 'gamma': 0.24171502762204522, 'reg_alpha': 0.5135526797608261, 'reg_lambda': 0.7781865836634448}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:46,590] Trial 187 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 29, 'learning_rate': 0.06193717855083989, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.998970653925712, 'colsample_bytree': 0.8812478140780541, 'gamma': 0.28023963086548664, 'reg_alpha': 0.5200581538009119, 'reg_lambda': 0.9334181664995282}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:46,803] Trial 188 finished with value: 0.75 and parameters: {'n_estimators': 24, 'learning_rate': 0.06982326598782695, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9999636362945744, 'colsample_bytree': 0.8956314926595161, 'gamma': 0.23742375829838502, 'reg_alpha': 0.6842860312652601, 'reg_lambda': 1.0395749162855858}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:47,044] Trial 189 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 33, 'learning_rate': 0.05808904871294672, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8058710600435512, 'colsample_bytree': 0.8656777868083936, 'gamma': 0.4643646867536363, 'reg_alpha': 0.7576268518390422, 'reg_lambda': 0.851676626070618}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:47,158] Trial 190 finished with value: 0.761904761904762 and parameters: {'n_estimators': 38, 'learning_rate': 0.06352640218330705, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9756197879275846, 'colsample_bytree': 0.8750097253800658, 'gamma': 0.07670273371669029, 'reg_alpha': 0.4585300924279163, 'reg_lambda': 0.7839005699643465}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:47,291] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 38, 'learning_rate': 0.06404900746763026, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9773552237129457, 'colsample_bytree': 0.8782559826500062, 'gamma': 0.10151978821365848, 'reg_alpha': 0.4657243107993406, 'reg_lambda': 0.7381549250605381}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:47,492] Trial 192 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.05355110341235475, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9752218404124245, 'colsample_bytree': 0.8747445459977771, 'gamma': 0.0010972107770780143, 'reg_alpha': 0.4675710299027074, 'reg_lambda': 0.7795319635611221}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:47,713] Trial 193 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 45, 'learning_rate': 0.06401925328254182, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9680818035298909, 'colsample_bytree': 0.8841231047199198, 'gamma': 0.09634939444867116, 'reg_alpha': 0.4840158085501104, 'reg_lambda': 0.7308049295319363}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:47,865] Trial 194 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 40, 'learning_rate': 0.0666492227674326, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9852200849325681, 'colsample_bytree': 0.8503162611943246, 'gamma': 0.17267051980395115, 'reg_alpha': 0.39870149633232654, 'reg_lambda': 0.7962460264555368}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:48,062] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.05094041777865714, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9775261381254259, 'colsample_bytree': 0.871974322976095, 'gamma': 0.3221939679057844, 'reg_alpha': 0.371038049951452, 'reg_lambda': 0.6872700518148567}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:48,285] Trial 196 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 55, 'learning_rate': 0.06046878881133577, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9902733169660548, 'colsample_bytree': 0.862418644529535, 'gamma': 0.08530672379600787, 'reg_alpha': 0.41703224601121097, 'reg_lambda': 0.755273781839085}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:48,694] Trial 197 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 56, 'learning_rate': 0.06218273055889714, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9914796527652974, 'colsample_bytree': 0.602779964000488, 'gamma': 0.0822441538491286, 'reg_alpha': 0.43971043313504554, 'reg_lambda': 0.7499492190242804}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:48,888] Trial 198 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 51, 'learning_rate': 0.057073426950238766, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9876476589922761, 'colsample_bytree': 0.8902241700548282, 'gamma': 0.2377681172908117, 'reg_alpha': 0.43163163861289167, 'reg_lambda': 0.6190583613934535}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:49,133] Trial 199 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 51, 'learning_rate': 0.05520836499637161, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9844949725594535, 'colsample_bytree': 0.8891313723873538, 'gamma': 0.25863786812721734, 'reg_alpha': 0.4126297397678684, 'reg_lambda': 0.6566594425371289}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:49,137] A new study created in memory with name: no-name-c35fb8be-81b4-4d63-8406-0880ee9ff7ff
[I 2025-11-03 20:25:49,461] Trial 0 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 181, 'learning_rate': 0.016553258508294668, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7739102724907707, 'colsample_bytree': 0.7211855433779334, 'gamma': 4.646964703393802, 'reg_alpha': 0.9581501298371877, 'reg_lambda': 2.1266621752912847}. Best is trial 0 with value: 0.6726190476190476.
[I 2025-11-03 20:25:49,657] Trial 1 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 96, 'learning_rate': 0.010342135030602238, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6157313680995897, 'colsample_bytree': 0.8618936354334139, 'gamma': 4.727985067243996, 'reg_alpha': 0.10660705820025873, 'reg_lambda': 1.327820356401705}. Best is trial 0 with value: 0.6726190476190476.
[I 2025-11-03 20:25:49,880] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 115, 'learning_rate': 0.01200369413143523, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9755243287414597, 'colsample_bytree': 0.7875970467627755, 'gamma': 0.5437745392078935, 'reg_alpha': 0.3524386921454856, 'reg_lambda': 1.0303168478991718}. Best is trial 0 with value: 0.6726190476190476.
[I 2025-11-03 20:25:50,173] Trial 3 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 79, 'learning_rate': 0.08194036255889288, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6274657988088921, 'colsample_bytree': 0.6270047249389483, 'gamma': 2.9586730306810964, 'reg_alpha': 0.4172601246275167, 'reg_lambda': 2.799341579696467}. Best is trial 3 with value: 0.7023809523809523.
[I 2025-11-03 20:25:50,450] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 143, 'learning_rate': 0.0157247586808757, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.7253088459603355, 'colsample_bytree': 0.9120586449821131, 'gamma': 4.785023497227892, 'reg_alpha': 0.32183695496726195, 'reg_lambda': 2.9396531060866318}. Best is trial 3 with value: 0.7023809523809523.
[I 2025-11-03 20:25:50,760] Trial 5 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 67, 'learning_rate': 0.013716521338998866, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7512292594137704, 'colsample_bytree': 0.673851837864392, 'gamma': 3.6787611221629635, 'reg_alpha': 0.4657433573604579, 'reg_lambda': 1.2314367689093264}. Best is trial 3 with value: 0.7023809523809523.
[I 2025-11-03 20:25:51,055] Trial 6 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 209, 'learning_rate': 0.12594690503558303, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9341324707523746, 'colsample_bytree': 0.8754472577201453, 'gamma': 2.657350829680845, 'reg_alpha': 0.4826459419384197, 'reg_lambda': 0.830443687532167}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:51,450] Trial 7 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 102, 'learning_rate': 0.1327796513005533, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7241225044156292, 'colsample_bytree': 0.6847054740466756, 'gamma': 4.212418974469877, 'reg_alpha': 0.8781302695240746, 'reg_lambda': 1.059755432852336}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:51,767] Trial 8 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 188, 'learning_rate': 0.02592664280358504, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6842578597691664, 'colsample_bytree': 0.7093430443530133, 'gamma': 1.2310917699036295, 'reg_alpha': 0.7955479308624208, 'reg_lambda': 2.7439055399852683}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:52,003] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 137, 'learning_rate': 0.06187085920251149, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.6083068709674545, 'colsample_bytree': 0.9270541221325785, 'gamma': 3.8058766864072027, 'reg_alpha': 0.13382904061508905, 'reg_lambda': 2.4725057888511257}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:52,455] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.2992813589516502, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9293385889087344, 'colsample_bytree': 0.9811257159881088, 'gamma': 1.9605297971313658, 'reg_alpha': 0.6509616471251873, 'reg_lambda': 0.5637954057379938}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:52,617] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 35, 'learning_rate': 0.07971218732425966, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8756292164991111, 'colsample_bytree': 0.6063421205244903, 'gamma': 2.866435743415346, 'reg_alpha': 0.6147180510972974, 'reg_lambda': 1.836992618219721}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:53,066] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 241, 'learning_rate': 0.13044357005157378, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8444273904821822, 'colsample_bytree': 0.8053988491254261, 'gamma': 2.8818853739267465, 'reg_alpha': 0.32760470838809186, 'reg_lambda': 0.5227625971609027}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:53,363] Trial 13 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 192, 'learning_rate': 0.036461100585576, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9978179588025351, 'colsample_bytree': 0.8137324278450389, 'gamma': 2.183874244509822, 'reg_alpha': 0.5201095217683278, 'reg_lambda': 1.7002332997361906}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:53,544] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 28, 'learning_rate': 0.12848076495324384, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8463935611590596, 'colsample_bytree': 0.8593762673966857, 'gamma': 3.233458659390041, 'reg_alpha': 0.2299444185188842, 'reg_lambda': 2.346042299909785}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:53,843] Trial 15 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 66, 'learning_rate': 0.23233422437213339, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9165996827833544, 'colsample_bytree': 0.6015297043478646, 'gamma': 1.568406588651477, 'reg_alpha': 0.4836835076529717, 'reg_lambda': 1.6425229703939155}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:54,152] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.09312203769085138, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.6697111093876831, 'colsample_bytree': 0.7576686796396535, 'gamma': 2.4969415654570084, 'reg_alpha': 0.7106057124321709, 'reg_lambda': 2.047220120923913}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:54,589] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 156, 'learning_rate': 0.03999058860670003, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8119942700906787, 'colsample_bytree': 0.860133091305694, 'gamma': 0.3050242020274414, 'reg_alpha': 0.023230294414437025, 'reg_lambda': 0.7726944518128905}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:54,835] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 161, 'learning_rate': 0.03803386347814963, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.8053238886325569, 'colsample_bytree': 0.8669070566625944, 'gamma': 0.13213920508962484, 'reg_alpha': 0.06752060956933886, 'reg_lambda': 0.8191398588707631}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:55,186] Trial 19 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 222, 'learning_rate': 0.046498222041735794, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9337858418058667, 'colsample_bytree': 0.9892122671213198, 'gamma': 0.9820524642723001, 'reg_alpha': 0.010779466491275607, 'reg_lambda': 0.788873063765609}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:55,545] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 218, 'learning_rate': 0.18830821403001463, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9349007934616859, 'colsample_bytree': 0.9953076269142018, 'gamma': 0.939070393922651, 'reg_alpha': 0.22427059245650954, 'reg_lambda': 1.4437321929332252}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:56,034] Trial 21 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 219, 'learning_rate': 0.043969225647058234, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8901640856968235, 'colsample_bytree': 0.9406375355507327, 'gamma': 0.25215532098902066, 'reg_alpha': 0.017995196497880256, 'reg_lambda': 0.8058479178378325}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:56,408] Trial 22 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 219, 'learning_rate': 0.056989716665415094, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8948416827561165, 'colsample_bytree': 0.9519386801740435, 'gamma': 1.0392064160338734, 'reg_alpha': 0.18253991614983947, 'reg_lambda': 0.7896724897858367}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:56,835] Trial 23 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 231, 'learning_rate': 0.025119191691279633, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9643228842497681, 'colsample_bytree': 0.9089922194122236, 'gamma': 1.7094303893946048, 'reg_alpha': 0.04722181988006924, 'reg_lambda': 1.0565791348195244}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:57,119] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.04828776323517548, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8701733020113885, 'colsample_bytree': 0.95883747588578, 'gamma': 0.6886122933695433, 'reg_alpha': 0.2589563706827043, 'reg_lambda': 0.7140067753237868}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:57,493] Trial 25 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 179, 'learning_rate': 0.022975571860703033, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9531489417950146, 'colsample_bytree': 0.9437703644821793, 'gamma': 1.4110730806595115, 'reg_alpha': 0.007508774912836476, 'reg_lambda': 0.9729809169030789}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:57,792] Trial 26 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.030481567052724087, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9079904253363277, 'colsample_bytree': 0.8939647041426398, 'gamma': 0.0826309646140806, 'reg_alpha': 0.13788100173625012, 'reg_lambda': 1.235379422823748}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:58,099] Trial 27 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.029507460924413226, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9019005185131266, 'colsample_bytree': 0.8981722809804646, 'gamma': 0.007856334789533626, 'reg_alpha': 0.13607664627832963, 'reg_lambda': 1.4855347206335616}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:58,455] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 161, 'learning_rate': 0.03153070525958607, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8498298873041394, 'colsample_bytree': 0.8372287565057193, 'gamma': 0.0007149848003904224, 'reg_alpha': 0.15520064378614515, 'reg_lambda': 1.488844708298517}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:58,848] Trial 29 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 177, 'learning_rate': 0.02020657239413346, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.904326737682394, 'colsample_bytree': 0.8918195886845495, 'gamma': 0.5836158530437229, 'reg_alpha': 0.09583459149573187, 'reg_lambda': 1.2478932050293958}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:59,352] Trial 30 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.019149535065145645, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.983659255948574, 'colsample_bytree': 0.9982413480088161, 'gamma': 0.7802420121697244, 'reg_alpha': 0.9784548806549627, 'reg_lambda': 1.9488954697896825}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:59,713] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.019321432195351138, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9918519544866318, 'colsample_bytree': 0.9686223228915148, 'gamma': 0.8178954911876929, 'reg_alpha': 0.9870959779339248, 'reg_lambda': 2.005882062057501}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:00,007] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 198, 'learning_rate': 0.030565460104437094, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9525783117660258, 'colsample_bytree': 0.9749951093945347, 'gamma': 1.1113950021258359, 'reg_alpha': 0.8832005280166042, 'reg_lambda': 1.5056039715792289}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:00,424] Trial 33 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.010381801675927928, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9795647738390328, 'colsample_bytree': 0.9115179149944082, 'gamma': 0.32406512181117253, 'reg_alpha': 0.1153145802692844, 'reg_lambda': 2.3856080539401}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:00,723] Trial 34 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.030636364343954507, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9983519143885251, 'colsample_bytree': 0.9656793209711397, 'gamma': 0.5034021846017982, 'reg_alpha': 0.282424831986189, 'reg_lambda': 2.172594542186665}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:01,048] Trial 35 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 121, 'learning_rate': 0.017168774685483838, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.942067919511899, 'colsample_bytree': 0.7684851732016291, 'gamma': 0.8524770214478969, 'reg_alpha': 0.3710727228394608, 'reg_lambda': 1.3540021837729759}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:01,350] Trial 36 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 180, 'learning_rate': 0.014055457041866858, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9077663645094716, 'colsample_bytree': 0.8334718261038182, 'gamma': 0.005106836388500444, 'reg_alpha': 0.17807682459394403, 'reg_lambda': 1.8117320789234772}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:01,689] Trial 37 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 209, 'learning_rate': 0.06905854065458578, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.786058312423727, 'colsample_bytree': 0.8901670430837472, 'gamma': 0.5780794204517659, 'reg_alpha': 0.5498244880740069, 'reg_lambda': 1.1483595413684666}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:02,116] Trial 38 finished with value: 0.75 and parameters: {'n_estimators': 171, 'learning_rate': 0.049796306573916094, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8283649330141314, 'colsample_bytree': 0.9292811239591823, 'gamma': 1.3210624622191742, 'reg_alpha': 0.3913777802058823, 'reg_lambda': 1.5812074659412008}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:02,413] Trial 39 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.05048492666230868, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8252161733645526, 'colsample_bytree': 0.9248512512570959, 'gamma': 1.7774907503428912, 'reg_alpha': 0.39494681899325235, 'reg_lambda': 2.1000797936012074}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:02,646] Trial 40 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 129, 'learning_rate': 0.06566668678125945, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7465132695726172, 'colsample_bytree': 0.9807818613819512, 'gamma': 1.1634670045137065, 'reg_alpha': 0.9117311526802523, 'reg_lambda': 1.589738459400396}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:03,037] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 168, 'learning_rate': 0.02759746424964346, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8729826904964381, 'colsample_bytree': 0.9316207294340273, 'gamma': 1.3564764058316894, 'reg_alpha': 0.7939825879390046, 'reg_lambda': 1.3633674107201195}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:03,393] Trial 42 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.03574900449177626, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9190120742621152, 'colsample_bytree': 0.8882507976184904, 'gamma': 0.4087255254276691, 'reg_alpha': 0.4240396291440067, 'reg_lambda': 1.8555363273859622}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:03,804] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 188, 'learning_rate': 0.019788928202655636, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9573630619974457, 'colsample_bytree': 0.9079380272652668, 'gamma': 0.8502016695823285, 'reg_alpha': 0.07194493993624276, 'reg_lambda': 0.9578025277543909}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:04,064] Trial 44 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 147, 'learning_rate': 0.0441841179642457, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7704728956539026, 'colsample_bytree': 0.9577256954700847, 'gamma': 1.988000514615266, 'reg_alpha': 0.29687559560332444, 'reg_lambda': 1.1747751012712422}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:04,445] Trial 45 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 173, 'learning_rate': 0.02239095673422179, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8888849706365176, 'colsample_bytree': 0.9995655838951811, 'gamma': 0.43771227095857723, 'reg_alpha': 0.22143250867476655, 'reg_lambda': 1.5846974098310214}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:04,817] Trial 46 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 239, 'learning_rate': 0.09875433671196099, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8321726142916779, 'colsample_bytree': 0.9348307082052838, 'gamma': 1.401542043004951, 'reg_alpha': 0.13352913757474938, 'reg_lambda': 1.7168083120466884}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:05,163] Trial 47 finished with value: 0.6875 and parameters: {'n_estimators': 240, 'learning_rate': 0.09053906313054337, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8246808564171354, 'colsample_bytree': 0.9279620610164622, 'gamma': 4.979723929370165, 'reg_alpha': 0.765452730098942, 'reg_lambda': 2.2187145672982815}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:05,379] Trial 48 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 96, 'learning_rate': 0.10250218169143219, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8451454498410165, 'colsample_bytree': 0.9750892330007371, 'gamma': 1.5697881979114419, 'reg_alpha': 0.5457219475534881, 'reg_lambda': 2.0093553117995326}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:05,748] Trial 49 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 225, 'learning_rate': 0.15176563753339356, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.860492669975495, 'colsample_bytree': 0.6539981400833599, 'gamma': 2.112702158360383, 'reg_alpha': 0.6471607161419846, 'reg_lambda': 2.6040819307959246}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:05,977] Trial 50 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.06905987002373604, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8289303120898407, 'colsample_bytree': 0.9439069668042683, 'gamma': 1.3287718071318748, 'reg_alpha': 0.08747636231349006, 'reg_lambda': 1.754835809430294}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:06,372] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.054902306151584535, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9271557347742584, 'colsample_bytree': 0.9023324537374205, 'gamma': 0.16313485218369683, 'reg_alpha': 0.13820083201159353, 'reg_lambda': 1.907844899035151}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:06,658] Trial 52 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 208, 'learning_rate': 0.03230305165132459, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7882051680204413, 'colsample_bytree': 0.8786013331277267, 'gamma': 1.044320836562624, 'reg_alpha': 0.19448501770420293, 'reg_lambda': 1.7261902602941908}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:07,149] Trial 53 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 187, 'learning_rate': 0.015555931888104361, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9705578415990177, 'colsample_bytree': 0.8474091587766875, 'gamma': 2.3843573853042983, 'reg_alpha': 0.12920394420043713, 'reg_lambda': 1.2857778445745307}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:07,543] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.04085669870932099, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8871989047359224, 'colsample_bytree': 0.9253012097128582, 'gamma': 0.6760569194951787, 'reg_alpha': 0.3282183418073493, 'reg_lambda': 1.4259964424958667}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:07,994] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.07639665604059558, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9393596919069397, 'colsample_bytree': 0.9692099828950962, 'gamma': 1.7700254788852268, 'reg_alpha': 0.059494361938811705, 'reg_lambda': 1.6720442715299724}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:08,227] Trial 56 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 136, 'learning_rate': 0.027221521603282856, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8594862680929409, 'colsample_bytree': 0.987630250926611, 'gamma': 3.370007524339744, 'reg_alpha': 0.44757185965661067, 'reg_lambda': 0.5920030819721093}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:08,572] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.03486881851923638, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7021920094344236, 'colsample_bytree': 0.7323422807661212, 'gamma': 1.566356356228397, 'reg_alpha': 0.2550474002503943, 'reg_lambda': 0.9306795960559914}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:08,961] Trial 58 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 225, 'learning_rate': 0.05907488173469069, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9088755604699442, 'colsample_bytree': 0.9422903034036966, 'gamma': 0.1748467543197788, 'reg_alpha': 0.0048087814714887975, 'reg_lambda': 1.5657993434836102}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:09,289] Trial 59 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.11145488781460676, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8133346143876456, 'colsample_bytree': 0.9495959326733683, 'gamma': 0.9194745986873765, 'reg_alpha': 0.0446555148404481, 'reg_lambda': 1.5655240140708016}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:09,609] Trial 60 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 226, 'learning_rate': 0.05885621224327658, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6495050190675957, 'colsample_bytree': 0.9335238162984064, 'gamma': 4.212098567877914, 'reg_alpha': 4.807101022341609e-05, 'reg_lambda': 1.7855368293677423}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:09,927] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.0505302464558977, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9053879482857595, 'colsample_bytree': 0.9593092485335742, 'gamma': 0.14971592886748708, 'reg_alpha': 0.15203424149262768, 'reg_lambda': 1.3876086282962283}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:10,406] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.045789774658104125, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9151937512678636, 'colsample_bytree': 0.8760699230384389, 'gamma': 0.2557764364696145, 'reg_alpha': 0.03445910005494401, 'reg_lambda': 1.5436735819122251}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:10,726] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.02454144075284523, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8811956774740239, 'colsample_bytree': 0.9163083261711323, 'gamma': 0.7000990644616516, 'reg_alpha': 0.08816427192341106, 'reg_lambda': 1.6573783923671437}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:11,114] Trial 64 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 226, 'learning_rate': 0.04055142169787733, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9254606514792219, 'colsample_bytree': 0.8961410121208294, 'gamma': 0.3494957171591638, 'reg_alpha': 0.10765947330370734, 'reg_lambda': 1.1153842480232035}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:11,475] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.07308288896708907, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.988911222036642, 'colsample_bytree': 0.9431347233206421, 'gamma': 0.0030120019582864643, 'reg_alpha': 0.19524577756257672, 'reg_lambda': 0.6593680066770002}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:11,889] Trial 66 finished with value: 0.738095238095238 and parameters: {'n_estimators': 233, 'learning_rate': 0.14571312720949475, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9486409547465631, 'colsample_bytree': 0.9879554607734695, 'gamma': 0.45833046706384284, 'reg_alpha': 0.1641114457871026, 'reg_lambda': 1.923320835385796}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:12,155] Trial 67 finished with value: 0.5 and parameters: {'n_estimators': 168, 'learning_rate': 0.08860548982020078, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8977794436041845, 'colsample_bytree': 0.9166328811986304, 'gamma': 1.1690440664794368, 'reg_alpha': 0.02818600393239521, 'reg_lambda': 1.2887410463840825}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:12,358] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.017339943723234705, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.835709198801276, 'colsample_bytree': 0.9599448014491127, 'gamma': 0.5960468249267123, 'reg_alpha': 0.5892792012757071, 'reg_lambda': 1.46728038728854}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:12,787] Trial 69 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 200, 'learning_rate': 0.060017673594705695, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.968056480020278, 'colsample_bytree': 0.9713580760668334, 'gamma': 0.9355462546121116, 'reg_alpha': 0.7329266636083189, 'reg_lambda': 1.6226486630391146}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:13,149] Trial 70 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.01189632541845469, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8546138054552125, 'colsample_bytree': 0.8217548905948809, 'gamma': 0.1848133493445616, 'reg_alpha': 0.23759178719260804, 'reg_lambda': 2.030725200091571}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:13,436] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.0353184527995203, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9184824168045452, 'colsample_bytree': 0.8795990326330463, 'gamma': 0.43013956033207307, 'reg_alpha': 0.41989891799224005, 'reg_lambda': 1.8590156012002574}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:13,771] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 193, 'learning_rate': 0.028276870524235678, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9348174830302879, 'colsample_bytree': 0.8677057326923864, 'gamma': 0.7661999361390742, 'reg_alpha': 0.3359993717530572, 'reg_lambda': 1.990868014837418}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:14,087] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.03697898372063174, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9084632260823887, 'colsample_bytree': 0.8916491600339407, 'gamma': 0.3477146517223512, 'reg_alpha': 0.4871266838890441, 'reg_lambda': 1.8302805744920152}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:14,583] Trial 74 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 230, 'learning_rate': 0.05214499634677366, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8761286193507152, 'colsample_bytree': 0.8473790029687002, 'gamma': 0.09353636040056432, 'reg_alpha': 0.3756437993658135, 'reg_lambda': 2.2640698910801786}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:14,855] Trial 75 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 187, 'learning_rate': 0.04196789124100032, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8630824042278835, 'colsample_bytree': 0.9371089355595521, 'gamma': 1.2888313337479635, 'reg_alpha': 0.42709706223422744, 'reg_lambda': 1.7256354622756431}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:15,304] Trial 76 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 249, 'learning_rate': 0.03307393639671527, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.922133435327673, 'colsample_bytree': 0.9215163842703392, 'gamma': 0.5216343977870719, 'reg_alpha': 0.06670690487578497, 'reg_lambda': 0.8994687047132328}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:15,755] Trial 77 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.033006199956530424, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9450744913309908, 'colsample_bytree': 0.9214053364342909, 'gamma': 0.5610501066168638, 'reg_alpha': 0.06823351040742913, 'reg_lambda': 1.0375973629627029}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:16,220] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.02233691288643131, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.895565890886061, 'colsample_bytree': 0.9050470063922594, 'gamma': 1.473987481933282, 'reg_alpha': 0.10998225758236471, 'reg_lambda': 0.8762826537474044}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:16,580] Trial 79 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 245, 'learning_rate': 0.02859614739264029, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8380532994101946, 'colsample_bytree': 0.9514659378492203, 'gamma': 1.009756133993512, 'reg_alpha': 0.0018342524536092975, 'reg_lambda': 0.7252074864147503}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:16,893] Trial 80 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 233, 'learning_rate': 0.18611190567065283, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9640456282804427, 'colsample_bytree': 0.9894487814556707, 'gamma': 0.8117628125542111, 'reg_alpha': 0.048118743854857454, 'reg_lambda': 0.868325274184005}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:17,241] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.03843116293128905, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9208800100634968, 'colsample_bytree': 0.8890082634257294, 'gamma': 0.310457748097379, 'reg_alpha': 0.1310336469177237, 'reg_lambda': 1.230120478929469}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:17,550] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.048164947197959274, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9302226738247743, 'colsample_bytree': 0.9325568430912023, 'gamma': 0.6384322826030664, 'reg_alpha': 0.5166231138785378, 'reg_lambda': 1.5204403571250131}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:18,001] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.024864265769099267, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9577439208435667, 'colsample_bytree': 0.9000522678743128, 'gamma': 0.4535015213157371, 'reg_alpha': 0.4493934083783096, 'reg_lambda': 2.1334073373816635}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:18,374] Trial 84 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.045808802198822295, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7952379051302594, 'colsample_bytree': 0.9650931795610873, 'gamma': 0.08708864115920674, 'reg_alpha': 0.08458144670317139, 'reg_lambda': 1.6406092965359116}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:18,728] Trial 85 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.030369401292046197, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.914004633831562, 'colsample_bytree': 0.7869574921219681, 'gamma': 0.24946354268610155, 'reg_alpha': 0.8404950249908356, 'reg_lambda': 1.8634089742556608}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:19,093] Trial 86 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.03474925240806913, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7726546938821954, 'colsample_bytree': 0.91652856938284, 'gamma': 1.086050307103547, 'reg_alpha': 0.3007798365468084, 'reg_lambda': 0.5059698735291049}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:19,433] Trial 87 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 174, 'learning_rate': 0.06477728685992866, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9910585634819877, 'colsample_bytree': 0.9498750819678003, 'gamma': 1.253057330802709, 'reg_alpha': 0.16425148556895802, 'reg_lambda': 1.4609143601350696}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:19,677] Trial 88 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 41, 'learning_rate': 0.0427292720799153, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9775818672627902, 'colsample_bytree': 0.9836053252501017, 'gamma': 0.5140517364333927, 'reg_alpha': 0.948523429165588, 'reg_lambda': 1.410591673381485}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:20,108] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.021321657537809263, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8847643135091464, 'colsample_bytree': 0.9382180883739784, 'gamma': 0.7524383428802457, 'reg_alpha': 0.215372822379996, 'reg_lambda': 1.191119505729752}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:20,418] Trial 90 finished with value: 0.738095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.018884087225575757, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8731381358782677, 'colsample_bytree': 0.8866186175620034, 'gamma': 0.36483721801446867, 'reg_alpha': 0.04321861845249734, 'reg_lambda': 2.9690670850562615}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:20,808] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.025371618254985073, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8800889591831681, 'colsample_bytree': 0.9118864326054602, 'gamma': 0.6899732424737366, 'reg_alpha': 0.10064363826400301, 'reg_lambda': 1.7077019699678504}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:21,118] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 218, 'learning_rate': 0.024399920631082286, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8960270657979778, 'colsample_bytree': 0.9225597642438637, 'gamma': 0.9167578625135978, 'reg_alpha': 0.07146898893953885, 'reg_lambda': 1.7884855252757952}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:21,405] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.029768611988693183, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.815589726504768, 'colsample_bytree': 0.8665855467796744, 'gamma': 0.12133745038844344, 'reg_alpha': 0.013200372989459946, 'reg_lambda': 1.644425127335825}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:21,789] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.033143012279133646, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9035705419524024, 'colsample_bytree': 0.8547776207388833, 'gamma': 0.7207884623977453, 'reg_alpha': 0.13342502791479047, 'reg_lambda': 1.5890114900373589}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:22,116] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.026669594182915906, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9348489368788147, 'colsample_bytree': 0.9051120251466185, 'gamma': 0.21745514504268112, 'reg_alpha': 0.6902889643644137, 'reg_lambda': 1.8994904273810271}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:22,642] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 246, 'learning_rate': 0.037934639421594855, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9381622067437578, 'colsample_bytree': 0.9777710366385306, 'gamma': 0.22922031749309493, 'reg_alpha': 0.6907367494579375, 'reg_lambda': 1.9209458552191199}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:23,001] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 242, 'learning_rate': 0.027509600483242764, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7522309744118405, 'colsample_bytree': 0.900861639690042, 'gamma': 0.04303357723249965, 'reg_alpha': 0.8433489416549004, 'reg_lambda': 1.963806518681324}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:23,363] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.014480819961459637, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9447244940221842, 'colsample_bytree': 0.9480583200206375, 'gamma': 0.42343637797689765, 'reg_alpha': 0.36260569117202557, 'reg_lambda': 1.867460689233083}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:23,610] Trial 99 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.05357038561961432, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9268952832143078, 'colsample_bytree': 0.9290258899135688, 'gamma': 0.541604785586716, 'reg_alpha': 0.6842209458919992, 'reg_lambda': 2.0798347910765886}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:24,045] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.10435587100367774, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9116317657551627, 'colsample_bytree': 0.8832589216785153, 'gamma': 0.22678063050366049, 'reg_alpha': 0.9912243975912397, 'reg_lambda': 1.0828664285155596}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:24,375] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.02089713421176239, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8648824602843366, 'colsample_bytree': 0.9053478500686305, 'gamma': 1.1938463302218894, 'reg_alpha': 0.5610118423845156, 'reg_lambda': 1.7571883244359492}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:24,862] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 212, 'learning_rate': 0.02327375283440623, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8843734807252039, 'colsample_bytree': 0.9122666865288068, 'gamma': 0.6511365711857274, 'reg_alpha': 0.08182291452474783, 'reg_lambda': 1.5363792041259012}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:25,162] Trial 103 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.02626164249575492, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9012320760473059, 'colsample_bytree': 0.919483975026505, 'gamma': 1.0152176925798944, 'reg_alpha': 0.023002509728545617, 'reg_lambda': 1.3228072660527097}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:25,656] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.03182168597379474, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9237904195750988, 'colsample_bytree': 0.9579995345121005, 'gamma': 0.8668490770758697, 'reg_alpha': 0.17947470992502665, 'reg_lambda': 1.6830011906977878}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:25,975] Trial 105 finished with value: 0.761904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.017550988236163693, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.953870329203933, 'colsample_bytree': 0.9402921944600519, 'gamma': 1.411146574977277, 'reg_alpha': 0.1062933981262259, 'reg_lambda': 0.7127056770003295}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:26,334] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 160, 'learning_rate': 0.056601287606688346, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9632266922761438, 'colsample_bytree': 0.9671886963341405, 'gamma': 1.4370093535397161, 'reg_alpha': 0.6142747504672673, 'reg_lambda': 0.6004515820896943}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:26,620] Trial 107 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 167, 'learning_rate': 0.01813538255008427, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9549197837191772, 'colsample_bytree': 0.9346213252060757, 'gamma': 1.6825929911073743, 'reg_alpha': 0.11619750789039257, 'reg_lambda': 0.6852980196939316}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:26,948] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.01314546866811144, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9366865803611972, 'colsample_bytree': 0.9938943484030982, 'gamma': 0.3647438363166856, 'reg_alpha': 0.056302339693184024, 'reg_lambda': 0.9847995836185097}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:27,298] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 197, 'learning_rate': 0.015133048495576264, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9993818261264774, 'colsample_bytree': 0.9413573236563234, 'gamma': 1.8678023903766943, 'reg_alpha': 0.4631554366331708, 'reg_lambda': 0.8504770593296741}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:27,753] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 184, 'learning_rate': 0.016306069643058585, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9762364821126465, 'colsample_bytree': 0.8950383674378192, 'gamma': 1.5712887730150216, 'reg_alpha': 0.15252120561908222, 'reg_lambda': 0.7506066689961874}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:28,048] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.0848096745858922, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.914810266411583, 'colsample_bytree': 0.9266351819432985, 'gamma': 0.12167960469008855, 'reg_alpha': 0.0906567801592889, 'reg_lambda': 0.6400941095708443}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:28,400] Trial 112 finished with value: 0.699404761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.02317337232165478, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.931419896808734, 'colsample_bytree': 0.9113755203603029, 'gamma': 2.6823313230219785, 'reg_alpha': 0.2066378433578498, 'reg_lambda': 0.7957202126827622}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:28,732] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 231, 'learning_rate': 0.03415191175133403, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8907815072823408, 'colsample_bytree': 0.9564973878583287, 'gamma': 0.5574337077815674, 'reg_alpha': 0.3866232068200768, 'reg_lambda': 0.918101017381809}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:29,077] Trial 114 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 223, 'learning_rate': 0.03900855767486922, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.944732724680562, 'colsample_bytree': 0.8703396693739863, 'gamma': 1.1346827571026, 'reg_alpha': 0.026534629071364797, 'reg_lambda': 1.8075118834594388}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:29,400] Trial 115 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 239, 'learning_rate': 0.019915198375330383, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8046623943933519, 'colsample_bytree': 0.9447631445654744, 'gamma': 1.368632728735613, 'reg_alpha': 0.12003762010201793, 'reg_lambda': 1.5009604216150592}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:29,844] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.04717516853252362, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9228650768163348, 'colsample_bytree': 0.9174557216444759, 'gamma': 0.2646212964772541, 'reg_alpha': 0.2611696490541108, 'reg_lambda': 1.7523792500673705}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:30,133] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.04515429423849891, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9194934237224249, 'colsample_bytree': 0.9755309696500379, 'gamma': 0.01830541743257455, 'reg_alpha': 0.28831019703114263, 'reg_lambda': 1.7408397084940048}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:30,556] Trial 118 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 191, 'learning_rate': 0.11985417178116108, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9511474300989043, 'colsample_bytree': 0.9306598881225754, 'gamma': 0.26227891004395365, 'reg_alpha': 0.2443190962996472, 'reg_lambda': 2.0670638180477336}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:30,893] Trial 119 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 177, 'learning_rate': 0.04850070441423817, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9069702958081369, 'colsample_bytree': 0.8972386185037682, 'gamma': 0.17838554104858076, 'reg_alpha': 0.40134041964766937, 'reg_lambda': 1.8972939061477836}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:31,333] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 157, 'learning_rate': 0.06357192018519342, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.986281793454762, 'colsample_bytree': 0.9018251620072865, 'gamma': 0.18108646617620944, 'reg_alpha': 0.4017771424185743, 'reg_lambda': 1.9850791957866418}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:31,640] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 158, 'learning_rate': 0.04868841777729067, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9861871761548476, 'colsample_bytree': 0.896393666078254, 'gamma': 0.15622254289287069, 'reg_alpha': 0.40889195670964257, 'reg_lambda': 2.149190720695156}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:32,073] Trial 122 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 173, 'learning_rate': 0.06531614426669867, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9611554298682333, 'colsample_bytree': 0.9053165332232267, 'gamma': 0.30110067692557996, 'reg_alpha': 0.26502664068608794, 'reg_lambda': 2.0040603762808424}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:32,372] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.07021430119533466, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9814286197502802, 'colsample_bytree': 0.9164700214316115, 'gamma': 0.008260679570764609, 'reg_alpha': 0.39952587941027756, 'reg_lambda': 1.9450811602680806}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:32,753] Trial 124 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.060279929424652066, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9726087855936926, 'colsample_bytree': 0.6959515220527163, 'gamma': 0.17565045426881584, 'reg_alpha': 0.5162011586615405, 'reg_lambda': 1.8911265496038934}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:33,080] Trial 125 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 178, 'learning_rate': 0.07717911924734934, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9068664585562249, 'colsample_bytree': 0.9393210338517146, 'gamma': 0.4590810610309952, 'reg_alpha': 0.3476707735971433, 'reg_lambda': 2.2138025050971057}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:33,595] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 171, 'learning_rate': 0.0541510870131716, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9922941411131988, 'colsample_bytree': 0.9236373618178711, 'gamma': 0.11596699963070872, 'reg_alpha': 0.31593530076734216, 'reg_lambda': 1.6176731915711628}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:33,914] Trial 127 finished with value: 0.761904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.049628358691179986, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9307725480090067, 'colsample_bytree': 0.8760554268838608, 'gamma': 0.3105826597626039, 'reg_alpha': 0.9239848143012726, 'reg_lambda': 1.9907340613382125}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:34,322] Trial 128 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 164, 'learning_rate': 0.04782863040027887, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9320564334036234, 'colsample_bytree': 0.8791913408167304, 'gamma': 0.3351892967826201, 'reg_alpha': 0.945698629216222, 'reg_lambda': 1.9751844766167872}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:34,591] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.05179096011921806, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9339075275684977, 'colsample_bytree': 0.8743162485477411, 'gamma': 0.3733534940714741, 'reg_alpha': 0.9638731449684895, 'reg_lambda': 2.0404912330500746}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:34,938] Trial 130 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 147, 'learning_rate': 0.042701912783042605, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9487310275146119, 'colsample_bytree': 0.8789378129146882, 'gamma': 3.1016717587358973, 'reg_alpha': 0.9204153172386426, 'reg_lambda': 2.31218197495862}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:35,253] Trial 131 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.04727786916245707, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9388841070546566, 'colsample_bytree': 0.8567088899471871, 'gamma': 0.22481245339292427, 'reg_alpha': 0.9124503008839623, 'reg_lambda': 1.9637785873647144}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:35,556] Trial 132 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.049936626407547764, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9198144264072253, 'colsample_bytree': 0.8882238016638236, 'gamma': 0.4762326922616862, 'reg_alpha': 0.9345768652941362, 'reg_lambda': 2.100373678731719}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:35,852] Trial 133 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 170, 'learning_rate': 0.057013230115430254, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.92482417841635, 'colsample_bytree': 0.9020275404890747, 'gamma': 0.29827593482787707, 'reg_alpha': 0.9925316864623505, 'reg_lambda': 1.8017687686917019}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:36,306] Trial 134 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 176, 'learning_rate': 0.04428664669146398, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9563575421589963, 'colsample_bytree': 0.9085660676360181, 'gamma': 0.8346360838702251, 'reg_alpha': 0.9641837741301542, 'reg_lambda': 1.9990102325674906}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:36,580] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 158, 'learning_rate': 0.06077841945355394, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9323814432006454, 'colsample_bytree': 0.9206952301798792, 'gamma': 0.5877974583192795, 'reg_alpha': 0.8892283158264792, 'reg_lambda': 1.8441964520368035}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:36,971] Trial 136 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 139, 'learning_rate': 0.05498991741800881, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9322978399018503, 'colsample_bytree': 0.9636128799048862, 'gamma': 0.6404792733758459, 'reg_alpha': 0.8745255954994744, 'reg_lambda': 1.90691412249001}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:37,236] Trial 137 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.060517222674278205, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9677308725359812, 'colsample_bytree': 0.9533191342540879, 'gamma': 0.6037184246628697, 'reg_alpha': 0.8802822640841779, 'reg_lambda': 2.195075417003676}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:37,643] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.06589272062337974, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9013267729021113, 'colsample_bytree': 0.9653602653696362, 'gamma': 0.999670442690256, 'reg_alpha': 0.852867272398382, 'reg_lambda': 2.043316365140435}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:37,908] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.05488200560458516, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9430223441785988, 'colsample_bytree': 0.7413152822907403, 'gamma': 0.7620580104010596, 'reg_alpha': 0.8885175387142425, 'reg_lambda': 1.8372505254206444}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:38,249] Trial 140 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 146, 'learning_rate': 0.0739290764205011, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9306858214828349, 'colsample_bytree': 0.9708105353065561, 'gamma': 2.215465392507059, 'reg_alpha': 0.931412880994298, 'reg_lambda': 1.977546889889762}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:38,519] Trial 141 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 156, 'learning_rate': 0.0639351577893903, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9394138216396071, 'colsample_bytree': 0.9363875946376546, 'gamma': 0.5131783808141935, 'reg_alpha': 0.8998364458495228, 'reg_lambda': 1.888921466256104}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:38,924] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.05846873750272767, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9099194871659416, 'colsample_bytree': 0.9802720575238972, 'gamma': 0.3687742206948641, 'reg_alpha': 0.8139442229055558, 'reg_lambda': 1.920578072842962}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:39,177] Trial 143 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 181, 'learning_rate': 0.09571346104340271, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9524214042681541, 'colsample_bytree': 0.6337144061025262, 'gamma': 0.6389268363378553, 'reg_alpha': 0.9553912237593117, 'reg_lambda': 2.485510714198838}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:39,564] Trial 144 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 133, 'learning_rate': 0.039950651133323384, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9320909875096809, 'colsample_bytree': 0.94884542613803, 'gamma': 1.225510597917175, 'reg_alpha': 0.8687952474861085, 'reg_lambda': 2.1082394798096358}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:39,848] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.05130036538165218, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6305300037319894, 'colsample_bytree': 0.9620547441936729, 'gamma': 0.4272868790037064, 'reg_alpha': 0.7747323726905937, 'reg_lambda': 1.919556022088887}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:40,173] Trial 146 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 110, 'learning_rate': 0.06234227435353298, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8193539900662781, 'colsample_bytree': 0.9997749080767554, 'gamma': 0.17311817921524794, 'reg_alpha': 0.8217303652065459, 'reg_lambda': 1.706862888111911}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:40,531] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.07044498362541547, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8354338052746613, 'colsample_bytree': 0.9264796560314805, 'gamma': 0.9020572236397675, 'reg_alpha': 0.9759819341381731, 'reg_lambda': 1.8332575475743396}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:40,769] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 149, 'learning_rate': 0.2847272318737617, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9142002622151681, 'colsample_bytree': 0.89379249839671, 'gamma': 0.5665859007011337, 'reg_alpha': 0.9480197389413489, 'reg_lambda': 0.5625924456159538}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:41,145] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.05498491537035688, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8940471217900945, 'colsample_bytree': 0.8841481425245957, 'gamma': 0.7166689853215432, 'reg_alpha': 0.7371696494573613, 'reg_lambda': 2.031114359279661}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:41,508] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.049894089742692965, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9283718998729942, 'colsample_bytree': 0.7984360360047067, 'gamma': 0.09363286632206375, 'reg_alpha': 0.9001301731732235, 'reg_lambda': 1.8813445583688544}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:41,976] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.04702447048772888, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9238554965793695, 'colsample_bytree': 0.9190584827416246, 'gamma': 0.26671233513634546, 'reg_alpha': 0.9322909632779711, 'reg_lambda': 1.784804722538213}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:42,300] Trial 152 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.043163998707104426, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9178919061308456, 'colsample_bytree': 0.909735569891628, 'gamma': 1.4922560748196512, 'reg_alpha': 0.44410044601900556, 'reg_lambda': 1.747115556029534}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:42,579] Trial 153 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 120, 'learning_rate': 0.04788220831311585, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7111399733586562, 'colsample_bytree': 0.9312203838896272, 'gamma': 0.3346189735276454, 'reg_alpha': 0.0029361947356450462, 'reg_lambda': 1.6871525670687961}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:42,812] Trial 154 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 140, 'learning_rate': 0.04099641227015873, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9458965748252975, 'colsample_bytree': 0.9210569524497755, 'gamma': 4.4939340554560845, 'reg_alpha': 0.05958672313742357, 'reg_lambda': 2.894115487405555}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:43,437] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.05361982004510424, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9097054462690582, 'colsample_bytree': 0.9447069773525463, 'gamma': 0.240106052395275, 'reg_alpha': 0.034376276975056824, 'reg_lambda': 1.842408694596034}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:43,662] Trial 156 finished with value: 0.5 and parameters: {'n_estimators': 154, 'learning_rate': 0.058327678614592246, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.9373041490274721, 'colsample_bytree': 0.9147300226979814, 'gamma': 0.4986155226464285, 'reg_alpha': 0.8618953494672801, 'reg_lambda': 1.9546373438268263}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:43,966] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 169, 'learning_rate': 0.03692350013474841, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9590616417121536, 'colsample_bytree': 0.9000250126023395, 'gamma': 3.744237050962261, 'reg_alpha': 0.9860799230566695, 'reg_lambda': 1.5738013687243697}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:44,391] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.05109095833806839, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9748259728796508, 'colsample_bytree': 0.9388337804982454, 'gamma': 0.06068735160862315, 'reg_alpha': 0.49825830951359995, 'reg_lambda': 1.7700118806732679}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:44,871] Trial 159 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 164, 'learning_rate': 0.16416826239821025, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9261083741306977, 'colsample_bytree': 0.9294671566969652, 'gamma': 0.0026618916958740524, 'reg_alpha': 0.3800173615943412, 'reg_lambda': 1.996492695792195}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:45,161] Trial 160 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 159, 'learning_rate': 0.012370953339465099, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8488648156567487, 'colsample_bytree': 0.9551997800517295, 'gamma': 1.6561314928913224, 'reg_alpha': 0.35803690540222144, 'reg_lambda': 2.0803973961109037}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:45,485] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.017052256246873617, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9265337534059758, 'colsample_bytree': 0.9263874198087293, 'gamma': 0.012623386898548805, 'reg_alpha': 0.44820173588505396, 'reg_lambda': 2.004054467095351}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:45,835] Trial 162 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.17017908093022657, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9212762051754769, 'colsample_bytree': 0.9068402400445857, 'gamma': 0.1957566369157883, 'reg_alpha': 0.3880664936634891, 'reg_lambda': 0.7183666760430089}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:46,095] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.1391986402607, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9349166720621054, 'colsample_bytree': 0.8970768196908049, 'gamma': 0.347865271047425, 'reg_alpha': 0.470660329868845, 'reg_lambda': 1.9081448378631158}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:46,560] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.15971318856913308, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9475936179779564, 'colsample_bytree': 0.8952182495458567, 'gamma': 0.37089526332933676, 'reg_alpha': 0.3766347085803563, 'reg_lambda': 1.936481590849906}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:46,825] Trial 165 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 174, 'learning_rate': 0.20332777775501518, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9364775217285545, 'colsample_bytree': 0.8865576912237414, 'gamma': 0.1627723666786512, 'reg_alpha': 0.4679465132879234, 'reg_lambda': 2.1462775062374817}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:47,167] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 167, 'learning_rate': 0.13913871550254228, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9916359706177714, 'colsample_bytree': 0.9461103672566819, 'gamma': 0.6264935196816835, 'reg_alpha': 0.5804587638429008, 'reg_lambda': 1.891577402097244}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:47,437] Trial 167 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 156, 'learning_rate': 0.20805014921146228, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9041370384543752, 'colsample_bytree': 0.9903534905457503, 'gamma': 0.4184114180440908, 'reg_alpha': 0.4130195424086105, 'reg_lambda': 1.9805819944980048}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:47,739] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.12060121006017681, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9322487419822316, 'colsample_bytree': 0.9038156691512393, 'gamma': 0.11442395773116135, 'reg_alpha': 0.5335320303718121, 'reg_lambda': 0.8012407004473838}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:48,021] Trial 169 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.02168100694147005, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9126986243203992, 'colsample_bytree': 0.9329207348518239, 'gamma': 1.3115133636111005, 'reg_alpha': 0.4835615874466209, 'reg_lambda': 2.0447664363324494}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:48,866] Trial 170 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.0824458145422043, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.9686392519844771, 'colsample_bytree': 0.8753888265323693, 'gamma': 0.3099832918470588, 'reg_alpha': 0.4320793613038968, 'reg_lambda': 1.8529651759477779}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:49,217] Trial 171 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 247, 'learning_rate': 0.17195025900017535, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9239112284140113, 'colsample_bytree': 0.9166507398113971, 'gamma': 0.2682054372663482, 'reg_alpha': 0.9994254245961752, 'reg_lambda': 1.8153646571905453}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:49,655] Trial 172 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 239, 'learning_rate': 0.044674933941272185, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9427985925370999, 'colsample_bytree': 0.9255347531209968, 'gamma': 3.4570001053191444, 'reg_alpha': 0.3483281583575657, 'reg_lambda': 1.9386248410639222}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:49,955] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 232, 'learning_rate': 0.15164216952616172, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.930217658030755, 'colsample_bytree': 0.897946417648324, 'gamma': 0.48610614314472955, 'reg_alpha': 0.046536771525802184, 'reg_lambda': 1.8927880244688626}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:50,455] Trial 174 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 178, 'learning_rate': 0.10958533217040173, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9188496170625555, 'colsample_bytree': 0.9147362457728349, 'gamma': 0.17270477071600038, 'reg_alpha': 0.10000630663482798, 'reg_lambda': 1.64040349706214}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:50,788] Trial 175 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 160, 'learning_rate': 0.04657503092263091, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.899989498038926, 'colsample_bytree': 0.9334026901703555, 'gamma': 0.8085250341845222, 'reg_alpha': 0.06832703574675805, 'reg_lambda': 1.986160458817555}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:51,131] Trial 176 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 169, 'learning_rate': 0.12818897142064015, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.950023799832956, 'colsample_bytree': 0.909490910805326, 'gamma': 0.00021071828999258413, 'reg_alpha': 0.15270211081889606, 'reg_lambda': 0.7612712656134039}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:51,442] Trial 177 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.029256120922146734, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9844517330090717, 'colsample_bytree': 0.9205296484460047, 'gamma': 0.33334700628395686, 'reg_alpha': 0.31652957026813733, 'reg_lambda': 1.7826630121408242}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:51,697] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.06058522336687275, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7952872625902226, 'colsample_bytree': 0.8654807578669945, 'gamma': 0.5479235188081822, 'reg_alpha': 0.4045333661610023, 'reg_lambda': 1.7151121054812855}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:52,011] Trial 179 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 175, 'learning_rate': 0.018519840065748784, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9359323425659657, 'colsample_bytree': 0.9813591740021601, 'gamma': 0.23897876630609283, 'reg_alpha': 0.6532394872933478, 'reg_lambda': 2.061738169468512}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:52,313] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 227, 'learning_rate': 0.06809372419859333, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9130790010576234, 'colsample_bytree': 0.89006023653834, 'gamma': 1.0733094028207266, 'reg_alpha': 0.9185421418896001, 'reg_lambda': 1.4577408708374557}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:52,622] Trial 181 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.05686399898562125, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9084815336339076, 'colsample_bytree': 0.9816435910786132, 'gamma': 0.3970466885820747, 'reg_alpha': 0.8915202438848566, 'reg_lambda': 1.8966477862861053}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:52,962] Trial 182 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.057656121814336006, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7573242648225285, 'colsample_bytree': 0.9731685866494827, 'gamma': 0.3608963974368674, 'reg_alpha': 0.12376869830316516, 'reg_lambda': 1.9394729822797292}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:53,386] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 123, 'learning_rate': 0.05198428413378339, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9999503118669381, 'colsample_bytree': 0.9600308012650975, 'gamma': 0.10929201088703164, 'reg_alpha': 0.7860747616919023, 'reg_lambda': 1.9235069299784056}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:53,649] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.04956642851662822, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9240925719170088, 'colsample_bytree': 0.9868004397372676, 'gamma': 0.6822068031853742, 'reg_alpha': 0.8129413183862042, 'reg_lambda': 2.012860167532504}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:53,898] Trial 185 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 92, 'learning_rate': 0.06235601251665464, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8908206868256452, 'colsample_bytree': 0.9761374292990205, 'gamma': 0.4580152864003781, 'reg_alpha': 0.8197096785413891, 'reg_lambda': 1.8127584152469125}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:54,141] Trial 186 finished with value: 0.738095238095238 and parameters: {'n_estimators': 137, 'learning_rate': 0.13757346752737373, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9090533946594236, 'colsample_bytree': 0.9434143403965373, 'gamma': 0.2127399364004658, 'reg_alpha': 0.942887161189859, 'reg_lambda': 1.969635627621952}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:54,493] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 146, 'learning_rate': 0.05590502333654274, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9423663024653219, 'colsample_bytree': 0.8817261967576107, 'gamma': 0.30744404062412634, 'reg_alpha': 0.021088897870377557, 'reg_lambda': 0.6228821308462442}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:54,759] Trial 188 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.05367945812759657, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.950848358468364, 'colsample_bytree': 0.8844455414914354, 'gamma': 0.15172302375576452, 'reg_alpha': 0.015420389882231867, 'reg_lambda': 0.6473963537795803}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:55,223] Trial 189 finished with value: 0.75 and parameters: {'n_estimators': 144, 'learning_rate': 0.045747672227742155, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9408910921991405, 'colsample_bytree': 0.8791516946344526, 'gamma': 0.29254268333004957, 'reg_alpha': 0.03305057867824109, 'reg_lambda': 0.6446919391374307}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:55,588] Trial 190 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 234, 'learning_rate': 0.04312887772369952, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9285699694822368, 'colsample_bytree': 0.8482650895517712, 'gamma': 0.07362568718647255, 'reg_alpha': 0.0014333586075000841, 'reg_lambda': 0.8458198490604164}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:55,900] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 150, 'learning_rate': 0.057111184420593285, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.920385953383779, 'colsample_bytree': 0.903021891086499, 'gamma': 0.39935711569376475, 'reg_alpha': 0.07409401375236302, 'reg_lambda': 0.5858093398914662}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:56,171] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.05560626863465895, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9193968744483184, 'colsample_bytree': 0.9039764154771603, 'gamma': 0.542512500665137, 'reg_alpha': 0.08024075939161239, 'reg_lambda': 0.5812165574105812}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:56,450] Trial 193 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.04822530029167282, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9351889873852491, 'colsample_bytree': 0.9003573171803687, 'gamma': 0.43250798017671194, 'reg_alpha': 0.05206976714351293, 'reg_lambda': 0.5266235915717391}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:56,844] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 152, 'learning_rate': 0.06540629740382098, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9411321388760366, 'colsample_bytree': 0.8902921806036131, 'gamma': 0.22057807651350614, 'reg_alpha': 0.09876500908487049, 'reg_lambda': 0.6964709667697988}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:57,103] Trial 195 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 150, 'learning_rate': 0.062319260704814146, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9580767954626304, 'colsample_bytree': 0.873333318827211, 'gamma': 0.6083817546020401, 'reg_alpha': 0.1035781564496122, 'reg_lambda': 0.6902773387694663}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:57,452] Trial 196 finished with value: 0.761904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.0737092008287845, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9402884815690499, 'colsample_bytree': 0.8919931557010616, 'gamma': 0.1054016202830256, 'reg_alpha': 0.02424037620705495, 'reg_lambda': 0.6308774472855998}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:57,734] Trial 197 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 152, 'learning_rate': 0.07371544810251768, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7815031521480871, 'colsample_bytree': 0.8922670347827238, 'gamma': 0.0930319112224333, 'reg_alpha': 0.025211929185445604, 'reg_lambda': 0.5961290578103852}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:58,145] Trial 198 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 140, 'learning_rate': 0.06719773020886562, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.939956826756219, 'colsample_bytree': 0.882157530451807, 'gamma': 0.9409449174457332, 'reg_alpha': 0.0754398064470645, 'reg_lambda': 0.6942920270813694}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:58,429] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 161, 'learning_rate': 0.07084702336528967, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9477233740014549, 'colsample_bytree': 0.8632616953807484, 'gamma': 0.013788644015175046, 'reg_alpha': 0.05616701511072827, 'reg_lambda': 0.6781015468643046}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:58,432] A new study created in memory with name: no-name-c23760c9-b05b-4446-98f2-0a6b677e98ad
[I 2025-11-03 20:26:58,799] Trial 0 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 140, 'learning_rate': 0.04307965823737885, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7571142362369353, 'colsample_bytree': 0.7192039078971972, 'gamma': 3.3898730659222354, 'reg_alpha': 0.17889858243679757, 'reg_lambda': 1.0671685440038874}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 20:26:59,019] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 122, 'learning_rate': 0.08334054867510837, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.9999038084441103, 'colsample_bytree': 0.846689730276374, 'gamma': 2.4840590106108094, 'reg_alpha': 0.9455637414740444, 'reg_lambda': 1.6722294035421579}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 20:26:59,392] Trial 2 finished with value: 0.693452380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.18959534249296456, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8286063987177873, 'colsample_bytree': 0.9888362997455793, 'gamma': 2.053602216085772, 'reg_alpha': 0.5880082982853667, 'reg_lambda': 2.903386708827395}. Best is trial 2 with value: 0.693452380952381.
[I 2025-11-03 20:26:59,699] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 238, 'learning_rate': 0.05472393717885031, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.7385780857244759, 'colsample_bytree': 0.7161864360208388, 'gamma': 4.769817225793983, 'reg_alpha': 0.7953834758819467, 'reg_lambda': 0.9888291642781037}. Best is trial 2 with value: 0.693452380952381.
[I 2025-11-03 20:26:59,891] Trial 4 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 93, 'learning_rate': 0.20852099565320442, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9216825139019407, 'colsample_bytree': 0.946418904745744, 'gamma': 2.314483146097146, 'reg_alpha': 0.9208538670667293, 'reg_lambda': 0.5457993529640186}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:00,275] Trial 5 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 185, 'learning_rate': 0.15395001222505858, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6807507048977327, 'colsample_bytree': 0.8395610318907571, 'gamma': 3.641217329421527, 'reg_alpha': 0.20223349416006042, 'reg_lambda': 2.969220207405945}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:00,393] Trial 6 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 49, 'learning_rate': 0.04559612609722851, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9994397730652183, 'colsample_bytree': 0.8206147027605477, 'gamma': 1.4256665413309917, 'reg_alpha': 0.23657477190250897, 'reg_lambda': 2.1322383837582994}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:00,600] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.014576201829674968, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.9456228062539733, 'colsample_bytree': 0.870388001096029, 'gamma': 2.499222035401903, 'reg_alpha': 0.38732798697944937, 'reg_lambda': 0.9527719568784516}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:00,840] Trial 8 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 59, 'learning_rate': 0.03336909944980474, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9211188889204945, 'colsample_bytree': 0.7204278212397173, 'gamma': 4.040767799657214, 'reg_alpha': 0.9854813010741491, 'reg_lambda': 2.747063731646125}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:01,069] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 141, 'learning_rate': 0.1233899042484431, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.6144688406392137, 'colsample_bytree': 0.9895630808461722, 'gamma': 3.6399033848016353, 'reg_alpha': 0.5326238835238009, 'reg_lambda': 2.3047196612274963}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:01,139] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.2898011814949747, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.851128076904715, 'colsample_bytree': 0.6140922022087488, 'gamma': 0.5923136100031445, 'reg_alpha': 0.7356505084635222, 'reg_lambda': 0.563717781050636}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:01,531] Trial 11 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 226, 'learning_rate': 0.23214982177532179, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8448729053353311, 'colsample_bytree': 0.9998470123151083, 'gamma': 1.5739058459777204, 'reg_alpha': 0.5892566101389031, 'reg_lambda': 1.6063736571863048}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:01,764] Trial 12 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 102, 'learning_rate': 0.1523878657594618, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8661245379552626, 'colsample_bytree': 0.9261080269313021, 'gamma': 1.7234006107902475, 'reg_alpha': 0.7391246829078487, 'reg_lambda': 2.281573971208173}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:02,057] Trial 13 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.10815414832658454, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8958632591612005, 'colsample_bytree': 0.9167094256045445, 'gamma': 0.1489075498129131, 'reg_alpha': 0.789555291461211, 'reg_lambda': 2.2611112381728335}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 20:27:02,263] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.09108442392342751, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9201141416082328, 'colsample_bytree': 0.9130384742594462, 'gamma': 0.0662661829404254, 'reg_alpha': 0.0030406969617653434, 'reg_lambda': 1.9269185708730083}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 20:27:02,581] Trial 15 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.08756650176353795, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8993782455757179, 'colsample_bytree': 0.9249474605784986, 'gamma': 0.8463051945171801, 'reg_alpha': 0.8495511632607067, 'reg_lambda': 1.4033391059727425}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 20:27:02,885] Trial 16 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 179, 'learning_rate': 0.025712766777014225, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.785824422675758, 'colsample_bytree': 0.8843983719092611, 'gamma': 0.7070068130381395, 'reg_alpha': 0.8452529541355701, 'reg_lambda': 1.291154837240972}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 20:27:03,275] Trial 17 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 168, 'learning_rate': 0.08412345536498536, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8742363497590396, 'colsample_bytree': 0.7700641735408595, 'gamma': 0.9359385067215429, 'reg_alpha': 0.6686716580574231, 'reg_lambda': 2.5161964899189853}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:03,538] Trial 18 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 164, 'learning_rate': 0.07339108172683954, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8110514794720213, 'colsample_bytree': 0.7723782017007216, 'gamma': 0.04676086269619695, 'reg_alpha': 0.6866407941577382, 'reg_lambda': 2.585104009744104}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:03,913] Trial 19 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 119, 'learning_rate': 0.0180925013261861, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9636863224636322, 'colsample_bytree': 0.796515530335628, 'gamma': 1.2549574154917587, 'reg_alpha': 0.42440498231689966, 'reg_lambda': 2.544590083459379}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:04,176] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.10992326781751605, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8785025396362828, 'colsample_bytree': 0.643341989205986, 'gamma': 0.43889381174395287, 'reg_alpha': 0.6325176149831773, 'reg_lambda': 1.9835684497633062}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:04,558] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.06400259802410167, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.888930789449065, 'colsample_bytree': 0.7625953019527731, 'gamma': 0.9661004237332815, 'reg_alpha': 0.848419611732177, 'reg_lambda': 1.4569324815359477}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:04,866] Trial 22 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 202, 'learning_rate': 0.10641169514810495, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.892066732099044, 'colsample_bytree': 0.9522686632412927, 'gamma': 1.0049325504558224, 'reg_alpha': 0.8230036044600321, 'reg_lambda': 2.4504594610424557}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:05,113] Trial 23 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 160, 'learning_rate': 0.14110642309550261, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9587733067214796, 'colsample_bytree': 0.8831797062463917, 'gamma': 3.035543484979293, 'reg_alpha': 0.7026616473921738, 'reg_lambda': 1.9010300958750102}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:05,505] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.06211524623798892, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7866693191717322, 'colsample_bytree': 0.9160536668619768, 'gamma': 0.36058632408736746, 'reg_alpha': 0.8971479979881106, 'reg_lambda': 2.211414850680143}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:05,819] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 116, 'learning_rate': 0.08896045360782792, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9042087456537604, 'colsample_bytree': 0.6705247496662075, 'gamma': 0.9716429206394227, 'reg_alpha': 0.4730596803382775, 'reg_lambda': 1.3266093339124174}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:06,189] Trial 26 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.035037354065234165, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8281890548627574, 'colsample_bytree': 0.7626181829454817, 'gamma': 0.039925710467343056, 'reg_alpha': 0.7504623809417967, 'reg_lambda': 2.7172377305972732}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:06,479] Trial 27 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 202, 'learning_rate': 0.010839221818235167, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8558634859841543, 'colsample_bytree': 0.7968302949436474, 'gamma': 1.8871843609939805, 'reg_alpha': 0.6434859091850043, 'reg_lambda': 1.7653153189017494}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:06,746] Trial 28 finished with value: 0.7380952380952382 and parameters: {'n_estimators': 88, 'learning_rate': 0.07497300969154069, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9400055418166062, 'colsample_bytree': 0.9553556714074555, 'gamma': 0.7589069005770472, 'reg_alpha': 0.997602639949845, 'reg_lambda': 2.428159461790407}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:06,985] Trial 29 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 74, 'learning_rate': 0.04961280338609635, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7459975102845235, 'colsample_bytree': 0.9648107920156743, 'gamma': 3.021938393125828, 'reg_alpha': 0.9881872854708864, 'reg_lambda': 2.397625899164892}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:07,169] Trial 30 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 41, 'learning_rate': 0.036432391726395834, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9428077122220085, 'colsample_bytree': 0.7286607157249505, 'gamma': 1.2452029223212011, 'reg_alpha': 0.9113929991015337, 'reg_lambda': 2.082279492306183}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:07,449] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.07563198129275751, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9145212386340495, 'colsample_bytree': 0.8997501842324633, 'gamma': 0.7005695141896132, 'reg_alpha': 0.8009536638252457, 'reg_lambda': 2.6801608596943325}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:07,685] Trial 32 finished with value: 0.75 and parameters: {'n_estimators': 126, 'learning_rate': 0.0987591192492959, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.96445835081692, 'colsample_bytree': 0.8588007867456786, 'gamma': 0.34989688837832034, 'reg_alpha': 0.8809710783674224, 'reg_lambda': 1.1496380552539214}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:07,974] Trial 33 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.11997979288324613, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9791928018391582, 'colsample_bytree': 0.8393306390921731, 'gamma': 0.24761154191672863, 'reg_alpha': 0.9357991041294822, 'reg_lambda': 0.7619913302588888}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:08,290] Trial 34 finished with value: 0.75 and parameters: {'n_estimators': 108, 'learning_rate': 0.05941926391894464, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9777390359522938, 'colsample_bytree': 0.9639490322764891, 'gamma': 0.44993458871637915, 'reg_alpha': 0.8848089883365728, 'reg_lambda': 1.1570811866610753}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:08,526] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 117, 'learning_rate': 0.06141557661997171, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9820072012700322, 'colsample_bytree': 0.966824087758877, 'gamma': 0.4897834932634513, 'reg_alpha': 0.996233077050824, 'reg_lambda': 1.1770735382807094}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:08,845] Trial 36 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 107, 'learning_rate': 0.04101082706151525, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9324673646118159, 'colsample_bytree': 0.8553859887669414, 'gamma': 2.121433355964425, 'reg_alpha': 0.8791392224081866, 'reg_lambda': 0.8400062985097807}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:09,084] Trial 37 finished with value: 0.75 and parameters: {'n_estimators': 131, 'learning_rate': 0.07139591379714223, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.993096636109339, 'colsample_bytree': 0.8144741626417199, 'gamma': 1.093358628603703, 'reg_alpha': 0.9385868186894474, 'reg_lambda': 1.0804537779492829}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:09,449] Trial 38 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 132, 'learning_rate': 0.02708649797936317, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9957060064369714, 'colsample_bytree': 0.8276002407779928, 'gamma': 1.3122556370367158, 'reg_alpha': 0.29696138408712985, 'reg_lambda': 1.1008649350080864}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:09,709] Trial 39 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 151, 'learning_rate': 0.05215871010792344, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9636449428557379, 'colsample_bytree': 0.7466685548447539, 'gamma': 4.546038147304866, 'reg_alpha': 0.9342396373842607, 'reg_lambda': 1.5709098231552439}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:10,037] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.18702095119416737, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7081814323998286, 'colsample_bytree': 0.6915952569379596, 'gamma': 1.1367579922697706, 'reg_alpha': 0.5374064139943735, 'reg_lambda': 0.7136244237571239}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:10,308] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 82, 'learning_rate': 0.0681607703849971, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9809140906237462, 'colsample_bytree': 0.861469293705359, 'gamma': 0.7401961927712036, 'reg_alpha': 0.9463702057662031, 'reg_lambda': 0.9464484051864049}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:10,633] Trial 42 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 108, 'learning_rate': 0.0794763508532635, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9352618112218825, 'colsample_bytree': 0.788112055498905, 'gamma': 1.6809532319336271, 'reg_alpha': 0.8808422274148583, 'reg_lambda': 2.8548330666725077}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:10,851] Trial 43 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.09133875197668381, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9994141948620671, 'colsample_bytree': 0.8115829541100364, 'gamma': 1.662458529193238, 'reg_alpha': 0.7764646661218468, 'reg_lambda': 2.866965490077713}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:11,153] Trial 44 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 171, 'learning_rate': 0.04366226637369852, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.962820549068855, 'colsample_bytree': 0.782574614750128, 'gamma': 1.4499060633306744, 'reg_alpha': 0.8767582227486054, 'reg_lambda': 1.1742550997793058}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:11,391] Trial 45 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 128, 'learning_rate': 0.05548047179900499, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9513129412662855, 'colsample_bytree': 0.7411556083868482, 'gamma': 2.003538655051993, 'reg_alpha': 0.6557333926713209, 'reg_lambda': 2.8760323532074827}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:11,689] Trial 46 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 143, 'learning_rate': 0.1441177124452728, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9298476516347269, 'colsample_bytree': 0.8136841000482495, 'gamma': 2.225464693443664, 'reg_alpha': 0.7169110254272275, 'reg_lambda': 1.0918156853326793}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:11,903] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.18088004127461058, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9781824741137669, 'colsample_bytree': 0.8352473052808685, 'gamma': 0.49518837921853326, 'reg_alpha': 0.7743491530245106, 'reg_lambda': 2.994921797361865}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:12,152] Trial 48 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 100, 'learning_rate': 0.1005431536278242, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8733766829590777, 'colsample_bytree': 0.7852842863654073, 'gamma': 0.31267568995787465, 'reg_alpha': 0.9612299752779266, 'reg_lambda': 0.9992762660479971}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:12,450] Trial 49 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 150, 'learning_rate': 0.08063911807025685, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.916423044148883, 'colsample_bytree': 0.7035882595099645, 'gamma': 2.7002796146052264, 'reg_alpha': 0.8865435665694147, 'reg_lambda': 1.7736420952892722}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:12,771] Trial 50 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.12862086999733766, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9481664319329511, 'colsample_bytree': 0.8741639461872333, 'gamma': 1.818653732937762, 'reg_alpha': 0.1120414138952675, 'reg_lambda': 1.520482154063462}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:13,129] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.12659633609086854, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9479486867679182, 'colsample_bytree': 0.8749077153153031, 'gamma': 1.4892665233989872, 'reg_alpha': 0.35812128108491437, 'reg_lambda': 1.509607919054869}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:13,408] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 233, 'learning_rate': 0.16538875339199613, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.970111384497181, 'colsample_bytree': 0.8465834150644629, 'gamma': 1.8785210328672701, 'reg_alpha': 0.10106868698666771, 'reg_lambda': 1.2828820735647755}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:13,699] Trial 53 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.24623959873564336, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9836931971856538, 'colsample_bytree': 0.8501422555007634, 'gamma': 2.5710071955962377, 'reg_alpha': 0.12210056089560188, 'reg_lambda': 1.2780107679573427}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:14,072] Trial 54 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 236, 'learning_rate': 0.2672747608832274, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6348447427727125, 'colsample_bytree': 0.8495237286110676, 'gamma': 2.72722816061719, 'reg_alpha': 0.05180038962092238, 'reg_lambda': 1.328741849469588}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:14,384] Trial 55 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 228, 'learning_rate': 0.23441698485125037, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9849032049150872, 'colsample_bytree': 0.8208898945829854, 'gamma': 2.416104957078323, 'reg_alpha': 0.19879348083334486, 'reg_lambda': 1.226044734835924}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:14,763] Trial 56 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.23745951031253137, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9886202585407307, 'colsample_bytree': 0.8978644172282855, 'gamma': 2.2973495051607267, 'reg_alpha': 0.22017776594842609, 'reg_lambda': 1.1900454413906991}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:15,038] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.2345271004709827, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.9837925105267276, 'colsample_bytree': 0.8974008359864503, 'gamma': 2.487496299245076, 'reg_alpha': 0.20728733214682793, 'reg_lambda': 1.2161833026090594}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:15,329] Trial 58 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 244, 'learning_rate': 0.21701520697657167, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.969302969584524, 'colsample_bytree': 0.9394844227737806, 'gamma': 3.1421202228006346, 'reg_alpha': 0.27744893475170596, 'reg_lambda': 0.8749598162324952}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:15,670] Trial 59 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 228, 'learning_rate': 0.2876675854674541, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9297025256964425, 'colsample_bytree': 0.890791000673214, 'gamma': 2.7347130564527644, 'reg_alpha': 0.16392097703457986, 'reg_lambda': 1.424157327424216}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:15,999] Trial 60 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 248, 'learning_rate': 0.25135863420211835, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9998588231220211, 'colsample_bytree': 0.8642037613779737, 'gamma': 2.403840227769617, 'reg_alpha': 0.16790767300111242, 'reg_lambda': 0.6699212820668716}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:16,377] Trial 61 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 215, 'learning_rate': 0.2063081142097379, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9894822971700514, 'colsample_bytree': 0.8252337820546966, 'gamma': 2.247578721499277, 'reg_alpha': 0.25621801983173925, 'reg_lambda': 1.0338263860198433}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:16,710] Trial 62 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 193, 'learning_rate': 0.2960373344366862, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9559197024729315, 'colsample_bytree': 0.8075664214481673, 'gamma': 3.339525839277791, 'reg_alpha': 0.3311337595823784, 'reg_lambda': 1.656959664103528}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:17,085] Trial 63 finished with value: 0.738095238095238 and parameters: {'n_estimators': 96, 'learning_rate': 0.16868936908422483, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9734310053453366, 'colsample_bytree': 0.7930274718429329, 'gamma': 2.5863643103768372, 'reg_alpha': 0.10450497125213853, 'reg_lambda': 0.9130744222859171}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:17,377] Trial 64 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 108, 'learning_rate': 0.2079859834121277, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.989283566398508, 'colsample_bytree': 0.9337870595235069, 'gamma': 2.0468120071808795, 'reg_alpha': 0.20649160179202164, 'reg_lambda': 1.125061653057543}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:17,781] Trial 65 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.05712740876210774, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9608060802860611, 'colsample_bytree': 0.9830716074326068, 'gamma': 1.6580243080709505, 'reg_alpha': 0.41688125162401857, 'reg_lambda': 1.2315657858619178}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:18,062] Trial 66 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 221, 'learning_rate': 0.2506734899165966, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9397376196861599, 'colsample_bytree': 0.8225985811733942, 'gamma': 2.8554047075004116, 'reg_alpha': 0.014965326332688211, 'reg_lambda': 1.0318688111276502}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:18,284] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.09818693235774818, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.909940296265741, 'colsample_bytree': 0.9070246064434907, 'gamma': 2.31938155197836, 'reg_alpha': 0.8169349582752087, 'reg_lambda': 1.3356858451619182}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:18,682] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 229, 'learning_rate': 0.06476994187656249, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9876289121029511, 'colsample_bytree': 0.842985841946547, 'gamma': 1.1008309613968241, 'reg_alpha': 0.1365085491447723, 'reg_lambda': 1.395796534620988}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:18,926] Trial 69 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 139, 'learning_rate': 0.07116451933547001, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9716418619618412, 'colsample_bytree': 0.8080401425797965, 'gamma': 3.6720641773693794, 'reg_alpha': 0.06878437634623291, 'reg_lambda': 0.5952602469469979}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:19,209] Trial 70 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 72, 'learning_rate': 0.11344271330529156, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9280275255713629, 'colsample_bytree': 0.83430214622774, 'gamma': 0.560425504870863, 'reg_alpha': 0.24618392663813501, 'reg_lambda': 1.216963453530306}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:19,342] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 57, 'learning_rate': 0.1117182090980137, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9309198927373331, 'colsample_bytree': 0.8324262549993948, 'gamma': 0.5907932617626654, 'reg_alpha': 0.21405143482520225, 'reg_lambda': 0.7983485332523692}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:19,598] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 37, 'learning_rate': 0.14084886260872828, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9516473911550487, 'colsample_bytree': 0.8576168600430616, 'gamma': 0.1702281383358215, 'reg_alpha': 0.14472079800847712, 'reg_lambda': 1.2535886985883657}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:19,808] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.08327698958937876, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9900488402658936, 'colsample_bytree': 0.881963168844138, 'gamma': 0.8196185215920202, 'reg_alpha': 0.23534031950689877, 'reg_lambda': 1.1386684308475437}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:20,082] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.04628033018318042, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9730881269923387, 'colsample_bytree': 0.7782076323606577, 'gamma': 0.4191863825818115, 'reg_alpha': 0.9636390808786955, 'reg_lambda': 1.0726258674110698}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:20,286] Trial 75 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 67, 'learning_rate': 0.1623951284201466, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.960516056470558, 'colsample_bytree': 0.7982156367394865, 'gamma': 0.22102147245309997, 'reg_alpha': 0.8463102852497258, 'reg_lambda': 0.9264422615069946}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:20,558] Trial 76 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 112, 'learning_rate': 0.09685350318701459, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9993886267460036, 'colsample_bytree': 0.8184374632194766, 'gamma': 0.6622774892726209, 'reg_alpha': 0.32944327262078277, 'reg_lambda': 1.3672563107111355}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:20,876] Trial 77 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.07707424333542483, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8885629753364818, 'colsample_bytree': 0.8646550863931658, 'gamma': 1.3501180121294887, 'reg_alpha': 0.46911250681663075, 'reg_lambda': 1.4707410652826853}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:20,973] Trial 78 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 24, 'learning_rate': 0.05818282152266395, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.942205708942765, 'colsample_bytree': 0.7584554292896262, 'gamma': 2.888778562304428, 'reg_alpha': 0.5730448241899785, 'reg_lambda': 1.1964651582490047}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:21,329] Trial 79 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 125, 'learning_rate': 0.19050959158446928, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7699401676529382, 'colsample_bytree': 0.8367118101100957, 'gamma': 1.0629116812929422, 'reg_alpha': 0.8656336443746079, 'reg_lambda': 0.9766588373972447}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:21,673] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.11465458564124653, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8354732281681863, 'colsample_bytree': 0.9989498595330766, 'gamma': 0.014101310831372338, 'reg_alpha': 0.9109080805230934, 'reg_lambda': 1.851146237253494}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:22,057] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.22068410506243527, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9723640458446172, 'colsample_bytree': 0.852379981586711, 'gamma': 1.9209252127912337, 'reg_alpha': 0.07470422875439443, 'reg_lambda': 1.283796063028631}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:22,341] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.17137266843825946, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9669628258015441, 'colsample_bytree': 0.8051599611678031, 'gamma': 2.138064989272887, 'reg_alpha': 0.1875165091788811, 'reg_lambda': 1.2448444816064383}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:22,598] Trial 83 finished with value: 0.75 and parameters: {'n_estimators': 208, 'learning_rate': 0.19769581397113456, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9810255973329296, 'colsample_bytree': 0.8460501229834396, 'gamma': 2.373346050271339, 'reg_alpha': 0.09355620771618921, 'reg_lambda': 1.144753535728947}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:22,812] Trial 84 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 102, 'learning_rate': 0.23900138750185335, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9208072994298764, 'colsample_bytree': 0.790884964495153, 'gamma': 0.9162957985705488, 'reg_alpha': 0.03402732766128007, 'reg_lambda': 1.598733955124233}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:23,071] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 156, 'learning_rate': 0.13353726476977343, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9537883292483154, 'colsample_bytree': 0.8300886532974376, 'gamma': 2.566128509178232, 'reg_alpha': 0.12936896548440416, 'reg_lambda': 1.3021112108590809}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:23,364] Trial 86 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 234, 'learning_rate': 0.15814237552637747, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9358207500889079, 'colsample_bytree': 0.8768346769112106, 'gamma': 1.7717336822548038, 'reg_alpha': 0.17825072418546828, 'reg_lambda': 1.0660389529096996}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:23,775] Trial 87 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 136, 'learning_rate': 0.27373053821367305, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.989689724056825, 'colsample_bytree': 0.8206382142749774, 'gamma': 1.5572949461633363, 'reg_alpha': 0.23805830114264556, 'reg_lambda': 1.0006360779126595}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:24,067] Trial 88 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.06901224752281164, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.7169239997108646, 'colsample_bytree': 0.8684994550708539, 'gamma': 0.5690497969544954, 'reg_alpha': 0.2794959518926056, 'reg_lambda': 1.3841841033603624}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:24,367] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 223, 'learning_rate': 0.1481744583021885, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8100691504526587, 'colsample_bytree': 0.8919277264711192, 'gamma': 1.9485374052808746, 'reg_alpha': 0.9038675297254402, 'reg_lambda': 1.1884011574703413}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:24,764] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.09234414704943837, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.9660290798387408, 'colsample_bytree': 0.9257628928422152, 'gamma': 2.1809867551888784, 'reg_alpha': 0.970578142294289, 'reg_lambda': 1.455925687171086}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:25,046] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 209, 'learning_rate': 0.19950781182199498, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9796792900964331, 'colsample_bytree': 0.8477871906984055, 'gamma': 2.4513383616635585, 'reg_alpha': 0.10540263035206274, 'reg_lambda': 1.1732495521410162}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:25,491] Trial 92 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 226, 'learning_rate': 0.2604621441736435, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9803131187115136, 'colsample_bytree': 0.8381226992094508, 'gamma': 2.319244462070268, 'reg_alpha': 0.0833846554918599, 'reg_lambda': 1.1349920356460146}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:25,941] Trial 93 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 247, 'learning_rate': 0.18166901107194294, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.994719059840302, 'colsample_bytree': 0.8474992666333061, 'gamma': 2.59452680871512, 'reg_alpha': 0.03634296952419662, 'reg_lambda': 1.2715039298673871}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:26,303] Trial 94 finished with value: 0.755952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.21839232716545906, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9564283841754708, 'colsample_bytree': 0.8151935397398467, 'gamma': 2.3653636671645306, 'reg_alpha': 0.09161396020106878, 'reg_lambda': 0.8750340457512971}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:26,570] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 189, 'learning_rate': 0.21806011504091233, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9056653556923391, 'colsample_bytree': 0.7726102429198253, 'gamma': 1.1987505242518508, 'reg_alpha': 0.15146678623191237, 'reg_lambda': 0.8548257993113999}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:26,885] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.2251527016485055, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9250768552444251, 'colsample_bytree': 0.8147818530133546, 'gamma': 1.8184629360941043, 'reg_alpha': 0.8219210909499459, 'reg_lambda': 1.069905613996935}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:27,151] Trial 97 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 195, 'learning_rate': 0.106652099463627, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9465702340702324, 'colsample_bytree': 0.9742725967192057, 'gamma': 2.104799444656331, 'reg_alpha': 0.05136994939645252, 'reg_lambda': 0.7251679305810734}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:27,429] Trial 98 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 144, 'learning_rate': 0.08027802097868122, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9568704209502822, 'colsample_bytree': 0.7999561128756079, 'gamma': 4.970344023101016, 'reg_alpha': 0.12627858737261582, 'reg_lambda': 2.056284014797648}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:27,684] Trial 99 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.04905052785662641, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9693162506411589, 'colsample_bytree': 0.8251766448310951, 'gamma': 0.33588875369174814, 'reg_alpha': 0.9380888473690913, 'reg_lambda': 0.8980417391111315}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:27,942] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.2415692588201863, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9386312874086635, 'colsample_bytree': 0.7866420781163128, 'gamma': 1.614138567958905, 'reg_alpha': 0.22376544984461053, 'reg_lambda': 0.8234714213771341}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:28,288] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.20135031655444266, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9785081412552157, 'colsample_bytree': 0.8561799926860884, 'gamma': 2.3968470792916032, 'reg_alpha': 0.09724203370134588, 'reg_lambda': 1.1377150919385632}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:28,623] Trial 102 finished with value: 0.738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.17746366695209354, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9842125580705803, 'colsample_bytree': 0.8398136510128346, 'gamma': 2.3063236697515164, 'reg_alpha': 0.167640213957174, 'reg_lambda': 1.0152095815425277}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:28,902] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 231, 'learning_rate': 0.19404196672941054, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9931717084852122, 'colsample_bytree': 0.8146897070466814, 'gamma': 2.8799980194439434, 'reg_alpha': 0.2602286400481407, 'reg_lambda': 1.3471500247478687}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:29,318] Trial 104 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.27875243021256185, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9616973681453905, 'colsample_bytree': 0.8303540689912339, 'gamma': 2.658565160586713, 'reg_alpha': 0.18412969520196404, 'reg_lambda': 0.9544282597703875}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:29,583] Trial 105 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 218, 'learning_rate': 0.25290145559211186, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.952010504480667, 'colsample_bytree': 0.8443141438829036, 'gamma': 2.0123768818315675, 'reg_alpha': 0.08545040016701999, 'reg_lambda': 1.2208603588970042}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:30,066] Trial 106 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.12123479439103978, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9770848888337355, 'colsample_bytree': 0.8038899224615362, 'gamma': 2.776007812989879, 'reg_alpha': 0.11888958008765743, 'reg_lambda': 1.5459831887443238}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:30,335] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 224, 'learning_rate': 0.08573141893436331, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.985907920380967, 'colsample_bytree': 0.6016742986101083, 'gamma': 2.526283412216861, 'reg_alpha': 0.010507833371812408, 'reg_lambda': 1.2916970412285878}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:30,656] Trial 108 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 112, 'learning_rate': 0.2333880342888633, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9661128785996222, 'colsample_bytree': 0.8588750062767893, 'gamma': 2.3972622057387443, 'reg_alpha': 0.1470319094067879, 'reg_lambda': 2.343107183256016}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:30,933] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.059404273897528136, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9990454608957462, 'colsample_bytree': 0.9472407617648346, 'gamma': 0.1064462540143343, 'reg_alpha': 0.6085964390201105, 'reg_lambda': 1.1055066020168967}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:31,299] Trial 110 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 209, 'learning_rate': 0.13460188821474647, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6589339595409993, 'colsample_bytree': 0.9105552228011499, 'gamma': 0.8601318631382969, 'reg_alpha': 0.8625451501599334, 'reg_lambda': 1.6969357045691513}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:31,646] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.2004551918728645, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9801441906056689, 'colsample_bytree': 0.8513759254117214, 'gamma': 2.2422738697034204, 'reg_alpha': 0.09199163629733466, 'reg_lambda': 1.1687479715100786}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:31,972] Trial 112 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 215, 'learning_rate': 0.15608622358297666, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9732690422356562, 'colsample_bytree': 0.8688299446439519, 'gamma': 2.3456975953066017, 'reg_alpha': 0.05970321695766284, 'reg_lambda': 1.1602942731231158}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:32,257] Trial 113 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 230, 'learning_rate': 0.06657640959184671, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9570074833307122, 'colsample_bytree': 0.885294254481999, 'gamma': 3.030890920227674, 'reg_alpha': 0.10692015743059073, 'reg_lambda': 1.0512065472898802}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:32,608] Trial 114 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 235, 'learning_rate': 0.2965659142176932, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9453182551105337, 'colsample_bytree': 0.833251308396209, 'gamma': 2.5024093347134664, 'reg_alpha': 0.03310186054386821, 'reg_lambda': 1.2427484356253886}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:32,908] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.2123907549058344, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9889614518925561, 'colsample_bytree': 0.848745225128764, 'gamma': 2.4478847493986966, 'reg_alpha': 0.19836455242789, 'reg_lambda': 2.814958021090442}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:33,190] Trial 116 finished with value: 0.693452380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.18895395275802357, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9755618476538169, 'colsample_bytree': 0.8189990217768385, 'gamma': 2.6439580444606183, 'reg_alpha': 0.8892303979740309, 'reg_lambda': 1.0957732129693805}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:33,419] Trial 117 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.07213899509370353, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9635644858956217, 'colsample_bytree': 0.8453606761060288, 'gamma': 1.8733851858726174, 'reg_alpha': 0.15332387230276104, 'reg_lambda': 1.211221030846937}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:33,690] Trial 118 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 198, 'learning_rate': 0.16607828356752624, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9822499059400441, 'colsample_bytree': 0.8103988938265229, 'gamma': 0.49875109758581104, 'reg_alpha': 0.9257339045341466, 'reg_lambda': 1.4147174426965745}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:33,983] Trial 119 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.2606670389124917, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.9937280265485569, 'colsample_bytree': 0.8756002029999851, 'gamma': 0.25350272200629975, 'reg_alpha': 0.12017126640701759, 'reg_lambda': 0.9612017159372446}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:34,376] Trial 120 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 222, 'learning_rate': 0.05345425079076894, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9262652117674568, 'colsample_bytree': 0.8281332845081499, 'gamma': 1.3518709540611802, 'reg_alpha': 0.3101787038344223, 'reg_lambda': 0.6353411862729026}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:34,612] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 94, 'learning_rate': 0.06012105415211477, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.999909495441974, 'colsample_bytree': 0.9594264093122147, 'gamma': 0.06683292920552664, 'reg_alpha': 0.7591185564025382, 'reg_lambda': 1.1023442648514445}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:34,946] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.06463228523317109, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9868194601242574, 'colsample_bytree': 0.9725442750099704, 'gamma': 0.6602360474677483, 'reg_alpha': 0.7644515464651903, 'reg_lambda': 2.6399449568578217}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:35,150] Trial 123 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 70, 'learning_rate': 0.10095708082757442, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9997858061730951, 'colsample_bytree': 0.9010668774715593, 'gamma': 0.3216301406057161, 'reg_alpha': 0.9197597968544652, 'reg_lambda': 0.5271751710338327}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:35,440] Trial 124 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 91, 'learning_rate': 0.061202068138887324, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6007196527543653, 'colsample_bytree': 0.9391899616574625, 'gamma': 0.11977564517264663, 'reg_alpha': 0.8364332346362954, 'reg_lambda': 1.3357911334320975}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:35,662] Trial 125 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 109, 'learning_rate': 0.0778857486730944, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9718705328887434, 'colsample_bytree': 0.8388524018110219, 'gamma': 2.1319003458437678, 'reg_alpha': 0.6797933483799782, 'reg_lambda': 1.173332279363949}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:35,928] Trial 126 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 77, 'learning_rate': 0.01845315105151126, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9520204899051486, 'colsample_bytree': 0.9546255889145389, 'gamma': 1.7101875485224936, 'reg_alpha': 0.9727028721031616, 'reg_lambda': 1.033124730228699}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:36,262] Trial 127 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 115, 'learning_rate': 0.22598131781514813, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9836665751586148, 'colsample_bytree': 0.9852216954166455, 'gamma': 0.0007862516654417728, 'reg_alpha': 0.7261822983804304, 'reg_lambda': 1.2542824303943831}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:36,536] Trial 128 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 62, 'learning_rate': 0.09228043805731533, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9659216289767072, 'colsample_bytree': 0.7974237424109805, 'gamma': 0.4531389209784368, 'reg_alpha': 0.06497929998015965, 'reg_lambda': 0.7789197972310995}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:36,791] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 186, 'learning_rate': 0.20647087330534877, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9924545012117775, 'colsample_bytree': 0.9622924084926234, 'gamma': 2.047234741719425, 'reg_alpha': 0.7957826856470219, 'reg_lambda': 1.1048390141896052}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:37,057] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.051298236480169665, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9919887873061946, 'colsample_bytree': 0.95998915053641, 'gamma': 2.2150813180251943, 'reg_alpha': 0.8689742299165251, 'reg_lambda': 1.108024525452156}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:37,320] Trial 131 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 184, 'learning_rate': 0.20350790975842104, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.977975497525492, 'colsample_bytree': 0.9803851232840878, 'gamma': 2.4650193733133166, 'reg_alpha': 0.8012548831274914, 'reg_lambda': 1.2941675932780436}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:37,544] Trial 132 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 138, 'learning_rate': 0.1801076938801855, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9583583841881832, 'colsample_bytree': 0.9660259045119719, 'gamma': 2.033615468054274, 'reg_alpha': 0.9027370800501311, 'reg_lambda': 1.1970640998311037}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:37,906] Trial 133 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 203, 'learning_rate': 0.24211659865667517, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9712711476616502, 'colsample_bytree': 0.9933355425970888, 'gamma': 0.22437773568358152, 'reg_alpha': 0.9486313597317501, 'reg_lambda': 1.1351126608211746}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:38,136] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.22157445869086395, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9899194306651111, 'colsample_bytree': 0.9330681559478846, 'gamma': 1.9332701876499747, 'reg_alpha': 0.7458194896959689, 'reg_lambda': 1.0530726104964452}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:38,518] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 189, 'learning_rate': 0.27042647783760365, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9984063505141298, 'colsample_bytree': 0.9198385970701762, 'gamma': 2.274666097037813, 'reg_alpha': 0.49100843408041406, 'reg_lambda': 0.999969632316762}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:38,783] Trial 136 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 178, 'learning_rate': 0.2721788911308315, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9973300181816204, 'colsample_bytree': 0.9468572413476533, 'gamma': 2.279782189204916, 'reg_alpha': 0.3732671908065175, 'reg_lambda': 0.9823680631748395}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:39,053] Trial 137 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 175, 'learning_rate': 0.04086961634922137, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9854844342604393, 'colsample_bytree': 0.9223030630351953, 'gamma': 2.1378014325500683, 'reg_alpha': 0.5068742569649892, 'reg_lambda': 1.0053082924829968}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:39,450] Trial 138 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 186, 'learning_rate': 0.250015104084304, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9941053767835719, 'colsample_bytree': 0.9596183500461506, 'gamma': 1.537287558203958, 'reg_alpha': 0.43804940513183693, 'reg_lambda': 0.9299205411835062}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:39,744] Trial 139 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 162, 'learning_rate': 0.2867961667261683, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9667303729342278, 'colsample_bytree': 0.932593887458175, 'gamma': 2.052312046901872, 'reg_alpha': 0.8543217121344618, 'reg_lambda': 0.8843089130299213}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:40,192] Trial 140 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 104, 'learning_rate': 0.23241327222663122, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9379756635121022, 'colsample_bytree': 0.9177846829431057, 'gamma': 0.37023860911063605, 'reg_alpha': 0.7878140923106103, 'reg_lambda': 1.0930297421847313}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:40,434] Trial 141 finished with value: 0.738095238095238 and parameters: {'n_estimators': 189, 'learning_rate': 0.19328896411653176, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9761872978676257, 'colsample_bytree': 0.8610873282729079, 'gamma': 2.76590411320687, 'reg_alpha': 0.10976549390686793, 'reg_lambda': 1.1695214380316792}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:40,750] Trial 142 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 206, 'learning_rate': 0.20372802116084499, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9811314920431792, 'colsample_bytree': 0.8209259625246668, 'gamma': 2.3302853394530745, 'reg_alpha': 0.2528521070598093, 'reg_lambda': 1.208821871581629}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:41,050] Trial 143 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 197, 'learning_rate': 0.2194452046930721, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9881872822450742, 'colsample_bytree': 0.8544207715147011, 'gamma': 2.5710762979332613, 'reg_alpha': 0.8368457600103498, 'reg_lambda': 1.1226370352664226}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:41,427] Trial 144 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.2695745636685363, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.999105533286144, 'colsample_bytree': 0.8649752477946039, 'gamma': 4.386084702794357, 'reg_alpha': 0.13493294740500464, 'reg_lambda': 1.3072822714440506}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:41,671] Trial 145 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 169, 'learning_rate': 0.17184794419309118, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9472664425569886, 'colsample_bytree': 0.8888836250971088, 'gamma': 2.405995545230533, 'reg_alpha': 0.8861198268021414, 'reg_lambda': 1.0556041262066809}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:41,918] Trial 146 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 131, 'learning_rate': 0.07240360483085796, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9589847090792871, 'colsample_bytree': 0.7805364889183971, 'gamma': 2.2304739631300348, 'reg_alpha': 0.807477590877101, 'reg_lambda': 2.1979701506598817}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:42,241] Trial 147 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.055201106906434774, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9748955532731644, 'colsample_bytree': 0.8298233574159697, 'gamma': 1.807063474802658, 'reg_alpha': 0.08092250497330128, 'reg_lambda': 1.2529307115963653}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:42,516] Trial 148 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 218, 'learning_rate': 0.08318997833345844, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9837917249026521, 'colsample_bytree': 0.8091059133529335, 'gamma': 2.4879648847563574, 'reg_alpha': 0.5517606888509909, 'reg_lambda': 1.347189632948241}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:42,858] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.24344975091466467, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9997811586848132, 'colsample_bytree': 0.9745484914698096, 'gamma': 0.5587493465827277, 'reg_alpha': 0.16928186079138235, 'reg_lambda': 1.0160988178810255}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:43,144] Trial 150 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 193, 'learning_rate': 0.185735167022914, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9682051137117444, 'colsample_bytree': 0.6402220267591553, 'gamma': 0.7639772679455672, 'reg_alpha': 0.7044840920920641, 'reg_lambda': 1.1443340175675498}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:43,630] Trial 151 finished with value: 0.755952380952381 and parameters: {'n_estimators': 93, 'learning_rate': 0.06414839343234888, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.991645295051014, 'colsample_bytree': 0.9434946952410601, 'gamma': 0.17477999729434207, 'reg_alpha': 0.19059210056660725, 'reg_lambda': 1.0912184678138828}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:43,828] Trial 152 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 83, 'learning_rate': 0.0684028912673711, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9917037825479995, 'colsample_bytree': 0.9519882582636385, 'gamma': 0.1662819232260416, 'reg_alpha': 0.19335312005878422, 'reg_lambda': 1.0835914214467894}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:44,188] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 95, 'learning_rate': 0.061120446165574605, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9819223216461332, 'colsample_bytree': 0.9451298807927114, 'gamma': 0.3827896179528644, 'reg_alpha': 0.14980448160935653, 'reg_lambda': 0.9420677072461265}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:44,412] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 95, 'learning_rate': 0.06293224022162483, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9856672380088072, 'colsample_bytree': 0.936498850124672, 'gamma': 0.40925674739286205, 'reg_alpha': 0.2046787745218556, 'reg_lambda': 0.863263210571863}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:44,667] Trial 155 finished with value: 0.755952380952381 and parameters: {'n_estimators': 93, 'learning_rate': 0.06334103931957295, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.990060618804878, 'colsample_bytree': 0.940525624800352, 'gamma': 0.3716116536765743, 'reg_alpha': 0.2212880695918724, 'reg_lambda': 0.811184174298606}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:44,946] Trial 156 finished with value: 0.755952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.05766282990851488, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9921469211624994, 'colsample_bytree': 0.9392478420428824, 'gamma': 0.2706947646276031, 'reg_alpha': 0.2243950061058052, 'reg_lambda': 0.8277927013613935}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:45,247] Trial 157 finished with value: 0.755952380952381 and parameters: {'n_estimators': 96, 'learning_rate': 0.061604545934132796, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9905881162070843, 'colsample_bytree': 0.9395123795353034, 'gamma': 0.27910057104537533, 'reg_alpha': 0.22170631530493462, 'reg_lambda': 0.7517942830056903}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:45,527] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.05294629691133582, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8586059931681796, 'colsample_bytree': 0.938424182872928, 'gamma': 0.2886495809579476, 'reg_alpha': 0.2247488984234502, 'reg_lambda': 0.726410205118524}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:45,815] Trial 159 finished with value: 0.755952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.06149581177486693, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9894090995225087, 'colsample_bytree': 0.9288030108915213, 'gamma': 0.4168874592242025, 'reg_alpha': 0.281158493118804, 'reg_lambda': 0.8298679808775655}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:46,030] Trial 160 finished with value: 0.755952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.04819663751862966, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9911612040924543, 'colsample_bytree': 0.9279869329930603, 'gamma': 0.43125815739258055, 'reg_alpha': 0.2689478620033002, 'reg_lambda': 0.6819505917273812}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:46,379] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 87, 'learning_rate': 0.048910612220334757, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9890935516263599, 'colsample_bytree': 0.9268649107725924, 'gamma': 0.09475044190315196, 'reg_alpha': 0.26953785163208727, 'reg_lambda': 0.8251660901944133}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:46,602] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 80, 'learning_rate': 0.06226736064630969, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.99887446354782, 'colsample_bytree': 0.9171510241885878, 'gamma': 0.4577011632858921, 'reg_alpha': 0.24406233058732815, 'reg_lambda': 0.6509540516164494}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:46,962] Trial 163 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 91, 'learning_rate': 0.05990025331265786, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.988137290892648, 'colsample_bytree': 0.9416985363882129, 'gamma': 0.38281012419782373, 'reg_alpha': 0.22113240244469648, 'reg_lambda': 0.7333847397240988}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:47,180] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.05709471308368445, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9999577376362525, 'colsample_bytree': 0.9481162291455852, 'gamma': 0.17753500433366506, 'reg_alpha': 0.3034983447080685, 'reg_lambda': 0.8651694693497823}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:47,502] Trial 165 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 77, 'learning_rate': 0.06461451349437393, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9823865236834256, 'colsample_bytree': 0.9281872845596135, 'gamma': 0.5542991374402368, 'reg_alpha': 0.2070089287927615, 'reg_lambda': 0.8071363601475965}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:47,714] Trial 166 finished with value: 0.755952380952381 and parameters: {'n_estimators': 87, 'learning_rate': 0.04335236671233534, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.991230825477201, 'colsample_bytree': 0.9431460073921342, 'gamma': 0.3174673230838361, 'reg_alpha': 0.28890514389514216, 'reg_lambda': 0.7760836906588442}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:48,035] Trial 167 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.04110351325144784, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9922277905417596, 'colsample_bytree': 0.9094566348420814, 'gamma': 0.26447268906431654, 'reg_alpha': 0.28646432765551766, 'reg_lambda': 0.5999539032917848}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:48,251] Trial 168 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 73, 'learning_rate': 0.04533022198746975, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9753090224875024, 'colsample_bytree': 0.9448758036143635, 'gamma': 0.614082152398763, 'reg_alpha': 0.3324759560786731, 'reg_lambda': 0.6850792645422774}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:48,514] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 101, 'learning_rate': 0.03522907711413615, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.991652677501331, 'colsample_bytree': 0.9554900646698659, 'gamma': 0.30843652482115513, 'reg_alpha': 0.24034298002420967, 'reg_lambda': 0.7404734799885336}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:48,724] Trial 170 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 88, 'learning_rate': 0.03751806695546592, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9766790476298095, 'colsample_bytree': 0.9187085565046612, 'gamma': 0.0688397796245318, 'reg_alpha': 0.28877903956609885, 'reg_lambda': 0.7704026512624761}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:49,030] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 97, 'learning_rate': 0.04883866556835795, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9848895319434772, 'colsample_bytree': 0.935672817720619, 'gamma': 0.4477982342132315, 'reg_alpha': 0.18377611173217404, 'reg_lambda': 0.8852878584733213}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:49,230] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.04902206410503171, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9928985314298876, 'colsample_bytree': 0.9284035219359631, 'gamma': 0.19451439339264698, 'reg_alpha': 0.26359024122370567, 'reg_lambda': 0.9266426405740525}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:49,516] Trial 173 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 99, 'learning_rate': 0.04469759439484956, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9829084374309973, 'colsample_bytree': 0.9438223475810031, 'gamma': 0.5120776203266262, 'reg_alpha': 0.18165529152918747, 'reg_lambda': 0.9156963330781911}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:49,770] Trial 174 finished with value: 0.761904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.04596295055122491, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9827186546094078, 'colsample_bytree': 0.943781725917937, 'gamma': 0.48459086404040186, 'reg_alpha': 0.17978235417021576, 'reg_lambda': 0.8396801515471368}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:50,189] Trial 175 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 100, 'learning_rate': 0.043810821018773746, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9820733230547553, 'colsample_bytree': 0.9429398693938471, 'gamma': 0.5074580048486256, 'reg_alpha': 0.19447494994495865, 'reg_lambda': 0.8051120348980044}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:50,459] Trial 176 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 100, 'learning_rate': 0.04249251210599431, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9707642576295572, 'colsample_bytree': 0.944830447467586, 'gamma': 0.4736607117829936, 'reg_alpha': 0.18562076691861318, 'reg_lambda': 0.7854979449737657}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:50,673] Trial 177 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 104, 'learning_rate': 0.046623360330868266, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9813353360273356, 'colsample_bytree': 0.9395095925248673, 'gamma': 0.7444457030429583, 'reg_alpha': 0.16532861810323726, 'reg_lambda': 0.8210829802645945}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:50,950] Trial 178 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 105, 'learning_rate': 0.030996439412179, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9827278709314126, 'colsample_bytree': 0.9535188807902545, 'gamma': 0.6981156877790919, 'reg_alpha': 0.18038180951483757, 'reg_lambda': 0.8417876093378334}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:51,187] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 96, 'learning_rate': 0.04517154096700607, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9778005133395212, 'colsample_bytree': 0.9306379979692689, 'gamma': 0.5778678538787131, 'reg_alpha': 0.16481304384826967, 'reg_lambda': 0.6845537162844162}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:51,467] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 86, 'learning_rate': 0.03757869430865202, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9998840082532561, 'colsample_bytree': 0.9389276212772638, 'gamma': 0.3463764537937518, 'reg_alpha': 0.23095764901029292, 'reg_lambda': 0.8079873470532752}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:51,698] Trial 181 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 92, 'learning_rate': 0.04692008940007426, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9843252039928182, 'colsample_bytree': 0.9498335675607891, 'gamma': 0.4842381348713963, 'reg_alpha': 0.20223493695167807, 'reg_lambda': 0.9058174611724064}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:51,970] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 103, 'learning_rate': 0.03977917650561002, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9699151958401759, 'colsample_bytree': 0.939178240368164, 'gamma': 0.7939459783485456, 'reg_alpha': 0.21727166811416943, 'reg_lambda': 0.8586002308040185}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:52,323] Trial 183 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 99, 'learning_rate': 0.0546174036662519, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9640837068753912, 'colsample_bytree': 0.9226973877586474, 'gamma': 0.3834322731116309, 'reg_alpha': 0.14978586450498357, 'reg_lambda': 0.950215221703142}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:52,648] Trial 184 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 108, 'learning_rate': 0.051767782358566036, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9816540004432569, 'colsample_bytree': 0.9604450246988075, 'gamma': 0.2488923943282488, 'reg_alpha': 0.25471063766886154, 'reg_lambda': 0.7871904857847933}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:52,877] Trial 185 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.043171301938392595, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.991676433888429, 'colsample_bytree': 0.968664232225153, 'gamma': 0.6564125852699025, 'reg_alpha': 0.18672992627282003, 'reg_lambda': 0.9086881978571912}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:53,177] Trial 186 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 97, 'learning_rate': 0.04718457011055864, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9772727337412261, 'colsample_bytree': 0.9423607534384633, 'gamma': 0.49954089352726494, 'reg_alpha': 0.23871003663776844, 'reg_lambda': 0.7008323372691802}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:53,402] Trial 187 finished with value: 0.761904761904762 and parameters: {'n_estimators': 83, 'learning_rate': 0.056621959610061785, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9877288299490735, 'colsample_bytree': 0.9327228966243355, 'gamma': 0.1549989878451787, 'reg_alpha': 0.16501635240606125, 'reg_lambda': 0.6089118511839468}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:53,739] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 76, 'learning_rate': 0.05053291107802671, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9881367721998933, 'colsample_bytree': 0.9324094855327596, 'gamma': 0.14269752216434886, 'reg_alpha': 0.16879842621426627, 'reg_lambda': 0.5605998113151436}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:54,041] Trial 189 finished with value: 0.761904761904762 and parameters: {'n_estimators': 83, 'learning_rate': 0.0568026245533875, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9991580486786347, 'colsample_bytree': 0.9087857939198162, 'gamma': 0.2966802827990822, 'reg_alpha': 0.31947553245584737, 'reg_lambda': 0.6073743567442506}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:54,276] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.05770807366443215, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9982191434274288, 'colsample_bytree': 0.9127006245247957, 'gamma': 0.002273250697799989, 'reg_alpha': 0.32039435466047267, 'reg_lambda': 0.6184657161038931}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:54,534] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 82, 'learning_rate': 0.054877778931318434, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9862120923821645, 'colsample_bytree': 0.934267559232569, 'gamma': 0.2997196966169803, 'reg_alpha': 0.3505824610384294, 'reg_lambda': 0.5098747602174989}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:54,882] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 87, 'learning_rate': 0.04456066789245534, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9931767113238287, 'colsample_bytree': 0.9230104441570993, 'gamma': 0.4160222039095866, 'reg_alpha': 0.20164048056677666, 'reg_lambda': 0.7587015236849826}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:55,103] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 93, 'learning_rate': 0.050483732352928475, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9999411171846028, 'colsample_bytree': 0.9480489581021687, 'gamma': 0.19619367563458523, 'reg_alpha': 0.284572902785589, 'reg_lambda': 0.8377645410757011}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:55,334] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 69, 'learning_rate': 0.05849083072527733, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9771996544724594, 'colsample_bytree': 0.9050709588116123, 'gamma': 3.7874529217229185, 'reg_alpha': 0.15091874861779778, 'reg_lambda': 0.6760086486305752}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:55,534] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 83, 'learning_rate': 0.047382336519280505, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9849033450749151, 'colsample_bytree': 0.9527364926179417, 'gamma': 0.542813928028471, 'reg_alpha': 0.26558570183671165, 'reg_lambda': 0.5760455812912576}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:55,788] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 72, 'learning_rate': 0.05423440578147423, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9728311326166973, 'colsample_bytree': 0.9363703055496017, 'gamma': 0.3696785477774452, 'reg_alpha': 0.21528765505893582, 'reg_lambda': 0.7424737087636307}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:56,013] Trial 197 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 102, 'learning_rate': 0.03885641305235743, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9896036599362754, 'colsample_bytree': 0.9239271168491576, 'gamma': 0.2860460066620426, 'reg_alpha': 0.1834540002734046, 'reg_lambda': 0.887439568310421}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:56,306] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.03223653798307006, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9816549432478988, 'colsample_bytree': 0.945103741458288, 'gamma': 0.13207508988693098, 'reg_alpha': 0.23969266611167056, 'reg_lambda': 0.6543555572783211}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:56,580] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 97, 'learning_rate': 0.043274914940833756, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9924466618984688, 'colsample_bytree': 0.9581321047827771, 'gamma': 0.647089312279501, 'reg_alpha': 0.3983491091046635, 'reg_lambda': 0.9621837040846133}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:56,584] A new study created in memory with name: no-name-f7ce737b-89a9-4210-987c-bf46db78fccd
[I 2025-11-03 20:27:56,996] Trial 0 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 249, 'learning_rate': 0.16132110806132974, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6911827488678802, 'colsample_bytree': 0.8314101510255009, 'gamma': 1.5564419624126864, 'reg_alpha': 0.5590111431224263, 'reg_lambda': 1.5023018410257931}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 20:27:57,277] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.04613742081526611, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.6499132692382515, 'colsample_bytree': 0.7223595176634757, 'gamma': 0.6301703934404285, 'reg_alpha': 0.8571825764311785, 'reg_lambda': 2.8352598662747717}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 20:27:57,566] Trial 2 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 137, 'learning_rate': 0.026151751450234732, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9718039847081831, 'colsample_bytree': 0.8636766500645914, 'gamma': 3.7783691525081213, 'reg_alpha': 0.3059144404689489, 'reg_lambda': 1.9268030886064036}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 20:27:57,805] Trial 3 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.09297455026527883, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8305961978685927, 'colsample_bytree': 0.8416508815578353, 'gamma': 2.5618031453509573, 'reg_alpha': 0.5823657775062148, 'reg_lambda': 2.9137687958678082}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:58,224] Trial 4 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.2544472432515207, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6314153432492884, 'colsample_bytree': 0.6888605700946473, 'gamma': 2.308174623037403, 'reg_alpha': 0.9064922508279947, 'reg_lambda': 2.378243433768514}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:58,305] Trial 5 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 31, 'learning_rate': 0.0157394500669101, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6983327844588991, 'colsample_bytree': 0.9319248719930813, 'gamma': 3.6983279877828794, 'reg_alpha': 0.9029270169388838, 'reg_lambda': 1.5546760275557643}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:58,765] Trial 6 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 244, 'learning_rate': 0.05097093038049914, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7776351219529629, 'colsample_bytree': 0.9578029209461641, 'gamma': 2.1957638925917977, 'reg_alpha': 0.8723113450332897, 'reg_lambda': 1.909270654434949}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:58,968] Trial 7 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 92, 'learning_rate': 0.17535081609697087, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.714424161266219, 'colsample_bytree': 0.7005600879382682, 'gamma': 4.366644254918867, 'reg_alpha': 0.5229562097830602, 'reg_lambda': 1.4610730054406356}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:59,248] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.10894793519880065, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9714489842108943, 'colsample_bytree': 0.6099880986480462, 'gamma': 3.4798555857774707, 'reg_alpha': 0.5007782093850442, 'reg_lambda': 2.321092399994216}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:59,538] Trial 9 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 215, 'learning_rate': 0.012172198175041922, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9794726075290618, 'colsample_bytree': 0.7359300796842375, 'gamma': 4.41758730215256, 'reg_alpha': 0.2590404708276126, 'reg_lambda': 1.569077584019234}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:59,786] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 168, 'learning_rate': 0.07970986494088657, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8670320409516235, 'colsample_bytree': 0.8915121344441389, 'gamma': 0.042580464870336066, 'reg_alpha': 0.09885138249552122, 'reg_lambda': 0.6726551893285468}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:00,125] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 140, 'learning_rate': 0.028911008628994, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8913628473609301, 'colsample_bytree': 0.8434096425843415, 'gamma': 3.3438291807228993, 'reg_alpha': 0.2821401650251407, 'reg_lambda': 2.9930396672294153}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:00,353] Trial 12 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 110, 'learning_rate': 0.024917868870729682, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8799386099158384, 'colsample_bytree': 0.7896211557420376, 'gamma': 2.8761506432881636, 'reg_alpha': 0.6917748929258636, 'reg_lambda': 0.984303022274889}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:00,616] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 89, 'learning_rate': 0.0322047784087879, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8461444798558104, 'colsample_bytree': 0.7795402280530973, 'gamma': 1.6636108196709307, 'reg_alpha': 0.6810929201596206, 'reg_lambda': 0.8496711504953502}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:00,891] Trial 14 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 96, 'learning_rate': 0.08100486051628782, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8032226652690518, 'colsample_bytree': 0.78438304245285, 'gamma': 2.836775010843344, 'reg_alpha': 0.7214528571242023, 'reg_lambda': 1.1067629366165888}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:01,228] Trial 15 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 171, 'learning_rate': 0.018079950472694045, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9152357396339874, 'colsample_bytree': 0.9163629354425129, 'gamma': 4.997767200654547, 'reg_alpha': 0.6778766967370644, 'reg_lambda': 1.0714195328651974}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:01,367] Trial 16 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.08195365211283384, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.801524535213261, 'colsample_bytree': 0.8056451045084245, 'gamma': 1.4587583561419704, 'reg_alpha': 0.3925660294911193, 'reg_lambda': 2.550281597253316}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:01,601] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.04002165237353179, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8349453760030798, 'colsample_bytree': 0.9831980738966816, 'gamma': 2.73403998745441, 'reg_alpha': 0.7619772294783183, 'reg_lambda': 0.5949061330301935}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:01,998] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.04058217889383173, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7758892067581901, 'colsample_bytree': 0.977510036302161, 'gamma': 1.9325091091213085, 'reg_alpha': 0.7806421499589706, 'reg_lambda': 0.5220691634745597}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:02,269] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.12156917632375015, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.8321213991046575, 'colsample_bytree': 0.9905386346429312, 'gamma': 0.9561095797805754, 'reg_alpha': 0.9845254994446209, 'reg_lambda': 1.995177968943629}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:02,620] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 152, 'learning_rate': 0.06489492836948399, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9352772836661181, 'colsample_bytree': 0.611584925614949, 'gamma': 2.7825829407664675, 'reg_alpha': 0.5826315020045496, 'reg_lambda': 1.31864153782248}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:02,857] Trial 21 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 116, 'learning_rate': 0.021943570817575392, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7485276368091098, 'colsample_bytree': 0.8831000322941356, 'gamma': 2.972688384560015, 'reg_alpha': 0.6402200060903899, 'reg_lambda': 0.8611686776754505}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:03,265] Trial 22 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.03813926269140545, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8754746502664432, 'colsample_bytree': 0.7581412068821782, 'gamma': 2.491574551882864, 'reg_alpha': 0.7740601911945251, 'reg_lambda': 0.5353431081589157}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:03,489] Trial 23 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 69, 'learning_rate': 0.011542610628857914, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8360481565042077, 'colsample_bytree': 0.6547765471251861, 'gamma': 3.0891491289811808, 'reg_alpha': 0.4145331498103107, 'reg_lambda': 1.1195780297729272}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:03,716] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.06019832554992214, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9014480596741152, 'colsample_bytree': 0.9205144059947377, 'gamma': 2.59023127138463, 'reg_alpha': 0.7680820119845354, 'reg_lambda': 0.8718298618275788}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:04,096] Trial 25 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 146, 'learning_rate': 0.021451147702130646, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8578735062179664, 'colsample_bytree': 0.8120253444532376, 'gamma': 1.985972222470426, 'reg_alpha': 0.6148906681133322, 'reg_lambda': 2.242020601804435}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:04,357] Trial 26 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 175, 'learning_rate': 0.03296030773763459, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9215261377344516, 'colsample_bytree': 0.8565778596925274, 'gamma': 3.2776663271202624, 'reg_alpha': 0.3923444775150942, 'reg_lambda': 0.7433070831164177}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:04,532] Trial 27 finished with value: 0.5 and parameters: {'n_estimators': 75, 'learning_rate': 0.014511832733538505, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8205874472810822, 'colsample_bytree': 0.9510762890350759, 'gamma': 4.144593603907391, 'reg_alpha': 0.47036836518934644, 'reg_lambda': 2.654261601526664}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:04,846] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.11288533551225466, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9426000903348818, 'colsample_bytree': 0.8879062006845961, 'gamma': 1.244033125139214, 'reg_alpha': 0.8148224286863527, 'reg_lambda': 1.2387623518498156}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:05,105] Trial 29 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 127, 'learning_rate': 0.17038486957837706, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7419295245921299, 'colsample_bytree': 0.8110332386934912, 'gamma': 2.4963700453252784, 'reg_alpha': 0.9945967760010352, 'reg_lambda': 2.1225819577911675}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:05,472] Trial 30 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 191, 'learning_rate': 0.2940836285951187, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7685990422234805, 'colsample_bytree': 0.7574609528721443, 'gamma': 1.870875820113341, 'reg_alpha': 0.5563885852544506, 'reg_lambda': 1.7280257287513967}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:05,692] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 89, 'learning_rate': 0.03326734631034907, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8454735064373592, 'colsample_bytree': 0.7778245589016978, 'gamma': 1.8846815216027095, 'reg_alpha': 0.7104376988858431, 'reg_lambda': 0.9184909428360584}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:05,886] Trial 32 finished with value: 0.738095238095238 and parameters: {'n_estimators': 43, 'learning_rate': 0.04602653076178568, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8818460391894001, 'colsample_bytree': 0.8227192287160062, 'gamma': 1.598767686613082, 'reg_alpha': 0.665312806649322, 'reg_lambda': 0.7128772610771777}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:06,049] Trial 33 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 27, 'learning_rate': 0.04420746883459863, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8845359820251303, 'colsample_bytree': 0.8358307538204603, 'gamma': 2.258943688679734, 'reg_alpha': 0.624183306126258, 'reg_lambda': 0.6562851746942453}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:06,245] Trial 34 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 43, 'learning_rate': 0.023754205974145282, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8108408991057884, 'colsample_bytree': 0.8677743143100786, 'gamma': 0.8892943299382979, 'reg_alpha': 0.8282187361498143, 'reg_lambda': 1.0046781487142993}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:06,462] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 57, 'learning_rate': 0.05518792125341055, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9498848310749735, 'colsample_bytree': 0.7207913345842483, 'gamma': 3.8070720490279104, 'reg_alpha': 0.5637194604945187, 'reg_lambda': 1.2599287801611019}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:06,736] Trial 36 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 134, 'learning_rate': 0.06809386724873655, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9043172254623294, 'colsample_bytree': 0.8320742982128879, 'gamma': 0.3790285815241923, 'reg_alpha': 0.7376813697660503, 'reg_lambda': 0.7104937078953368}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:06,965] Trial 37 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 50, 'learning_rate': 0.04787210746725334, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8670767179934712, 'colsample_bytree': 0.6602068197511207, 'gamma': 1.255372614483309, 'reg_alpha': 0.45789209600585457, 'reg_lambda': 0.5102396419530688}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:07,239] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 77, 'learning_rate': 0.1318527124768869, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6464816512386459, 'colsample_bytree': 0.7477913916486615, 'gamma': 2.6890782599474434, 'reg_alpha': 0.6710261516623791, 'reg_lambda': 1.7641263063338288}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:07,597] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 186, 'learning_rate': 0.09702631199322635, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7871624349887977, 'colsample_bytree': 0.9478550539943583, 'gamma': 3.109111412147332, 'reg_alpha': 0.8954027158619473, 'reg_lambda': 1.4200554318553202}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:07,855] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.01881967987614104, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.6717247167544937, 'colsample_bytree': 0.9041797827393296, 'gamma': 2.2011520659796804, 'reg_alpha': 0.8551688390359634, 'reg_lambda': 2.8353355129885967}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:08,262] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.028482774915361164, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8327808623272924, 'colsample_bytree': 0.7916420473448829, 'gamma': 1.5908113992977728, 'reg_alpha': 0.7052815207561225, 'reg_lambda': 0.8152172385510714}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:08,476] Trial 42 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.21394998294717715, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6117491011653995, 'colsample_bytree': 0.7788137884956644, 'gamma': 1.6704734875576008, 'reg_alpha': 0.6444543298618505, 'reg_lambda': 0.9441006055232393}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:08,653] Trial 43 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 41, 'learning_rate': 0.03559987139592252, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8559317917209838, 'colsample_bytree': 0.8232848154985273, 'gamma': 2.411073930353127, 'reg_alpha': 0.516520771886446, 'reg_lambda': 0.6032714396792028}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:08,894] Trial 44 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 41, 'learning_rate': 0.03950075493340831, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8539824491404542, 'colsample_bytree': 0.8708460281493987, 'gamma': 3.5094752475148567, 'reg_alpha': 0.3281642651304814, 'reg_lambda': 0.6417043831993705}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:09,084] Trial 45 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 36, 'learning_rate': 0.025749031679910567, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8854551460006733, 'colsample_bytree': 0.8173630795830775, 'gamma': 2.3454402821345472, 'reg_alpha': 0.5442560598249124, 'reg_lambda': 0.6179638403819412}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:09,444] Trial 46 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 241, 'learning_rate': 0.04918255532622804, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9959082718453521, 'colsample_bytree': 0.8442801956438304, 'gamma': 2.9211689616210297, 'reg_alpha': 0.5039277586013983, 'reg_lambda': 0.7398801072812377}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:09,689] Trial 47 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 56, 'learning_rate': 0.03574231485292154, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8224399683899114, 'colsample_bytree': 0.7291331712183313, 'gamma': 2.1054788782454232, 'reg_alpha': 0.1499235548137891, 'reg_lambda': 1.0329844687674867}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:09,817] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.0757537549326723, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.791509612638766, 'colsample_bytree': 0.8524506137915565, 'gamma': 3.667602470932922, 'reg_alpha': 0.9346183364215536, 'reg_lambda': 1.1682266183225722}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:10,125] Trial 49 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 98, 'learning_rate': 0.09619033115864387, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8695857058940482, 'colsample_bytree': 0.7039909280752968, 'gamma': 3.274808758942643, 'reg_alpha': 0.591633317992731, 'reg_lambda': 0.602464031648223}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:10,378] Trial 50 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 152, 'learning_rate': 0.02860454216555184, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9020923563694921, 'colsample_bytree': 0.8246230034027158, 'gamma': 2.480671478615234, 'reg_alpha': 0.5252369981924606, 'reg_lambda': 2.5602588189391184}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:10,637] Trial 51 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 49, 'learning_rate': 0.03440922328398381, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8222966093011362, 'colsample_bytree': 0.7331496613916273, 'gamma': 2.2083217471047063, 'reg_alpha': 0.03539234952364449, 'reg_lambda': 1.0215430733628763}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:10,738] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.05548900157885873, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8124377790510734, 'colsample_bytree': 0.7687391700652583, 'gamma': 2.052861659183136, 'reg_alpha': 0.21496085080503208, 'reg_lambda': 0.790924665977681}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:11,017] Trial 53 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 62, 'learning_rate': 0.04071912797209574, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8535773177471475, 'colsample_bytree': 0.7945962707581242, 'gamma': 2.7260573011142637, 'reg_alpha': 0.16304147418404003, 'reg_lambda': 0.9736967106371595}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:11,305] Trial 54 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 136, 'learning_rate': 0.03625027819220529, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8389515294192438, 'colsample_bytree': 0.6620566044369598, 'gamma': 1.4221965400033727, 'reg_alpha': 0.4485387682616312, 'reg_lambda': 0.7919813562843223}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:11,417] Trial 55 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 34, 'learning_rate': 0.04480519750857624, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7579603062427329, 'colsample_bytree': 0.6785107873160787, 'gamma': 2.396280386434003, 'reg_alpha': 0.33808823049160464, 'reg_lambda': 1.4061743636014608}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:11,752] Trial 56 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 59, 'learning_rate': 0.030851333980762174, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.925100978418471, 'colsample_bytree': 0.7190371550470154, 'gamma': 1.746191728148039, 'reg_alpha': 0.7545518886406384, 'reg_lambda': 1.6416149749159705}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:11,994] Trial 57 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.01755596141451917, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9238737545621643, 'colsample_bytree': 0.997405174031958, 'gamma': 1.7272019754978016, 'reg_alpha': 0.7540816513614272, 'reg_lambda': 1.6292252857998508}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:12,281] Trial 58 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 155, 'learning_rate': 0.015059957264215924, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.915665592867061, 'colsample_bytree': 0.9704857220287926, 'gamma': 1.7119986402865925, 'reg_alpha': 0.7604839025366846, 'reg_lambda': 1.6962835833610341}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:12,610] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 165, 'learning_rate': 0.012942700507086605, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9313442900692139, 'colsample_bytree': 0.9974111023736213, 'gamma': 0.8891638103924349, 'reg_alpha': 0.80190063014335, 'reg_lambda': 1.560021815772208}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:12,895] Trial 60 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 180, 'learning_rate': 0.019909557566389197, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9604416667122575, 'colsample_bytree': 0.93978975067689, 'gamma': 1.3090631978410765, 'reg_alpha': 0.6587968841497699, 'reg_lambda': 1.8755505333261384}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:13,290] Trial 61 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 118, 'learning_rate': 0.02532422465772062, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8913623153309955, 'colsample_bytree': 0.9763757856423202, 'gamma': 1.8232837781737032, 'reg_alpha': 0.7025233677770741, 'reg_lambda': 2.1303822203728715}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:13,554] Trial 62 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 127, 'learning_rate': 0.01701259786721766, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8773841504408468, 'colsample_bytree': 0.6220688408310593, 'gamma': 1.0271941715296147, 'reg_alpha': 0.6016902456366895, 'reg_lambda': 1.5101059901832403}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:13,791] Trial 63 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.02894783351992822, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9269079752322378, 'colsample_bytree': 0.9300456594239898, 'gamma': 3.0665567269853065, 'reg_alpha': 0.7415447282172825, 'reg_lambda': 1.6471554867226048}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:14,097] Trial 64 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.021947612363784275, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9080534050013233, 'colsample_bytree': 0.9634597296613521, 'gamma': 2.834244301494644, 'reg_alpha': 0.8493618086500374, 'reg_lambda': 1.9597601762000043}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:14,316] Trial 65 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 80, 'learning_rate': 0.030680187594154563, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.950688751438199, 'colsample_bytree': 0.8017932339348411, 'gamma': 2.669510733938792, 'reg_alpha': 0.673207614898202, 'reg_lambda': 1.8433877054946337}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:14,556] Trial 66 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.04240987771886884, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9755320563659524, 'colsample_bytree': 0.9920377173239792, 'gamma': 1.4884781665909588, 'reg_alpha': 0.8007438988098736, 'reg_lambda': 0.5725669989767135}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:14,796] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.0699047998650245, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9844533235431564, 'colsample_bytree': 0.9901567540048821, 'gamma': 1.1013342010075289, 'reg_alpha': 0.800241330733339, 'reg_lambda': 0.5517184090403578}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:15,122] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.04346567560054137, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9591802905099986, 'colsample_bytree': 0.9901435943868043, 'gamma': 1.7799451637346848, 'reg_alpha': 0.8952720956010688, 'reg_lambda': 2.336380087684832}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:15,379] Trial 69 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 45, 'learning_rate': 0.0589386246536999, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9686137686120124, 'colsample_bytree': 0.9913659782503979, 'gamma': 0.6302814369698769, 'reg_alpha': 0.9426010394605857, 'reg_lambda': 2.822286365251818}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:15,681] Trial 70 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 65, 'learning_rate': 0.042894808512822374, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9999954163042625, 'colsample_bytree': 0.9605675350956517, 'gamma': 1.4925475593919737, 'reg_alpha': 0.8709810635976398, 'reg_lambda': 2.441761995487811}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:15,904] Trial 71 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 71, 'learning_rate': 0.0518084237622568, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9939676697586068, 'colsample_bytree': 0.9815031492312927, 'gamma': 1.484033380879236, 'reg_alpha': 0.8833778907260428, 'reg_lambda': 2.9916962701933127}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:16,213] Trial 72 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 65, 'learning_rate': 0.010250819858950757, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9867943471316033, 'colsample_bytree': 0.9830798316299849, 'gamma': 1.4585234430307388, 'reg_alpha': 0.9075032378196208, 'reg_lambda': 2.9260069092847427}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:16,444] Trial 73 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 91, 'learning_rate': 0.04226110505655276, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.999398948049658, 'colsample_bytree': 0.9591841078336022, 'gamma': 1.4632591143700988, 'reg_alpha': 0.8772991612868626, 'reg_lambda': 2.3819268106326352}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:16,785] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 84, 'learning_rate': 0.051619127558744204, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.97369146860977, 'colsample_bytree': 0.9999836878737076, 'gamma': 1.9726649563711247, 'reg_alpha': 0.8331176031570131, 'reg_lambda': 2.719714048425253}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:17,014] Trial 75 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 84, 'learning_rate': 0.051661570065997565, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9747297668959191, 'colsample_bytree': 0.998491137105724, 'gamma': 2.0093447853220137, 'reg_alpha': 0.9527242940052834, 'reg_lambda': 2.703170673843885}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:17,348] Trial 76 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 72, 'learning_rate': 0.06141988623866067, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.990550966765136, 'colsample_bytree': 0.9688625596301452, 'gamma': 1.1190484654636803, 'reg_alpha': 0.8237949682624897, 'reg_lambda': 2.7535740815996106}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:17,616] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 104, 'learning_rate': 0.0508961611166505, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9766123461112427, 'colsample_bytree': 0.949165159055351, 'gamma': 0.7520531530959286, 'reg_alpha': 0.8463529882842971, 'reg_lambda': 2.885951080588649}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:17,928] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 112, 'learning_rate': 0.08323287175462027, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9442793925773173, 'colsample_bytree': 0.9804335366515421, 'gamma': 1.3014340097864987, 'reg_alpha': 0.7836217062977876, 'reg_lambda': 2.982900914815126}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:18,144] Trial 79 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 53, 'learning_rate': 0.06435821259579196, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9642399061682861, 'colsample_bytree': 0.9092056126670973, 'gamma': 1.9378265545955662, 'reg_alpha': 0.9209484114558609, 'reg_lambda': 2.559420995274609}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:18,510] Trial 80 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 141, 'learning_rate': 0.03784816352240408, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9820714349446135, 'colsample_bytree': 0.930406878329434, 'gamma': 2.129953977245055, 'reg_alpha': 0.8752087587568528, 'reg_lambda': 2.4823608731239712}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:18,702] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.054256852622243786, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9554116597425589, 'colsample_bytree': 0.9857521738204715, 'gamma': 1.7982319092752241, 'reg_alpha': 0.8901732667615405, 'reg_lambda': 2.681001142098848}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:18,989] Trial 82 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 85, 'learning_rate': 0.1362706999900086, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9547264424445823, 'colsample_bytree': 0.9570442595863843, 'gamma': 2.5591309617922153, 'reg_alpha': 0.8427901161260044, 'reg_lambda': 2.6306356399776165}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:19,217] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 75, 'learning_rate': 0.053504717818494675, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9699977944411253, 'colsample_bytree': 0.980267463147514, 'gamma': 1.511184274429537, 'reg_alpha': 0.9586142534709515, 'reg_lambda': 2.736083434908952}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:19,522] Trial 84 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 78, 'learning_rate': 0.05659366865843257, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9698349030122091, 'colsample_bytree': 0.9758947095882817, 'gamma': 1.5948457487089005, 'reg_alpha': 0.9696168579090202, 'reg_lambda': 2.785797777322743}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:19,777] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 68, 'learning_rate': 0.050004834314490654, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.999370566014646, 'colsample_bytree': 0.9660625020503826, 'gamma': 2.2992297407117746, 'reg_alpha': 0.9660048876876899, 'reg_lambda': 2.7033545383428117}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:20,033] Trial 86 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 51, 'learning_rate': 0.04752901169396371, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9785415310033114, 'colsample_bytree': 0.983884807548894, 'gamma': 1.4258906450524962, 'reg_alpha': 0.8786667484026609, 'reg_lambda': 2.4530279227023493}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:20,185] Trial 87 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 36, 'learning_rate': 0.0696751528510453, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9391080128850712, 'colsample_bytree': 0.9433698358841849, 'gamma': 1.1735006132295984, 'reg_alpha': 0.9995238496662809, 'reg_lambda': 2.8954768187675053}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:20,465] Trial 88 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 50, 'learning_rate': 0.09015613958980671, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9812821141159226, 'colsample_bytree': 0.9566731239368901, 'gamma': 1.3530587006151698, 'reg_alpha': 0.8791179636921992, 'reg_lambda': 2.482108563534769}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:20,608] Trial 89 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 57, 'learning_rate': 0.046969970162921426, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9684746032927439, 'colsample_bytree': 0.9812267913728392, 'gamma': 1.5073014788240031, 'reg_alpha': 0.9245381684394693, 'reg_lambda': 2.6396474844196933}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:20,884] Trial 90 finished with value: 0.738095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.05375589794024755, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.993558624168038, 'colsample_bytree': 0.923138286426866, 'gamma': 1.8789605834433756, 'reg_alpha': 0.9097195867614679, 'reg_lambda': 2.403291406032289}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:21,086] Trial 91 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 65, 'learning_rate': 0.040501290072667076, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9474409833964633, 'colsample_bytree': 0.9862184450227555, 'gamma': 2.4247113831542624, 'reg_alpha': 0.8218624973840567, 'reg_lambda': 2.969039265678593}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:21,291] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.03743400811436271, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9762356018586476, 'colsample_bytree': 0.9729692919366996, 'gamma': 1.5747745352281601, 'reg_alpha': 0.7964669710980933, 'reg_lambda': 2.257734330807657}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:21,549] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 79, 'learning_rate': 0.07572485874866297, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7245968979437585, 'colsample_bytree': 0.9711536092917081, 'gamma': 1.6006115107249943, 'reg_alpha': 0.8640668842110883, 'reg_lambda': 2.224325162014357}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:21,741] Trial 94 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 60, 'learning_rate': 0.04602809382214488, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.988870322668603, 'colsample_bytree': 0.9542097955729064, 'gamma': 1.4042456300855695, 'reg_alpha': 0.7982444243012763, 'reg_lambda': 2.4857553647099824}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:22,070] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.0359646303150368, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.976165858313238, 'colsample_bytree': 0.9649697759027479, 'gamma': 1.1997686217893144, 'reg_alpha': 0.9633050014657851, 'reg_lambda': 2.710696948712081}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:22,249] Trial 96 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 41, 'learning_rate': 0.03824153109511745, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9593310985732169, 'colsample_bytree': 0.9361889622650328, 'gamma': 1.5456230348360296, 'reg_alpha': 0.8880357743653535, 'reg_lambda': 2.8559791418469365}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:22,433] Trial 97 finished with value: 0.761904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.06317144186314576, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9365813101878737, 'colsample_bytree': 0.9743398732795077, 'gamma': 1.815378959181213, 'reg_alpha': 0.9336687176839993, 'reg_lambda': 2.5984163618371774}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:22,686] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 29, 'learning_rate': 0.0638026522370457, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9354920544662104, 'colsample_bytree': 0.9734881914472122, 'gamma': 1.8168848679005956, 'reg_alpha': 0.9374051217255448, 'reg_lambda': 2.610939425807579}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:22,862] Trial 99 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 50, 'learning_rate': 0.0567643537232471, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9516221426891335, 'colsample_bytree': 0.9997068266786905, 'gamma': 1.6612392776927516, 'reg_alpha': 0.9777234915763477, 'reg_lambda': 2.2145462209934785}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:23,031] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 47, 'learning_rate': 0.04260049256113245, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9524861794750363, 'colsample_bytree': 0.9984446399391156, 'gamma': 1.9709549302376888, 'reg_alpha': 0.9692860625224212, 'reg_lambda': 2.2425668583739435}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:23,379] Trial 101 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.05776243222340072, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9641902730326045, 'colsample_bytree': 0.9867513171422487, 'gamma': 1.652022675065296, 'reg_alpha': 0.9827882020155543, 'reg_lambda': 2.3087557879859633}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:23,537] Trial 102 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 56, 'learning_rate': 0.05168801210165512, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9778598535946661, 'colsample_bytree': 0.9757417211237963, 'gamma': 2.105352646398486, 'reg_alpha': 0.9259499552080527, 'reg_lambda': 2.071387671930855}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:23,856] Trial 103 finished with value: 0.75 and parameters: {'n_estimators': 69, 'learning_rate': 0.04780478621501538, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9881550236635476, 'colsample_bytree': 0.9998371444971205, 'gamma': 1.3715981789591642, 'reg_alpha': 0.840484254852904, 'reg_lambda': 2.4202070002381935}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:24,042] Trial 104 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 40, 'learning_rate': 0.04854281604795774, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9858421960602326, 'colsample_bytree': 0.998633776866814, 'gamma': 1.0220195851479232, 'reg_alpha': 0.8381778672580847, 'reg_lambda': 2.426662485330714}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:24,222] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.03366407930595967, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9405919429684583, 'colsample_bytree': 0.9902768257988274, 'gamma': 1.3464929671471249, 'reg_alpha': 0.7848941302710881, 'reg_lambda': 2.5283408514762487}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:24,517] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 88, 'learning_rate': 0.055142919751974974, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9710617030750622, 'colsample_bytree': 0.968051080645153, 'gamma': 1.703256247188146, 'reg_alpha': 0.8596292789527392, 'reg_lambda': 2.4328684827761196}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:24,707] Trial 107 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.0612156354008666, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9550719858253556, 'colsample_bytree': 0.9428140432503638, 'gamma': 1.8511953131727394, 'reg_alpha': 0.7300652514812307, 'reg_lambda': 2.3317228218678245}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:24,862] Trial 108 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.04595367993716335, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9117008412932588, 'colsample_bytree': 0.9609976992313591, 'gamma': 1.2323587264599585, 'reg_alpha': 0.911849560588607, 'reg_lambda': 2.2035487993897354}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:25,160] Trial 109 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 75, 'learning_rate': 0.07262681586292259, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.96559453515836, 'colsample_bytree': 0.9897802306069761, 'gamma': 1.644291125775348, 'reg_alpha': 0.9544837685410573, 'reg_lambda': 2.588132023007209}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:25,389] Trial 110 finished with value: 0.744047619047619 and parameters: {'n_estimators': 68, 'learning_rate': 0.042051480342539235, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9461899005983797, 'colsample_bytree': 0.9814398455741834, 'gamma': 1.5395031489182638, 'reg_alpha': 0.8126876852692507, 'reg_lambda': 2.282389010029573}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:25,589] Trial 111 finished with value: 0.738095238095238 and parameters: {'n_estimators': 53, 'learning_rate': 0.03299729035616311, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9318164298015819, 'colsample_bytree': 0.990888342349126, 'gamma': 1.3735709020702769, 'reg_alpha': 0.7822794802527516, 'reg_lambda': 2.520661397523992}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:25,805] Trial 112 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 46, 'learning_rate': 0.03855274229559438, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9830309914441383, 'colsample_bytree': 0.9994418280178723, 'gamma': 1.3453480297920213, 'reg_alpha': 0.8342718122054207, 'reg_lambda': 2.765194948833131}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:26,004] Trial 113 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 61, 'learning_rate': 0.030960352681782637, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9848407087700973, 'colsample_bytree': 0.9992645017999785, 'gamma': 4.993602177159019, 'reg_alpha': 0.8946996104221265, 'reg_lambda': 2.7491115715889625}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:26,181] Trial 114 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 38, 'learning_rate': 0.03949350633362874, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9754319744047211, 'colsample_bytree': 0.9485685745994313, 'gamma': 1.7186409238170997, 'reg_alpha': 0.8603703268961621, 'reg_lambda': 2.6823552766585874}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:26,420] Trial 115 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.06627105936484307, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9994645128116592, 'colsample_bytree': 0.9773690068328836, 'gamma': 1.107098277716412, 'reg_alpha': 0.8277480604807873, 'reg_lambda': 2.7569671464899614}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:26,553] Trial 116 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 25, 'learning_rate': 0.06617063972070546, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9948667745349802, 'colsample_bytree': 0.974258340828338, 'gamma': 0.8779160283719313, 'reg_alpha': 0.8159909966727001, 'reg_lambda': 2.80885383537469}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:26,879] Trial 117 finished with value: 0.738095238095238 and parameters: {'n_estimators': 23, 'learning_rate': 0.06660530105134067, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9929040010163502, 'colsample_bytree': 0.9737419287047323, 'gamma': 0.8273630167782291, 'reg_alpha': 0.9391480906692316, 'reg_lambda': 2.820934033218718}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:27,094] Trial 118 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 44, 'learning_rate': 0.03563402922159155, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.994153335837301, 'colsample_bytree': 0.9621113988753988, 'gamma': 0.5285723219181644, 'reg_alpha': 0.8059773282124739, 'reg_lambda': 2.7929836430749244}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:27,214] Trial 119 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 33, 'learning_rate': 0.05887723005028105, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9845556909995, 'colsample_bytree': 0.979744165998367, 'gamma': 0.993705371658556, 'reg_alpha': 0.986044992390927, 'reg_lambda': 2.141012408686022}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:27,462] Trial 120 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.04387453587363267, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9998450159346979, 'colsample_bytree': 0.9508829684072576, 'gamma': 1.1412909448130835, 'reg_alpha': 0.8208540793883697, 'reg_lambda': 2.587680027528237}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:27,642] Trial 121 finished with value: 0.7410714285714287 and parameters: {'n_estimators': 29, 'learning_rate': 0.044677896616862944, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9961846980708291, 'colsample_bytree': 0.8798074576706925, 'gamma': 1.0656322900268664, 'reg_alpha': 0.8303421208786304, 'reg_lambda': 2.590780870280967}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:27,892] Trial 122 finished with value: 0.767857142857143 and parameters: {'n_estimators': 47, 'learning_rate': 0.08283713806778661, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9990717902510322, 'colsample_bytree': 0.9540704155386192, 'gamma': 0.895170914973549, 'reg_alpha': 0.7755862442828203, 'reg_lambda': 2.7699780803948264}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:28,052] Trial 123 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 46, 'learning_rate': 0.07554367112186967, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9987357851285488, 'colsample_bytree': 0.9519200956737259, 'gamma': 0.6904505490196998, 'reg_alpha': 0.7613869855350953, 'reg_lambda': 2.769263399259838}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:28,287] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.08232738219724177, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9827277371784798, 'colsample_bytree': 0.9689791800606524, 'gamma': 0.9153879662981766, 'reg_alpha': 0.8484100806249367, 'reg_lambda': 2.4642492368704096}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:28,492] Trial 125 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 26, 'learning_rate': 0.08976511992606526, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9999813398441332, 'colsample_bytree': 0.9102645316294615, 'gamma': 0.5461120480438322, 'reg_alpha': 0.9075082603767867, 'reg_lambda': 2.368907679879554}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:28,634] Trial 126 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 37, 'learning_rate': 0.10823439495722678, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9919720756878065, 'colsample_bytree': 0.9162292274932231, 'gamma': 0.8232774237036595, 'reg_alpha': 0.8688471135857618, 'reg_lambda': 2.360648284766857}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:28,751] Trial 127 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 30, 'learning_rate': 0.09045000774261915, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9984814158652264, 'colsample_bytree': 0.9332361323303016, 'gamma': 0.3024654351812587, 'reg_alpha': 0.9190502493313005, 'reg_lambda': 2.1778725912663157}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:29,009] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 27, 'learning_rate': 0.10117658281149532, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9648062138423737, 'colsample_bytree': 0.89268761894327, 'gamma': 0.37616367895141334, 'reg_alpha': 0.8998547408338593, 'reg_lambda': 2.284008118729133}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:29,118] Trial 129 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.06921424291673967, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9884229600986706, 'colsample_bytree': 0.9426616520268138, 'gamma': 1.153633706145516, 'reg_alpha': 0.9470565998757425, 'reg_lambda': 2.555607423188427}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:29,365] Trial 130 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 42, 'learning_rate': 0.08451124650516272, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9995015432633981, 'colsample_bytree': 0.9221964897312321, 'gamma': 0.4567882409734284, 'reg_alpha': 0.7137919653589092, 'reg_lambda': 2.6560303164502566}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:29,536] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 32, 'learning_rate': 0.0630172152739302, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9806868747508978, 'colsample_bytree': 0.9571681536031188, 'gamma': 1.2667130049915798, 'reg_alpha': 0.821879671089169, 'reg_lambda': 2.3816240260342276}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:29,757] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 48, 'learning_rate': 0.04831772653612583, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9894757517984456, 'colsample_bytree': 0.9745505058545423, 'gamma': 0.16649337529800512, 'reg_alpha': 0.36668800201678464, 'reg_lambda': 2.876504438326971}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:29,977] Trial 133 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 38, 'learning_rate': 0.07305066955613225, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9756344263587198, 'colsample_bytree': 0.9635447951510914, 'gamma': 0.7729406960663685, 'reg_alpha': 0.774838883049627, 'reg_lambda': 2.523777529215105}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:30,210] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.038211976195940925, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9673272535860622, 'colsample_bytree': 0.9834752712354614, 'gamma': 0.9581968297885793, 'reg_alpha': 0.8659794302369979, 'reg_lambda': 2.6408598569731447}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:30,347] Trial 135 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 55, 'learning_rate': 0.0779845730696028, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.986822011714828, 'colsample_bytree': 0.9512754420216601, 'gamma': 1.1285502720412912, 'reg_alpha': 0.8344082490964317, 'reg_lambda': 2.070629912539735}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:30,592] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.06613364322655742, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9607420384348371, 'colsample_bytree': 0.9772937560407398, 'gamma': 1.2572608127819371, 'reg_alpha': 0.2460181026696111, 'reg_lambda': 2.4403293806287625}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:30,728] Trial 137 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 42, 'learning_rate': 0.0860894574210771, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9814553734131058, 'colsample_bytree': 0.9626778723308725, 'gamma': 0.5766146805176138, 'reg_alpha': 0.7903500328654515, 'reg_lambda': 2.73888893214558}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:31,018] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 33, 'learning_rate': 0.057806446518252334, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9713130658318182, 'colsample_bytree': 0.9007235441102962, 'gamma': 0.6945276274314865, 'reg_alpha': 0.8109644992173288, 'reg_lambda': 2.927067482385321}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:31,212] Trial 139 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 26, 'learning_rate': 0.056919012642966754, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9733203513452378, 'colsample_bytree': 0.905388053978947, 'gamma': 0.8599103012057168, 'reg_alpha': 0.8793133233599146, 'reg_lambda': 2.9406056618206002}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:31,337] Trial 140 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.05960753969225789, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6940966545499551, 'colsample_bytree': 0.9404510670419085, 'gamma': 0.6803571490249416, 'reg_alpha': 0.7525222764406363, 'reg_lambda': 2.8415848279959808}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:31,669] Trial 141 finished with value: 0.755952380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.04734571213561978, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9991708552567273, 'colsample_bytree': 0.8984827539106536, 'gamma': 1.0344425485523634, 'reg_alpha': 0.8127330006750022, 'reg_lambda': 2.9287564697396986}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:31,859] Trial 142 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.049317729815680035, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9906603233342229, 'colsample_bytree': 0.8571963084121292, 'gamma': 0.955436425166871, 'reg_alpha': 0.8526816545572072, 'reg_lambda': 2.9275805326608704}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:32,133] Trial 143 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.05375095275828922, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9986202462550802, 'colsample_bytree': 0.8855604524222697, 'gamma': 1.1074202712787549, 'reg_alpha': 0.807801586784753, 'reg_lambda': 2.8211756648579507}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:32,293] Trial 144 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 38, 'learning_rate': 0.05489970888444025, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9998061040360195, 'colsample_bytree': 0.8917506915264214, 'gamma': 1.0659504266519897, 'reg_alpha': 0.7367948038401497, 'reg_lambda': 2.8147948325054024}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:32,415] Trial 145 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 30, 'learning_rate': 0.06228915303675681, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9699336054278135, 'colsample_bytree': 0.9140941912187794, 'gamma': 0.7271549210326174, 'reg_alpha': 0.7340266484214302, 'reg_lambda': 2.865315769777812}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:32,660] Trial 146 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.0696834122749955, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9788284249900684, 'colsample_bytree': 0.8955833136808655, 'gamma': 0.5777582320993606, 'reg_alpha': 0.7806807622230527, 'reg_lambda': 2.911503431977634}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:32,750] Trial 147 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 20, 'learning_rate': 0.07088053240941915, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9895172208082866, 'colsample_bytree': 0.8776230749270314, 'gamma': 1.0415835703171954, 'reg_alpha': 0.7744966332551848, 'reg_lambda': 2.8015907399228985}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:32,986] Trial 148 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.046390952971255034, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9797722958586873, 'colsample_bytree': 0.8633539932254883, 'gamma': 0.2111954198784503, 'reg_alpha': 0.6950929082003494, 'reg_lambda': 2.6721734850280905}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:33,220] Trial 149 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 26, 'learning_rate': 0.07672952964458692, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9579177369555185, 'colsample_bytree': 0.8749558691878044, 'gamma': 0.4962275341781417, 'reg_alpha': 0.9979827025659258, 'reg_lambda': 2.5990386676628257}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:33,462] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.05348190876833037, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9907467208116766, 'colsample_bytree': 0.898576802323913, 'gamma': 0.6123187253578573, 'reg_alpha': 0.762598334683662, 'reg_lambda': 2.88848808695683}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:33,609] Trial 151 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 35, 'learning_rate': 0.06464494986409378, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9757321538092623, 'colsample_bytree': 0.8940589059708938, 'gamma': 0.8789069747369989, 'reg_alpha': 0.802749665326311, 'reg_lambda': 2.9243463367741005}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:33,783] Trial 152 finished with value: 0.755952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.06000433449086299, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9994275291909763, 'colsample_bytree': 0.9093805565869347, 'gamma': 1.1657869256417794, 'reg_alpha': 0.7393878957630378, 'reg_lambda': 2.9957016803801824}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:33,985] Trial 153 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.09815619599074901, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9996508986060715, 'colsample_bytree': 0.9241001887936782, 'gamma': 1.4033897164021432, 'reg_alpha': 0.7466105644300576, 'reg_lambda': 2.9847537692346604}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:34,155] Trial 154 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 46, 'learning_rate': 0.05985692717664512, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9863976064952332, 'colsample_bytree': 0.9067296840667464, 'gamma': 1.19721552193068, 'reg_alpha': 0.7863578744842281, 'reg_lambda': 2.7279567966685887}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:34,308] Trial 155 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 24, 'learning_rate': 0.0678731644548018, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9816748322841815, 'colsample_bytree': 0.8930434725001614, 'gamma': 1.0098757928990936, 'reg_alpha': 0.7331048770557661, 'reg_lambda': 2.9950573645334386}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:34,553] Trial 156 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.050817527221839104, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9907036386526202, 'colsample_bytree': 0.9151400768437938, 'gamma': 1.2128274118690183, 'reg_alpha': 0.6277784330198376, 'reg_lambda': 2.8481586839036477}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:34,833] Trial 157 finished with value: 0.738095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.07860391830597047, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9990601603577508, 'colsample_bytree': 0.8435120170747845, 'gamma': 1.325622169801846, 'reg_alpha': 0.8201933222419985, 'reg_lambda': 2.5056329386660265}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:35,011] Trial 158 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 57, 'learning_rate': 0.05516305508561964, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9628217351523977, 'colsample_bytree': 0.9297549057843716, 'gamma': 1.1272102791111676, 'reg_alpha': 0.6878523068637634, 'reg_lambda': 2.7812367483041185}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:35,321] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 49, 'learning_rate': 0.0899854756050082, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9501464429475845, 'colsample_bytree': 0.8691595159003496, 'gamma': 1.4481877084607606, 'reg_alpha': 0.7179124596321609, 'reg_lambda': 2.893625349777788}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:35,518] Trial 160 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 42, 'learning_rate': 0.044310215348598476, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9779978651180004, 'colsample_bytree': 0.9872289955357725, 'gamma': 0.8188537005883298, 'reg_alpha': 0.9281437816074397, 'reg_lambda': 2.342520575752049}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:35,730] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 32, 'learning_rate': 0.062183227351026556, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9700459469783542, 'colsample_bytree': 0.9017287928288363, 'gamma': 0.6326722774567834, 'reg_alpha': 0.42448237343449063, 'reg_lambda': 2.9158445435959806}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:35,907] Trial 162 finished with value: 0.755952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.06301359629336281, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9892794846650184, 'colsample_bytree': 0.9015963226168404, 'gamma': 0.44339526926191486, 'reg_alpha': 0.4425137047816376, 'reg_lambda': 2.8192133619975253}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:36,076] Trial 163 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 36, 'learning_rate': 0.06642934588965659, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9687857521723257, 'colsample_bytree': 0.8878118191756722, 'gamma': 0.46546902524849315, 'reg_alpha': 0.4639927429709413, 'reg_lambda': 2.949390543885805}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:36,291] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 30, 'learning_rate': 0.07235720113612272, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9814678125206003, 'colsample_bytree': 0.8996404761534782, 'gamma': 0.3857002091849161, 'reg_alpha': 0.41449639119939985, 'reg_lambda': 2.7983884620004806}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:36,515] Trial 165 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 23, 'learning_rate': 0.06127147117324732, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6753736627426491, 'colsample_bytree': 0.9117820597273366, 'gamma': 0.5967533308649116, 'reg_alpha': 0.3584756399570552, 'reg_lambda': 2.8573850473085356}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:36,630] Trial 166 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 34, 'learning_rate': 0.06522107616383288, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9913749283370171, 'colsample_bytree': 0.8848683809789012, 'gamma': 0.7444104336596509, 'reg_alpha': 0.4872579276561019, 'reg_lambda': 2.7022281710587035}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:36,747] Trial 167 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 34, 'learning_rate': 0.06326330043769937, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9932335373719474, 'colsample_bytree': 0.8797623680619813, 'gamma': 0.2654575219050158, 'reg_alpha': 0.5009830743922966, 'reg_lambda': 2.6685808638450164}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:36,858] Trial 168 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.06971911419294527, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9921869195352117, 'colsample_bytree': 0.9036478438918798, 'gamma': 0.9069542243943317, 'reg_alpha': 0.4105941805746144, 'reg_lambda': 2.781032308824524}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:37,095] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.058547884933926334, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9846778788149085, 'colsample_bytree': 0.886176392377912, 'gamma': 0.03914523737618941, 'reg_alpha': 0.5203174396502733, 'reg_lambda': 2.7299490470052294}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:37,219] Trial 170 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 39, 'learning_rate': 0.08003469096486043, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9988474040517831, 'colsample_bytree': 0.9253821661634952, 'gamma': 0.7370667580900426, 'reg_alpha': 0.4797213175356008, 'reg_lambda': 2.8889151413325083}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:37,528] Trial 171 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 46, 'learning_rate': 0.05599799755615939, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9740405105957478, 'colsample_bytree': 0.9100743162724649, 'gamma': 0.3809874245624466, 'reg_alpha': 0.4278077035244913, 'reg_lambda': 2.8179257610541435}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:37,728] Trial 172 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 32, 'learning_rate': 0.06484069257248598, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9857097745404638, 'colsample_bytree': 0.8970123715704115, 'gamma': 0.5637650197619751, 'reg_alpha': 0.49012279437559303, 'reg_lambda': 2.729372094617855}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:38,001] Trial 173 finished with value: 0.761904761904762 and parameters: {'n_estimators': 32, 'learning_rate': 0.06443972963412123, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9998151857806274, 'colsample_bytree': 0.894330587739104, 'gamma': 0.5792214110378774, 'reg_alpha': 0.5260702401913746, 'reg_lambda': 2.688590765050393}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:38,267] Trial 174 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 26, 'learning_rate': 0.06456080752123972, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9997688328474694, 'colsample_bytree': 0.8952454525059451, 'gamma': 0.6174514846434833, 'reg_alpha': 0.43924749969669824, 'reg_lambda': 2.7527538160413827}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:38,370] Trial 175 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 32, 'learning_rate': 0.06894281184541762, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9912124435465981, 'colsample_bytree': 0.8868745903866707, 'gamma': 0.48780205739296656, 'reg_alpha': 0.47640782665599096, 'reg_lambda': 2.6026009657571585}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:38,606] Trial 176 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 37, 'learning_rate': 0.07254684033530892, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9865334399100285, 'colsample_bytree': 0.9029299000076386, 'gamma': 0.7266657104030103, 'reg_alpha': 0.5557746704518103, 'reg_lambda': 2.6930500526434495}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:38,871] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 38, 'learning_rate': 0.07540727717778783, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9901305313800711, 'colsample_bytree': 0.9060907050080751, 'gamma': 0.7907246866930393, 'reg_alpha': 0.5646389491076063, 'reg_lambda': 2.6972241845898903}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:39,087] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.07428813521726105, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9884989352048534, 'colsample_bytree': 0.9092180476562504, 'gamma': 0.7995713922863075, 'reg_alpha': 0.5373317853144929, 'reg_lambda': 2.7043453303264724}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:39,362] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.07836121126827952, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9927567367659086, 'colsample_bytree': 0.9201187780473512, 'gamma': 0.9444248605567537, 'reg_alpha': 0.5642907558402265, 'reg_lambda': 2.6412846164012267}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:39,491] Trial 180 finished with value: 0.755952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.0654267919536984, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9986213132445384, 'colsample_bytree': 0.8624965912274233, 'gamma': 0.7624449541938807, 'reg_alpha': 0.5640635717598566, 'reg_lambda': 2.695231845122321}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:39,807] Trial 181 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.0849305937584017, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9940642262165701, 'colsample_bytree': 0.8593982337326843, 'gamma': 0.7576607175695882, 'reg_alpha': 0.5805812485842993, 'reg_lambda': 2.706301517672087}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:39,963] Trial 182 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 43, 'learning_rate': 0.06623288940787399, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9995516308641207, 'colsample_bytree': 0.8283613984545681, 'gamma': 0.8630446423228963, 'reg_alpha': 0.523738675086411, 'reg_lambda': 2.6590875480660725}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:40,228] Trial 183 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 49, 'learning_rate': 0.07276301169258127, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9999627510951086, 'colsample_bytree': 0.8714780608171401, 'gamma': 1.0241877624670483, 'reg_alpha': 0.5528283562349129, 'reg_lambda': 2.7354907872449643}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:40,431] Trial 184 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 36, 'learning_rate': 0.058892389608111335, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9887648389236872, 'colsample_bytree': 0.880850510825389, 'gamma': 0.725290345256336, 'reg_alpha': 0.4882563571113889, 'reg_lambda': 2.569283886526378}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:40,675] Trial 185 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 40, 'learning_rate': 0.05410921445906965, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9865546066433124, 'colsample_bytree': 0.8518468501410471, 'gamma': 0.509990901537478, 'reg_alpha': 0.5098654454358029, 'reg_lambda': 2.636464855045042}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:40,777] Trial 186 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 31, 'learning_rate': 0.06461763023810918, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9825480388721173, 'colsample_bytree': 0.90539430819724, 'gamma': 0.9280211151595293, 'reg_alpha': 0.5958162602063521, 'reg_lambda': 2.688205211283024}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:41,101] Trial 187 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 30, 'learning_rate': 0.06549038169905042, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9824143461900625, 'colsample_bytree': 0.8901964967812245, 'gamma': 0.9284802916067337, 'reg_alpha': 0.6073917217877085, 'reg_lambda': 2.767157134172531}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:41,226] Trial 188 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.08205412423301978, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9849595203468211, 'colsample_bytree': 0.9025920003652352, 'gamma': 0.8003019575772637, 'reg_alpha': 0.5878655246884386, 'reg_lambda': 2.684616942378341}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:41,591] Trial 189 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 45, 'learning_rate': 0.07290348570325941, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9926402806241887, 'colsample_bytree': 0.908710840161529, 'gamma': 1.0594886778092678, 'reg_alpha': 0.5637560842188483, 'reg_lambda': 2.82239347743597}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:41,951] Trial 190 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 230, 'learning_rate': 0.06160413641430648, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9931432001548594, 'colsample_bytree': 0.896147005892396, 'gamma': 0.7129674511838233, 'reg_alpha': 0.5421020783478003, 'reg_lambda': 2.712513318545209}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:42,078] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 38, 'learning_rate': 0.05776843359725129, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9991227262695308, 'colsample_bytree': 0.9198484496712969, 'gamma': 0.9740996751411928, 'reg_alpha': 0.4902536920054252, 'reg_lambda': 2.615578689886031}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:42,334] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 37, 'learning_rate': 0.0672551349982187, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9825782552327302, 'colsample_bytree': 0.9153488651556216, 'gamma': 0.9605691295015568, 'reg_alpha': 0.49654639091361136, 'reg_lambda': 2.606187334224224}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:42,530] Trial 193 finished with value: 0.75 and parameters: {'n_estimators': 27, 'learning_rate': 0.061791185026785204, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9940558856338978, 'colsample_bytree': 0.810315883476555, 'gamma': 1.08006936517726, 'reg_alpha': 0.45169958175299896, 'reg_lambda': 2.674466151309592}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:42,762] Trial 194 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.09011612107756244, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9998695394188428, 'colsample_bytree': 0.9151012868084458, 'gamma': 0.8882020408387207, 'reg_alpha': 0.5319780911897259, 'reg_lambda': 2.7661738243576726}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:42,907] Trial 195 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 32, 'learning_rate': 0.051940577007969446, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9873899991864784, 'colsample_bytree': 0.9332533375237405, 'gamma': 0.619840235929867, 'reg_alpha': 0.5025574337387586, 'reg_lambda': 2.5528613377398024}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:43,027] Trial 196 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 32, 'learning_rate': 0.0571615135082726, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8911808728976888, 'colsample_bytree': 0.9344673776430681, 'gamma': 0.5464174981288016, 'reg_alpha': 0.5039755680282165, 'reg_lambda': 2.5832120801637632}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:43,251] Trial 197 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 22, 'learning_rate': 0.07584663330871955, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9864735749144289, 'colsample_bytree': 0.9268644412705026, 'gamma': 0.6561509146256543, 'reg_alpha': 0.5788239156542537, 'reg_lambda': 2.639881990218687}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:43,475] Trial 198 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 21, 'learning_rate': 0.07666551122707765, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9999728616211223, 'colsample_bytree': 0.9252227039473341, 'gamma': 0.3963835696476276, 'reg_alpha': 0.5718868349399318, 'reg_lambda': 2.5623281828661106}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:43,648] Trial 199 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.10575632035394342, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.986228620530759, 'colsample_bytree': 0.9283222381213749, 'gamma': 0.42727915565064684, 'reg_alpha': 0.6523250156526986, 'reg_lambda': 2.5219081120205145}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:43,653] A new study created in memory with name: no-name-5d1f0f8d-29b2-4924-b7f4-ae24c5c28cd2
[I 2025-11-03 20:28:43,998] Trial 0 finished with value: 0.6071428571428571 and parameters: {'n_estimators': 203, 'learning_rate': 0.17781936495815054, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6544881748043206, 'colsample_bytree': 0.8370097765063216, 'gamma': 4.2934055050058975, 'reg_alpha': 0.8365326483504035, 'reg_lambda': 1.721388913303617}. Best is trial 0 with value: 0.6071428571428571.
[I 2025-11-03 20:28:44,266] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.010363772912411246, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.6653602816667364, 'colsample_bytree': 0.893152732973415, 'gamma': 4.987479483524043, 'reg_alpha': 0.44143612770133733, 'reg_lambda': 0.5756793473891739}. Best is trial 0 with value: 0.6071428571428571.
[I 2025-11-03 20:28:44,347] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.02897972249478535, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.8714512304666695, 'colsample_bytree': 0.8151345941639383, 'gamma': 3.800544761243736, 'reg_alpha': 0.9374279693880878, 'reg_lambda': 2.6498220400891235}. Best is trial 0 with value: 0.6071428571428571.
[I 2025-11-03 20:28:44,576] Trial 3 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 37, 'learning_rate': 0.29722909490696003, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6996505278673488, 'colsample_bytree': 0.9234953549914516, 'gamma': 0.9468579739352112, 'reg_alpha': 0.808561202009632, 'reg_lambda': 1.2657342035633554}. Best is trial 3 with value: 0.6547619047619048.
[I 2025-11-03 20:28:44,867] Trial 4 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 117, 'learning_rate': 0.013224742980812398, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7022871385114434, 'colsample_bytree': 0.8156324563569187, 'gamma': 0.26892536683041257, 'reg_alpha': 0.9634290829485065, 'reg_lambda': 1.684291582061587}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:44,941] Trial 5 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 26, 'learning_rate': 0.024836898528190727, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9819416999164262, 'colsample_bytree': 0.9653624694938481, 'gamma': 4.639475065747795, 'reg_alpha': 0.9751193201916631, 'reg_lambda': 2.933198703391895}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:45,111] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.016116478602437916, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.6936156558128954, 'colsample_bytree': 0.6950643126733379, 'gamma': 4.1743960629958305, 'reg_alpha': 0.49069973634228825, 'reg_lambda': 2.87295444068411}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:45,468] Trial 7 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 179, 'learning_rate': 0.014295248570766783, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9723472057068506, 'colsample_bytree': 0.6556886420601128, 'gamma': 1.077061523176805, 'reg_alpha': 0.34889676800754776, 'reg_lambda': 1.1215494006959756}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:45,680] Trial 8 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 56, 'learning_rate': 0.08715013432831195, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8495853196851091, 'colsample_bytree': 0.7881368031789315, 'gamma': 3.413362301561056, 'reg_alpha': 0.6498200142017582, 'reg_lambda': 0.7844175234372498}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:45,747] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 36, 'learning_rate': 0.24370495711102375, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8695053500535598, 'colsample_bytree': 0.7724415151991895, 'gamma': 4.333154285162145, 'reg_alpha': 0.41894326566528406, 'reg_lambda': 2.9199110513625772}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:46,157] Trial 10 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 248, 'learning_rate': 0.051823489889011205, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7686073395181292, 'colsample_bytree': 0.704328772173057, 'gamma': 0.04174489008555668, 'reg_alpha': 0.06293702720191574, 'reg_lambda': 2.2109512527804696}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:46,483] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 125, 'learning_rate': 0.011958128547049198, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9830524111006838, 'colsample_bytree': 0.6296859261173717, 'gamma': 1.5643065014423343, 'reg_alpha': 0.172244085887036, 'reg_lambda': 1.3598334578187443}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:46,913] Trial 12 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 131, 'learning_rate': 0.022358728750744867, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7689817697263114, 'colsample_bytree': 0.6101930587657548, 'gamma': 0.032993684828998615, 'reg_alpha': 0.21624160730170267, 'reg_lambda': 1.2389770933918156}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:47,188] Trial 13 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 170, 'learning_rate': 0.04421699626005245, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9430581116148606, 'colsample_bytree': 0.7113513952717069, 'gamma': 1.7674165016763734, 'reg_alpha': 0.6699068732482565, 'reg_lambda': 1.9445570090828612}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:47,411] Trial 14 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 91, 'learning_rate': 0.046527980971679726, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9071071414376308, 'colsample_bytree': 0.7473866468357547, 'gamma': 2.5609752047156307, 'reg_alpha': 0.6971783810673979, 'reg_lambda': 2.0236138572527054}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:47,691] Trial 15 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 175, 'learning_rate': 0.11121073119100292, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6054088578252004, 'colsample_bytree': 0.8633025740706413, 'gamma': 2.238573473486771, 'reg_alpha': 0.6411381408525738, 'reg_lambda': 1.7386410354092012}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:47,935] Trial 16 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 94, 'learning_rate': 0.03717890846164413, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8100349066484062, 'colsample_bytree': 0.7453453907937118, 'gamma': 0.71755007582356, 'reg_alpha': 0.7936676979686093, 'reg_lambda': 2.3374944250987566}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:48,344] Trial 17 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.07526557420789275, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7416687384448075, 'colsample_bytree': 0.6920445623444785, 'gamma': 1.9512681463311188, 'reg_alpha': 0.5865900931945132, 'reg_lambda': 1.579201731494008}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:48,696] Trial 18 finished with value: 0.6875 and parameters: {'n_estimators': 249, 'learning_rate': 0.10914852881430627, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7358816526102084, 'colsample_bytree': 0.6584291882386173, 'gamma': 2.8130472602347485, 'reg_alpha': 0.30630045934673433, 'reg_lambda': 1.5162288968753663}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:49,677] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 215, 'learning_rate': 0.0773516229765004, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.6125987450869851, 'colsample_bytree': 0.9976402121728164, 'gamma': 3.0456533277877664, 'reg_alpha': 0.584217478249657, 'reg_lambda': 0.9516594095034907}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:49,888] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 103, 'learning_rate': 0.07270074609731608, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7400988429345561, 'colsample_bytree': 0.8483579098238214, 'gamma': 2.0518930233270063, 'reg_alpha': 0.9104787975838474, 'reg_lambda': 1.5055907862740783}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:50,201] Trial 21 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 169, 'learning_rate': 0.153052957297735, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9405083001077127, 'colsample_bytree': 0.700037805946334, 'gamma': 1.6252442831701686, 'reg_alpha': 0.5589392567648808, 'reg_lambda': 2.072287977164707}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:50,504] Trial 22 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 216, 'learning_rate': 0.036836228978093945, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8116561035364834, 'colsample_bytree': 0.7350838375555635, 'gamma': 1.6531204530574732, 'reg_alpha': 0.7332586617833058, 'reg_lambda': 1.924828517933663}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:50,797] Trial 23 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 152, 'learning_rate': 0.020096351303278786, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7196976718330121, 'colsample_bytree': 0.6789117940829796, 'gamma': 0.7900981282445747, 'reg_alpha': 0.545491700969838, 'reg_lambda': 2.401663308667728}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:51,150] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 114, 'learning_rate': 0.06207217514939314, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7774871054744201, 'colsample_bytree': 0.797487525455822, 'gamma': 2.0315388010239728, 'reg_alpha': 0.8481515678492608, 'reg_lambda': 1.611983340148671}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:51,358] Trial 25 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 72, 'learning_rate': 0.0426877047412614, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6532279568342984, 'colsample_bytree': 0.7334664572685761, 'gamma': 1.2751512878172129, 'reg_alpha': 0.7393539683856598, 'reg_lambda': 1.878783077771988}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:51,750] Trial 26 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.10540653345049472, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8349817797902841, 'colsample_bytree': 0.7709919409960052, 'gamma': 0.3863231348627987, 'reg_alpha': 0.6351427098805041, 'reg_lambda': 2.532076975064471}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:52,092] Trial 27 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.12788410389212976, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8242903018303066, 'colsample_bytree': 0.7753225871303774, 'gamma': 0.4682140098590617, 'reg_alpha': 0.90097317893661, 'reg_lambda': 2.604268715638652}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:52,411] Trial 28 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.1962053434211406, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7846602970069234, 'colsample_bytree': 0.8208099508112768, 'gamma': 0.41582386775843494, 'reg_alpha': 0.9984356142383588, 'reg_lambda': 2.2678503986707694}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:52,692] Trial 29 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 196, 'learning_rate': 0.20215289577936832, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6560521309830722, 'colsample_bytree': 0.8321733042230645, 'gamma': 0.3886699901097951, 'reg_alpha': 0.9867264019758547, 'reg_lambda': 1.770411585002088}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:53,083] Trial 30 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 194, 'learning_rate': 0.16800803490318314, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7859444951681192, 'colsample_bytree': 0.8764219765184296, 'gamma': 1.273351174464654, 'reg_alpha': 0.8672982943443425, 'reg_lambda': 2.219594009002732}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:53,403] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.09638004464280382, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7386606431395746, 'colsample_bytree': 0.80704162463287, 'gamma': 0.4205029551352788, 'reg_alpha': 0.747739958628145, 'reg_lambda': 2.562238195834301}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:53,786] Trial 32 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 210, 'learning_rate': 0.062031693731288626, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7412204345164909, 'colsample_bytree': 0.8238446544278726, 'gamma': 0.6112807743562882, 'reg_alpha': 0.9980663919709893, 'reg_lambda': 2.7657427693985666}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:54,102] Trial 33 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 235, 'learning_rate': 0.1496704461151377, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6842100226368064, 'colsample_bytree': 0.9001655499479677, 'gamma': 0.1781459603777238, 'reg_alpha': 0.7777572850679821, 'reg_lambda': 2.4486708492333102}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:54,456] Trial 34 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 190, 'learning_rate': 0.22147587299940422, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7133022887014954, 'colsample_bytree': 0.8389764393132727, 'gamma': 1.1424790424516431, 'reg_alpha': 0.8569295847021962, 'reg_lambda': 2.1943017304485593}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:54,801] Trial 35 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 149, 'learning_rate': 0.28289203092358106, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7496245545635197, 'colsample_bytree': 0.8095708448979834, 'gamma': 0.748175183843921, 'reg_alpha': 0.9413712485452593, 'reg_lambda': 2.7134355683241305}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:55,176] Trial 36 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.08826194465087654, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6765751830022247, 'colsample_bytree': 0.9211165663488132, 'gamma': 0.2345049572603268, 'reg_alpha': 0.46883791971130434, 'reg_lambda': 1.4014878952998973}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:55,550] Trial 37 finished with value: 0.738095238095238 and parameters: {'n_estimators': 206, 'learning_rate': 0.030260211430613162, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6256351837544084, 'colsample_bytree': 0.8669505896992595, 'gamma': 1.0218480916356274, 'reg_alpha': 0.9398656149029372, 'reg_lambda': 1.7147208119931598}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:55,972] Trial 38 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.028382317564508142, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6165982195654697, 'colsample_bytree': 0.886576856091885, 'gamma': 0.8692147039834429, 'reg_alpha': 0.9341689489643178, 'reg_lambda': 1.820905565508537}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:56,254] Trial 39 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 161, 'learning_rate': 0.03218488749397496, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6389754640425241, 'colsample_bytree': 0.9407499412535546, 'gamma': 1.2282834545681736, 'reg_alpha': 0.9144099043900903, 'reg_lambda': 2.118696187180306}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:56,631] Trial 40 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.024879511191815074, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6438500105450548, 'colsample_bytree': 0.8924854469982729, 'gamma': 0.9469959427076236, 'reg_alpha': 0.8145524421963001, 'reg_lambda': 0.5461631387664103}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:56,955] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 204, 'learning_rate': 0.017532967442313686, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6306906985025693, 'colsample_bytree': 0.8580801932232016, 'gamma': 0.5317225465928399, 'reg_alpha': 0.9318984115001823, 'reg_lambda': 1.8045914828810008}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:57,355] Trial 42 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.011135057130141682, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.7060241891576031, 'colsample_bytree': 0.8758370578716367, 'gamma': 0.9155971630985835, 'reg_alpha': 0.9962104191021395, 'reg_lambda': 2.307812326897274}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:57,659] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 118, 'learning_rate': 0.027644834801892573, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6207078231596889, 'colsample_bytree': 0.8175049694033948, 'gamma': 0.2504305155119914, 'reg_alpha': 0.9514271785221239, 'reg_lambda': 2.8172750189180125}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:58,006] Trial 44 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 204, 'learning_rate': 0.013309722797863736, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6701275545150802, 'colsample_bytree': 0.9099214225211555, 'gamma': 0.03923638616712544, 'reg_alpha': 0.8785917351541923, 'reg_lambda': 1.6734707863613172}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:58,355] Trial 45 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.016564083587339812, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7947821562510691, 'colsample_bytree': 0.9400730830484635, 'gamma': 1.3539583347351862, 'reg_alpha': 0.8237330682161084, 'reg_lambda': 1.2464670684323267}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:58,635] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.021040167652774052, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.6948470359140726, 'colsample_bytree': 0.8004414736902982, 'gamma': 0.9005860376599846, 'reg_alpha': 0.9592903208797787, 'reg_lambda': 2.0125012748369717}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:58,937] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 181, 'learning_rate': 0.014092887357841222, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7581005505397267, 'colsample_bytree': 0.8803523612214766, 'gamma': 0.5721177201326488, 'reg_alpha': 0.7612799830224368, 'reg_lambda': 1.1296449941985396}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:59,323] Trial 48 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 135, 'learning_rate': 0.05539589154047333, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6036705735696192, 'colsample_bytree': 0.8521115353126767, 'gamma': 3.7863190383406486, 'reg_alpha': 0.8901124931468685, 'reg_lambda': 2.9746376284127782}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:59,612] Trial 49 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 164, 'learning_rate': 0.03310786539072473, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8689003414626941, 'colsample_bytree': 0.7804539297814699, 'gamma': 1.0462780175755824, 'reg_alpha': 0.8223219755056222, 'reg_lambda': 1.8702859224524224}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:59,979] Trial 50 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 177, 'learning_rate': 0.01822947538145842, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.722880452201212, 'colsample_bytree': 0.7627907136600326, 'gamma': 1.4829435245568792, 'reg_alpha': 0.9524043906904922, 'reg_lambda': 1.377234323134108}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:00,345] Trial 51 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 221, 'learning_rate': 0.08770636494456763, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7604490828935994, 'colsample_bytree': 0.83954198038698, 'gamma': 1.9756073320178262, 'reg_alpha': 0.4123955173914556, 'reg_lambda': 1.5499554292334223}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:00,729] Trial 52 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 242, 'learning_rate': 0.07292060351513746, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7272611025122594, 'colsample_bytree': 0.793782187660911, 'gamma': 0.3108324277353151, 'reg_alpha': 0.005783817618566778, 'reg_lambda': 1.6804935672075108}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:01,013] Trial 53 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 211, 'learning_rate': 0.12178114560772434, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6259550737709915, 'colsample_bytree': 0.8138124809506094, 'gamma': 0.6925030950078986, 'reg_alpha': 0.598973243855968, 'reg_lambda': 1.594000610819015}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:01,419] Trial 54 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 199, 'learning_rate': 0.02553062103481836, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6963512928470846, 'colsample_bytree': 0.8655832001531446, 'gamma': 2.4905325291345686, 'reg_alpha': 0.7066975703790231, 'reg_lambda': 1.802843909202451}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:01,651] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.05168883993011347, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.7721802271060658, 'colsample_bytree': 0.7543404025251585, 'gamma': 0.13963465690941457, 'reg_alpha': 0.5095575860448914, 'reg_lambda': 1.4087780904730303}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:02,027] Trial 56 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 124, 'learning_rate': 0.09875779123907213, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6588974840126242, 'colsample_bytree': 0.6131956938536067, 'gamma': 3.0805613790398345, 'reg_alpha': 0.9136646341955271, 'reg_lambda': 0.7610363785767698}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:02,259] Trial 57 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 106, 'learning_rate': 0.06352848858722145, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8013988797168613, 'colsample_bytree': 0.8243631820164486, 'gamma': 1.7754808816100331, 'reg_alpha': 0.7008649443598403, 'reg_lambda': 1.9817781123641225}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:02,634] Trial 58 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 229, 'learning_rate': 0.03875921522742339, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.6781413526522294, 'colsample_bytree': 0.8914447649795747, 'gamma': 1.436743409034411, 'reg_alpha': 0.3825897155514659, 'reg_lambda': 2.603999966361287}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:02,951] Trial 59 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.1322134084803907, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7396195080736073, 'colsample_bytree': 0.7284918190853659, 'gamma': 1.0729849319906373, 'reg_alpha': 0.27741659602134844, 'reg_lambda': 1.4738172270616632}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:03,402] Trial 60 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 241, 'learning_rate': 0.1914267917812692, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7834496206801272, 'colsample_bytree': 0.8457567192691164, 'gamma': 4.775345710637154, 'reg_alpha': 0.7939596549339601, 'reg_lambda': 2.130136762109907}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:03,733] Trial 61 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 224, 'learning_rate': 0.10688004951415048, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8243763787662137, 'colsample_bytree': 0.6641839203081464, 'gamma': 0.4709958682975395, 'reg_alpha': 0.6352816298002024, 'reg_lambda': 2.5088487884939585}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:04,141] Trial 62 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 217, 'learning_rate': 0.07965673826096588, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8280970338190873, 'colsample_bytree': 0.6359196880963521, 'gamma': 0.4312638830275037, 'reg_alpha': 0.6161234365473854, 'reg_lambda': 2.3052920733516684}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:04,458] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 229, 'learning_rate': 0.09748313592097659, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8528839626718319, 'colsample_bytree': 0.7825786897233193, 'gamma': 0.8241579520227534, 'reg_alpha': 0.670069580221063, 'reg_lambda': 2.5404583236231333}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:04,849] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.14879861087416582, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8345729531713311, 'colsample_bytree': 0.7204213283146073, 'gamma': 0.029582865284147303, 'reg_alpha': 0.5334082515761119, 'reg_lambda': 2.680961836264075}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:05,160] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 248, 'learning_rate': 0.17331217647820615, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8829871654236969, 'colsample_bytree': 0.6906563332150498, 'gamma': 0.15567196967417304, 'reg_alpha': 0.5366375164903008, 'reg_lambda': 2.40157539765504}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:05,608] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.2529730074592153, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8955479355633019, 'colsample_bytree': 0.7194849514174907, 'gamma': 0.01829024273442706, 'reg_alpha': 0.5369188971852925, 'reg_lambda': 2.652194808581723}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:06,009] Trial 67 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 249, 'learning_rate': 0.25320866284391536, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9256906121246994, 'colsample_bytree': 0.7153838958766148, 'gamma': 0.032041437461901225, 'reg_alpha': 0.46358691149967635, 'reg_lambda': 2.8292232200408507}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:06,323] Trial 68 finished with value: 0.738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.18017759978618045, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8960832656807645, 'colsample_bytree': 0.6731878278467784, 'gamma': 0.1377333627523187, 'reg_alpha': 0.5033192450903146, 'reg_lambda': 2.6854481995889414}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:06,707] Trial 69 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.15602578703087797, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8952396945960189, 'colsample_bytree': 0.689490562875517, 'gamma': 0.6563327346286102, 'reg_alpha': 0.5407834079315104, 'reg_lambda': 2.426455555573208}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:07,035] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.15900764728534603, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8825158023002638, 'colsample_bytree': 0.6909704835396243, 'gamma': 0.31894174758369165, 'reg_alpha': 0.5432508422315574, 'reg_lambda': 2.409748901043902}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:07,473] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 248, 'learning_rate': 0.2117367415927206, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.88224272759912, 'colsample_bytree': 0.6916060687120841, 'gamma': 0.3473924927711492, 'reg_alpha': 0.5630741958851512, 'reg_lambda': 2.386892665136392}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:07,777] Trial 72 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 243, 'learning_rate': 0.24634949400397013, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9228547295215901, 'colsample_bytree': 0.6465171356097082, 'gamma': 0.619738080918252, 'reg_alpha': 0.5192217973236307, 'reg_lambda': 2.63221824138089}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:08,176] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.21765471090443217, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8502765027804566, 'colsample_bytree': 0.7143482815114318, 'gamma': 0.17003868803455036, 'reg_alpha': 0.5661042081965724, 'reg_lambda': 2.460536648650348}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:08,497] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.14312282910929025, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8987467783456335, 'colsample_bytree': 0.7220910001774408, 'gamma': 0.013029022425359693, 'reg_alpha': 0.47553319190602866, 'reg_lambda': 2.3549983313873617}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:08,918] Trial 75 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.21492456091102402, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.880436231664767, 'colsample_bytree': 0.6822654245887178, 'gamma': 0.3115758949326056, 'reg_alpha': 0.5330222980468882, 'reg_lambda': 2.5088245703937404}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:09,223] Trial 76 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 236, 'learning_rate': 0.29957304038810345, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.949933573609967, 'colsample_bytree': 0.702842125085255, 'gamma': 0.505688249303669, 'reg_alpha': 0.4412099211046704, 'reg_lambda': 2.253682574362006}. Best is trial 76 with value: 0.7500000000000001.
[I 2025-11-03 20:29:09,573] Trial 77 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 236, 'learning_rate': 0.28850896445958557, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9466699550670136, 'colsample_bytree': 0.7027927104284015, 'gamma': 0.7081769338038644, 'reg_alpha': 0.43672926964379, 'reg_lambda': 2.230993672009448}. Best is trial 76 with value: 0.7500000000000001.
[I 2025-11-03 20:29:09,882] Trial 78 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 233, 'learning_rate': 0.1796309393996229, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.995821265267685, 'colsample_bytree': 0.6736050943292599, 'gamma': 0.43882349981221375, 'reg_alpha': 0.35670834980675503, 'reg_lambda': 2.2752863267413703}. Best is trial 76 with value: 0.7500000000000001.
[I 2025-11-03 20:29:10,179] Trial 79 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 222, 'learning_rate': 0.14164214091773883, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8579584377584994, 'colsample_bytree': 0.6899035565162084, 'gamma': 0.5841051622077758, 'reg_alpha': 0.4129083404950913, 'reg_lambda': 2.3725617992448975}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:10,502] Trial 80 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 220, 'learning_rate': 0.13723756801512657, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9695387806920768, 'colsample_bytree': 0.7411150918888287, 'gamma': 0.6051060773080075, 'reg_alpha': 0.26767122664524895, 'reg_lambda': 2.746958801265826}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:10,811] Trial 81 finished with value: 0.755952380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.16532916803093448, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8370783474240617, 'colsample_bytree': 0.6861868433197564, 'gamma': 0.853026160394008, 'reg_alpha': 0.41348016531725257, 'reg_lambda': 2.3789440661987302}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:11,209] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.12413620083310968, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8130496298737171, 'colsample_bytree': 0.6500912334576348, 'gamma': 0.7836037719939157, 'reg_alpha': 0.4022264601371235, 'reg_lambda': 2.153315577926628}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:11,626] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.15926557634527533, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8446296632253761, 'colsample_bytree': 0.7085438304905157, 'gamma': 0.5115098332559929, 'reg_alpha': 0.4421273809249674, 'reg_lambda': 2.585071040077277}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:12,009] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 213, 'learning_rate': 0.2002890918791683, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8630704572639835, 'colsample_bytree': 0.7054240558199468, 'gamma': 0.8941513054563648, 'reg_alpha': 0.3316650833613536, 'reg_lambda': 2.359380521222393}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:12,303] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 224, 'learning_rate': 0.1628966977888974, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8633732896523375, 'colsample_bytree': 0.6640319670663882, 'gamma': 0.5065021747016434, 'reg_alpha': 0.4406244490465937, 'reg_lambda': 2.27061846225854}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:12,650] Trial 86 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 199, 'learning_rate': 0.16438671626850798, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8601702753380581, 'colsample_bytree': 0.6680866001132854, 'gamma': 1.168270451350656, 'reg_alpha': 0.4426687188923647, 'reg_lambda': 2.248540249825254}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:12,947] Trial 87 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 223, 'learning_rate': 0.22975987280700763, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9179044055432383, 'colsample_bytree': 0.6864034407529747, 'gamma': 0.529224838786628, 'reg_alpha': 0.37316759185302484, 'reg_lambda': 2.0980133885379764}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:13,225] Trial 88 finished with value: 0.755952380952381 and parameters: {'n_estimators': 53, 'learning_rate': 0.23325183510291428, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9148592648273733, 'colsample_bytree': 0.6376431004719688, 'gamma': 0.5428448455232201, 'reg_alpha': 0.37674179108480543, 'reg_lambda': 2.1866436884380356}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:13,484] Trial 89 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.2731076682176004, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9127083085144361, 'colsample_bytree': 0.627543745363309, 'gamma': 0.6506881409375269, 'reg_alpha': 0.3780954390392362, 'reg_lambda': 2.0603815510377506}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:13,749] Trial 90 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 65, 'learning_rate': 0.23244484019697506, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9359333267067503, 'colsample_bytree': 0.6845823476794709, 'gamma': 0.827035240691995, 'reg_alpha': 0.1647671331791309, 'reg_lambda': 2.1534874619528783}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:13,995] Trial 91 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 61, 'learning_rate': 0.23001701244624256, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9554333264797819, 'colsample_bytree': 0.6553811301316838, 'gamma': 0.835319632674244, 'reg_alpha': 0.23242865131494952, 'reg_lambda': 2.1693847223779756}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:14,118] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.2716043618330741, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.929263935928056, 'colsample_bytree': 0.6806700676020068, 'gamma': 0.99575226656393, 'reg_alpha': 0.13256224760140725, 'reg_lambda': 2.0898002224710845}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:14,320] Trial 93 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.1891753400634947, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9136308079830363, 'colsample_bytree': 0.6348345878447607, 'gamma': 0.5423726126070739, 'reg_alpha': 0.3094723164545295, 'reg_lambda': 1.9305410741799178}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:14,424] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 22, 'learning_rate': 0.29539411677197197, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9689833612745974, 'colsample_bytree': 0.6865396056363101, 'gamma': 0.7576366118466746, 'reg_alpha': 0.10183902631728353, 'reg_lambda': 2.452710561800103}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:14,708] Trial 95 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 65, 'learning_rate': 0.2350224904494341, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9539471841125275, 'colsample_bytree': 0.6170270969059857, 'gamma': 1.1412587013841555, 'reg_alpha': 0.3922979375879366, 'reg_lambda': 2.190886118690365}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:14,918] Trial 96 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 87, 'learning_rate': 0.2620615674354758, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9398518405592494, 'colsample_bytree': 0.6982985244910254, 'gamma': 0.3532385740845925, 'reg_alpha': 0.3547170045470055, 'reg_lambda': 2.047969554354168}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:15,243] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.21544264261931073, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9072115549247688, 'colsample_bytree': 0.6703333787842376, 'gamma': 0.9210465619086254, 'reg_alpha': 0.48376850725315945, 'reg_lambda': 2.33081436617422}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:15,535] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.2064199888005968, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8775388975483742, 'colsample_bytree': 0.6026500575997243, 'gamma': 0.681224396600896, 'reg_alpha': 0.4167961463186238, 'reg_lambda': 1.9811231109866254}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:15,840] Trial 99 finished with value: 0.613095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.18772178790676222, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.890089670869275, 'colsample_bytree': 0.6614446604104437, 'gamma': 1.3290280461891675, 'reg_alpha': 0.19785770130958064, 'reg_lambda': 2.3838249968880643}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:16,003] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 76, 'learning_rate': 0.23397907810765803, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9338543746693481, 'colsample_bytree': 0.6454608094183757, 'gamma': 0.24356624428238544, 'reg_alpha': 0.3715423735297518, 'reg_lambda': 2.1089051117816253}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:16,350] Trial 101 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.16950693263304834, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8410293355236508, 'colsample_bytree': 0.7091968342627157, 'gamma': 0.5281926735190888, 'reg_alpha': 0.4437120784734888, 'reg_lambda': 2.479924866491425}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:16,648] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 227, 'learning_rate': 0.12094116708487224, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.870589463967606, 'colsample_bytree': 0.6969009486944934, 'gamma': 0.5163550149228144, 'reg_alpha': 0.45289392386921284, 'reg_lambda': 2.2807990454212907}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:16,922] Trial 103 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 51, 'learning_rate': 0.15872791062095037, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8622904081276019, 'colsample_bytree': 0.9998964249421373, 'gamma': 0.8349195185071698, 'reg_alpha': 0.4263449408291741, 'reg_lambda': 2.5912008451418993}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:17,234] Trial 104 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 233, 'learning_rate': 0.14697039967175274, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8421314057474444, 'colsample_bytree': 0.6825603253034679, 'gamma': 0.63754695725678, 'reg_alpha': 0.33917160224117865, 'reg_lambda': 1.8694895515539232}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:17,667] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 233, 'learning_rate': 0.11599632243756068, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9152279274193322, 'colsample_bytree': 0.6795579853021508, 'gamma': 0.9933939120132695, 'reg_alpha': 0.3118311080085058, 'reg_lambda': 1.861778350915813}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:17,965] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 231, 'learning_rate': 0.14156836858287083, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9171190040434729, 'colsample_bytree': 0.6762583436892331, 'gamma': 1.0335587382826383, 'reg_alpha': 0.3205967260779251, 'reg_lambda': 1.7751363807372291}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:18,431] Trial 107 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 243, 'learning_rate': 0.20185363491779246, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9598116294559456, 'colsample_bytree': 0.9736648924297465, 'gamma': 0.38782045858535874, 'reg_alpha': 0.281963413498458, 'reg_lambda': 2.0022265571259936}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:18,771] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.23237525901005188, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9457788585623562, 'colsample_bytree': 0.6551309365214428, 'gamma': 4.1710325089916465, 'reg_alpha': 0.34506032915217855, 'reg_lambda': 1.8570420823590108}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:19,144] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 209, 'learning_rate': 0.11794056302122824, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9035795257131664, 'colsample_bytree': 0.6398532958785161, 'gamma': 1.1619974002419957, 'reg_alpha': 0.3002704123885429, 'reg_lambda': 1.8976559900868766}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:19,454] Trial 110 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 239, 'learning_rate': 0.13215625567129402, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9191883043980938, 'colsample_bytree': 0.6265808008650415, 'gamma': 0.7580647121624229, 'reg_alpha': 0.2555329398703014, 'reg_lambda': 2.2363839888945147}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:19,856] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.14126430734678455, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9116156005151925, 'colsample_bytree': 0.6798726100305668, 'gamma': 0.9760903849449631, 'reg_alpha': 0.33198494468951467, 'reg_lambda': 1.8279384626545365}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:20,146] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 221, 'learning_rate': 0.1478217500846075, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8882565153789919, 'colsample_bytree': 0.6639668714014825, 'gamma': 1.068246444864845, 'reg_alpha': 0.3185577357674501, 'reg_lambda': 1.7688314663125833}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:20,483] Trial 113 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 216, 'learning_rate': 0.11431181860637259, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9343141479362389, 'colsample_bytree': 0.674871270331224, 'gamma': 0.8764604465872279, 'reg_alpha': 0.3643738505805196, 'reg_lambda': 1.6427415127338463}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:20,746] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.17833473890134588, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8558149872929424, 'colsample_bytree': 0.6860678646708424, 'gamma': 0.5699799541153682, 'reg_alpha': 0.15996207912828814, 'reg_lambda': 1.956534884837608}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:21,143] Trial 115 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 244, 'learning_rate': 0.2983164878159827, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8729010648954499, 'colsample_bytree': 0.652576843203972, 'gamma': 0.6993317073035552, 'reg_alpha': 0.3963579358263687, 'reg_lambda': 1.7360218148356483}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:21,404] Trial 116 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.2634019997352881, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9205546676206038, 'colsample_bytree': 0.696649154571507, 'gamma': 0.24279863471440777, 'reg_alpha': 0.41654834310511973, 'reg_lambda': 2.184219543031549}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:21,789] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 226, 'learning_rate': 0.24644458565985217, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8376101408169961, 'colsample_bytree': 0.6697598544676766, 'gamma': 1.234793681328695, 'reg_alpha': 0.2982339444215921, 'reg_lambda': 2.0319957723798363}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:22,036] Trial 118 finished with value: 0.6517857142857144 and parameters: {'n_estimators': 100, 'learning_rate': 0.20960369624024594, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.811943661861452, 'colsample_bytree': 0.6605008301273669, 'gamma': 0.9879324956145417, 'reg_alpha': 0.3401999049174005, 'reg_lambda': 2.3142877257180245}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:22,319] Trial 119 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.18825107362279508, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9844993772825581, 'colsample_bytree': 0.727063127340155, 'gamma': 0.45360085147782714, 'reg_alpha': 0.23533719309811868, 'reg_lambda': 2.132775976259049}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:22,730] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 232, 'learning_rate': 0.13501399481494383, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9045201160726303, 'colsample_bytree': 0.6776865739446548, 'gamma': 2.2368682416417096, 'reg_alpha': 0.4868676051610518, 'reg_lambda': 1.9124944610681982}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:23,069] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.14572331119295048, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8880931449814525, 'colsample_bytree': 0.6643736710934184, 'gamma': 1.059395926165625, 'reg_alpha': 0.3243521369077478, 'reg_lambda': 1.7810078734745727}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:23,433] Trial 122 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.17428771367133866, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8891971542517916, 'colsample_bytree': 0.6923537527765325, 'gamma': 0.7951384263174737, 'reg_alpha': 0.3757156508561611, 'reg_lambda': 1.8309945497356617}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:23,808] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 230, 'learning_rate': 0.1276857430992915, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9307317178273913, 'colsample_bytree': 0.684076476518587, 'gamma': 1.444654772508815, 'reg_alpha': 0.3241594179412596, 'reg_lambda': 1.738993693187194}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:24,246] Trial 124 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.14965352344063806, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8468556103077002, 'colsample_bytree': 0.6428415517556296, 'gamma': 0.6053283480032555, 'reg_alpha': 0.03441971969355595, 'reg_lambda': 1.6168605836123657}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:24,559] Trial 125 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 221, 'learning_rate': 0.1039808703794081, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8306729668624253, 'colsample_bytree': 0.6373128566980354, 'gamma': 0.5793193450938762, 'reg_alpha': 0.009032836354102125, 'reg_lambda': 1.5438234319739592}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:24,917] Trial 126 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 221, 'learning_rate': 0.1491401906123667, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8195441941864324, 'colsample_bytree': 0.622777293898528, 'gamma': 0.607788575503347, 'reg_alpha': 0.06184879232749968, 'reg_lambda': 1.5125860943634264}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:25,271] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 218, 'learning_rate': 0.1977509958740775, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.831779382902919, 'colsample_bytree': 0.6468603720844079, 'gamma': 0.3159606800394727, 'reg_alpha': 0.005500950247797461, 'reg_lambda': 1.4443489258476583}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:25,539] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.1037324456327495, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8534113088493261, 'colsample_bytree': 0.6404380479843313, 'gamma': 0.46707814132355613, 'reg_alpha': 0.029486455352869756, 'reg_lambda': 1.583160679099538}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:25,874] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.2290680487645435, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8428437715486782, 'colsample_bytree': 0.6325297993114982, 'gamma': 0.6537306510588077, 'reg_alpha': 0.08827654111513633, 'reg_lambda': 1.3477697038261232}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:26,200] Trial 130 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.2230932644833281, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.8461507218956067, 'colsample_bytree': 0.6156856304517816, 'gamma': 0.7066062309130583, 'reg_alpha': 0.03198281600608807, 'reg_lambda': 1.2014584942593265}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:26,538] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 213, 'learning_rate': 0.16362009400374009, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8202713960476398, 'colsample_bytree': 0.6367683818511067, 'gamma': 0.5838728189334097, 'reg_alpha': 0.09196232529937859, 'reg_lambda': 1.635842261078219}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:27,008] Trial 132 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 203, 'learning_rate': 0.23992317746518596, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8020130465696889, 'colsample_bytree': 0.6397243341866715, 'gamma': 0.5983436816532692, 'reg_alpha': 0.08939054981096196, 'reg_lambda': 1.346968715068864}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:27,304] Trial 133 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 214, 'learning_rate': 0.1691387780999153, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8167295691410624, 'colsample_bytree': 0.6336526961328679, 'gamma': 0.8658655462024003, 'reg_alpha': 0.07015312928188544, 'reg_lambda': 1.5381353403034976}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:27,691] Trial 134 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 213, 'learning_rate': 0.16891479012641217, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.823482899304844, 'colsample_bytree': 0.6070894935880113, 'gamma': 0.8396038657791386, 'reg_alpha': 0.07311896047002858, 'reg_lambda': 1.6482463619872443}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:27,969] Trial 135 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 211, 'learning_rate': 0.1683754341881435, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7931313550687362, 'colsample_bytree': 0.6058061917469337, 'gamma': 0.7767503941099414, 'reg_alpha': 0.08223821287216136, 'reg_lambda': 1.613876153085433}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:28,369] Trial 136 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 206, 'learning_rate': 0.1528216075351042, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8210816067798221, 'colsample_bytree': 0.6221159623847615, 'gamma': 0.8744652484406653, 'reg_alpha': 0.12272015593090846, 'reg_lambda': 1.681098454453787}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:28,640] Trial 137 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 207, 'learning_rate': 0.14950832757863142, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8243217681907727, 'colsample_bytree': 0.6249484768343815, 'gamma': 0.872667348893323, 'reg_alpha': 0.11608221592114723, 'reg_lambda': 1.6834515241191828}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:29,054] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.18207973145818065, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8194125967100822, 'colsample_bytree': 0.6308816462073362, 'gamma': 0.6885033211931114, 'reg_alpha': 0.04278242371837222, 'reg_lambda': 1.5250576903591946}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:29,393] Trial 139 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 215, 'learning_rate': 0.1578526350499651, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8309807328899848, 'colsample_bytree': 0.611916169067188, 'gamma': 0.9024607346977355, 'reg_alpha': 0.06375858157593384, 'reg_lambda': 1.6861667607386022}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:29,830] Trial 140 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 213, 'learning_rate': 0.1278155754179665, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8059332903695413, 'colsample_bytree': 0.6210200723090219, 'gamma': 0.5983532873676448, 'reg_alpha': 0.1506142936734205, 'reg_lambda': 1.4549059563569628}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:30,210] Trial 141 finished with value: 0.755952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.131405221803973, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.804332344809338, 'colsample_bytree': 0.6179594289668126, 'gamma': 0.6563423418392909, 'reg_alpha': 0.14491439303493797, 'reg_lambda': 1.4577032355266863}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:30,614] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 206, 'learning_rate': 0.13211811921542005, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8053604080754251, 'colsample_bytree': 0.6019696923857654, 'gamma': 0.7065826123918465, 'reg_alpha': 0.14464523294193096, 'reg_lambda': 1.4546294734693963}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:30,897] Trial 143 finished with value: 0.744047619047619 and parameters: {'n_estimators': 197, 'learning_rate': 0.12469405996753527, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7918490508019358, 'colsample_bytree': 0.6238181459781509, 'gamma': 0.8139510725096546, 'reg_alpha': 0.1799038690691929, 'reg_lambda': 1.5627280681825106}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:31,386] Trial 144 finished with value: 0.761904761904762 and parameters: {'n_estimators': 211, 'learning_rate': 0.13598406785130687, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.81001563754771, 'colsample_bytree': 0.6328400180741252, 'gamma': 0.3991360576650659, 'reg_alpha': 0.13951294619475127, 'reg_lambda': 1.3430307858216415}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:31,679] Trial 145 finished with value: 0.744047619047619 and parameters: {'n_estimators': 212, 'learning_rate': 0.14054934250409884, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8093769962415284, 'colsample_bytree': 0.6209515083362122, 'gamma': 0.3905459297695949, 'reg_alpha': 0.12708855483369708, 'reg_lambda': 1.4171495716400395}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:32,019] Trial 146 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 202, 'learning_rate': 0.09311955063168034, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7828547972401089, 'colsample_bytree': 0.6125613761920176, 'gamma': 1.145172484145196, 'reg_alpha': 0.1532984815688629, 'reg_lambda': 1.30392833371059}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:32,388] Trial 147 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 191, 'learning_rate': 0.128419139379114, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7975016208024558, 'colsample_bytree': 0.6087868987284775, 'gamma': 0.3949585277395432, 'reg_alpha': 0.1988973482176693, 'reg_lambda': 1.4710894122656177}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:32,787] Trial 148 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.11069593963518352, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8153120243957009, 'colsample_bytree': 0.6457514053961173, 'gamma': 0.1936755091794814, 'reg_alpha': 0.05751914196434353, 'reg_lambda': 1.5125787627262288}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:33,094] Trial 149 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 216, 'learning_rate': 0.10958973726830994, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8362862822500384, 'colsample_bytree': 0.6469510214187484, 'gamma': 0.17759121240969297, 'reg_alpha': 0.05178154811835296, 'reg_lambda': 1.5698489875953494}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:33,438] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.15123504649290762, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8170810398668862, 'colsample_bytree': 0.6316940378652627, 'gamma': 0.2694015156764427, 'reg_alpha': 0.020091197610854275, 'reg_lambda': 1.6390863734354342}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:33,633] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.11543319511255692, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8274556030632899, 'colsample_bytree': 0.6196140212093714, 'gamma': 0.5768250073600898, 'reg_alpha': 0.1260443236134021, 'reg_lambda': 1.4935051080490591}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:33,931] Trial 152 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 211, 'learning_rate': 0.13910991373201684, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8065210222195132, 'colsample_bytree': 0.6514460420558552, 'gamma': 0.11864428231489821, 'reg_alpha': 0.0736011808820337, 'reg_lambda': 1.541860779104667}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:34,283] Trial 153 finished with value: 0.738095238095238 and parameters: {'n_estimators': 208, 'learning_rate': 0.13621364529256633, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8110316040778784, 'colsample_bytree': 0.6538755790390292, 'gamma': 0.12316633072029487, 'reg_alpha': 0.06985389404928824, 'reg_lambda': 1.524154409009264}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:34,595] Trial 154 finished with value: 0.755952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.10331252133718884, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8288779055198483, 'colsample_bytree': 0.6450868928947191, 'gamma': 0.22627534943603045, 'reg_alpha': 0.018214920247776812, 'reg_lambda': 1.2895653510707978}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:34,942] Trial 155 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.14988888453653737, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8135258743959544, 'colsample_bytree': 0.6556482802352577, 'gamma': 0.48225806195739196, 'reg_alpha': 0.10877564898131115, 'reg_lambda': 1.7130116245962945}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:35,308] Trial 156 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.14210369826909147, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8398346796923288, 'colsample_bytree': 0.6583427713112969, 'gamma': 0.44696305148454, 'reg_alpha': 0.10242078948394233, 'reg_lambda': 1.716194926645559}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:35,572] Trial 157 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.08269270185681765, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.8156248087112091, 'colsample_bytree': 0.6659844212158077, 'gamma': 3.2105271149348384, 'reg_alpha': 0.041916030500435464, 'reg_lambda': 1.5967192036205275}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:36,083] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.12234738580044283, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7771942720418542, 'colsample_bytree': 0.6480215904278147, 'gamma': 0.3379074094606061, 'reg_alpha': 0.11113183073098666, 'reg_lambda': 1.6561251510704356}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:36,386] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.15363659781562614, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8493667697392573, 'colsample_bytree': 0.6293172054217926, 'gamma': 0.11592455318606881, 'reg_alpha': 0.16811891970994625, 'reg_lambda': 1.57902587008061}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:36,766] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 228, 'learning_rate': 0.16854036848772805, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7918728324336711, 'colsample_bytree': 0.6002366731488092, 'gamma': 0.790256427326061, 'reg_alpha': 0.07526817504590554, 'reg_lambda': 1.4014739463041566}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:37,047] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 210, 'learning_rate': 0.14340362822532363, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8260635105332528, 'colsample_bytree': 0.6390475846846185, 'gamma': 0.4932132866337453, 'reg_alpha': 0.05541539053756908, 'reg_lambda': 1.7054228563495366}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:37,438] Trial 162 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 215, 'learning_rate': 0.1561985775891076, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.804472263138621, 'colsample_bytree': 0.6563121509292723, 'gamma': 0.9372862150480576, 'reg_alpha': 0.18377996048981682, 'reg_lambda': 1.5394771058911954}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:37,805] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 204, 'learning_rate': 0.1535174162950798, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8016256044205737, 'colsample_bytree': 0.6504469940727159, 'gamma': 0.9333765131517316, 'reg_alpha': 0.19016260027610954, 'reg_lambda': 1.5329610965675844}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:38,310] Trial 164 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 214, 'learning_rate': 0.16630022600076588, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8193667769843792, 'colsample_bytree': 0.6591740741108644, 'gamma': 1.0571834668595241, 'reg_alpha': 0.11009025170170608, 'reg_lambda': 1.7560849208592022}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:38,606] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.17993086198268715, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8079012143566136, 'colsample_bytree': 0.6651688500431623, 'gamma': 0.7582271978564828, 'reg_alpha': 0.0033302942232665902, 'reg_lambda': 1.6322809603495982}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:39,000] Trial 166 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 220, 'learning_rate': 0.1391086094626362, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8331713193719461, 'colsample_bytree': 0.656670179829855, 'gamma': 2.6914689791069977, 'reg_alpha': 0.1253407946499236, 'reg_lambda': 1.3782060636293916}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:39,302] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.1093237184852137, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8416511003609997, 'colsample_bytree': 0.6705167620885905, 'gamma': 0.8999433202179504, 'reg_alpha': 0.2090606220372745, 'reg_lambda': 1.5006316515901779}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:39,686] Trial 168 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.12248770932809105, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.7888855775026546, 'colsample_bytree': 0.6424037296617525, 'gamma': 0.3272199729589322, 'reg_alpha': 0.07283158582807259, 'reg_lambda': 1.7932907687276407}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:39,961] Trial 169 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 201, 'learning_rate': 0.15680077758165908, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7997436648699734, 'colsample_bytree': 0.6324382763452906, 'gamma': 0.6221395126958902, 'reg_alpha': 0.17244743542707505, 'reg_lambda': 1.6060136290509988}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:40,407] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 187, 'learning_rate': 0.14832571397424776, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8005720126281698, 'colsample_bytree': 0.6288452198585348, 'gamma': 0.4038236875211898, 'reg_alpha': 0.16761997168350634, 'reg_lambda': 1.5598679455558566}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:40,787] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 210, 'learning_rate': 0.1658662814409238, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8131496019025138, 'colsample_bytree': 0.6346252998161437, 'gamma': 0.6727472848814681, 'reg_alpha': 0.14183839511555724, 'reg_lambda': 1.6132007998160278}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:41,160] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 199, 'learning_rate': 0.1563730966677041, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.813860666249338, 'colsample_bytree': 0.6353651779383047, 'gamma': 0.6188387567202833, 'reg_alpha': 0.14414074519114706, 'reg_lambda': 1.6672900804162663}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:41,457] Trial 173 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 202, 'learning_rate': 0.13182851276001867, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7967534899301613, 'colsample_bytree': 0.6217004133704719, 'gamma': 0.605876028570968, 'reg_alpha': 0.23021738977011044, 'reg_lambda': 1.6222786322862264}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:41,800] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.15893426014331938, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7794719752567859, 'colsample_bytree': 0.6089697135980322, 'gamma': 0.6493668059653768, 'reg_alpha': 0.22234632273396804, 'reg_lambda': 1.6178958377166153}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:42,257] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 202, 'learning_rate': 0.1727618477749553, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7695540094572911, 'colsample_bytree': 0.6336487293239538, 'gamma': 0.7308154191494658, 'reg_alpha': 0.14263676056279428, 'reg_lambda': 1.658587548913499}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:42,565] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.13720867874674325, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8062732579312536, 'colsample_bytree': 0.6171841937573899, 'gamma': 0.6292453475699726, 'reg_alpha': 0.17733147379401926, 'reg_lambda': 1.5801772949692627}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:42,908] Trial 177 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 206, 'learning_rate': 0.1911066150020578, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7953389429159907, 'colsample_bytree': 0.624826640923166, 'gamma': 0.8213793950839806, 'reg_alpha': 0.15417291656693413, 'reg_lambda': 1.6825367418285877}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:43,208] Trial 178 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 195, 'learning_rate': 0.15746323174628468, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8231221021649482, 'colsample_bytree': 0.6377944568918607, 'gamma': 0.5671597495130722, 'reg_alpha': 0.1768097728751517, 'reg_lambda': 1.425972369284626}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:43,685] Trial 179 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 199, 'learning_rate': 0.1316212280991945, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7976182079111175, 'colsample_bytree': 0.6356498977508441, 'gamma': 0.565707146788066, 'reg_alpha': 0.24433109078296097, 'reg_lambda': 1.4407944128791554}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:43,960] Trial 180 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 190, 'learning_rate': 0.18100158927894863, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7608688103372618, 'colsample_bytree': 0.6224877602151869, 'gamma': 0.9928231247204263, 'reg_alpha': 0.2448559811656931, 'reg_lambda': 1.4476444514924893}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:44,309] Trial 181 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 182, 'learning_rate': 0.16355791506513562, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8213863414492198, 'colsample_bytree': 0.6201830477078234, 'gamma': 1.0000260037606752, 'reg_alpha': 0.2567753306317559, 'reg_lambda': 1.4156725511040391}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:44,581] Trial 182 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 192, 'learning_rate': 0.1802209980623159, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7638899016611006, 'colsample_bytree': 0.6110164533496996, 'gamma': 1.0966573272432747, 'reg_alpha': 0.24067415945737597, 'reg_lambda': 1.4679431702379377}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:44,902] Trial 183 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 195, 'learning_rate': 0.1784462038100539, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7515554409311698, 'colsample_bytree': 0.6113622478927688, 'gamma': 1.0543559155079223, 'reg_alpha': 0.22780615434733242, 'reg_lambda': 1.4270162636822312}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:45,174] Trial 184 finished with value: 0.744047619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.19759980757663398, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7580605346314901, 'colsample_bytree': 0.6079259718996262, 'gamma': 1.2813934643521343, 'reg_alpha': 0.20943438902126793, 'reg_lambda': 1.5354364196873482}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:45,574] Trial 185 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 195, 'learning_rate': 0.1865047379643305, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7720828592441636, 'colsample_bytree': 0.6233715209948371, 'gamma': 1.1334514678078025, 'reg_alpha': 0.24533543423348286, 'reg_lambda': 1.547019919785318}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:45,886] Trial 186 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.12772839733886154, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7653336520173941, 'colsample_bytree': 0.6124639407477414, 'gamma': 0.938023180480637, 'reg_alpha': 0.28404275641830384, 'reg_lambda': 1.4843523099944098}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:46,237] Trial 187 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.15657960237913432, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7902103024051926, 'colsample_bytree': 0.6244400341897874, 'gamma': 0.8284775644289251, 'reg_alpha': 0.18942428001850226, 'reg_lambda': 1.4483216594892174}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:46,556] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 184, 'learning_rate': 0.17553106989742534, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7823436656889939, 'colsample_bytree': 0.6363789533954928, 'gamma': 0.75893654679922, 'reg_alpha': 0.265867293802013, 'reg_lambda': 1.4738763519047897}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:46,839] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.14505697907917364, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.801978126452595, 'colsample_bytree': 0.6026966264068306, 'gamma': 0.5579635080691925, 'reg_alpha': 0.2139276313057838, 'reg_lambda': 1.3943633280704562}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:47,241] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 203, 'learning_rate': 0.1574991422194714, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.82760512368398, 'colsample_bytree': 0.6169311507937711, 'gamma': 0.9373017305828283, 'reg_alpha': 0.24725347163212705, 'reg_lambda': 1.3449839592359956}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:47,517] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 195, 'learning_rate': 0.18693634987164337, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7604438982044652, 'colsample_bytree': 0.628382787110908, 'gamma': 1.157565150065558, 'reg_alpha': 0.24984324107397943, 'reg_lambda': 1.5418824938837044}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:47,867] Trial 192 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 176, 'learning_rate': 0.19777140724386427, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7732267942744909, 'colsample_bytree': 0.6222846270042095, 'gamma': 1.1182959809793385, 'reg_alpha': 0.23214051849167536, 'reg_lambda': 1.556342096642839}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:48,142] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.17811060003860144, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7973761422880788, 'colsample_bytree': 0.6396520506002867, 'gamma': 1.2200133108581808, 'reg_alpha': 0.18346010897516896, 'reg_lambda': 1.477687533163724}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:48,549] Trial 194 finished with value: 0.761904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.1402107139187535, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8225341336821864, 'colsample_bytree': 0.6248860773898616, 'gamma': 1.026676296476517, 'reg_alpha': 0.2886228857254078, 'reg_lambda': 1.6726570066312088}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:48,939] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 204, 'learning_rate': 0.21143758965826737, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7488497422474376, 'colsample_bytree': 0.6142940938829599, 'gamma': 0.8783434738746027, 'reg_alpha': 0.20270047039378486, 'reg_lambda': 1.5870869821823268}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:49,310] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 188, 'learning_rate': 0.12998549203087623, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7881523234372242, 'colsample_bytree': 0.6304869635375133, 'gamma': 1.80614407284473, 'reg_alpha': 0.17419702658618563, 'reg_lambda': 1.5071905038678788}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:49,606] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 199, 'learning_rate': 0.16722615884149716, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7522108634357151, 'colsample_bytree': 0.6499584979467642, 'gamma': 1.3230336004958079, 'reg_alpha': 0.24213043299080558, 'reg_lambda': 1.2480884764680003}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:49,980] Trial 198 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 207, 'learning_rate': 0.1889554070993146, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7330798370966214, 'colsample_bytree': 0.6182761522434229, 'gamma': 0.7525448780937999, 'reg_alpha': 0.15883475801749675, 'reg_lambda': 1.7420000750883806}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:50,276] Trial 199 finished with value: 0.761904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.15142600452937025, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7701038370274088, 'colsample_bytree': 0.641915843850349, 'gamma': 1.5677109649042493, 'reg_alpha': 0.277722077635686, 'reg_lambda': 1.4525816366244737}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:50,280] A new study created in memory with name: no-name-d1d94eb0-26af-4609-80f6-22fadba15fdb
[I 2025-11-03 20:29:50,696] Trial 0 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 241, 'learning_rate': 0.058630281783418656, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9352447378930336, 'colsample_bytree': 0.6003986268780405, 'gamma': 2.6320718769084017, 'reg_alpha': 0.41087913761172934, 'reg_lambda': 2.9860515104369343}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 20:29:50,805] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.2889028644533219, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6438683099676793, 'colsample_bytree': 0.8148259277980894, 'gamma': 4.003489413826635, 'reg_alpha': 0.24029497966438407, 'reg_lambda': 2.043306875316791}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 20:29:51,081] Trial 2 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 59, 'learning_rate': 0.01883087855031045, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7791864365379803, 'colsample_bytree': 0.8179034080044358, 'gamma': 1.3347552437238586, 'reg_alpha': 0.8366371631545756, 'reg_lambda': 2.069325712560538}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:51,196] Trial 3 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 24, 'learning_rate': 0.02764313303514145, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9965134861039584, 'colsample_bytree': 0.7047339952797771, 'gamma': 3.6283384826790446, 'reg_alpha': 0.41383409691504314, 'reg_lambda': 0.8038525530637957}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:51,445] Trial 4 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 105, 'learning_rate': 0.037458511196877, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6960646291513506, 'colsample_bytree': 0.7731426955122433, 'gamma': 3.8490284689181427, 'reg_alpha': 0.8201903267612829, 'reg_lambda': 1.197329653081232}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:51,600] Trial 5 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 76, 'learning_rate': 0.01305855404788678, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.759737037916766, 'colsample_bytree': 0.8449373062305128, 'gamma': 4.310415291736383, 'reg_alpha': 0.6697098933377615, 'reg_lambda': 2.849503877371781}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:51,919] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.23729827948702134, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.824929501965876, 'colsample_bytree': 0.7684542727023054, 'gamma': 0.40106937643730245, 'reg_alpha': 0.27041456205327663, 'reg_lambda': 2.331132654929699}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:52,192] Trial 7 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 177, 'learning_rate': 0.05436501453409399, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8188690807965513, 'colsample_bytree': 0.6248519249269953, 'gamma': 4.991706980583123, 'reg_alpha': 0.30213589227756776, 'reg_lambda': 1.7074954441164132}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:52,498] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 224, 'learning_rate': 0.017208606745399896, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8674173604314326, 'colsample_bytree': 0.7871844616767463, 'gamma': 2.8526023766075683, 'reg_alpha': 0.44745286174772225, 'reg_lambda': 0.8800638999801492}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:52,825] Trial 9 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 205, 'learning_rate': 0.06834980311637479, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9003474844418666, 'colsample_bytree': 0.719455312878917, 'gamma': 4.6088331451211175, 'reg_alpha': 0.6759985120964468, 'reg_lambda': 2.8489750348825793}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:53,114] Trial 10 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 29, 'learning_rate': 0.13405241416217986, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7293643105879661, 'colsample_bytree': 0.9717165571348458, 'gamma': 1.0646540318089448, 'reg_alpha': 0.9580782931679739, 'reg_lambda': 1.480094641115096}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:53,451] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.024285256911717394, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8079332815021291, 'colsample_bytree': 0.9115028709486657, 'gamma': 1.5499170128551867, 'reg_alpha': 0.005488115249983494, 'reg_lambda': 1.8230077096855175}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:53,818] Trial 12 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 170, 'learning_rate': 0.010158828432043973, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7914383824146154, 'colsample_bytree': 0.9059490846840709, 'gamma': 1.544514415815771, 'reg_alpha': 0.003816857474668478, 'reg_lambda': 2.2694603437619474}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:54,139] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.024982227707985614, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.6754423019690718, 'colsample_bytree': 0.9025983730936947, 'gamma': 1.714401886447468, 'reg_alpha': 0.06647551738458093, 'reg_lambda': 1.9696755080688695}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:54,459] Trial 14 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.020282927510329417, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6012864190735913, 'colsample_bytree': 0.9995115608283133, 'gamma': 0.22739184161965786, 'reg_alpha': 0.9999504539458087, 'reg_lambda': 2.466804644485869}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:54,708] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 91, 'learning_rate': 0.01494831930503988, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.6298378049242471, 'colsample_bytree': 0.9999717230022357, 'gamma': 0.013686320466334223, 'reg_alpha': 0.9716504803336019, 'reg_lambda': 2.4767120932354327}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:54,958] Trial 16 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 161, 'learning_rate': 0.03692785060303107, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6048518607940699, 'colsample_bytree': 0.8520312132379663, 'gamma': 0.8681053408050414, 'reg_alpha': 0.8234255215455022, 'reg_lambda': 2.587628442377616}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:55,283] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.09479563256195479, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.7147605286836043, 'colsample_bytree': 0.9463563094315814, 'gamma': 2.152161264480499, 'reg_alpha': 0.8066841136454103, 'reg_lambda': 1.566579090522299}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:55,572] Trial 18 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.018783604256904025, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7498711787489335, 'colsample_bytree': 0.6729546705187962, 'gamma': 0.6576614006158192, 'reg_alpha': 0.6076678107043478, 'reg_lambda': 0.5124108782022776}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:55,804] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.010514437378680972, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.6619273794427551, 'colsample_bytree': 0.6670100585903557, 'gamma': 0.5372693532709831, 'reg_alpha': 0.6175087437156561, 'reg_lambda': 0.5257178641517477}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:56,147] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 199, 'learning_rate': 0.0377825643283887, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6034903841552233, 'colsample_bytree': 0.7167876604506036, 'gamma': 0.015871166751509236, 'reg_alpha': 0.5214616318470099, 'reg_lambda': 1.3824593452947824}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:56,286] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.01721705597018876, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7603531508201802, 'colsample_bytree': 0.660856656283479, 'gamma': 1.0435267619536746, 'reg_alpha': 0.9082355567551739, 'reg_lambda': 2.1086631658376382}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:56,507] Trial 22 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 60, 'learning_rate': 0.020372682761318768, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8622534279286718, 'colsample_bytree': 0.8625567100257465, 'gamma': 0.5840084589567066, 'reg_alpha': 0.765465560048193, 'reg_lambda': 2.4665066821830277}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:56,706] Trial 23 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.029340948960608283, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7534585192141449, 'colsample_bytree': 0.7557116019039849, 'gamma': 1.2526826634023138, 'reg_alpha': 0.9002685801339543, 'reg_lambda': 1.1894447077814063}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:56,957] Trial 24 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 86, 'learning_rate': 0.012972120526943276, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6926960797289623, 'colsample_bytree': 0.8163143543607378, 'gamma': 2.00336436069928, 'reg_alpha': 0.7298144357134659, 'reg_lambda': 2.652374564970881}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:57,242] Trial 25 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 105, 'learning_rate': 0.018911957734201817, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7785961790242855, 'colsample_bytree': 0.6681368945966293, 'gamma': 0.4249150655841992, 'reg_alpha': 0.5826423395532506, 'reg_lambda': 2.2343752470851226}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:57,610] Trial 26 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.041972094797292414, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8495396455333979, 'colsample_bytree': 0.7348814673357629, 'gamma': 0.7404562528265234, 'reg_alpha': 0.993933726785416, 'reg_lambda': 1.8689732800855539}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 20:29:57,820] Trial 27 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.04781229225913308, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.851659010809764, 'colsample_bytree': 0.7416126492195776, 'gamma': 3.092352631470936, 'reg_alpha': 0.9851945689138117, 'reg_lambda': 1.8213069786398008}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 20:29:58,165] Trial 28 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.09905008315554707, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9299567661147, 'colsample_bytree': 0.6913327654377031, 'gamma': 0.8063864855199507, 'reg_alpha': 0.8955970765347148, 'reg_lambda': 0.5486694931755333}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 20:29:58,396] Trial 29 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 115, 'learning_rate': 0.06650835439292736, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9778035778343334, 'colsample_bytree': 0.6034785026426408, 'gamma': 2.2785334069677017, 'reg_alpha': 0.164843025011624, 'reg_lambda': 2.9992971381456224}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 20:29:58,848] Trial 30 finished with value: 0.755952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.031228004895236732, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9003981541258834, 'colsample_bytree': 0.6440115394225813, 'gamma': 0.06832459356737686, 'reg_alpha': 0.535379673657485, 'reg_lambda': 1.2112212803629454}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:29:59,215] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.04312605083808846, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8998130917577403, 'colsample_bytree': 0.6471287514887429, 'gamma': 0.018929215838398017, 'reg_alpha': 0.5276281272372381, 'reg_lambda': 0.9480883071905158}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:29:59,714] Trial 32 finished with value: 0.738095238095238 and parameters: {'n_estimators': 239, 'learning_rate': 0.03144144248525695, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9424585231409255, 'colsample_bytree': 0.6300314170512368, 'gamma': 0.3012496529489127, 'reg_alpha': 0.3500822701603411, 'reg_lambda': 1.2735507079688833}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:00,076] Trial 33 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.02217969577382315, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.891941198442032, 'colsample_bytree': 0.6869550155096698, 'gamma': 0.8786828660484168, 'reg_alpha': 0.5714015302115629, 'reg_lambda': 1.0523956165458217}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:00,555] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 223, 'learning_rate': 0.03465833512092756, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9500197969313648, 'colsample_bytree': 0.7355415256586972, 'gamma': 0.2680065803869411, 'reg_alpha': 0.703279107318336, 'reg_lambda': 0.6983182793444944}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:00,774] Trial 35 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 42, 'learning_rate': 0.02744890544838085, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8358372344514938, 'colsample_bytree': 0.6140911177640035, 'gamma': 0.7005872771498821, 'reg_alpha': 0.4664813573258481, 'reg_lambda': 1.092294854222938}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:01,001] Trial 36 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 90, 'learning_rate': 0.045692539323020774, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9278479780045354, 'colsample_bytree': 0.643489498046213, 'gamma': 1.2318427480800125, 'reg_alpha': 0.3891237246717267, 'reg_lambda': 1.6534218363297937}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:01,307] Trial 37 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.01455337679946834, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8788477476119928, 'colsample_bytree': 0.6876569292424896, 'gamma': 0.34542417215435983, 'reg_alpha': 0.19084359394528266, 'reg_lambda': 0.723827073961139}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:01,604] Trial 38 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.021398819848257138, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8419228711739365, 'colsample_bytree': 0.7136932651864988, 'gamma': 1.8427305041973994, 'reg_alpha': 0.8626863960117133, 'reg_lambda': 1.9873110060805383}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:01,949] Trial 39 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 44, 'learning_rate': 0.054137393334801075, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6500256352900742, 'colsample_bytree': 0.7443077701360441, 'gamma': 2.6545727874204794, 'reg_alpha': 0.6356603236879094, 'reg_lambda': 1.374337882513964}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:02,286] Trial 40 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 187, 'learning_rate': 0.030869042957711233, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.91205466995194, 'colsample_bytree': 0.7968223358324347, 'gamma': 0.23931644687074854, 'reg_alpha': 0.7955622848259359, 'reg_lambda': 2.770671983679654}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:02,776] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.0319401262208936, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9154225605072578, 'colsample_bytree': 0.6338691145552915, 'gamma': 0.2568893036032137, 'reg_alpha': 0.35542377703496186, 'reg_lambda': 1.4390236098204354}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:03,202] Trial 42 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.026074487688638782, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9819983261947282, 'colsample_bytree': 0.6295667369864972, 'gamma': 0.5723853054167162, 'reg_alpha': 0.3745772387942923, 'reg_lambda': 1.5590779188207367}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:03,686] Trial 43 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.02497288351201533, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9945410575627341, 'colsample_bytree': 0.6642208304478562, 'gamma': 0.647211991544755, 'reg_alpha': 0.4627220591960277, 'reg_lambda': 1.5859089566353881}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:04,067] Trial 44 finished with value: 0.75 and parameters: {'n_estimators': 231, 'learning_rate': 0.016475292429388413, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9570904870043699, 'colsample_bytree': 0.6994185543576306, 'gamma': 1.0197062832181993, 'reg_alpha': 0.2785242414010997, 'reg_lambda': 1.799169173400645}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:04,443] Trial 45 finished with value: 0.738095238095238 and parameters: {'n_estimators': 209, 'learning_rate': 0.01550445878017363, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9639993570502166, 'colsample_bytree': 0.7758746958918202, 'gamma': 1.087987779831777, 'reg_alpha': 0.23541774394544984, 'reg_lambda': 1.8483507568405453}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:04,789] Trial 46 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 229, 'learning_rate': 0.2951345667514221, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9649279827434853, 'colsample_bytree': 0.6991713125338529, 'gamma': 3.5588590273135567, 'reg_alpha': 0.31025428803163324, 'reg_lambda': 2.097441132596369}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:05,141] Trial 47 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.012632174281421419, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9885242993858723, 'colsample_bytree': 0.6500125231447488, 'gamma': 1.4337791737662093, 'reg_alpha': 0.13016565144704534, 'reg_lambda': 1.714901113329601}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:05,633] Trial 48 finished with value: 0.7083333333333335 and parameters: {'n_estimators': 247, 'learning_rate': 0.025179337883483338, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8782784400349709, 'colsample_bytree': 0.8322958756713569, 'gamma': 0.9863951691398437, 'reg_alpha': 0.23612297328071974, 'reg_lambda': 1.9214210642386234}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:05,937] Trial 49 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 231, 'learning_rate': 0.04039612830749876, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9612405644955626, 'colsample_bytree': 0.8775030157033161, 'gamma': 0.13521184673528502, 'reg_alpha': 0.9415258039696871, 'reg_lambda': 1.5484052725304565}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:06,346] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.05876050040504477, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8134597681725391, 'colsample_bytree': 0.9350356246168988, 'gamma': 0.4593227943100143, 'reg_alpha': 0.9982257179387092, 'reg_lambda': 1.2021441100931627}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:06,651] Trial 51 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.017596339753607897, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.922470638653953, 'colsample_bytree': 0.6764177345349778, 'gamma': 0.6830278783906767, 'reg_alpha': 0.4094172313287907, 'reg_lambda': 2.374508199163936}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:06,927] Trial 52 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 136, 'learning_rate': 0.022230118714539938, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6311153415760763, 'colsample_bytree': 0.618399750861729, 'gamma': 0.5240121526976776, 'reg_alpha': 0.3148621190018961, 'reg_lambda': 1.7667504525235138}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:07,231] Trial 53 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 171, 'learning_rate': 0.21516254431038917, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7950636036185543, 'colsample_bytree': 0.7268880859609397, 'gamma': 0.7784802165501086, 'reg_alpha': 0.42974781244380067, 'reg_lambda': 2.178017657426217}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:07,331] Trial 54 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 25, 'learning_rate': 0.01558127796088269, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7383648357021393, 'colsample_bytree': 0.7033817809826114, 'gamma': 1.2169280564739902, 'reg_alpha': 0.4858201354109807, 'reg_lambda': 0.8754084419601598}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:07,573] Trial 55 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 62, 'learning_rate': 0.011674973613066254, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.980289444973745, 'colsample_bytree': 0.6037792193526138, 'gamma': 1.5515079327876298, 'reg_alpha': 0.2692482043909518, 'reg_lambda': 1.913377152186271}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:07,807] Trial 56 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 101, 'learning_rate': 0.027403375695240713, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9435500638526412, 'colsample_bytree': 0.9873790343159139, 'gamma': 0.10621385093418534, 'reg_alpha': 0.5606781541059944, 'reg_lambda': 1.316367972076565}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:08,279] Trial 57 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 248, 'learning_rate': 0.02070740413383843, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8282995483141506, 'colsample_bytree': 0.7625756621186378, 'gamma': 0.9013098520432302, 'reg_alpha': 0.3666051643628157, 'reg_lambda': 1.473374251798486}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:08,638] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.018437091910200116, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8642297515920725, 'colsample_bytree': 0.6748042731981476, 'gamma': 0.5152229303914989, 'reg_alpha': 0.6289700509987275, 'reg_lambda': 1.6041995358260284}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:09,117] Trial 59 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 198, 'learning_rate': 0.034959718736866874, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7038787510673727, 'colsample_bytree': 0.6547860841290957, 'gamma': 1.1211042619670974, 'reg_alpha': 0.928998716856292, 'reg_lambda': 1.008063489862381}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:09,328] Trial 60 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 82, 'learning_rate': 0.024136755647444247, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9999783091324429, 'colsample_bytree': 0.6394309299484596, 'gamma': 1.3402327165573649, 'reg_alpha': 0.6764617033069601, 'reg_lambda': 2.014155695394377}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:09,839] Trial 61 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 241, 'learning_rate': 0.03115479779321005, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.907390147015704, 'colsample_bytree': 0.6304663672524539, 'gamma': 0.18454437557138859, 'reg_alpha': 0.349302992222189, 'reg_lambda': 1.4656805532216721}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:10,186] Trial 62 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.03955139647718475, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8913064290503862, 'colsample_bytree': 0.6296963419000489, 'gamma': 0.3546957329784857, 'reg_alpha': 0.8643303403885216, 'reg_lambda': 1.679434962045858}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:10,642] Trial 63 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 233, 'learning_rate': 0.018953907106177705, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9505866081965582, 'colsample_bytree': 0.6779960384402658, 'gamma': 0.6239380662859426, 'reg_alpha': 0.27855170897180304, 'reg_lambda': 1.3974809872622234}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:10,970] Trial 64 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.033711031482687885, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9197831868351041, 'colsample_bytree': 0.6133646430310105, 'gamma': 0.4031679935631812, 'reg_alpha': 0.39543454228931074, 'reg_lambda': 1.1786719964548031}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:11,330] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 210, 'learning_rate': 0.028288044650901876, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6732982189071134, 'colsample_bytree': 0.6012145607276683, 'gamma': 0.4469507154050585, 'reg_alpha': 0.49426623943798165, 'reg_lambda': 1.1361065495714064}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:11,751] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 215, 'learning_rate': 0.014447821021804565, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9750010617897574, 'colsample_bytree': 0.6572248358308951, 'gamma': 0.8219856551059588, 'reg_alpha': 0.5356945981975176, 'reg_lambda': 0.6807514958940957}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:12,012] Trial 67 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.05007128738831679, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8505997484026253, 'colsample_bytree': 0.7174103771058794, 'gamma': 0.0214967448633398, 'reg_alpha': 0.4129631425780935, 'reg_lambda': 0.6183136641854243}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:12,315] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.016072124430927332, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9380417229179796, 'colsample_bytree': 0.7036142878667246, 'gamma': 0.948129996312211, 'reg_alpha': 0.44034366234080957, 'reg_lambda': 0.7818576755366562}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:12,683] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.08109844024220982, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.786639667141694, 'colsample_bytree': 0.6113384325656761, 'gamma': 0.6973327084372366, 'reg_alpha': 0.19433792919807394, 'reg_lambda': 1.277153856153451}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:12,868] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 35, 'learning_rate': 0.03444822485684542, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7704873562039628, 'colsample_bytree': 0.6183161949405713, 'gamma': 0.3877948095200582, 'reg_alpha': 0.9598595129495444, 'reg_lambda': 2.6022516611017545}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:13,398] Trial 71 finished with value: 0.738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.02299823008250087, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9345999127142512, 'colsample_bytree': 0.6342381718506082, 'gamma': 0.2574242437098231, 'reg_alpha': 0.34204496274126406, 'reg_lambda': 1.778078691543298}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:13,762] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 243, 'learning_rate': 0.04271886967277154, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9119854087294647, 'colsample_bytree': 0.6418766473800009, 'gamma': 0.161854237054256, 'reg_alpha': 0.38313246370250403, 'reg_lambda': 1.198236657455421}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:14,052] Trial 73 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 66, 'learning_rate': 0.033105040259958564, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8825292522143935, 'colsample_bytree': 0.6218738846895213, 'gamma': 0.5557415767443993, 'reg_alpha': 0.32264498561987404, 'reg_lambda': 1.5304304522781378}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:14,403] Trial 74 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.02600249051291304, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9549607439913028, 'colsample_bytree': 0.6854023501322414, 'gamma': 4.856957697683591, 'reg_alpha': 0.2814564101305551, 'reg_lambda': 0.9601747592916036}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:14,843] Trial 75 finished with value: 0.744047619047619 and parameters: {'n_estimators': 224, 'learning_rate': 0.020259242199259755, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9180674616316149, 'colsample_bytree': 0.6640076276311087, 'gamma': 0.3338143166084184, 'reg_alpha': 0.7629320973180842, 'reg_lambda': 1.4035334977912122}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:15,210] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 221, 'learning_rate': 0.019462900679119217, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8052578866076169, 'colsample_bytree': 0.6548736376614774, 'gamma': 0.778691421423862, 'reg_alpha': 0.7718304222631677, 'reg_lambda': 1.347205796383241}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:15,601] Trial 77 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 202, 'learning_rate': 0.01685220204274804, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8965603496300178, 'colsample_bytree': 0.6700336977585494, 'gamma': 0.3848028906667772, 'reg_alpha': 0.7210992402194571, 'reg_lambda': 1.629749546538739}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:15,895] Trial 78 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 214, 'learning_rate': 0.019914962050598405, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9219683896853555, 'colsample_bytree': 0.7534168524741723, 'gamma': 4.136665489242828, 'reg_alpha': 0.6032011567005051, 'reg_lambda': 1.8780682847301375}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:16,282] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.013498226539987333, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9748871816461234, 'colsample_bytree': 0.7283640463056847, 'gamma': 3.1289560289721123, 'reg_alpha': 0.8517727713737613, 'reg_lambda': 1.1086011204929107}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:16,624] Trial 80 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 225, 'learning_rate': 0.028446155310767426, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8720297351585159, 'colsample_bytree': 0.6934845012175346, 'gamma': 0.014380626132471375, 'reg_alpha': 0.5170537733539186, 'reg_lambda': 2.4425485542821566}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:17,115] Trial 81 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 245, 'learning_rate': 0.03820262720950524, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9203981490483114, 'colsample_bytree': 0.6615100864637015, 'gamma': 0.2659034064669322, 'reg_alpha': 0.39104893724959405, 'reg_lambda': 1.5041748691891295}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:17,528] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 236, 'learning_rate': 0.02287660022543675, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9044009689549657, 'colsample_bytree': 0.6457490403338664, 'gamma': 0.5757377450919021, 'reg_alpha': 0.4597097388901497, 'reg_lambda': 2.9067869119940886}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:17,966] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.03078834544646558, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.856749564025814, 'colsample_bytree': 0.8869703716352954, 'gamma': 0.32250282136002023, 'reg_alpha': 0.6625961110835925, 'reg_lambda': 1.4238278327853608}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:18,312] Trial 84 finished with value: 0.744047619047619 and parameters: {'n_estimators': 241, 'learning_rate': 0.04363781057862588, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.916416812906222, 'colsample_bytree': 0.6258249908797516, 'gamma': 0.13763193181832584, 'reg_alpha': 0.8985109891758127, 'reg_lambda': 1.7281102078195305}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:18,698] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 145, 'learning_rate': 0.04420428988339247, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9330381926636311, 'colsample_bytree': 0.9487957054270543, 'gamma': 0.13665582470749507, 'reg_alpha': 0.888229667365231, 'reg_lambda': 1.7304140523137452}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:18,983] Trial 86 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 121, 'learning_rate': 0.056548367670234766, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9307113474478803, 'colsample_bytree': 0.959001194908013, 'gamma': 0.10590979142666904, 'reg_alpha': 0.8941945937103492, 'reg_lambda': 1.2588364067212119}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:19,263] Trial 87 finished with value: 0.75 and parameters: {'n_estimators': 112, 'learning_rate': 0.05040088184928959, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9288237720291029, 'colsample_bytree': 0.9544197530926084, 'gamma': 0.10770841160393416, 'reg_alpha': 0.9110263640443252, 'reg_lambda': 1.7022058230775126}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:19,514] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 112, 'learning_rate': 0.06419902069245882, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9297370574589793, 'colsample_bytree': 0.9554263259263988, 'gamma': 0.08768064722828044, 'reg_alpha': 0.9268679721431347, 'reg_lambda': 1.2499042670172973}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:19,766] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.061274155304232934, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9293476294071611, 'colsample_bytree': 0.9569564509537597, 'gamma': 0.08807655770297196, 'reg_alpha': 0.927760655440714, 'reg_lambda': 1.8052815592447116}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:20,095] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 108, 'learning_rate': 0.05230852012465791, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9464097526518763, 'colsample_bytree': 0.9197037455919511, 'gamma': 0.17724852795707524, 'reg_alpha': 0.8836717091909074, 'reg_lambda': 1.2304564900889325}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:20,362] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 129, 'learning_rate': 0.06118969470674643, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9328676066411317, 'colsample_bytree': 0.9610306240563101, 'gamma': 0.009336806339000081, 'reg_alpha': 0.9315872946109574, 'reg_lambda': 1.8214481429846312}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:20,605] Trial 92 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 120, 'learning_rate': 0.07491311095024081, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9588350851448627, 'colsample_bytree': 0.9521563823911919, 'gamma': 0.11219204895189436, 'reg_alpha': 0.9774633604157876, 'reg_lambda': 1.6832082740221062}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:20,948] Trial 93 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 98, 'learning_rate': 0.06460641082813365, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8874067358553057, 'colsample_bytree': 0.9847045416824213, 'gamma': 0.4505517882818355, 'reg_alpha': 0.9266517721086509, 'reg_lambda': 1.9364943302288202}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:21,237] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.07231117523459075, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9309618670559084, 'colsample_bytree': 0.9366086968054984, 'gamma': 0.48576999399291515, 'reg_alpha': 0.8203042228587581, 'reg_lambda': 1.7847510082543776}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:21,617] Trial 95 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 141, 'learning_rate': 0.04788520981127629, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9654320309126859, 'colsample_bytree': 0.9696834185345832, 'gamma': 0.11772348129221843, 'reg_alpha': 0.957701451711021, 'reg_lambda': 1.1442698541540965}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:21,880] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 121, 'learning_rate': 0.058855333465852186, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9868928346165026, 'colsample_bytree': 0.9244954763041209, 'gamma': 0.21842837612120464, 'reg_alpha': 0.8390986812390568, 'reg_lambda': 1.279825905040655}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:22,316] Trial 97 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 125, 'learning_rate': 0.08824728678396479, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9873213732160626, 'colsample_bytree': 0.93627412710405, 'gamma': 0.2612084997680342, 'reg_alpha': 0.8776058372150681, 'reg_lambda': 1.3404281690759292}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:22,660] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 148, 'learning_rate': 0.10209852806027134, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9890721272055437, 'colsample_bytree': 0.9209256123779437, 'gamma': 0.2666580642860677, 'reg_alpha': 0.8437139320002383, 'reg_lambda': 1.3083812190610034}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:22,911] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.09000069109017401, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9839571473689223, 'colsample_bytree': 0.9394234226543214, 'gamma': 0.5740022128839011, 'reg_alpha': 0.7967769092266062, 'reg_lambda': 1.5506183577863768}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:23,267] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.11235661307624026, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9701412997471371, 'colsample_bytree': 0.940596664091137, 'gamma': 0.6802106037821055, 'reg_alpha': 0.8753932663972368, 'reg_lambda': 1.0573868185152424}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:23,515] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 122, 'learning_rate': 0.08391073387470131, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9847270169777075, 'colsample_bytree': 0.9261716099251339, 'gamma': 0.2330337748816217, 'reg_alpha': 0.7907347557988152, 'reg_lambda': 1.5813373412579939}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:23,757] Trial 102 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 110, 'learning_rate': 0.08345777772114649, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9844891379541029, 'colsample_bytree': 0.9247044057181922, 'gamma': 0.21579298079934492, 'reg_alpha': 0.8125148713061126, 'reg_lambda': 1.6072626412927102}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:24,118] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.08181877941179325, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9848999303428018, 'colsample_bytree': 0.9282788401578764, 'gamma': 0.20507212736589397, 'reg_alpha': 0.8023070560005243, 'reg_lambda': 1.6109730758539633}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:24,376] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 110, 'learning_rate': 0.08192258422985331, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9896006650207357, 'colsample_bytree': 0.9250374749007005, 'gamma': 0.21021384118276998, 'reg_alpha': 0.8374826306106707, 'reg_lambda': 1.256055200610004}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:24,730] Trial 105 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 123, 'learning_rate': 0.11785076983677024, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9944026316631194, 'colsample_bytree': 0.8929691522991834, 'gamma': 0.003223170955440391, 'reg_alpha': 0.7691017619892075, 'reg_lambda': 1.6368598610101046}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:25,049] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 124, 'learning_rate': 0.0559640832252542, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9526204001917382, 'colsample_bytree': 0.9051089264480133, 'gamma': 0.20210574595616673, 'reg_alpha': 0.9090528209119256, 'reg_lambda': 1.3459011038839102}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:25,467] Trial 107 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 136, 'learning_rate': 0.06918997968808734, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.96952125581369, 'colsample_bytree': 0.9281726701016122, 'gamma': 0.3977874849382287, 'reg_alpha': 0.7440936247762723, 'reg_lambda': 1.488164476877328}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:25,710] Trial 108 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 103, 'learning_rate': 0.0866346900376444, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9428787469539168, 'colsample_bytree': 0.9122471860603595, 'gamma': 0.07116020619741469, 'reg_alpha': 0.8318756563119817, 'reg_lambda': 1.7371970954116769}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:25,991] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 102, 'learning_rate': 0.08377378174924854, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9749490165324534, 'colsample_bytree': 0.9126940026728648, 'gamma': 0.31404292647751886, 'reg_alpha': 0.8157020886957561, 'reg_lambda': 1.7305602584278865}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:26,258] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 110, 'learning_rate': 0.09081377248753597, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9424286149130573, 'colsample_bytree': 0.9757809386914285, 'gamma': 0.11084766244340064, 'reg_alpha': 0.8805155040198364, 'reg_lambda': 1.5995762864903398}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:26,658] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.0740850168038482, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9556563669396759, 'colsample_bytree': 0.9449506705867708, 'gamma': 0.08129282550638389, 'reg_alpha': 0.7895679775234932, 'reg_lambda': 1.673737433783559}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:26,931] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.1019250207854374, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9579442745702161, 'colsample_bytree': 0.9662502557809975, 'gamma': 0.10331476997425733, 'reg_alpha': 0.7902025552362139, 'reg_lambda': 1.6784210240989224}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:27,230] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 142, 'learning_rate': 0.07388116721845746, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9520217538362439, 'colsample_bytree': 0.9492739874664676, 'gamma': 0.0002368515444852587, 'reg_alpha': 0.8633321090236025, 'reg_lambda': 1.7570920560291736}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:27,627] Trial 114 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 144, 'learning_rate': 0.07420526489529986, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9410426316668905, 'colsample_bytree': 0.951244445808994, 'gamma': 0.0029354648260899036, 'reg_alpha': 0.8605980778375292, 'reg_lambda': 1.8772589929670693}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:27,881] Trial 115 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 105, 'learning_rate': 0.07416066724491356, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.999020175989625, 'colsample_bytree': 0.9440600877955524, 'gamma': 0.010401041014698506, 'reg_alpha': 0.8102211810429399, 'reg_lambda': 1.8670492280693909}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:28,245] Trial 116 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 86, 'learning_rate': 0.07798856805237434, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9426143816465281, 'colsample_bytree': 0.9777592923648404, 'gamma': 0.3128487118934253, 'reg_alpha': 0.8622559225430828, 'reg_lambda': 1.967098865924376}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:28,507] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 84, 'learning_rate': 0.07890284525408453, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9463895039064437, 'colsample_bytree': 0.9810958943693062, 'gamma': 0.30832769930493686, 'reg_alpha': 0.8576507386418781, 'reg_lambda': 1.9979659878221718}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:28,856] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 133, 'learning_rate': 0.0893059292321866, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9676034827568285, 'colsample_bytree': 0.9323976849148047, 'gamma': 0.43536020089638405, 'reg_alpha': 0.786381310559789, 'reg_lambda': 2.172567827195857}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:29,104] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.11248554256024511, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9802174366048898, 'colsample_bytree': 0.998972552199856, 'gamma': 0.22739591287188293, 'reg_alpha': 0.744227631309252, 'reg_lambda': 2.091154181551397}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:29,496] Trial 120 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 152, 'learning_rate': 0.14331669651042067, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9409186524991571, 'colsample_bytree': 0.8982051926485537, 'gamma': 2.4312314933123726, 'reg_alpha': 0.8677943719733845, 'reg_lambda': 1.94463924780377}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:29,749] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 118, 'learning_rate': 0.06706714146030139, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9548370273834547, 'colsample_bytree': 0.9131857298653344, 'gamma': 0.33271778420790915, 'reg_alpha': 0.03683016539248965, 'reg_lambda': 1.8953540962810427}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:30,126] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.071902122005455, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9506349436210706, 'colsample_bytree': 0.916463306029838, 'gamma': 0.33505317761449915, 'reg_alpha': 0.9516163201475, 'reg_lambda': 2.0432732384163264}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:30,433] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 141, 'learning_rate': 0.06828226578369585, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9592035465298535, 'colsample_bytree': 0.9637018820043944, 'gamma': 0.012123842805350917, 'reg_alpha': 0.8253602859433407, 'reg_lambda': 1.8861339731153972}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:30,687] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 102, 'learning_rate': 0.06416685619672861, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9727822543766563, 'colsample_bytree': 0.9096543772835461, 'gamma': 0.4776226990268083, 'reg_alpha': 0.09637479233255125, 'reg_lambda': 1.598625373306847}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:31,088] Trial 125 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 139, 'learning_rate': 0.07824848096061619, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.938702283792907, 'colsample_bytree': 0.9484070723547878, 'gamma': 0.20850344334037718, 'reg_alpha': 0.7019091166302016, 'reg_lambda': 1.4404769326571136}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:31,317] Trial 126 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 78, 'learning_rate': 0.09618158176201676, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.966353612901337, 'colsample_bytree': 0.9742457854912974, 'gamma': 0.31623545959406124, 'reg_alpha': 0.8289989471190955, 'reg_lambda': 1.645010115074595}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:31,693] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.08567227904730275, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9801726717556462, 'colsample_bytree': 0.9321466556650898, 'gamma': 0.08580391773793643, 'reg_alpha': 0.8052460156912689, 'reg_lambda': 1.8346851395124206}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:31,904] Trial 128 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 91, 'learning_rate': 0.06541106890423504, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9519037592697189, 'colsample_bytree': 0.9592551738123626, 'gamma': 3.600626890447979, 'reg_alpha': 0.9081571902322767, 'reg_lambda': 1.5264264316535168}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:32,262] Trial 129 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.05570226681195861, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9930331783136137, 'colsample_bytree': 0.8751773668408017, 'gamma': 0.222350585402738, 'reg_alpha': 0.8500852373901865, 'reg_lambda': 1.744811294223741}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:32,596] Trial 130 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.07648143505765104, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.908553272162298, 'colsample_bytree': 0.9924371911113703, 'gamma': 0.5199502461182504, 'reg_alpha': 0.7438862060855044, 'reg_lambda': 1.3650724032733703}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:32,938] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 139, 'learning_rate': 0.06861493650886111, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9574876788742435, 'colsample_bytree': 0.9620951481190133, 'gamma': 0.03493972916627616, 'reg_alpha': 0.7755535144043955, 'reg_lambda': 1.9448796421093066}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:33,236] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.084097426895725, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9616159365603848, 'colsample_bytree': 0.9663517612202137, 'gamma': 0.012576990622982898, 'reg_alpha': 0.8204684995692778, 'reg_lambda': 1.8922055424116655}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:33,503] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.0958138013168859, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9412474966187171, 'colsample_bytree': 0.9458463059076219, 'gamma': 0.17064166446753937, 'reg_alpha': 0.8683101444627332, 'reg_lambda': 1.9937020151452618}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:33,798] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 118, 'learning_rate': 0.0695746595300393, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9597729366477408, 'colsample_bytree': 0.9766233513209202, 'gamma': 0.3826874405328865, 'reg_alpha': 0.8930951061783912, 'reg_lambda': 1.770902535528212}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:34,057] Trial 135 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 132, 'learning_rate': 0.06241441834393261, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9829673005629189, 'colsample_bytree': 0.9526230831276425, 'gamma': 0.2618818338617386, 'reg_alpha': 0.8319998661973635, 'reg_lambda': 2.0503473193276935}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:34,277] Trial 136 finished with value: 0.5 and parameters: {'n_estimators': 122, 'learning_rate': 0.10598250300746281, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.925091433540539, 'colsample_bytree': 0.8276421631523431, 'gamma': 0.10384587177566229, 'reg_alpha': 0.850890348440808, 'reg_lambda': 1.8684111887515407}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:34,594] Trial 137 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 152, 'learning_rate': 0.0880042517958507, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9731595909119592, 'colsample_bytree': 0.9414905101906206, 'gamma': 0.3966393333299354, 'reg_alpha': 0.02273945123664195, 'reg_lambda': 1.814902642675017}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:34,862] Trial 138 finished with value: 0.761904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.07798076408534335, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9477542437739418, 'colsample_bytree': 0.9329784359272154, 'gamma': 0.14738533864343312, 'reg_alpha': 0.7853080412909209, 'reg_lambda': 2.1561917349280684}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:35,200] Trial 139 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 88, 'learning_rate': 0.07542941870441519, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9488509417753642, 'colsample_bytree': 0.9283565758171548, 'gamma': 0.17970936819662087, 'reg_alpha': 0.7597905815526279, 'reg_lambda': 2.2583535321357204}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:35,465] Trial 140 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 100, 'learning_rate': 0.07843992815455711, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.936568803708421, 'colsample_bytree': 0.9156892566388688, 'gamma': 0.6058656311122645, 'reg_alpha': 0.722574154223889, 'reg_lambda': 1.1624234947212544}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:35,825] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 97, 'learning_rate': 0.06787488324622153, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.96316152476541, 'colsample_bytree': 0.9337685127739855, 'gamma': 0.07826390913584595, 'reg_alpha': 0.8156386378571288, 'reg_lambda': 2.206563598917172}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:36,057] Trial 142 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 80, 'learning_rate': 0.059288087702744005, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9458583897255981, 'colsample_bytree': 0.9348500281462672, 'gamma': 0.2891359449930494, 'reg_alpha': 0.8023011206683192, 'reg_lambda': 2.3031107966071995}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:36,327] Trial 143 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 96, 'learning_rate': 0.09200728645057794, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9668416562486236, 'colsample_bytree': 0.9063372070668613, 'gamma': 0.1339776944123257, 'reg_alpha': 0.7916421346607948, 'reg_lambda': 2.1426963296567516}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:36,619] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.08177861873655767, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9853416307502282, 'colsample_bytree': 0.8989992664510644, 'gamma': 0.2722353386881704, 'reg_alpha': 0.703799027694707, 'reg_lambda': 2.2040065227611305}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:37,011] Trial 145 finished with value: 0.738095238095238 and parameters: {'n_estimators': 114, 'learning_rate': 0.131252101808242, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9252696896979871, 'colsample_bytree': 0.9205970582248855, 'gamma': 0.0034979131478359987, 'reg_alpha': 0.880548511921979, 'reg_lambda': 2.3539363224434777}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:37,274] Trial 146 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.06687638928837439, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9998919322332067, 'colsample_bytree': 0.95270436762262, 'gamma': 2.016027394254546, 'reg_alpha': 0.9238186358530921, 'reg_lambda': 1.6696899188509426}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:37,515] Trial 147 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 71, 'learning_rate': 0.07226900131871587, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.952672063998402, 'colsample_bytree': 0.9410074789425514, 'gamma': 0.44306989134253744, 'reg_alpha': 0.8615297480329634, 'reg_lambda': 1.2237653526026835}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:37,790] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.08569439122655477, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9760348844637279, 'colsample_bytree': 0.9287351412266058, 'gamma': 0.1588442515561682, 'reg_alpha': 0.8445108107564373, 'reg_lambda': 1.3213386284253952}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:38,193] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.05702354076145647, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9338087893082153, 'colsample_bytree': 0.947136085277956, 'gamma': 0.34477276338345825, 'reg_alpha': 0.7788339902353376, 'reg_lambda': 1.5740010685456156}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:38,435] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 104, 'learning_rate': 0.07433611165646808, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9636340896122008, 'colsample_bytree': 0.8918564055431658, 'gamma': 0.08802084845800348, 'reg_alpha': 0.9021422608137435, 'reg_lambda': 1.0780082370482342}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:38,695] Trial 151 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 127, 'learning_rate': 0.06827976673748212, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9586952608129253, 'colsample_bytree': 0.9624918002155434, 'gamma': 0.062451639429200616, 'reg_alpha': 0.8241334248771759, 'reg_lambda': 2.124590022075045}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:38,981] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.06363411000586514, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9426397496108848, 'colsample_bytree': 0.9550186122253694, 'gamma': 0.20788342524470516, 'reg_alpha': 0.8141865395911279, 'reg_lambda': 2.0790389132139153}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:39,240] Trial 153 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.09609324055743125, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9533814370936448, 'colsample_bytree': 0.7928939359654773, 'gamma': 0.13838939972097464, 'reg_alpha': 0.8353364455870943, 'reg_lambda': 2.245758069072179}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:39,611] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 112, 'learning_rate': 0.07955582160044562, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.979294613609157, 'colsample_bytree': 0.9692297171368216, 'gamma': 0.27307485789669783, 'reg_alpha': 0.7942484245823259, 'reg_lambda': 2.155378636404843}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:39,898] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 135, 'learning_rate': 0.06910798671535977, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9685318915005878, 'colsample_bytree': 0.9358686768140063, 'gamma': 0.08095279871560096, 'reg_alpha': 0.752253644459252, 'reg_lambda': 2.038339164366731}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:40,107] Trial 156 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 105, 'learning_rate': 0.05152615385174587, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9900107114452785, 'colsample_bytree': 0.9114654190135213, 'gamma': 3.7552574935136587, 'reg_alpha': 0.8694791604986518, 'reg_lambda': 1.9548514447712737}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:40,357] Trial 157 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 98, 'learning_rate': 0.07319973336465499, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9379955500986841, 'colsample_bytree': 0.9451095394987497, 'gamma': 0.4773587861802602, 'reg_alpha': 0.8880128792910335, 'reg_lambda': 1.7439220712328647}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:40,654] Trial 158 finished with value: 0.75 and parameters: {'n_estimators': 129, 'learning_rate': 0.08262903404154906, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8997207229454794, 'colsample_bytree': 0.8578241576989725, 'gamma': 0.002235987389264102, 'reg_alpha': 0.808627835356642, 'reg_lambda': 1.6272917779326028}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:40,918] Trial 159 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 120, 'learning_rate': 0.06075386707731722, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9584534623790829, 'colsample_bytree': 0.9883856397253052, 'gamma': 0.35571552045129107, 'reg_alpha': 0.8506087641473199, 'reg_lambda': 2.296885519785703}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:41,203] Trial 160 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 90, 'learning_rate': 0.10606923708049154, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9480487429292387, 'colsample_bytree': 0.9241124183039651, 'gamma': 2.8698104398420554, 'reg_alpha': 0.9706121786375856, 'reg_lambda': 2.1093830741432926}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:41,512] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.06594288003717283, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9625050254988372, 'colsample_bytree': 0.9624422945819905, 'gamma': 0.19115143975599447, 'reg_alpha': 0.8291701835446992, 'reg_lambda': 1.910094070303753}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:42,015] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.07029543706976031, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.973870534938609, 'colsample_bytree': 0.9795938205491879, 'gamma': 0.07463278033838665, 'reg_alpha': 0.8211316200662591, 'reg_lambda': 2.2186443247413754}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:42,320] Trial 163 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 148, 'learning_rate': 0.0783674822261026, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9559431751636778, 'colsample_bytree': 0.8045003196664082, 'gamma': 0.013263701119453616, 'reg_alpha': 0.7816977258496611, 'reg_lambda': 1.7837162386905214}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:42,700] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 136, 'learning_rate': 0.08777118307521413, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.928754929134432, 'colsample_bytree': 0.9576458378563676, 'gamma': 0.20084765081162356, 'reg_alpha': 0.9139142904832892, 'reg_lambda': 1.8444722728262248}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:42,987] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.06529112530155354, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9157162687472237, 'colsample_bytree': 0.969415735207373, 'gamma': 6.328219212745068e-06, 'reg_alpha': 0.8649972105880891, 'reg_lambda': 1.6889291365962973}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:43,548] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.055656576528269046, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9832385215839891, 'colsample_bytree': 0.9350075244911137, 'gamma': 0.1300609612090889, 'reg_alpha': 0.9422244800433737, 'reg_lambda': 1.9934655585237913}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:43,839] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.07595165950165587, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9697009769457909, 'colsample_bytree': 0.9590459853618601, 'gamma': 0.2658815605014109, 'reg_alpha': 0.8222364990087914, 'reg_lambda': 2.1272424175524476}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:44,195] Trial 168 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 116, 'learning_rate': 0.06880206639924544, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.947145480656659, 'colsample_bytree': 0.9422319472450529, 'gamma': 0.3585587615346167, 'reg_alpha': 0.8919469595855015, 'reg_lambda': 1.2671091906254843}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:44,434] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.09165674568978681, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9917716934622759, 'colsample_bytree': 0.9287192758339895, 'gamma': 0.09641264132167503, 'reg_alpha': 0.8456590518187442, 'reg_lambda': 1.4973746026696146}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:44,792] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.0827924149339926, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9368470621994648, 'colsample_bytree': 0.9509764686814335, 'gamma': 0.23061476766669334, 'reg_alpha': 0.7685851978952051, 'reg_lambda': 1.901215091561763}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:45,046] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 103, 'learning_rate': 0.062403565966182496, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9746538196653148, 'colsample_bytree': 0.9094222563521626, 'gamma': 0.4116915618963436, 'reg_alpha': 0.03928772113831192, 'reg_lambda': 1.5656032288833173}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:45,322] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 99, 'learning_rate': 0.06589387746455769, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9612001293747979, 'colsample_bytree': 0.9194950222259213, 'gamma': 0.526338175659022, 'reg_alpha': 0.038289990851221874, 'reg_lambda': 1.6334612959158519}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:45,548] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 83, 'learning_rate': 0.07227165162922164, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9535099705271372, 'colsample_bytree': 0.914379773425988, 'gamma': 0.11554774159625755, 'reg_alpha': 0.8012783500796866, 'reg_lambda': 1.7150013799132962}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:45,791] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 102, 'learning_rate': 0.05968329522126728, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9685898481528235, 'colsample_bytree': 0.880099534517423, 'gamma': 0.28886164717273255, 'reg_alpha': 0.0942568190357077, 'reg_lambda': 1.4006525219312946}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:46,085] Trial 175 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.07775110284601235, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9801961194610261, 'colsample_bytree': 0.9008007505616992, 'gamma': 0.00046669707293872653, 'reg_alpha': 0.8357190821465925, 'reg_lambda': 2.415309143323216}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:46,317] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.06987087132809053, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9437429629763814, 'colsample_bytree': 0.9356387080380231, 'gamma': 0.1847673288380399, 'reg_alpha': 0.06713919191427488, 'reg_lambda': 1.5908389882523843}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:46,612] Trial 177 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 115, 'learning_rate': 0.05259250051476972, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9573465136501593, 'colsample_bytree': 0.9738646935491532, 'gamma': 0.46614050485835684, 'reg_alpha': 0.11804617232446869, 'reg_lambda': 1.8033731894480884}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:46,957] Trial 178 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 138, 'learning_rate': 0.08681615141544147, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9724294444436744, 'colsample_bytree': 0.9628825679222659, 'gamma': 0.31689160421895657, 'reg_alpha': 0.15679080576697885, 'reg_lambda': 1.1791716861545258}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:47,277] Trial 179 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.04786565382397088, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9883187037916054, 'colsample_bytree': 0.7796010062051525, 'gamma': 0.10652752259277579, 'reg_alpha': 0.002652859693697329, 'reg_lambda': 1.8486518750292484}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:47,557] Trial 180 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 108, 'learning_rate': 0.06371797757191044, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9246418418297914, 'colsample_bytree': 0.9274648815854158, 'gamma': 0.20793554306480902, 'reg_alpha': 0.8822233428634882, 'reg_lambda': 1.4482226151411672}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:47,819] Trial 181 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.06167461410345037, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9370313079433039, 'colsample_bytree': 0.9286093530064956, 'gamma': 0.20536558512120354, 'reg_alpha': 0.8816189827953889, 'reg_lambda': 1.434778497710926}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:48,217] Trial 182 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 179, 'learning_rate': 0.06521115560975331, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9306945520776977, 'colsample_bytree': 0.9469199875508553, 'gamma': 0.07785980905997927, 'reg_alpha': 0.8620445136461692, 'reg_lambda': 1.4764442612802655}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:48,467] Trial 183 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 106, 'learning_rate': 0.07439252449903767, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9205491629578746, 'colsample_bytree': 0.9242623865979724, 'gamma': 0.2629936937625334, 'reg_alpha': 0.07785941487814549, 'reg_lambda': 1.345422276402061}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:48,700] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 88, 'learning_rate': 0.05513411285386553, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9480145669377753, 'colsample_bytree': 0.9114611381315095, 'gamma': 0.18394235766908346, 'reg_alpha': 0.8077792771552325, 'reg_lambda': 1.5219111180141698}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:49,055] Trial 185 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 123, 'learning_rate': 0.08033462726944539, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9620960871239125, 'colsample_bytree': 0.9400990872663624, 'gamma': 1.7149188833337505, 'reg_alpha': 0.9135809752343774, 'reg_lambda': 1.5904889873051036}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:49,352] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.06812118496027994, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9102532313483185, 'colsample_bytree': 0.9512180348086153, 'gamma': 0.386233358060474, 'reg_alpha': 0.8308859189919139, 'reg_lambda': 1.2481258939773223}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:50,339] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 100, 'learning_rate': 0.0729324233339085, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9235860377781558, 'colsample_bytree': 0.9303591824298008, 'gamma': 0.08917253082367083, 'reg_alpha': 0.7872685523281505, 'reg_lambda': 1.676435841972699}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:50,642] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 133, 'learning_rate': 0.0953081807851874, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9442299927595758, 'colsample_bytree': 0.9221987559154512, 'gamma': 0.008859938739072065, 'reg_alpha': 0.5489121648830826, 'reg_lambda': 1.7507898707178426}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:51,063] Trial 189 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.09697314963245754, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9441992288562325, 'colsample_bytree': 0.9215959940648459, 'gamma': 0.01733192179339557, 'reg_alpha': 0.5812039232336915, 'reg_lambda': 1.309870144278689}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:51,353] Trial 190 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.10297917230845116, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9322997564547397, 'colsample_bytree': 0.9391657246912358, 'gamma': 0.18336141313563237, 'reg_alpha': 0.5611224564105376, 'reg_lambda': 1.7501195330218553}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:51,599] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.09087866775493644, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9546241567006664, 'colsample_bytree': 0.9137411765108739, 'gamma': 0.303701557533766, 'reg_alpha': 0.5034945654401208, 'reg_lambda': 1.628864190117203}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:51,940] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.08330590265784668, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9392937962682452, 'colsample_bytree': 0.9026079652799509, 'gamma': 0.11508694090483554, 'reg_alpha': 0.5321620385105251, 'reg_lambda': 1.7047511838217957}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:52,232] Trial 193 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.06324473738047563, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9526198586615668, 'colsample_bytree': 0.9565856970703859, 'gamma': 0.005292041952619786, 'reg_alpha': 0.5474020591224431, 'reg_lambda': 1.5388761262557056}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:52,576] Trial 194 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 94, 'learning_rate': 0.07818167819204551, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9628603835223775, 'colsample_bytree': 0.9193141302079471, 'gamma': 4.496309150851838, 'reg_alpha': 0.6089598513288413, 'reg_lambda': 1.7758993008410668}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:52,792] Trial 195 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 122, 'learning_rate': 0.07027088154654766, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9786472767182264, 'colsample_bytree': 0.9663884993088684, 'gamma': 0.16668880687886076, 'reg_alpha': 0.6492582618701636, 'reg_lambda': 1.9031270085004484}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:53,046] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 111, 'learning_rate': 0.05896171372026464, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9947633629491095, 'colsample_bytree': 0.9342992301322706, 'gamma': 0.2536539340772662, 'reg_alpha': 0.8738340802661857, 'reg_lambda': 1.392756400927464}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:53,407] Trial 197 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.0845979889601944, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.945214596162633, 'colsample_bytree': 0.9468770569620271, 'gamma': 0.09280520959471569, 'reg_alpha': 0.8527761440820378, 'reg_lambda': 2.18354224797226}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:53,646] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.09414823199070983, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9277956448778054, 'colsample_bytree': 0.9843610925603394, 'gamma': 0.3839890703899485, 'reg_alpha': 0.897869864748299, 'reg_lambda': 1.6626152417881206}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:54,013] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.06594858305823073, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9683628708982139, 'colsample_bytree': 0.9060271472163448, 'gamma': 0.002597641514922776, 'reg_alpha': 0.8140336413614818, 'reg_lambda': 1.9731140602104869}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:54,017] A new study created in memory with name: no-name-cca65a00-42d8-4bad-9b86-4bd8c1b7e0f5
[I 2025-11-03 20:30:54,302] Trial 0 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 64, 'learning_rate': 0.0163290177911472, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8069726858430973, 'colsample_bytree': 0.8206194161270723, 'gamma': 3.99942373845035, 'reg_alpha': 0.40356727912927703, 'reg_lambda': 2.9414952648688035}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:54,614] Trial 1 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 65, 'learning_rate': 0.02679371322493415, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9867612297077281, 'colsample_bytree': 0.6420638027182565, 'gamma': 4.3940593175774865, 'reg_alpha': 0.5081876857513346, 'reg_lambda': 1.566653826368409}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:54,989] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.09739883409400386, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.7850838876462898, 'colsample_bytree': 0.735248405114338, 'gamma': 3.430596148175746, 'reg_alpha': 0.5418604150512188, 'reg_lambda': 0.600252150269263}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:55,190] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.14494860352223787, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7670087465824611, 'colsample_bytree': 0.6929716514569564, 'gamma': 0.2973819974612796, 'reg_alpha': 0.35545518853570457, 'reg_lambda': 1.2516865411275295}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:55,542] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.03741582881711624, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.6457394005854982, 'colsample_bytree': 0.9103224450775419, 'gamma': 0.15732300783401487, 'reg_alpha': 0.4547389826377858, 'reg_lambda': 1.9425022215395806}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:55,622] Trial 5 finished with value: 0.613095238095238 and parameters: {'n_estimators': 23, 'learning_rate': 0.23728855250338254, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6251875441608802, 'colsample_bytree': 0.7279809127670916, 'gamma': 0.7917932275674472, 'reg_alpha': 0.8470349913522552, 'reg_lambda': 1.8008215882514562}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:56,016] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.1561768571102002, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.8212441473113471, 'colsample_bytree': 0.6441846512246876, 'gamma': 4.1273172664635185, 'reg_alpha': 0.5173870278766589, 'reg_lambda': 2.8705799505570235}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:56,271] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.08695541054149084, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.7537261463307152, 'colsample_bytree': 0.8596953711423375, 'gamma': 3.3864981400115295, 'reg_alpha': 0.08605687059459999, 'reg_lambda': 1.352945587091851}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:56,547] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.04188950366574086, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.7230501358769444, 'colsample_bytree': 0.7276351865624016, 'gamma': 2.2966283480094645, 'reg_alpha': 0.8487997314104289, 'reg_lambda': 2.7020440000284185}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:56,913] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.041713870530180296, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.6470911857961031, 'colsample_bytree': 0.7171723384838198, 'gamma': 2.65470038064814, 'reg_alpha': 0.2154186569853137, 'reg_lambda': 1.1990934287242203}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:57,289] Trial 10 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 176, 'learning_rate': 0.012594666631148275, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8838882605412666, 'colsample_bytree': 0.9929848396195364, 'gamma': 1.583928824680147, 'reg_alpha': 0.6676405996164966, 'reg_lambda': 2.426337153533065}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:57,518] Trial 11 finished with value: 0.6011904761904763 and parameters: {'n_estimators': 21, 'learning_rate': 0.015986595389621945, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9991589289636401, 'colsample_bytree': 0.8078932529600555, 'gamma': 4.940955430232413, 'reg_alpha': 0.2440877083332641, 'reg_lambda': 2.220104077911871}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:57,666] Trial 12 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 65, 'learning_rate': 0.02312778818477914, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9955696235179432, 'colsample_bytree': 0.6026914138769888, 'gamma': 4.888921009896138, 'reg_alpha': 0.6831588082367672, 'reg_lambda': 1.5638164321637769}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:58,009] Trial 13 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 54, 'learning_rate': 0.022921695962193504, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9101765285611004, 'colsample_bytree': 0.8044875638290342, 'gamma': 4.2157274607999025, 'reg_alpha': 0.3109497507504174, 'reg_lambda': 0.8007313335616995}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:58,281] Trial 14 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 158, 'learning_rate': 0.010094507473585613, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9130137583696896, 'colsample_bytree': 0.8832717048620117, 'gamma': 3.9092555795763473, 'reg_alpha': 0.0011753153175799724, 'reg_lambda': 2.162275359771081}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:58,632] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 104, 'learning_rate': 0.02238305298239778, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8515801625062227, 'colsample_bytree': 0.946322692149266, 'gamma': 2.9071238896980662, 'reg_alpha': 0.6857305289046078, 'reg_lambda': 2.9919435717698395}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:58,764] Trial 16 finished with value: 0.613095238095238 and parameters: {'n_estimators': 51, 'learning_rate': 0.016961826853457547, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.6943455325726564, 'colsample_bytree': 0.7758196586302869, 'gamma': 4.512982781679882, 'reg_alpha': 0.992310857206905, 'reg_lambda': 0.9213505177412322}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:59,179] Trial 17 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.06260271224672045, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.949461733473227, 'colsample_bytree': 0.8408397116676936, 'gamma': 3.575854273612105, 'reg_alpha': 0.4214318408212622, 'reg_lambda': 1.6022276725246336}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:59,425] Trial 18 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 146, 'learning_rate': 0.06607326026895964, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9435668579933215, 'colsample_bytree': 0.8464417488066233, 'gamma': 3.3715400972972063, 'reg_alpha': 0.36992195469626177, 'reg_lambda': 2.472217547640505}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:59,743] Trial 19 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.08071969837792284, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8336950905510546, 'colsample_bytree': 0.9282887718590711, 'gamma': 1.904417320688658, 'reg_alpha': 0.15506206457101906, 'reg_lambda': 2.0905938845007377}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:31:00,024] Trial 20 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 179, 'learning_rate': 0.2890071004728403, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8313527856586973, 'colsample_bytree': 0.944740408171447, 'gamma': 1.8593988697399122, 'reg_alpha': 0.16087925413775397, 'reg_lambda': 2.708194046268064}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:31:00,364] Trial 21 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 195, 'learning_rate': 0.06079521089539243, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8778631342155594, 'colsample_bytree': 0.8326814834758117, 'gamma': 1.3075200443048574, 'reg_alpha': 0.40644417354805434, 'reg_lambda': 1.9609853579728702}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:00,685] Trial 22 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.09503296713439308, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8581186664680288, 'colsample_bytree': 0.90448061152634, 'gamma': 1.2038139865164577, 'reg_alpha': 0.2766936367934625, 'reg_lambda': 2.0037533220899677}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:01,123] Trial 23 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.10113888999994289, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8658357032599634, 'colsample_bytree': 0.9029798137296369, 'gamma': 1.2294277229028419, 'reg_alpha': 0.11621641276884631, 'reg_lambda': 2.0532535633056797}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:01,455] Trial 24 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.1255648347210692, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8794881660678939, 'colsample_bytree': 0.9907556222290725, 'gamma': 0.9206437714189359, 'reg_alpha': 0.11832191921404245, 'reg_lambda': 2.278721463307342}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:01,987] Trial 25 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.053544595069457704, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8444056889225651, 'colsample_bytree': 0.9445092777281283, 'gamma': 1.9427403415875784, 'reg_alpha': 0.0005676285642315926, 'reg_lambda': 1.9761108807088787}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:02,303] Trial 26 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 221, 'learning_rate': 0.050114628360501345, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9016584292045252, 'colsample_bytree': 0.9570702654830707, 'gamma': 1.3645126182576401, 'reg_alpha': 0.03492133790708653, 'reg_lambda': 1.8787321291240544}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:02,570] Trial 27 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 162, 'learning_rate': 0.18633148125075943, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9327616038324807, 'colsample_bytree': 0.8745099394692192, 'gamma': 0.6479867435547965, 'reg_alpha': 0.039215085258234056, 'reg_lambda': 1.7267243870269764}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:02,981] Trial 28 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 248, 'learning_rate': 0.03382706013404787, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8664704971281288, 'colsample_bytree': 0.776348343692678, 'gamma': 1.9458084761369108, 'reg_alpha': 0.21839009699618386, 'reg_lambda': 2.4580644625680197}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:03,327] Trial 29 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.055533609522487024, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8001115527249693, 'colsample_bytree': 0.9013290986017298, 'gamma': 1.1400164134316422, 'reg_alpha': 0.08506723842839568, 'reg_lambda': 2.311950636260822}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:03,670] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 231, 'learning_rate': 0.06847552134492049, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8045557837185782, 'colsample_bytree': 0.8297205882890745, 'gamma': 2.3863504202961288, 'reg_alpha': 0.1703658262692479, 'reg_lambda': 1.6990912925713997}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:03,970] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 191, 'learning_rate': 0.0509573343540514, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7921227719523118, 'colsample_bytree': 0.8961839653711031, 'gamma': 1.43457829815078, 'reg_alpha': 0.06269528444756195, 'reg_lambda': 2.2452175400837295}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:04,379] Trial 32 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 198, 'learning_rate': 0.11920100932347344, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8311313073878848, 'colsample_bytree': 0.9689989089350877, 'gamma': 1.159981617789879, 'reg_alpha': 0.1143254249282476, 'reg_lambda': 2.0582031634306226}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:04,718] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 162, 'learning_rate': 0.02985605104507344, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7547538316660141, 'colsample_bytree': 0.9201631228657472, 'gamma': 0.4497563244770386, 'reg_alpha': 0.015321529307454044, 'reg_lambda': 2.3607986222037143}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:05,052] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 185, 'learning_rate': 0.05644289127811963, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9679474812681572, 'colsample_bytree': 0.8680814360551934, 'gamma': 1.6701667926031942, 'reg_alpha': 0.5923802578949168, 'reg_lambda': 2.535333533079732}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:05,350] Trial 35 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 214, 'learning_rate': 0.07753082148531444, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8509014882760001, 'colsample_bytree': 0.9357654882566011, 'gamma': 1.0617828786628078, 'reg_alpha': 0.3011110824319587, 'reg_lambda': 1.4084343074726666}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:05,708] Trial 36 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 217, 'learning_rate': 0.08213778316982177, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8969457546642106, 'colsample_bytree': 0.966054961510936, 'gamma': 2.1433788531702427, 'reg_alpha': 0.3246862709865341, 'reg_lambda': 1.386079190276871}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:06,124] Trial 37 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.11054798437674627, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8543649699983212, 'colsample_bytree': 0.9310247366651337, 'gamma': 0.007894112120806707, 'reg_alpha': 0.4141844536843572, 'reg_lambda': 1.8583838282585319}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:06,464] Trial 38 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 237, 'learning_rate': 0.17555788952175785, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7672679836462366, 'colsample_bytree': 0.9360042500401298, 'gamma': 0.0456962450051952, 'reg_alpha': 0.47148646761505547, 'reg_lambda': 1.4664419073199633}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:06,879] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.12052389258882097, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8448439235687767, 'colsample_bytree': 0.9778897965135912, 'gamma': 0.5393609605599454, 'reg_alpha': 0.568177486923163, 'reg_lambda': 1.1409849952047924}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:07,213] Trial 40 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 240, 'learning_rate': 0.0755415826251354, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8154107689543877, 'colsample_bytree': 0.7593576876827979, 'gamma': 0.7713787172613955, 'reg_alpha': 0.3875068394639415, 'reg_lambda': 1.8662809255488737}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:07,528] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 219, 'learning_rate': 0.10527522110553514, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8692584155945959, 'colsample_bytree': 0.9233878239481943, 'gamma': 0.2919539151043995, 'reg_alpha': 0.45070639357860187, 'reg_lambda': 1.9709416655301817}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:07,933] Trial 42 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 202, 'learning_rate': 0.1002581920319869, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8942866766836584, 'colsample_bytree': 0.8937133546000965, 'gamma': 1.0586062826960212, 'reg_alpha': 0.3003636163859388, 'reg_lambda': 1.5978160451737347}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:08,200] Trial 43 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 170, 'learning_rate': 0.04555976999556422, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9252778590692252, 'colsample_bytree': 0.8552596547832243, 'gamma': 1.5964564465082027, 'reg_alpha': 0.501786323038957, 'reg_lambda': 1.7483290580445785}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:08,617] Trial 44 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 226, 'learning_rate': 0.14058715440920125, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8765064217343438, 'colsample_bytree': 0.9522370254611809, 'gamma': 2.819434083412097, 'reg_alpha': 0.2481732233285375, 'reg_lambda': 1.857463870808305}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:08,872] Trial 45 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.06871807136253376, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7793741578809854, 'colsample_bytree': 0.9193508544925928, 'gamma': 0.9093461168347309, 'reg_alpha': 0.41483581618908955, 'reg_lambda': 2.1051968260361607}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:09,330] Trial 46 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.08930717979408297, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8477840794480733, 'colsample_bytree': 0.9985907510309553, 'gamma': 1.3886271042122793, 'reg_alpha': 0.19035540659995154, 'reg_lambda': 1.029044346384329}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:09,682] Trial 47 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.03654916897994678, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.842273017578587, 'colsample_bytree': 0.9988464548123218, 'gamma': 0.25381418935793, 'reg_alpha': 0.335578036489815, 'reg_lambda': 0.5023061123812449}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:10,072] Trial 48 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 237, 'learning_rate': 0.08886930509468687, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8136030142744237, 'colsample_bytree': 0.6828792432854969, 'gamma': 2.1966493656042094, 'reg_alpha': 0.20445825520994118, 'reg_lambda': 1.0940250912416947}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:10,433] Trial 49 finished with value: 0.75 and parameters: {'n_estimators': 213, 'learning_rate': 0.04455079947294648, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8491931009921598, 'colsample_bytree': 0.9860926604436342, 'gamma': 1.7283263652313472, 'reg_alpha': 0.614017082581259, 'reg_lambda': 0.9185496183030101}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:10,873] Trial 50 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 228, 'learning_rate': 0.0624096765856105, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.72864347322597, 'colsample_bytree': 0.9653979629527343, 'gamma': 2.533228365540705, 'reg_alpha': 0.2699549729073908, 'reg_lambda': 1.3412447598587045}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:11,172] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.04555669644444001, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8536460494977502, 'colsample_bytree': 0.9824316640598445, 'gamma': 1.6637111158513909, 'reg_alpha': 0.6184690497183936, 'reg_lambda': 0.8165681862235862}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:11,565] Trial 52 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 241, 'learning_rate': 0.0424966426737362, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.887293938553498, 'colsample_bytree': 0.9797485036760478, 'gamma': 1.385591203968766, 'reg_alpha': 0.7485607394010558, 'reg_lambda': 0.7235935425446045}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:11,878] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.07544622542838175, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9188067944475362, 'colsample_bytree': 0.9381913873890491, 'gamma': 1.831527498373658, 'reg_alpha': 0.3637364669948596, 'reg_lambda': 0.9675736193905725}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:12,187] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.02895715109930246, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8272095197349978, 'colsample_bytree': 0.9987305591168658, 'gamma': 2.0863379691619617, 'reg_alpha': 0.5490728332335013, 'reg_lambda': 1.2677565070760992}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:12,572] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 187, 'learning_rate': 0.057535416350748284, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8539671156831729, 'colsample_bytree': 0.9570026873283439, 'gamma': 1.4515077351958199, 'reg_alpha': 0.4717229781202257, 'reg_lambda': 0.9616854681847001}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:12,853] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 205, 'learning_rate': 0.10886614769003537, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8430970902796552, 'colsample_bytree': 0.9735160594271148, 'gamma': 1.772079296433477, 'reg_alpha': 0.7662280896731637, 'reg_lambda': 1.4791263811092752}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:13,174] Trial 57 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.14664407527009662, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8808113672556299, 'colsample_bytree': 0.9520596053398599, 'gamma': 0.9355522610242193, 'reg_alpha': 0.6371313552322112, 'reg_lambda': 1.0298897618752627}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:13,560] Trial 58 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.035459252846171734, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8199944467865821, 'colsample_bytree': 0.8821613597542945, 'gamma': 0.6749018741375845, 'reg_alpha': 0.5206753947280318, 'reg_lambda': 0.7190943877347921}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:13,837] Trial 59 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 222, 'learning_rate': 0.08776169690798037, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.786277257344135, 'colsample_bytree': 0.9337719061778728, 'gamma': 2.3579876971269904, 'reg_alpha': 0.42864434017490566, 'reg_lambda': 0.849795176611637}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:14,118] Trial 60 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.049735256571862146, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8658812307974408, 'colsample_bytree': 0.9863484985696255, 'gamma': 1.2830937055612366, 'reg_alpha': 0.1901645796924264, 'reg_lambda': 1.658989321421964}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:14,459] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.07170945122011357, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8673803128490241, 'colsample_bytree': 0.9115234738822051, 'gamma': 1.564021879803925, 'reg_alpha': 0.11936497589679275, 'reg_lambda': 1.9479743756391668}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:14,726] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 168, 'learning_rate': 0.07219147515292493, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8983556569035885, 'colsample_bytree': 0.8108921552593056, 'gamma': 1.953400005075035, 'reg_alpha': 0.13795910834080646, 'reg_lambda': 1.805174146852503}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:14,993] Trial 63 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 180, 'learning_rate': 0.05841734896258261, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8397736978044095, 'colsample_bytree': 0.9097142671090445, 'gamma': 1.5632311685876308, 'reg_alpha': 0.07748876052083523, 'reg_lambda': 1.9608572642290618}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:15,365] Trial 64 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 186, 'learning_rate': 0.039935031875384525, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8580816040780707, 'colsample_bytree': 0.9424448399455779, 'gamma': 1.0114861503021406, 'reg_alpha': 0.2406383546273252, 'reg_lambda': 2.1427726307509625}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:15,632] Trial 65 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 171, 'learning_rate': 0.0795410686946652, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9041840672506374, 'colsample_bytree': 0.9163810627504154, 'gamma': 2.0283245940726298, 'reg_alpha': 0.2917306502960979, 'reg_lambda': 1.507876054572839}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:15,932] Trial 66 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.06403721946501179, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8737250375364205, 'colsample_bytree': 0.9616856742580139, 'gamma': 1.4886519608374864, 'reg_alpha': 0.05074214923856957, 'reg_lambda': 1.2292030800450409}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:16,312] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 211, 'learning_rate': 0.06322573229720796, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8829208701096957, 'colsample_bytree': 0.9604103359905066, 'gamma': 0.4335348013185011, 'reg_alpha': 0.050585400943795135, 'reg_lambda': 1.2670344041115578}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:16,672] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.05099329896520554, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.8253639846039885, 'colsample_bytree': 0.985371072800636, 'gamma': 1.7444908649791053, 'reg_alpha': 0.006489621381098924, 'reg_lambda': 1.1364890224745512}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:17,036] Trial 69 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.09146695517194472, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8045014028855861, 'colsample_bytree': 0.9693106578140854, 'gamma': 1.3131266919473967, 'reg_alpha': 0.350964622481639, 'reg_lambda': 1.0388308554255261}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:17,337] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 229, 'learning_rate': 0.13309127289101227, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9407020004102514, 'colsample_bytree': 0.6812629156484716, 'gamma': 0.7732232209366863, 'reg_alpha': 0.394467567942699, 'reg_lambda': 1.2128751187059275}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:17,718] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.06354908256472576, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8660417388798907, 'colsample_bytree': 0.9320853671700035, 'gamma': 1.5122363281605504, 'reg_alpha': 0.09417313937720405, 'reg_lambda': 2.191711488046914}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:18,032] Trial 72 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.11240431900304938, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9105136630469103, 'colsample_bytree': 0.9437401999914944, 'gamma': 0.01955908488578583, 'reg_alpha': 0.14397263433846907, 'reg_lambda': 1.8976114397062385}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:18,304] Trial 73 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.16009632920909242, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9117556717450459, 'colsample_bytree': 0.9468414226776289, 'gamma': 0.038489042519459185, 'reg_alpha': 0.17122091473335052, 'reg_lambda': 1.6597898556686674}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:18,656] Trial 74 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 156, 'learning_rate': 0.1184666501927277, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9720881016313981, 'colsample_bytree': 0.7819471048176655, 'gamma': 0.1951830976787298, 'reg_alpha': 0.02952297293416578, 'reg_lambda': 1.8147869467651259}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:18,941] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 191, 'learning_rate': 0.10905889098030837, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8907234562308595, 'colsample_bytree': 0.9900443239337362, 'gamma': 0.45916828119932845, 'reg_alpha': 0.13665907120830262, 'reg_lambda': 1.4066815142474884}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:19,287] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 135, 'learning_rate': 0.09593810844436478, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.607404871955227, 'colsample_bytree': 0.8304237881103287, 'gamma': 1.1137458253676193, 'reg_alpha': 0.06044063129565175, 'reg_lambda': 1.9034583666887042}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:19,699] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.032389167388217364, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6621896424369844, 'colsample_bytree': 0.8921367750198684, 'gamma': 0.5760396271659955, 'reg_alpha': 0.22965454690448733, 'reg_lambda': 1.3196509860438297}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:20,001] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.08282303763458224, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8481715792132493, 'colsample_bytree': 0.9731703581906446, 'gamma': 0.35739911357777165, 'reg_alpha': 0.18817127691856944, 'reg_lambda': 2.0316575693395933}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:20,414] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.04629013366183448, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8766605232501731, 'colsample_bytree': 0.7060029427401451, 'gamma': 0.06068161001813335, 'reg_alpha': 0.10350889193816382, 'reg_lambda': 1.1580569168237262}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:20,680] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.20146440838307905, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.9279965752055577, 'colsample_bytree': 0.6107760631594993, 'gamma': 2.193561887095297, 'reg_alpha': 0.45601973356423836, 'reg_lambda': 0.8921102725733039}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:20,998] Trial 81 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 178, 'learning_rate': 0.06917077816103168, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.832563362399204, 'colsample_bytree': 0.9256365367851013, 'gamma': 1.2546162416070996, 'reg_alpha': 0.00283901629239749, 'reg_lambda': 1.9237109900775604}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:21,209] Trial 82 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 30, 'learning_rate': 0.05457110909980153, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8740720079551713, 'colsample_bytree': 0.9103899506390327, 'gamma': 1.6805110799505392, 'reg_alpha': 0.13764870391079814, 'reg_lambda': 1.7781103283065214}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:21,503] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 165, 'learning_rate': 0.07893947226071749, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8595129005890171, 'colsample_bytree': 0.948617848660804, 'gamma': 1.4022095530548955, 'reg_alpha': 0.06867474891763992, 'reg_lambda': 2.0032757697599335}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:21,853] Trial 84 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 165, 'learning_rate': 0.07665191691895507, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8365153353770637, 'colsample_bytree': 0.9574628455408305, 'gamma': 0.8230753271291962, 'reg_alpha': 0.9934375751482183, 'reg_lambda': 2.0909450916758847}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:22,137] Trial 85 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 214, 'learning_rate': 0.11247079244146165, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8579983882678383, 'colsample_bytree': 0.9466450162776716, 'gamma': 1.3723402859129086, 'reg_alpha': 0.2662661695878494, 'reg_lambda': 1.6880801742035019}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:22,434] Trial 86 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.0852789074878936, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8113499967575138, 'colsample_bytree': 0.999228514102087, 'gamma': 1.8467804752932635, 'reg_alpha': 0.07550425829130265, 'reg_lambda': 2.0167344988858393}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:22,745] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 243, 'learning_rate': 0.09378083409714086, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9031708169032083, 'colsample_bytree': 0.9670644750500194, 'gamma': 1.0612983041352209, 'reg_alpha': 0.31004472748869294, 'reg_lambda': 1.5464885136107436}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:23,088] Trial 88 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.06014036803410121, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8889186252473721, 'colsample_bytree': 0.934273150853142, 'gamma': 3.058955384170078, 'reg_alpha': 0.039593832640288394, 'reg_lambda': 0.749530865475468}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:23,339] Trial 89 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 173, 'learning_rate': 0.1005960815492669, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9535063826615118, 'colsample_bytree': 0.9304909113522557, 'gamma': 3.148185054586411, 'reg_alpha': 0.04204976767007494, 'reg_lambda': 2.1564343458854562}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:23,639] Trial 90 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 155, 'learning_rate': 0.12957995091444216, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9184529869961119, 'colsample_bytree': 0.7545894459019121, 'gamma': 3.5182789218931636, 'reg_alpha': 0.07173490977413549, 'reg_lambda': 0.7199929324130092}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:23,902] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 161, 'learning_rate': 0.039591558554690744, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8902412007959666, 'colsample_bytree': 0.9436035933115356, 'gamma': 1.4599184736146467, 'reg_alpha': 0.02371979364719328, 'reg_lambda': 1.064149166503052}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:24,327] Trial 92 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 192, 'learning_rate': 0.059342121220236355, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8554185212864115, 'colsample_bytree': 0.9806836145385889, 'gamma': 3.8797285977449962, 'reg_alpha': 0.1029098275646181, 'reg_lambda': 0.7764400745085468}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:24,618] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 204, 'learning_rate': 0.05309644254828173, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8469357244515677, 'colsample_bytree': 0.9250636623918398, 'gamma': 3.038739866239477, 'reg_alpha': 0.15671336080112633, 'reg_lambda': 0.6543168998611564}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:24,933] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 184, 'learning_rate': 0.06629907642966319, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8771997784505225, 'colsample_bytree': 0.9580864824275815, 'gamma': 2.7668350912918704, 'reg_alpha': 0.3780492239369114, 'reg_lambda': 0.9759383721791643}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:25,184] Trial 95 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 137, 'learning_rate': 0.047543402573147715, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8220978830449744, 'colsample_bytree': 0.9375568995891901, 'gamma': 2.4562023695752115, 'reg_alpha': 0.04002721575004765, 'reg_lambda': 0.5781090064226925}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:25,594] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.07478844958454355, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8859937231174599, 'colsample_bytree': 0.9627519722332548, 'gamma': 0.16072117632609967, 'reg_alpha': 0.4868349210725143, 'reg_lambda': 0.8947271231294228}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:25,861] Trial 97 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 174, 'learning_rate': 0.06081015668636187, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.860912909758162, 'colsample_bytree': 0.9506686704733721, 'gamma': 4.748946215559125, 'reg_alpha': 0.7454856081893031, 'reg_lambda': 1.8675874208251337}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:26,165] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.042563950529512576, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.7941328237657419, 'colsample_bytree': 0.9753136296355149, 'gamma': 1.1887488346713968, 'reg_alpha': 0.4314654161902327, 'reg_lambda': 1.989143646635427}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:26,453] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.08040313437550453, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8372972778035385, 'colsample_bytree': 0.9923248605031937, 'gamma': 2.618171440882762, 'reg_alpha': 0.05616971512601396, 'reg_lambda': 1.824574255882116}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:26,929] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 245, 'learning_rate': 0.06606617243853379, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9040001870654878, 'colsample_bytree': 0.8659324032461511, 'gamma': 0.9200466815667334, 'reg_alpha': 0.5234726750931247, 'reg_lambda': 1.7465132680218418}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:27,218] Trial 101 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 185, 'learning_rate': 0.07020517225824237, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8701221966900735, 'colsample_bytree': 0.914212456614202, 'gamma': 1.532228278780474, 'reg_alpha': 0.12914573064240525, 'reg_lambda': 1.965342425311362}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:27,609] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 199, 'learning_rate': 0.05528040616612171, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8646556915400676, 'colsample_bytree': 0.8855298669649131, 'gamma': 2.0323836758361025, 'reg_alpha': 0.11576128414165465, 'reg_lambda': 2.0757509372117897}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:27,899] Trial 103 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 182, 'learning_rate': 0.08822763251960507, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.848660256739563, 'colsample_bytree': 0.899412289755845, 'gamma': 1.680126446888753, 'reg_alpha': 0.2070498725720603, 'reg_lambda': 1.9335472844101624}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:28,281] Trial 104 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 189, 'learning_rate': 0.07288157143485187, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8943244003477122, 'colsample_bytree': 0.9380422560005152, 'gamma': 3.293902891496429, 'reg_alpha': 0.34807673865288774, 'reg_lambda': 1.9000310853124938}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:28,558] Trial 105 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 177, 'learning_rate': 0.05049788688618037, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8714128300657196, 'colsample_bytree': 0.9063069571684655, 'gamma': 1.9286866052426346, 'reg_alpha': 0.09018103883641927, 'reg_lambda': 2.2205172665727764}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:28,972] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 214, 'learning_rate': 0.10423844259163886, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9156313197906698, 'colsample_bytree': 0.92192476663083, 'gamma': 1.5893656751627805, 'reg_alpha': 0.18274587863928776, 'reg_lambda': 1.223170245420116}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:29,260] Trial 107 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.07919687502171668, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8842227374986189, 'colsample_bytree': 0.9561767038011227, 'gamma': 1.3310173088696173, 'reg_alpha': 0.021387819442236507, 'reg_lambda': 2.1301794979601536}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:29,790] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.06432036773983552, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8512790449424815, 'colsample_bytree': 0.8485373781191259, 'gamma': 1.7320455223282887, 'reg_alpha': 0.060632869516642186, 'reg_lambda': 2.0327705317317766}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:30,099] Trial 109 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 237, 'learning_rate': 0.11387231641398589, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.830534170535177, 'colsample_bytree': 0.948704448294686, 'gamma': 1.40660649442211, 'reg_alpha': 0.96342612612486, 'reg_lambda': 1.6186609969000327}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:30,588] Trial 110 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 196, 'learning_rate': 0.06001892189306211, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8626720788177351, 'colsample_bytree': 0.7966190290287691, 'gamma': 2.264970583936264, 'reg_alpha': 0.1651744781077103, 'reg_lambda': 1.8429329552852831}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:30,891] Trial 111 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 218, 'learning_rate': 0.09822896441540739, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8400616161539686, 'colsample_bytree': 0.9170532728742972, 'gamma': 1.2174518989284417, 'reg_alpha': 0.1271151585157352, 'reg_lambda': 2.065463517819662}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:31,339] Trial 112 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 219, 'learning_rate': 0.09731915393657044, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8424550877934225, 'colsample_bytree': 0.9279988260334924, 'gamma': 1.2111245785124984, 'reg_alpha': 0.14636925759393207, 'reg_lambda': 1.968500971808905}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:31,631] Trial 113 finished with value: 0.761904761904762 and parameters: {'n_estimators': 217, 'learning_rate': 0.09845799725649343, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8190974059614168, 'colsample_bytree': 0.9306437090048783, 'gamma': 0.9986812910332903, 'reg_alpha': 0.090024222237594, 'reg_lambda': 0.8317620508328516}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:32,048] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.12248342322001568, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8166324734413877, 'colsample_bytree': 0.9312529900240877, 'gamma': 0.6742179631138786, 'reg_alpha': 0.15177171380422405, 'reg_lambda': 2.2934400768219962}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:32,343] Trial 115 finished with value: 0.755952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.0965764685585226, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.841282886602956, 'colsample_bytree': 0.9391133753743585, 'gamma': 1.2329536020731593, 'reg_alpha': 0.08948481071452948, 'reg_lambda': 0.7716271175638296}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:32,812] Trial 116 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.09776920521657771, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8435759222501676, 'colsample_bytree': 0.9175234077903855, 'gamma': 1.1777959150953756, 'reg_alpha': 0.08941904980719335, 'reg_lambda': 0.7704315372575615}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:33,106] Trial 117 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 208, 'learning_rate': 0.13619851475148137, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8270283811098751, 'colsample_bytree': 0.9411631582380785, 'gamma': 0.9769642456437132, 'reg_alpha': 0.08752450446055032, 'reg_lambda': 0.7862288502553519}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:33,404] Trial 118 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 208, 'learning_rate': 0.09083922415237115, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8034477649523936, 'colsample_bytree': 0.9245288220198687, 'gamma': 0.9681366003560465, 'reg_alpha': 0.001113219109077114, 'reg_lambda': 0.7796829878535071}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:33,745] Trial 119 finished with value: 0.744047619047619 and parameters: {'n_estimators': 226, 'learning_rate': 0.22164761677516256, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8263076004962249, 'colsample_bytree': 0.9371791533043415, 'gamma': 1.135996172496023, 'reg_alpha': 0.09067861188134782, 'reg_lambda': 0.6687471231627373}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:34,037] Trial 120 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 202, 'learning_rate': 0.15284814167882024, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8133384729350263, 'colsample_bytree': 0.9012642830904548, 'gamma': 0.8505259087040704, 'reg_alpha': 0.0778657422947358, 'reg_lambda': 0.5628278102849025}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:34,465] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 204, 'learning_rate': 0.152592778671771, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8091806930399823, 'colsample_bytree': 0.8911866180400642, 'gamma': 0.8287098377246844, 'reg_alpha': 0.07987672693534142, 'reg_lambda': 0.8401348746435859}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:34,756] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.08386890192955988, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7971657544446007, 'colsample_bytree': 0.9032796202125447, 'gamma': 1.0259844763632295, 'reg_alpha': 0.045927032431737465, 'reg_lambda': 0.6315448337171571}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:35,098] Trial 123 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 221, 'learning_rate': 0.17589849231432078, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8357311350705419, 'colsample_bytree': 0.9162493962651167, 'gamma': 0.8620543384882959, 'reg_alpha': 0.1037357332637108, 'reg_lambda': 0.5098324848510404}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:35,493] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 210, 'learning_rate': 0.13051756758634392, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8185501974125907, 'colsample_bytree': 0.8774630577823442, 'gamma': 1.075322042041129, 'reg_alpha': 0.021406346274014207, 'reg_lambda': 0.59659181374957}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:35,809] Trial 125 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 229, 'learning_rate': 0.16839635101798994, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7773121304328275, 'colsample_bytree': 0.93051044148594, 'gamma': 0.7183566731907238, 'reg_alpha': 0.06226311522585275, 'reg_lambda': 0.7774802446726248}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:36,101] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.10061452279936382, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8248165283307273, 'colsample_bytree': 0.9410463766454722, 'gamma': 1.2447998847553032, 'reg_alpha': 0.08028241995383119, 'reg_lambda': 0.6835161113354037}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:36,472] Trial 127 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 207, 'learning_rate': 0.19719026598275446, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8367302296414362, 'colsample_bytree': 0.9529951077935701, 'gamma': 1.291637074227969, 'reg_alpha': 0.040700325374292565, 'reg_lambda': 0.5530995928018836}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:36,743] Trial 128 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 194, 'learning_rate': 0.14596256753770437, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8450724333603542, 'colsample_bytree': 0.9682440628734288, 'gamma': 1.1329181473279601, 'reg_alpha': 0.1101237831210268, 'reg_lambda': 0.8573348673893328}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:37,030] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 212, 'learning_rate': 0.14124939519084517, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8464853098130045, 'colsample_bytree': 0.9685124461252103, 'gamma': 0.9962940061576352, 'reg_alpha': 0.11197878755720703, 'reg_lambda': 1.0105329631487194}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:37,395] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.15747368111939256, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8548917003783166, 'colsample_bytree': 0.9597844321533133, 'gamma': 0.5861582102209929, 'reg_alpha': 0.09877094859675165, 'reg_lambda': 0.8558107584949376}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:37,683] Trial 131 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 200, 'learning_rate': 0.13863169291813837, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8279365600416724, 'colsample_bytree': 0.951151154839092, 'gamma': 1.151951512109447, 'reg_alpha': 0.06393936241266035, 'reg_lambda': 0.7315542867398686}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:38,159] Trial 132 finished with value: 0.761904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.09621772969862616, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8440109365315864, 'colsample_bytree': 0.9752615416023876, 'gamma': 1.4026541420891712, 'reg_alpha': 0.12731809220176052, 'reg_lambda': 0.9076374736444336}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:38,459] Trial 133 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 226, 'learning_rate': 0.09333315012954117, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8428943182766371, 'colsample_bytree': 0.9783651121639046, 'gamma': 1.3513659345847, 'reg_alpha': 0.17433389265111768, 'reg_lambda': 0.9527553668754725}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:38,845] Trial 134 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.09345297300544249, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8136949541672318, 'colsample_bytree': 0.9749795864101138, 'gamma': 1.3633520537777162, 'reg_alpha': 0.17600769795221113, 'reg_lambda': 0.9391530470008027}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:39,166] Trial 135 finished with value: 0.761904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.10723312434960604, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8426110631848366, 'colsample_bytree': 0.9809676176151424, 'gamma': 1.4915831925350527, 'reg_alpha': 0.1966581629249473, 'reg_lambda': 0.8739507133884161}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:39,519] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.10656190659813725, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8337830031071796, 'colsample_bytree': 0.9821387184340957, 'gamma': 1.4308372927790618, 'reg_alpha': 0.19342240812094222, 'reg_lambda': 1.107898787694543}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:39,876] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.12003265163594548, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8572435937046152, 'colsample_bytree': 0.991786091074709, 'gamma': 1.4948450973197214, 'reg_alpha': 0.21534320684654956, 'reg_lambda': 0.8825510431037858}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:40,298] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.0873737501708714, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7879808003564763, 'colsample_bytree': 0.967967305348505, 'gamma': 0.9211562451355348, 'reg_alpha': 0.15296345570090158, 'reg_lambda': 0.8279167679013584}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:40,615] Trial 139 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.1322252943900567, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8431992136530472, 'colsample_bytree': 0.9834001550263681, 'gamma': 1.092009690870926, 'reg_alpha': 0.24600990292965874, 'reg_lambda': 0.9903968196116228}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:40,963] Trial 140 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 77, 'learning_rate': 0.10436363810011114, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8220479954649834, 'colsample_bytree': 0.9976369672548315, 'gamma': 0.7524763848985031, 'reg_alpha': 0.1341809293203533, 'reg_lambda': 0.9322882666241799}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:41,281] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.09648565037986868, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8465711839538579, 'colsample_bytree': 0.9623091439548679, 'gamma': 1.2113758273062498, 'reg_alpha': 0.11745168614637172, 'reg_lambda': 0.7181816808047908}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:41,597] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.08338413454466863, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8395581156819224, 'colsample_bytree': 0.9755625248063999, 'gamma': 1.1568030562058143, 'reg_alpha': 0.08724512631033503, 'reg_lambda': 0.7870350107753754}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:41,976] Trial 143 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.11603517839287199, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8294046865362198, 'colsample_bytree': 0.9643850447930188, 'gamma': 1.3130893946123454, 'reg_alpha': 0.16162657751963522, 'reg_lambda': 0.9019587184606108}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:42,276] Trial 144 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 226, 'learning_rate': 0.07795753478348276, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.810387055205853, 'colsample_bytree': 0.9883885247152095, 'gamma': 1.012632211168701, 'reg_alpha': 0.14115500640251563, 'reg_lambda': 1.0718508324140517}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:42,772] Trial 145 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 220, 'learning_rate': 0.09227803704121233, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8519945668785557, 'colsample_bytree': 0.9448348592086424, 'gamma': 3.791369760178635, 'reg_alpha': 0.11303308226533618, 'reg_lambda': 0.8186543661926852}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:43,064] Trial 146 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 206, 'learning_rate': 0.1082381642985564, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.860264368712093, 'colsample_bytree': 0.9766874798913115, 'gamma': 1.6037300600562192, 'reg_alpha': 0.2209744012573943, 'reg_lambda': 0.7446657620265477}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:43,417] Trial 147 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 212, 'learning_rate': 0.12484446860714082, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8730027110954008, 'colsample_bytree': 0.9357614739031683, 'gamma': 1.3696685942224802, 'reg_alpha': 0.07288188659406616, 'reg_lambda': 0.856179570885383}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:43,837] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.09809498613159924, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8436920817779995, 'colsample_bytree': 0.9548566344027588, 'gamma': 1.456181484466612, 'reg_alpha': 0.18494339351370187, 'reg_lambda': 1.020703689506493}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:44,146] Trial 149 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 233, 'learning_rate': 0.14461891795221604, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8194906682089137, 'colsample_bytree': 0.9261675320195843, 'gamma': 1.2430015522126228, 'reg_alpha': 0.031943543368489806, 'reg_lambda': 0.9477637093703254}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:44,564] Trial 150 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 225, 'learning_rate': 0.2905669115209258, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8627760089195502, 'colsample_bytree': 0.971837739591755, 'gamma': 0.8672132888998313, 'reg_alpha': 0.09081453841476642, 'reg_lambda': 0.6425536568966199}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:44,861] Trial 151 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 218, 'learning_rate': 0.08662665663228816, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8746664136879106, 'colsample_bytree': 0.9431535295339705, 'gamma': 1.0809615905938401, 'reg_alpha': 0.1261036791684629, 'reg_lambda': 1.15948431723949}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:45,234] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.07474672559433336, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8526262208514453, 'colsample_bytree': 0.9221249865837747, 'gamma': 1.2919341881517215, 'reg_alpha': 0.05063912512812954, 'reg_lambda': 0.7527206766216906}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:45,551] Trial 153 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 213, 'learning_rate': 0.013499667190341375, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8332177895508226, 'colsample_bytree': 0.8366070185285022, 'gamma': 1.5657681838159647, 'reg_alpha': 0.19859340259605965, 'reg_lambda': 0.8098110339468962}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:45,835] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.06938338320000097, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8670310623131202, 'colsample_bytree': 0.9121870899732892, 'gamma': 1.1957081699174608, 'reg_alpha': 0.15079387925436213, 'reg_lambda': 0.6892169456897954}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:46,173] Trial 155 finished with value: 0.75 and parameters: {'n_estimators': 196, 'learning_rate': 0.09256945356013728, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8814499991321918, 'colsample_bytree': 0.9509856456709306, 'gamma': 0.9785298826703444, 'reg_alpha': 0.10309500139820876, 'reg_lambda': 0.9187293740479949}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:46,543] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.07996454526300324, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8452240801393409, 'colsample_bytree': 0.9344487119361393, 'gamma': 1.3905818755083115, 'reg_alpha': 0.07262147078852821, 'reg_lambda': 0.9671141888960879}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:46,882] Trial 157 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 209, 'learning_rate': 0.11513542313551257, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8012864033467931, 'colsample_bytree': 0.8197563064274481, 'gamma': 1.4646196972052883, 'reg_alpha': 0.32969250541046835, 'reg_lambda': 0.8624215697532591}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:47,244] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 229, 'learning_rate': 0.09985589809059711, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8386326697128152, 'colsample_bytree': 0.9836778532261232, 'gamma': 1.1111519590078147, 'reg_alpha': 0.17245504415454266, 'reg_lambda': 0.6136880405584797}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:47,554] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 217, 'learning_rate': 0.0857770619603935, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8609597739201534, 'colsample_bytree': 0.9660109644565132, 'gamma': 1.2966787997681788, 'reg_alpha': 0.23196444652820844, 'reg_lambda': 1.0520543377869163}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:47,962] Trial 160 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.10361903541249169, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8279472779880044, 'colsample_bytree': 0.9602032202443367, 'gamma': 0.8215366051785232, 'reg_alpha': 0.2772751338011093, 'reg_lambda': 1.2880979425246506}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:48,260] Trial 161 finished with value: 0.761904761904762 and parameters: {'n_estimators': 203, 'learning_rate': 0.06131505285476015, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8530321310565196, 'colsample_bytree': 0.9421163139847573, 'gamma': 1.5938493507107039, 'reg_alpha': 0.01207570688264024, 'reg_lambda': 0.8081716003679412}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:48,634] Trial 162 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 204, 'learning_rate': 0.06669418813206267, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8492979381645182, 'colsample_bytree': 0.9404516405131222, 'gamma': 1.6099880884630369, 'reg_alpha': 0.04135923945438254, 'reg_lambda': 1.393502087941473}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:48,931] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 203, 'learning_rate': 0.06506269457058987, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8496557676627384, 'colsample_bytree': 0.9303352498042107, 'gamma': 1.647796807575306, 'reg_alpha': 0.016246360826528992, 'reg_lambda': 1.436842757042439}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:49,420] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 203, 'learning_rate': 0.06649401967066751, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8531905414959791, 'colsample_bytree': 0.9287665316971527, 'gamma': 1.6462519297980784, 'reg_alpha': 0.018701381092381918, 'reg_lambda': 1.3967353921466286}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:49,708] Trial 165 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 207, 'learning_rate': 0.07373114349305213, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8512936053159181, 'colsample_bytree': 0.9472049213529203, 'gamma': 1.804475067406108, 'reg_alpha': 0.03280231221478874, 'reg_lambda': 1.5208958082118154}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:50,014] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 201, 'learning_rate': 0.061090702031899, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8679735692496312, 'colsample_bytree': 0.9183310587705756, 'gamma': 1.4711957550071921, 'reg_alpha': 0.012025200608300212, 'reg_lambda': 1.1890927801614422}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:50,344] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.05610963231165061, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8337994921725508, 'colsample_bytree': 0.90663295633526, 'gamma': 1.5698328185694428, 'reg_alpha': 0.04875256452673049, 'reg_lambda': 1.3814802657292968}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:50,689] Trial 168 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 195, 'learning_rate': 0.1522954234373163, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8216020936296218, 'colsample_bytree': 0.9320407509184724, 'gamma': 1.6895006478472012, 'reg_alpha': 0.06501327465168166, 'reg_lambda': 1.3376820818303656}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:51,139] Trial 169 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 206, 'learning_rate': 0.16777380931850527, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8430378483583765, 'colsample_bytree': 0.9992645539416517, 'gamma': 1.5334396828149546, 'reg_alpha': 0.031513579498637485, 'reg_lambda': 1.4132379117361866}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:51,380] Trial 170 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 114, 'learning_rate': 0.185872281381755, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8130707807864243, 'colsample_bytree': 0.9933687487269763, 'gamma': 1.865657599272561, 'reg_alpha': 0.035358001121951976, 'reg_lambda': 1.4451904140750804}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:51,722] Trial 171 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 206, 'learning_rate': 0.16192279819094438, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8575503022436319, 'colsample_bytree': 0.9974047932314855, 'gamma': 1.4823009111297827, 'reg_alpha': 0.015030911389010401, 'reg_lambda': 1.2603986742859843}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:52,065] Trial 172 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 215, 'learning_rate': 0.173120031908885, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.842143692732198, 'colsample_bytree': 0.988883582428759, 'gamma': 1.7498283832207202, 'reg_alpha': 0.04173801764921625, 'reg_lambda': 1.3299887492550655}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:52,459] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 199, 'learning_rate': 0.06980931764900858, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8492573471830439, 'colsample_bytree': 0.9790815877525658, 'gamma': 1.550820368167678, 'reg_alpha': 0.05746246321170066, 'reg_lambda': 1.4226975943679043}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:52,789] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 208, 'learning_rate': 0.06435648295811834, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8366404080840445, 'colsample_bytree': 0.9555296156306647, 'gamma': 1.3627285298329355, 'reg_alpha': 0.08457006191357211, 'reg_lambda': 1.494366086327961}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:53,207] Trial 175 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 202, 'learning_rate': 0.0781070001496985, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8270870716307678, 'colsample_bytree': 0.9384372783016223, 'gamma': 1.1527701448240633, 'reg_alpha': 0.0030514598995287773, 'reg_lambda': 1.563642857385998}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:53,521] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.05821168947842783, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8618226515195572, 'colsample_bytree': 0.9998037033897101, 'gamma': 1.617637084944178, 'reg_alpha': 0.05619775939207325, 'reg_lambda': 0.8943567120556695}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:53,845] Trial 177 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.1872583060517355, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8462882422468898, 'colsample_bytree': 0.9686229037420732, 'gamma': 1.4032675021870507, 'reg_alpha': 0.11782720903100902, 'reg_lambda': 1.4582462978244688}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:54,156] Trial 178 finished with value: 0.738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.07254049342144307, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8704295015980326, 'colsample_bytree': 0.9241397132837705, 'gamma': 0.9419132624182043, 'reg_alpha': 0.03298545026232086, 'reg_lambda': 0.820659183700913}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:54,530] Trial 179 finished with value: 0.738095238095238 and parameters: {'n_estimators': 209, 'learning_rate': 0.137410106284057, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8573663987244091, 'colsample_bytree': 0.9481964582750488, 'gamma': 1.0438125403524225, 'reg_alpha': 0.07318610436543371, 'reg_lambda': 0.6982249734156026}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:54,889] Trial 180 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 199, 'learning_rate': 0.08279379587716872, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8348514799343314, 'colsample_bytree': 0.9848570808462355, 'gamma': 1.284601048888573, 'reg_alpha': 0.0004449111825658887, 'reg_lambda': 0.887420486929965}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:55,321] Trial 181 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 220, 'learning_rate': 0.08999315310055814, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8395244840434685, 'colsample_bytree': 0.9397629759767154, 'gamma': 1.1900437301908813, 'reg_alpha': 0.09860557169723458, 'reg_lambda': 0.7599268851717749}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:55,631] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.09445960010714759, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8468036452852294, 'colsample_bytree': 0.9329743927044567, 'gamma': 1.36143664190099, 'reg_alpha': 0.0816164237880593, 'reg_lambda': 0.7915970656078968}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:56,085] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.10625222584718483, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8292318788824521, 'colsample_bytree': 0.9431464405010216, 'gamma': 1.5189502451820058, 'reg_alpha': 0.13671154534650864, 'reg_lambda': 0.5464566127035329}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:56,394] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.12598173262317025, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8417220914864452, 'colsample_bytree': 0.9593287871022893, 'gamma': 1.2210369195231319, 'reg_alpha': 0.09481492825416897, 'reg_lambda': 0.984807652465087}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:56,803] Trial 185 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 221, 'learning_rate': 0.06568397159722257, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8488294573175009, 'colsample_bytree': 0.9164711794610411, 'gamma': 2.9057702408645545, 'reg_alpha': 0.024580850929552554, 'reg_lambda': 0.8430395632007868}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:57,092] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 205, 'learning_rate': 0.06648181096077478, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8554574149678044, 'colsample_bytree': 0.918298731314396, 'gamma': 3.0446048097539635, 'reg_alpha': 0.025661985651845413, 'reg_lambda': 0.8643830975992494}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:57,438] Trial 187 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 218, 'learning_rate': 0.14922994740128415, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8787080009165402, 'colsample_bytree': 0.9230740461227877, 'gamma': 3.1732029116179965, 'reg_alpha': 0.04848928310408277, 'reg_lambda': 0.9426323412336798}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:57,790] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.06239357532349516, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8173646642870457, 'colsample_bytree': 0.8988780412067561, 'gamma': 2.971649999078374, 'reg_alpha': 0.02617830552529051, 'reg_lambda': 0.8334647027761934}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:58,177] Trial 189 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.05306276727336556, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8662713245405765, 'colsample_bytree': 0.9077399525476038, 'gamma': 2.764682205719, 'reg_alpha': 0.04805525370091363, 'reg_lambda': 1.1055169187942182}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:58,478] Trial 190 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 195, 'learning_rate': 0.0703408444310315, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8504203368838519, 'colsample_bytree': 0.974010429352684, 'gamma': 3.2378942003962328, 'reg_alpha': 0.06446944275489885, 'reg_lambda': 1.2951404441781413}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:58,867] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 220, 'learning_rate': 0.07779550812463705, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.839318378903159, 'colsample_bytree': 0.9274301090378888, 'gamma': 1.429309147246998, 'reg_alpha': 0.11140569198301954, 'reg_lambda': 0.7357783382261895}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:59,157] Trial 192 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 225, 'learning_rate': 0.07682395945250176, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.830903153593677, 'colsample_bytree': 0.9295649481834584, 'gamma': 2.84012685600002, 'reg_alpha': 0.11695635647644129, 'reg_lambda': 0.7321473695150595}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:59,500] Trial 193 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 235, 'learning_rate': 0.08206047723523127, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8243916680287994, 'colsample_bytree': 0.9117871571699331, 'gamma': 2.7787364837248334, 'reg_alpha': 0.12813992394480975, 'reg_lambda': 0.6701528783456123}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:59,796] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.05923186994337956, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8312907945660807, 'colsample_bytree': 0.6548272482249502, 'gamma': 2.95998527122367, 'reg_alpha': 0.07384641570389133, 'reg_lambda': 0.8033312140940992}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:32:00,148] Trial 195 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 212, 'learning_rate': 0.06735715645378341, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8493475071651945, 'colsample_bytree': 0.9333243603218134, 'gamma': 2.5816833441233644, 'reg_alpha': 0.1663735681804578, 'reg_lambda': 0.9073002853756382}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:32:00,513] Trial 196 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.0667894394746749, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.859700634206398, 'colsample_bytree': 0.9315377220483915, 'gamma': 2.5956659283412318, 'reg_alpha': 0.16702062106969323, 'reg_lambda': 0.9210968698964214}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:32:00,818] Trial 197 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 226, 'learning_rate': 0.07444093000382192, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8071960592945745, 'colsample_bytree': 0.9150542666279455, 'gamma': 2.8219117469264385, 'reg_alpha': 0.1497314909799991, 'reg_lambda': 1.0381394532387416}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:32:01,133] Trial 198 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 211, 'learning_rate': 0.08788914594376437, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8528959668618247, 'colsample_bytree': 0.9394193439065496, 'gamma': 2.871582669725141, 'reg_alpha': 0.18833195666964242, 'reg_lambda': 2.6634782210642167}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:32:01,438] Trial 199 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.06361913331826152, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8219564350713526, 'colsample_bytree': 0.925831759370549, 'gamma': 2.4855942036428793, 'reg_alpha': 0.20469966339653856, 'reg_lambda': 1.361095578750423}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:32:01,441] A new study created in memory with name: no-name-9a91c15b-dd09-4c39-aa61-68dbf57131b3
[I 2025-11-03 20:32:01,664] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 101, 'learning_rate': 0.2784553019198037, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.8441847499856456, 'colsample_bytree': 0.6981916708464365, 'gamma': 0.9558734962568943, 'reg_alpha': 0.44064274009683924, 'reg_lambda': 1.8402024667181147}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:32:01,904] Trial 1 finished with value: 0.636904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.011914218457499254, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6834377142172525, 'colsample_bytree': 0.8370193083870512, 'gamma': 4.154313200759737, 'reg_alpha': 0.9404167446520628, 'reg_lambda': 2.8551539512691515}. Best is trial 1 with value: 0.636904761904762.
[I 2025-11-03 20:32:02,083] Trial 2 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 77, 'learning_rate': 0.030698882561380755, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7617997158579113, 'colsample_bytree': 0.6497498392348429, 'gamma': 4.419861802647526, 'reg_alpha': 0.28925881273418563, 'reg_lambda': 0.7702447380781594}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:02,493] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 201, 'learning_rate': 0.0199778018171648, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.6537758075823573, 'colsample_bytree': 0.7925432081584317, 'gamma': 3.665028150597637, 'reg_alpha': 0.3263589302926527, 'reg_lambda': 2.6482043439040717}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:02,702] Trial 4 finished with value: 0.675595238095238 and parameters: {'n_estimators': 68, 'learning_rate': 0.2066219060947777, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8708787591957183, 'colsample_bytree': 0.9052092689239334, 'gamma': 4.994243984180102, 'reg_alpha': 0.7317218714074504, 'reg_lambda': 2.4887391646076926}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:02,974] Trial 5 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 93, 'learning_rate': 0.015451741519457406, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8576355793190522, 'colsample_bytree': 0.9931390110798172, 'gamma': 1.898972558526188, 'reg_alpha': 0.4139990028128375, 'reg_lambda': 1.7399930899839564}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:03,214] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.022330885424345873, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9936466162256599, 'colsample_bytree': 0.9449088823524084, 'gamma': 0.5737256100109062, 'reg_alpha': 0.377654599450965, 'reg_lambda': 2.329701709502282}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:03,586] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 232, 'learning_rate': 0.03513712016683709, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.9723294966407374, 'colsample_bytree': 0.859303659225823, 'gamma': 1.8777529934193948, 'reg_alpha': 0.12558077223006925, 'reg_lambda': 1.3630489945254658}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:03,847] Trial 8 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 136, 'learning_rate': 0.2607987508661198, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9188888891781084, 'colsample_bytree': 0.8007340644816449, 'gamma': 3.7644104181800757, 'reg_alpha': 0.22493332981090852, 'reg_lambda': 1.1825431514906461}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:04,245] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.08535859517202873, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.8484856439466593, 'colsample_bytree': 0.9392331732646221, 'gamma': 4.819820785441832, 'reg_alpha': 0.8023089393547875, 'reg_lambda': 2.5796401245642295}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:04,428] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 32, 'learning_rate': 0.08305973976593456, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7410294532486169, 'colsample_bytree': 0.6104595653300672, 'gamma': 2.862187089477791, 'reg_alpha': 0.08940879265890644, 'reg_lambda': 0.5149013111992642}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:04,686] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 24, 'learning_rate': 0.07905078607779681, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7349830218873922, 'colsample_bytree': 0.6084076307347803, 'gamma': 2.925997655308418, 'reg_alpha': 0.06019961378932166, 'reg_lambda': 0.5148744827293678}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:04,771] Trial 12 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 22, 'learning_rate': 0.04015440369330168, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7546334445933571, 'colsample_bytree': 0.6019005793630529, 'gamma': 2.69470873841235, 'reg_alpha': 0.01743200671810813, 'reg_lambda': 0.5077703576517538}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:05,112] Trial 13 finished with value: 0.6875 and parameters: {'n_estimators': 157, 'learning_rate': 0.12441662705359992, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7705170998959295, 'colsample_bytree': 0.6816104339480592, 'gamma': 3.134226564362092, 'reg_alpha': 0.23160872783250566, 'reg_lambda': 0.861052184527807}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:05,251] Trial 14 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 55, 'learning_rate': 0.05240595137434472, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6001517630086026, 'colsample_bytree': 0.6884137084655824, 'gamma': 1.9646904601985704, 'reg_alpha': 0.6528485204477862, 'reg_lambda': 0.8916727557175598}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:05,425] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.12314998912902535, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7117893907941235, 'colsample_bytree': 0.6511328377366379, 'gamma': 4.391575976909409, 'reg_alpha': 0.5641543246804883, 'reg_lambda': 0.8944234304526424}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:05,745] Trial 16 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 144, 'learning_rate': 0.030360146557039662, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7995692299943195, 'colsample_bytree': 0.7275551497944445, 'gamma': 3.3955538109798784, 'reg_alpha': 0.2265526399791234, 'reg_lambda': 1.3682560404995803}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:32:06,022] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 182, 'learning_rate': 0.028560955950212245, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.796301133699007, 'colsample_bytree': 0.7477085020233191, 'gamma': 3.3505809897440177, 'reg_alpha': 0.25320319873485536, 'reg_lambda': 1.4997251791960113}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:32:06,335] Trial 18 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 172, 'learning_rate': 0.028276177397848656, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8130514508387308, 'colsample_bytree': 0.7482220993374739, 'gamma': 3.7571306096563233, 'reg_alpha': 0.1777989102716913, 'reg_lambda': 1.8253068106239725}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:32:06,712] Trial 19 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 166, 'learning_rate': 0.010278327813613472, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.915153015677611, 'colsample_bytree': 0.7511359559773448, 'gamma': 2.2256599640941173, 'reg_alpha': 0.5056898411426176, 'reg_lambda': 1.4423774441637243}. Best is trial 19 with value: 0.7202380952380953.
[I 2025-11-03 20:32:07,135] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 134, 'learning_rate': 0.010552923116390483, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9183721965744795, 'colsample_bytree': 0.7398803964516003, 'gamma': 2.3044334128444053, 'reg_alpha': 0.5386586966607577, 'reg_lambda': 2.0056370554744927}. Best is trial 19 with value: 0.7202380952380953.
[I 2025-11-03 20:32:07,530] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.016790302277195746, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8030194345763363, 'colsample_bytree': 0.7544126826824769, 'gamma': 3.499770338624619, 'reg_alpha': 0.49584653361048714, 'reg_lambda': 1.3828526906359062}. Best is trial 19 with value: 0.7202380952380953.
[I 2025-11-03 20:32:07,792] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.051894287181169355, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8935370388071605, 'colsample_bytree': 0.7234983831962352, 'gamma': 1.1994763003441427, 'reg_alpha': 0.3263823353963396, 'reg_lambda': 1.5139235478634363}. Best is trial 22 with value: 0.75.
[I 2025-11-03 20:32:08,072] Trial 23 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 146, 'learning_rate': 0.05209680843038279, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.912556473111059, 'colsample_bytree': 0.7165957122897227, 'gamma': 1.1368494015490538, 'reg_alpha': 0.624902340868666, 'reg_lambda': 1.1623421859286083}. Best is trial 22 with value: 0.75.
[I 2025-11-03 20:32:08,304] Trial 24 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.04547760732160291, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9547173113332277, 'colsample_bytree': 0.78492401133499, 'gamma': 0.04009237279172506, 'reg_alpha': 0.34562283039045644, 'reg_lambda': 1.6007618337638847}. Best is trial 24 with value: 0.7678571428571429.
[I 2025-11-03 20:32:08,650] Trial 25 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 123, 'learning_rate': 0.04362407792277653, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9605564266541725, 'colsample_bytree': 0.7910807767941516, 'gamma': 0.12844418343806474, 'reg_alpha': 0.3633089428473922, 'reg_lambda': 2.210005659237413}. Best is trial 24 with value: 0.7678571428571429.
[I 2025-11-03 20:32:08,926] Trial 26 finished with value: 0.744047619047619 and parameters: {'n_estimators': 166, 'learning_rate': 0.06277181453075127, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8855995231959233, 'colsample_bytree': 0.8367457309551696, 'gamma': 1.216469002310765, 'reg_alpha': 0.45624553291888725, 'reg_lambda': 1.6077120895728527}. Best is trial 24 with value: 0.7678571428571429.
[I 2025-11-03 20:32:09,282] Trial 27 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.0637804022450438, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8855976428024388, 'colsample_bytree': 0.8501182524132319, 'gamma': 1.3910041245671347, 'reg_alpha': 0.42591779935308316, 'reg_lambda': 1.635674624536168}. Best is trial 24 with value: 0.7678571428571429.
[I 2025-11-03 20:32:09,641] Trial 28 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 249, 'learning_rate': 0.12026337624605825, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9502863427292242, 'colsample_bytree': 0.8164830921397588, 'gamma': 0.0652931934376696, 'reg_alpha': 0.3104060500822549, 'reg_lambda': 1.9803727603778345}. Best is trial 24 with value: 0.7678571428571429.
[I 2025-11-03 20:32:10,163] Trial 29 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 241, 'learning_rate': 0.1401814235339001, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9697174817943437, 'colsample_bytree': 0.8005090154260319, 'gamma': 0.005423381428185936, 'reg_alpha': 0.1501462536667166, 'reg_lambda': 2.0439372608446695}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:10,381] Trial 30 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 104, 'learning_rate': 0.15219932574206305, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9990717490668763, 'colsample_bytree': 0.8805302311873842, 'gamma': 0.6467871508526377, 'reg_alpha': 0.14294232852849484, 'reg_lambda': 1.9859938224404117}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:10,847] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.10423452384924536, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9500035621351052, 'colsample_bytree': 0.8146674910203138, 'gamma': 0.02354262840596274, 'reg_alpha': 0.30619062277711445, 'reg_lambda': 1.9995385094900513}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:11,165] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 247, 'learning_rate': 0.17731360301845678, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.938940012994321, 'colsample_bytree': 0.7680090401297665, 'gamma': 0.41067409918040443, 'reg_alpha': 0.1643944223124284, 'reg_lambda': 2.2242274969765985}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:11,512] Trial 33 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 226, 'learning_rate': 0.2829370542946842, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9760071350560053, 'colsample_bytree': 0.7774936669443759, 'gamma': 0.8630155990488733, 'reg_alpha': 0.32478003061970573, 'reg_lambda': 1.854777317992935}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:11,835] Trial 34 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 228, 'learning_rate': 0.09985668162107585, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9388351734231082, 'colsample_bytree': 0.8254790083879151, 'gamma': 0.23359390404244174, 'reg_alpha': 0.39397635245552776, 'reg_lambda': 2.858563645145095}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:12,297] Trial 35 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 217, 'learning_rate': 0.06674284080775834, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8966911028261211, 'colsample_bytree': 0.7149401248412945, 'gamma': 1.5743826386949447, 'reg_alpha': 0.2934277905359617, 'reg_lambda': 2.134532452574892}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:12,566] Trial 36 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 192, 'learning_rate': 0.07034995180062543, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8296574601403652, 'colsample_bytree': 0.6689970418245199, 'gamma': 1.3799230037170882, 'reg_alpha': 0.926827391614788, 'reg_lambda': 2.3742508325217004}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:12,871] Trial 37 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.04539403672736032, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8840933563891529, 'colsample_bytree': 0.7132763765803014, 'gamma': 1.6158273414594624, 'reg_alpha': 0.27859742015526057, 'reg_lambda': 1.2049582258010703}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:13,271] Trial 38 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 216, 'learning_rate': 0.022401702753880252, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8946781673627371, 'colsample_bytree': 0.7033111325731835, 'gamma': 0.7911774941697092, 'reg_alpha': 0.35117763808649805, 'reg_lambda': 1.684095588300314}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:13,672] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 196, 'learning_rate': 0.05671363481571357, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9768484068086626, 'colsample_bytree': 0.7733470504126099, 'gamma': 0.420152666721481, 'reg_alpha': 0.009292136673433121, 'reg_lambda': 2.158256498318718}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:13,833] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.036808122115183646, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8337174947479251, 'colsample_bytree': 0.6451907478647035, 'gamma': 1.0542728653116198, 'reg_alpha': 0.19807141984431703, 'reg_lambda': 2.6362497996123313}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:14,281] Trial 41 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 237, 'learning_rate': 0.2062220377406457, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9369853397197738, 'colsample_bytree': 0.8078587657393573, 'gamma': 0.30257857950136247, 'reg_alpha': 0.2740611489567718, 'reg_lambda': 1.8792797560086543}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:14,611] Trial 42 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 221, 'learning_rate': 0.12942220807587862, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8596715743634368, 'colsample_bytree': 0.8729969933866503, 'gamma': 0.6923702216647837, 'reg_alpha': 0.31939393946029826, 'reg_lambda': 2.117933991917994}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:15,037] Trial 43 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.10043580760090286, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.9593098633856668, 'colsample_bytree': 0.7960281006515991, 'gamma': 0.024016217455936333, 'reg_alpha': 0.08795415059343278, 'reg_lambda': 1.5623453789094515}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:15,273] Trial 44 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 116, 'learning_rate': 0.14649586746757776, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9874151143918443, 'colsample_bytree': 0.8241841067915494, 'gamma': 0.531544222022737, 'reg_alpha': 0.4535449090209475, 'reg_lambda': 2.4408456194188535}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:15,647] Trial 45 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.22024653059585514, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8987410843863796, 'colsample_bytree': 0.729312990521685, 'gamma': 0.8952377756606725, 'reg_alpha': 0.38770915712829623, 'reg_lambda': 1.8148629512740166}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:15,984] Trial 46 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 208, 'learning_rate': 0.238284043645777, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9065610350644392, 'colsample_bytree': 0.7279716207715309, 'gamma': 1.6806918037148915, 'reg_alpha': 0.3921428092612808, 'reg_lambda': 1.2609251791009968}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:16,395] Trial 47 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 234, 'learning_rate': 0.2041050250509071, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8676858823580395, 'colsample_bytree': 0.672060418696555, 'gamma': 0.9339659572812956, 'reg_alpha': 0.20795955832624535, 'reg_lambda': 1.7461539632299985}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:16,664] Trial 48 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.17189228948638077, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9322820120967272, 'colsample_bytree': 0.6925792877781761, 'gamma': 1.3697124415964963, 'reg_alpha': 0.26459179075282013, 'reg_lambda': 2.7495909898166326}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:16,931] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.08052561192295493, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.8987282090242186, 'colsample_bytree': 0.7669695708231636, 'gamma': 1.6686371138194915, 'reg_alpha': 0.3647534517111516, 'reg_lambda': 2.284196851545267}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:17,277] Trial 50 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 127, 'learning_rate': 0.23298600920378287, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8452991793180753, 'colsample_bytree': 0.9986382487219332, 'gamma': 2.0169925812032297, 'reg_alpha': 0.09523655127458677, 'reg_lambda': 2.983539253640514}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:17,645] Trial 51 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 191, 'learning_rate': 0.17835269926763728, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9241304708686566, 'colsample_bytree': 0.6906300281896628, 'gamma': 1.439912820036176, 'reg_alpha': 0.2509578599767206, 'reg_lambda': 1.0705578645158913}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:18,068] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.17067136764658497, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9304408442612659, 'colsample_bytree': 0.6385366193775519, 'gamma': 1.1189274469848272, 'reg_alpha': 0.26612846340449425, 'reg_lambda': 2.8072997428213005}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:18,335] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.049200740177880516, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9703214090934291, 'colsample_bytree': 0.7234055368413014, 'gamma': 0.5121608835785811, 'reg_alpha': 0.13312702927760647, 'reg_lambda': 2.080518799895425}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:18,701] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.03256704432823246, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6607758478775294, 'colsample_bytree': 0.7073989298817202, 'gamma': 2.453923019598002, 'reg_alpha': 0.431014721739005, 'reg_lambda': 2.5022360016322756}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:18,977] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 183, 'learning_rate': 0.14696275181627896, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8749897043046627, 'colsample_bytree': 0.7349016375756154, 'gamma': 1.300455680619083, 'reg_alpha': 0.4897423208298729, 'reg_lambda': 1.5097083513800809}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:19,256] Trial 56 finished with value: 0.75 and parameters: {'n_estimators': 225, 'learning_rate': 0.2475031332237985, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.951819034216159, 'colsample_bytree': 0.6634427476439404, 'gamma': 0.8955516556903461, 'reg_alpha': 0.33810893201004116, 'reg_lambda': 1.7878366479036274}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:19,619] Trial 57 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 214, 'learning_rate': 0.024213781123832323, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9057963166677044, 'colsample_bytree': 0.6232653203134699, 'gamma': 1.5532170714695652, 'reg_alpha': 0.1893384779357859, 'reg_lambda': 1.682889397621164}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:19,915] Trial 58 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 160, 'learning_rate': 0.29602880540120446, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9259024961559613, 'colsample_bytree': 0.6968494039529854, 'gamma': 2.0322795387798154, 'reg_alpha': 0.5744397988730997, 'reg_lambda': 1.9157429630758673}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:20,423] Trial 59 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 138, 'learning_rate': 0.03970007260926884, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9900924068945448, 'colsample_bytree': 0.7813681252040526, 'gamma': 0.7234635544075453, 'reg_alpha': 0.22381726306198643, 'reg_lambda': 1.4476765704145973}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:20,779] Trial 60 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 108, 'learning_rate': 0.07152880677031026, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7755555802688039, 'colsample_bytree': 0.9593104640458345, 'gamma': 0.320944837036496, 'reg_alpha': 0.38927288436238117, 'reg_lambda': 1.315856325811366}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:21,153] Trial 61 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 222, 'learning_rate': 0.25143293146793955, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.954079430765892, 'colsample_bytree': 0.6718893826336819, 'gamma': 0.9481064080057316, 'reg_alpha': 0.33347207240257604, 'reg_lambda': 1.7307090633588473}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:21,481] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.2107097377624562, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9610252376313738, 'colsample_bytree': 0.6814808318806198, 'gamma': 1.7937436089084486, 'reg_alpha': 0.293230972760166, 'reg_lambda': 1.718893412906682}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:21,884] Trial 63 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 241, 'learning_rate': 0.26245949551762976, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9438336808388648, 'colsample_bytree': 0.758271681481186, 'gamma': 1.056819739903027, 'reg_alpha': 0.24224382847022294, 'reg_lambda': 1.571971954732119}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:22,183] Trial 64 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.05762616998869126, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9206726014342402, 'colsample_bytree': 0.681983774947118, 'gamma': 1.2184014461073764, 'reg_alpha': 0.3472482478116674, 'reg_lambda': 1.7945463833317445}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:22,638] Trial 65 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 230, 'learning_rate': 0.19051467205454484, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9785353606227611, 'colsample_bytree': 0.7407334928949174, 'gamma': 1.4847069670027826, 'reg_alpha': 0.41564894179290296, 'reg_lambda': 1.9028540722444123}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:22,934] Trial 66 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.16125624478851408, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9012649934541557, 'colsample_bytree': 0.6595312833443078, 'gamma': 0.2652057222798028, 'reg_alpha': 0.16416687315078907, 'reg_lambda': 1.0322420936528869}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:23,283] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 177, 'learning_rate': 0.09323148514085024, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9678690467708789, 'colsample_bytree': 0.7181738000298528, 'gamma': 0.9354732820954617, 'reg_alpha': 0.29478100070313146, 'reg_lambda': 2.064928493409229}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:23,563] Trial 68 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 97, 'learning_rate': 0.22834787358811806, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8745250475683055, 'colsample_bytree': 0.7063067243010132, 'gamma': 2.1665131817684196, 'reg_alpha': 0.46693432710225574, 'reg_lambda': 1.6476414701554725}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:23,806] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.044330410347491765, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.8900508473725437, 'colsample_bytree': 0.7908012462326468, 'gamma': 1.804899236792009, 'reg_alpha': 0.37058868597303035, 'reg_lambda': 0.6878537551293971}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:24,166] Trial 70 finished with value: 0.75 and parameters: {'n_estimators': 188, 'learning_rate': 0.27101296021537086, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9314070630702392, 'colsample_bytree': 0.6316846565439495, 'gamma': 0.5959207338767741, 'reg_alpha': 0.5304024945714846, 'reg_lambda': 2.7349211937031246}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:24,456] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.24569484060315505, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9544602023741487, 'colsample_bytree': 0.6622549172440922, 'gamma': 0.8558093468413752, 'reg_alpha': 0.33214141742304404, 'reg_lambda': 1.7747907656393533}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:24,862] Trial 72 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 243, 'learning_rate': 0.13584238657735498, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9454156602299374, 'colsample_bytree': 0.6520494815819742, 'gamma': 1.2451460156224134, 'reg_alpha': 0.34339570336252795, 'reg_lambda': 1.9200420171676449}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:25,178] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.21982721412823653, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9119765177848999, 'colsample_bytree': 0.6768191345075164, 'gamma': 0.1599864417713446, 'reg_alpha': 0.3990090522574242, 'reg_lambda': 1.4886389073578683}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:25,573] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.11464038989635732, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9876110955487146, 'colsample_bytree': 0.6948559229072673, 'gamma': 1.02974204759972, 'reg_alpha': 0.30894755325823015, 'reg_lambda': 1.8401977242717837}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:25,908] Trial 75 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 232, 'learning_rate': 0.18966058694746477, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9617576819479983, 'colsample_bytree': 0.7596393270648811, 'gamma': 4.082991797860168, 'reg_alpha': 0.04933321855826542, 'reg_lambda': 1.3854032276244193}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:26,327] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 217, 'learning_rate': 0.25647842213326927, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9984410111503125, 'colsample_bytree': 0.8453759731719803, 'gamma': 0.4031460631276953, 'reg_alpha': 0.259352906503872, 'reg_lambda': 1.5948080157707498}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:26,644] Trial 77 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 237, 'learning_rate': 0.0724071268347959, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8573481386490448, 'colsample_bytree': 0.7340367726948726, 'gamma': 0.8016556271732767, 'reg_alpha': 0.22644147400582465, 'reg_lambda': 2.0287723352737417}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:26,976] Trial 78 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 200, 'learning_rate': 0.014345361107430982, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9505261902219216, 'colsample_bytree': 0.6140229913068992, 'gamma': 1.3404597693536675, 'reg_alpha': 0.2836270219409933, 'reg_lambda': 2.2048100616760937}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:27,224] Trial 79 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 127, 'learning_rate': 0.05971165754921138, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9387348223588728, 'colsample_bytree': 0.6658490975034376, 'gamma': 0.6621919935890472, 'reg_alpha': 0.7605111242534295, 'reg_lambda': 1.7488819096306467}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:27,442] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 80, 'learning_rate': 0.050519525105762096, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9189558037146721, 'colsample_bytree': 0.7139779353534319, 'gamma': 0.5218097021130393, 'reg_alpha': 0.43674363201584754, 'reg_lambda': 2.382408831866946}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:27,848] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 188, 'learning_rate': 0.27570298816244576, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9285333505588479, 'colsample_bytree': 0.6377960087622625, 'gamma': 0.6105087185466402, 'reg_alpha': 0.5372523876640073, 'reg_lambda': 2.8583061348674765}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:28,168] Trial 82 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.19600049414104023, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9349651317759793, 'colsample_bytree': 0.6322614751705742, 'gamma': 0.12488889600204031, 'reg_alpha': 0.5364500942521492, 'reg_lambda': 2.7441591475727773}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:28,611] Trial 83 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 202, 'learning_rate': 0.2985712540975005, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9697513347161109, 'colsample_bytree': 0.6520808821428822, 'gamma': 1.1089586317467863, 'reg_alpha': 0.654645174932873, 'reg_lambda': 2.761269570767287}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:28,913] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 214, 'learning_rate': 0.26637307853724, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9815615267902583, 'colsample_bytree': 0.6291914532836149, 'gamma': 0.9645594792944417, 'reg_alpha': 0.6036925790807388, 'reg_lambda': 2.528101937982466}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:29,319] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.16417385986364413, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9135629356218306, 'colsample_bytree': 0.601802922228307, 'gamma': 0.4441165520419301, 'reg_alpha': 0.4817230519951669, 'reg_lambda': 2.692652626750191}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:29,622] Trial 86 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 222, 'learning_rate': 0.22341149570804142, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9520865017190367, 'colsample_bytree': 0.747186439013661, 'gamma': 0.7751895539667027, 'reg_alpha': 0.3252655856262945, 'reg_lambda': 2.640037327887484}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:30,035] Trial 87 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 242, 'learning_rate': 0.22091331881582965, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.716740497737842, 'colsample_bytree': 0.7463857980571961, 'gamma': 0.7863800705515818, 'reg_alpha': 0.3314614020111126, 'reg_lambda': 1.5262651707545531}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:30,326] Trial 88 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 223, 'learning_rate': 0.18701874740763658, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9520072208918479, 'colsample_bytree': 0.7019794526299055, 'gamma': 1.191399743364159, 'reg_alpha': 0.35956201687391326, 'reg_lambda': 2.9526712257809518}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:30,644] Trial 89 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 229, 'learning_rate': 0.13456989357541993, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9644137752783442, 'colsample_bytree': 0.723354484224907, 'gamma': 1.4988246688786817, 'reg_alpha': 0.4053917571294889, 'reg_lambda': 2.6039765953969205}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:30,921] Trial 90 finished with value: 0.75 and parameters: {'n_estimators': 154, 'learning_rate': 0.038229424664516704, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8911969452864655, 'colsample_bytree': 0.8059111950089878, 'gamma': 0.9377830696168716, 'reg_alpha': 0.3741851583860498, 'reg_lambda': 1.9657873412134426}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:31,366] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.2405327799623711, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9344194847199997, 'colsample_bytree': 0.7827213776404441, 'gamma': 0.5797417160946716, 'reg_alpha': 0.31774451670985776, 'reg_lambda': 2.664262799934491}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:32,387] Trial 92 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 187, 'learning_rate': 0.20984921898671363, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9463332171743095, 'colsample_bytree': 0.6920890373532583, 'gamma': 0.0036427767653059613, 'reg_alpha': 0.5098172643981709, 'reg_lambda': 2.916386563123688}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:32,789] Trial 93 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.03459718047420082, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9051613182620657, 'colsample_bytree': 0.7654433204567195, 'gamma': 0.21469541511425416, 'reg_alpha': 0.28074449633971055, 'reg_lambda': 2.5713929727142455}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:33,058] Trial 94 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 195, 'learning_rate': 0.2578076779234687, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9302225066088051, 'colsample_bytree': 0.6866097902190327, 'gamma': 0.7150399319991377, 'reg_alpha': 0.20210537806420065, 'reg_lambda': 1.6584609282931175}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:33,328] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.1765579996802036, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8785573078117449, 'colsample_bytree': 0.6855428304361632, 'gamma': 0.7112213169275713, 'reg_alpha': 0.17571036871209456, 'reg_lambda': 1.670935187779627}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:33,672] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.24576059603850922, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9727320834341907, 'colsample_bytree': 0.7292875633832658, 'gamma': 1.2949061429676403, 'reg_alpha': 0.23675021027508872, 'reg_lambda': 1.8373181740120303}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:33,964] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.15333116502132887, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9252930547154884, 'colsample_bytree': 0.7096185209790454, 'gamma': 0.36952691851643993, 'reg_alpha': 0.20997386180353575, 'reg_lambda': 1.437813902867164}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:34,393] Trial 98 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.04678809467112406, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9226159223354049, 'colsample_bytree': 0.7417649555771373, 'gamma': 0.34349942256790555, 'reg_alpha': 0.2098667711557253, 'reg_lambda': 1.437937680439949}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:34,813] Trial 99 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 112, 'learning_rate': 0.15846032853391792, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6087402055776577, 'colsample_bytree': 0.7154949858905745, 'gamma': 0.11974729943708173, 'reg_alpha': 0.1569018670728244, 'reg_lambda': 1.318939889482948}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:35,065] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.11207892748767748, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8979028030051673, 'colsample_bytree': 0.7023242569303566, 'gamma': 0.46346631745156114, 'reg_alpha': 0.0905328142903569, 'reg_lambda': 1.6088307902483825}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:35,468] Trial 101 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 222, 'learning_rate': 0.042575937196500525, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9573695064102915, 'colsample_bytree': 0.676021148673382, 'gamma': 2.7297616627058376, 'reg_alpha': 0.11957906017562442, 'reg_lambda': 1.687463119744709}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:35,780] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 232, 'learning_rate': 0.06503939065570304, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9432891687051526, 'colsample_bytree': 0.7108441277309746, 'gamma': 1.0133656137585125, 'reg_alpha': 0.20134780611811623, 'reg_lambda': 1.793710296722904}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:36,178] Trial 103 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 211, 'learning_rate': 0.14117206610353333, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9544231697814034, 'colsample_bytree': 0.7526174608189372, 'gamma': 0.8476553286050286, 'reg_alpha': 0.25115746281027174, 'reg_lambda': 1.5362066496676572}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:36,374] Trial 104 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 58, 'learning_rate': 0.05476613593417534, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9089668121235602, 'colsample_bytree': 0.6894311248541498, 'gamma': 0.22740301654559308, 'reg_alpha': 0.3051290480297306, 'reg_lambda': 1.4412525378096683}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:36,843] Trial 105 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 195, 'learning_rate': 0.22526613563698278, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9838247466964748, 'colsample_bytree': 0.735313630160953, 'gamma': 0.34943124860751457, 'reg_alpha': 0.3392009194979118, 'reg_lambda': 2.2805530901681483}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:37,129] Trial 106 finished with value: 0.738095238095238 and parameters: {'n_estimators': 198, 'learning_rate': 0.2043949006596978, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9823899852514684, 'colsample_bytree': 0.7390563681959887, 'gamma': 0.36491749475007984, 'reg_alpha': 0.26437839240974476, 'reg_lambda': 2.317614094659393}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:37,560] Trial 107 finished with value: 0.744047619047619 and parameters: {'n_estimators': 193, 'learning_rate': 0.2243795290961264, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.864592116498747, 'colsample_bytree': 0.7259315305761781, 'gamma': 0.26763801810847876, 'reg_alpha': 0.21734894728081045, 'reg_lambda': 2.1216392037240266}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:37,940] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.18171879109060363, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9284820012793671, 'colsample_bytree': 0.773781902050369, 'gamma': 0.5219304308430577, 'reg_alpha': 0.9879535939426152, 'reg_lambda': 2.4163927915273167}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:38,318] Trial 109 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 208, 'learning_rate': 0.16886619156221883, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9951222685018765, 'colsample_bytree': 0.7884761354852667, 'gamma': 0.7601080940805056, 'reg_alpha': 0.29343500649327314, 'reg_lambda': 2.210028079979414}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:38,589] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.12522588814125288, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.836221770920189, 'colsample_bytree': 0.7204228019810642, 'gamma': 0.6595596691773589, 'reg_alpha': 0.14823121970331882, 'reg_lambda': 2.2952052843880835}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:38,996] Trial 111 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 219, 'learning_rate': 0.2569776924872672, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9677048424230722, 'colsample_bytree': 0.6979694269674422, 'gamma': 1.3845871199051882, 'reg_alpha': 0.34050096663855434, 'reg_lambda': 1.95353826997008}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:39,264] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.15145285537214317, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9781178891720775, 'colsample_bytree': 0.6684678413788007, 'gamma': 0.09888374269842148, 'reg_alpha': 0.3738985772153196, 'reg_lambda': 1.7174394047234267}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:39,825] Trial 113 finished with value: 0.738095238095238 and parameters: {'n_estimators': 226, 'learning_rate': 0.1960975677651788, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.942443048118465, 'colsample_bytree': 0.8246735534199875, 'gamma': 1.109242140120896, 'reg_alpha': 0.1839599491425501, 'reg_lambda': 1.5989744369236754}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:40,125] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.28987753943073696, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9205891920075867, 'colsample_bytree': 0.7316762446310754, 'gamma': 0.8904476135538064, 'reg_alpha': 0.3214524298188267, 'reg_lambda': 2.0208424595249843}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:40,490] Trial 115 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 142, 'learning_rate': 0.23466936007050476, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.956004031527846, 'colsample_bytree': 0.6580322958088181, 'gamma': 1.1787043328311715, 'reg_alpha': 0.41856102354139596, 'reg_lambda': 1.634639502103357}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:40,782] Trial 116 finished with value: 0.625 and parameters: {'n_estimators': 229, 'learning_rate': 0.2187648929514851, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8858076268258712, 'colsample_bytree': 0.7073094209614998, 'gamma': 3.081864484203927, 'reg_alpha': 0.3539631464851174, 'reg_lambda': 2.0880682468982346}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:41,153] Trial 117 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.08665112797093863, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9855035015100369, 'colsample_bytree': 0.8014814884621907, 'gamma': 0.35845139467086223, 'reg_alpha': 0.12139395384542906, 'reg_lambda': 1.8990440619012448}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:41,475] Trial 118 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.07539857799204505, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9889862111603284, 'colsample_bytree': 0.8047307581739258, 'gamma': 0.1859736277878603, 'reg_alpha': 0.12883631399248335, 'reg_lambda': 2.1785987642902747}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:41,882] Trial 119 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.06810891406786994, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9639956694583964, 'colsample_bytree': 0.8335002412672636, 'gamma': 0.3790564313498297, 'reg_alpha': 0.05951777169684436, 'reg_lambda': 1.8598856189732245}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:42,197] Trial 120 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.04871050975753419, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8203820854364863, 'colsample_bytree': 0.7581906957872323, 'gamma': 0.2854939990673042, 'reg_alpha': 0.27037569833222586, 'reg_lambda': 1.9439283426538463}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:42,707] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 218, 'learning_rate': 0.08524867335617062, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9748253427790957, 'colsample_bytree': 0.798799298652015, 'gamma': 0.6147781749773101, 'reg_alpha': 0.29748466219426306, 'reg_lambda': 1.7442917074101294}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:43,031] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 239, 'learning_rate': 0.2726744275521753, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9353477067174917, 'colsample_bytree': 0.8114413274732688, 'gamma': 0.023200247342218042, 'reg_alpha': 0.33412367935281156, 'reg_lambda': 1.7880628969617527}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:43,616] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.24294102495921702, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9841682907390159, 'colsample_bytree': 0.7462347107416238, 'gamma': 0.752297065570878, 'reg_alpha': 0.38496811944166737, 'reg_lambda': 1.8711724939287049}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:43,907] Trial 124 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.09549454186188706, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.999721758205017, 'colsample_bytree': 0.6806743621240625, 'gamma': 1.596743036949102, 'reg_alpha': 0.11565220705418908, 'reg_lambda': 2.264854361197217}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:44,204] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.19868081044376415, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9149697663120873, 'colsample_bytree': 0.815534605546119, 'gamma': 1.0419393394478222, 'reg_alpha': 0.23596765296866898, 'reg_lambda': 1.4875494379219512}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:44,515] Trial 126 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 215, 'learning_rate': 0.05376920938716837, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9631637537977279, 'colsample_bytree': 0.6716020308298924, 'gamma': 0.451185364668481, 'reg_alpha': 0.31943288554411275, 'reg_lambda': 2.046658436760211}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:44,757] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 130, 'learning_rate': 0.2171020979057837, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9478230281540536, 'colsample_bytree': 0.7169420585016978, 'gamma': 0.8782665024766737, 'reg_alpha': 0.17243631111603838, 'reg_lambda': 2.8180901441373494}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:45,155] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.25467501898330513, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9716746683494919, 'colsample_bytree': 0.7666553130943389, 'gamma': 0.5326142017686061, 'reg_alpha': 0.03784262100967953, 'reg_lambda': 1.8200738252510809}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:45,560] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 233, 'learning_rate': 0.060044911630411084, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8999700330452701, 'colsample_bytree': 0.6943684524770651, 'gamma': 0.3248505310658809, 'reg_alpha': 0.25074063327184476, 'reg_lambda': 2.1156271199344974}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:45,812] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 90, 'learning_rate': 0.11165689267018246, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9262066303076509, 'colsample_bytree': 0.7873758597685651, 'gamma': 0.6770480025517203, 'reg_alpha': 0.10295503105197445, 'reg_lambda': 1.5512335044001526}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:46,105] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 199, 'learning_rate': 0.2673246533093914, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.936182796353364, 'colsample_bytree': 0.6421453017024595, 'gamma': 0.5744736838568796, 'reg_alpha': 0.5684085675216919, 'reg_lambda': 2.723181652270332}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:46,372] Trial 132 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 191, 'learning_rate': 0.2862301978758765, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9486769387289433, 'colsample_bytree': 0.6224689791441491, 'gamma': 0.9901774359935134, 'reg_alpha': 0.35472446361178417, 'reg_lambda': 2.465219634923929}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:46,760] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 180, 'learning_rate': 0.22962084899891713, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7878321481534583, 'colsample_bytree': 0.7340593270370483, 'gamma': 0.1585087007906897, 'reg_alpha': 0.27572361484444424, 'reg_lambda': 2.9099202476816775}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:47,072] Trial 134 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 104, 'learning_rate': 0.27868704447359705, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9321266257368941, 'colsample_bytree': 0.7035318597299657, 'gamma': 0.7781119811769265, 'reg_alpha': 0.51277664902264, 'reg_lambda': 2.6372218667852976}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:47,366] Trial 135 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 227, 'learning_rate': 0.17627829907092443, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9595270611262231, 'colsample_bytree': 0.6549595319723449, 'gamma': 0.4417864645494438, 'reg_alpha': 0.461343704932139, 'reg_lambda': 2.7825288070479215}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:47,623] Trial 136 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 186, 'learning_rate': 0.25532163842289085, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9104073371851908, 'colsample_bytree': 0.7238287807845013, 'gamma': 4.988957379702827, 'reg_alpha': 0.30721030038712177, 'reg_lambda': 1.6499669302649096}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:48,050] Trial 137 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 160, 'learning_rate': 0.2987282568654827, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9420550927678303, 'colsample_bytree': 0.7112002723039341, 'gamma': 1.2871108340605906, 'reg_alpha': 0.19818651144551291, 'reg_lambda': 1.8961453198215117}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:48,333] Trial 138 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 222, 'learning_rate': 0.207674527690289, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9910535980210713, 'colsample_bytree': 0.6779258378356998, 'gamma': 0.8585462209778313, 'reg_alpha': 0.1487637323423288, 'reg_lambda': 1.994909458500493}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:48,737] Trial 139 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 195, 'learning_rate': 0.041173497641784185, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9276811360391081, 'colsample_bytree': 0.6859649207693933, 'gamma': 0.0016803185919628816, 'reg_alpha': 0.4037315895539838, 'reg_lambda': 1.3929460950634616}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:48,968] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.23157259951627135, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9527629413202789, 'colsample_bytree': 0.6981142078272898, 'gamma': 1.14491558402989, 'reg_alpha': 0.44295886199463064, 'reg_lambda': 1.3231167553460135}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:49,325] Trial 141 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 167, 'learning_rate': 0.15720542701354884, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9140790284460228, 'colsample_bytree': 0.7983759241279119, 'gamma': 0.4848634217625214, 'reg_alpha': 0.3799712700663441, 'reg_lambda': 2.669824112539185}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:49,622] Trial 142 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 172, 'learning_rate': 0.16266980787134677, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8969313300142031, 'colsample_bytree': 0.6095126053774069, 'gamma': 0.6085338999009895, 'reg_alpha': 0.3444673124673802, 'reg_lambda': 2.692923355952629}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:50,013] Trial 143 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 212, 'learning_rate': 0.18693853429649004, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.916326262248762, 'colsample_bytree': 0.6170944750075089, 'gamma': 0.23154889733605066, 'reg_alpha': 0.4744351570447604, 'reg_lambda': 1.728032659083369}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:50,311] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.18746722487496192, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9065316074113094, 'colsample_bytree': 0.6203937718864045, 'gamma': 0.13250377311023942, 'reg_alpha': 0.2789837635440859, 'reg_lambda': 1.708513283911724}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:51,165] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 203, 'learning_rate': 0.21461034901469095, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8812848249220238, 'colsample_bytree': 0.6645131754395882, 'gamma': 0.25007519218802404, 'reg_alpha': 0.32569711423858433, 'reg_lambda': 1.669847564868063}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:51,474] Trial 146 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.13899443647189016, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9202082280568618, 'colsample_bytree': 0.6304466905660909, 'gamma': 0.3555530793033001, 'reg_alpha': 0.5923647936550254, 'reg_lambda': 1.7629549491413534}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:51,828] Trial 147 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 230, 'learning_rate': 0.1984206679252645, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9383202065160731, 'colsample_bytree': 0.6172602884802998, 'gamma': 0.9641965233158395, 'reg_alpha': 0.8461956248751605, 'reg_lambda': 1.5684514893728854}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:51,954] Trial 148 finished with value: 0.755952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.24536289917573112, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9774718617290007, 'colsample_bytree': 0.7497517712863225, 'gamma': 1.4537052586843844, 'reg_alpha': 0.221625712745257, 'reg_lambda': 1.8086886532777058}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:52,220] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.0908458770599025, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9794696151605448, 'colsample_bytree': 0.749966231975687, 'gamma': 1.4225605062446574, 'reg_alpha': 0.21841342145779474, 'reg_lambda': 1.8197367434092866}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:52,461] Trial 150 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 36, 'learning_rate': 0.10420839390326414, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9839033536565824, 'colsample_bytree': 0.742213882085655, 'gamma': 1.4856974950126165, 'reg_alpha': 0.2245207427351027, 'reg_lambda': 1.8437581757655725}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:52,683] Trial 151 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.0892943537971205, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9706622057355513, 'colsample_bytree': 0.7531416861325512, 'gamma': 1.7305537724578641, 'reg_alpha': 0.21159587167494565, 'reg_lambda': 1.796877231067863}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:52,895] Trial 152 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.24489801785666956, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9773079364831101, 'colsample_bytree': 0.7762720397744717, 'gamma': 1.2498914056485508, 'reg_alpha': 0.26220990360631896, 'reg_lambda': 1.902329966520173}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:53,127] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 41, 'learning_rate': 0.06684834810305187, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9639169894728983, 'colsample_bytree': 0.735258932797677, 'gamma': 1.3922712478546435, 'reg_alpha': 0.19197220867693288, 'reg_lambda': 1.7020003059143776}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:53,233] Trial 154 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 31, 'learning_rate': 0.14799531016317652, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9809751419194209, 'colsample_bytree': 0.7474808345535829, 'gamma': 1.5718046822335836, 'reg_alpha': 0.23726224901324186, 'reg_lambda': 1.615154930934541}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:53,561] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 48, 'learning_rate': 0.07528028148083887, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9562593854852256, 'colsample_bytree': 0.7238345264346631, 'gamma': 1.8792915362699252, 'reg_alpha': 0.16174264054552698, 'reg_lambda': 1.7359461790429787}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:53,731] Trial 156 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 26, 'learning_rate': 0.07582096692972383, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.988462212516422, 'colsample_bytree': 0.7281984559794048, 'gamma': 2.4050309812734354, 'reg_alpha': 0.17544023072077425, 'reg_lambda': 1.745815403212164}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:54,062] Trial 157 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 48, 'learning_rate': 0.06316628456291512, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9700776239365969, 'colsample_bytree': 0.7627929885844246, 'gamma': 1.9670995221184409, 'reg_alpha': 0.1430348677538685, 'reg_lambda': 1.9523182746675047}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:54,280] Trial 158 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.08204816943220003, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9574352942280422, 'colsample_bytree': 0.7182551493041599, 'gamma': 1.7936613810560003, 'reg_alpha': 0.16124128249043895, 'reg_lambda': 1.4847851082377055}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:54,537] Trial 159 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 43, 'learning_rate': 0.07953756308505791, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9968489432774801, 'colsample_bytree': 0.739057143804411, 'gamma': 2.1338730726972375, 'reg_alpha': 0.1974873477318818, 'reg_lambda': 1.84637685923957}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:54,782] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 88, 'learning_rate': 0.05825659890882708, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9456056085653674, 'colsample_bytree': 0.7538881496431654, 'gamma': 1.4675707555283353, 'reg_alpha': 0.30115137399361414, 'reg_lambda': 2.1574336421144795}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:55,029] Trial 161 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.08914285159433614, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.952138201870229, 'colsample_bytree': 0.7208252536942205, 'gamma': 1.714292404992848, 'reg_alpha': 0.3669611314603155, 'reg_lambda': 1.7885819153208653}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:55,251] Trial 162 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 58, 'learning_rate': 0.0723187518554128, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9765775920913122, 'colsample_bytree': 0.7076458168800486, 'gamma': 1.3579617894091538, 'reg_alpha': 0.24568114145251757, 'reg_lambda': 1.7294741593395988}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:55,562] Trial 163 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 237, 'learning_rate': 0.04545251866690104, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9630305725671071, 'colsample_bytree': 0.7300833078643132, 'gamma': 1.6149057461751422, 'reg_alpha': 0.07786177117626886, 'reg_lambda': 1.6570485429202444}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:55,719] Trial 164 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.17571470881561244, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.8901303356029932, 'colsample_bytree': 0.6890629369442263, 'gamma': 1.1148270544318466, 'reg_alpha': 0.2912805421481154, 'reg_lambda': 1.767795821866436}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:55,962] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 38, 'learning_rate': 0.23148257371213402, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9568256526321294, 'colsample_bytree': 0.7820568727784101, 'gamma': 1.2971470206732658, 'reg_alpha': 0.33857292454256777, 'reg_lambda': 1.9152070499555944}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:56,304] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 151, 'learning_rate': 0.20886392660157485, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9421104410590828, 'colsample_bytree': 0.7717485254148193, 'gamma': 0.09830462268298316, 'reg_alpha': 0.2102089359601749, 'reg_lambda': 1.8146336222004331}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:56,503] Trial 167 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 73, 'learning_rate': 0.2509026976823881, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.966974751959403, 'colsample_bytree': 0.7113268091756176, 'gamma': 1.5216199306596976, 'reg_alpha': 0.2609397184576441, 'reg_lambda': 1.595740692952406}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:56,853] Trial 168 finished with value: 0.75 and parameters: {'n_estimators': 222, 'learning_rate': 0.04947040028038146, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9243252480509797, 'colsample_bytree': 0.7481961564539662, 'gamma': 1.0539489854324495, 'reg_alpha': 0.12255440170267325, 'reg_lambda': 1.703201588271003}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:57,109] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 62, 'learning_rate': 0.19162032279100283, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9889640225815083, 'colsample_bytree': 0.7254883883123294, 'gamma': 0.1954381505180774, 'reg_alpha': 0.31598029369780417, 'reg_lambda': 1.534416327177428}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:57,318] Trial 170 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 98, 'learning_rate': 0.0975348313054277, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.974768723128563, 'colsample_bytree': 0.7390175685368695, 'gamma': 1.8466118038005521, 'reg_alpha': 0.18193429778085002, 'reg_lambda': 1.8835507692594005}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:57,629] Trial 171 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 190, 'learning_rate': 0.2737015523604615, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9398463770995225, 'colsample_bytree': 0.6032768844867441, 'gamma': 0.7771534005251983, 'reg_alpha': 0.35537769904180333, 'reg_lambda': 2.5440374152217875}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:57,905] Trial 172 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 214, 'learning_rate': 0.22585100595120303, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9208145243499489, 'colsample_bytree': 0.7931623136512348, 'gamma': 1.211011732346967, 'reg_alpha': 0.2928496860270967, 'reg_lambda': 2.8110260650554633}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:58,069] Trial 173 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 21, 'learning_rate': 0.26692856745659, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.933853834401928, 'colsample_bytree': 0.6382942251626149, 'gamma': 0.6969971103730931, 'reg_alpha': 0.39157992148786364, 'reg_lambda': 2.0018438981077336}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:58,405] Trial 174 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 227, 'learning_rate': 0.242661318854112, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9497575575979018, 'colsample_bytree': 0.7172844794521473, 'gamma': 0.3217784307842527, 'reg_alpha': 0.5200090408656274, 'reg_lambda': 1.7578849037758888}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:58,724] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 196, 'learning_rate': 0.12054608820982883, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9287932797314182, 'colsample_bytree': 0.7037394731743195, 'gamma': 0.9464205203177414, 'reg_alpha': 0.33273277888392877, 'reg_lambda': 1.6308261839892928}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:58,991] Trial 176 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 205, 'learning_rate': 0.2138826242512459, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9051789584111601, 'colsample_bytree': 0.6493875401649545, 'gamma': 1.4246462596073444, 'reg_alpha': 0.2205381817835462, 'reg_lambda': 2.873931271110008}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:59,468] Trial 177 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.05468189930882512, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9580740893969306, 'colsample_bytree': 0.9142112672379223, 'gamma': 0.5774046097014348, 'reg_alpha': 0.14446852823130735, 'reg_lambda': 2.3617792852736916}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:59,812] Trial 178 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 209, 'learning_rate': 0.2601842364560661, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9319756781100174, 'colsample_bytree': 0.6715700289557155, 'gamma': 0.8519365363271221, 'reg_alpha': 0.48150972838760187, 'reg_lambda': 1.4190671375745414}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:00,043] Trial 179 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.18347832892694088, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9829359860710913, 'colsample_bytree': 0.7600622698197753, 'gamma': 0.45169535679096223, 'reg_alpha': 0.5422028795009645, 'reg_lambda': 1.8566079596562606}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:00,441] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 219, 'learning_rate': 0.16954251763776235, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9472212843520821, 'colsample_bytree': 0.6908794516379609, 'gamma': 0.24108308808581036, 'reg_alpha': 0.16558520577223604, 'reg_lambda': 2.066182993746129}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:00,794] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 171, 'learning_rate': 0.15054991698605735, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9053818251606522, 'colsample_bytree': 0.602050304817704, 'gamma': 0.40003039220353087, 'reg_alpha': 0.47134679414368214, 'reg_lambda': 2.7391165013474046}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:01,054] Trial 182 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.15961661703995683, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.9137483974825805, 'colsample_bytree': 0.616022323137173, 'gamma': 0.07191423336404718, 'reg_alpha': 0.42381605645146053, 'reg_lambda': 2.626260715860149}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:01,426] Trial 183 finished with value: 0.738095238095238 and parameters: {'n_estimators': 141, 'learning_rate': 0.22600708915627882, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9204252764973041, 'colsample_bytree': 0.7326657337279068, 'gamma': 0.6541158997459261, 'reg_alpha': 0.5007133689686254, 'reg_lambda': 2.2467435472853614}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:01,615] Trial 184 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 49, 'learning_rate': 0.07696739728086767, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7471919023086495, 'colsample_bytree': 0.6234727409481117, 'gamma': 0.4671718834959514, 'reg_alpha': 0.3136647116596208, 'reg_lambda': 2.7104213161583077}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:01,960] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 147, 'learning_rate': 0.24442484777785997, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8951988799035078, 'colsample_bytree': 0.613006251600665, 'gamma': 0.3179685100390314, 'reg_alpha': 0.5479858542809803, 'reg_lambda': 1.7031451591528732}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:02,249] Trial 186 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 164, 'learning_rate': 0.1683891841612955, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9651399129649035, 'colsample_bytree': 0.6312969295074419, 'gamma': 2.5834905845677287, 'reg_alpha': 0.6510537845814397, 'reg_lambda': 1.8222319555635031}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:02,585] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 242, 'learning_rate': 0.20421562470383692, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9359381851828835, 'colsample_bytree': 0.6008760672617017, 'gamma': 0.1659968650917219, 'reg_alpha': 0.45193853121266436, 'reg_lambda': 2.589394103045361}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:02,952] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.08654351644837542, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9117514061033364, 'colsample_bytree': 0.6993013212875294, 'gamma': 0.7374230592026345, 'reg_alpha': 0.36314471057747744, 'reg_lambda': 1.465590762895101}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:03,231] Trial 189 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 191, 'learning_rate': 0.1341970738220093, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9726612875270881, 'colsample_bytree': 0.679310691703347, 'gamma': 0.5398932435907873, 'reg_alpha': 0.24321124600408095, 'reg_lambda': 2.7858570952326347}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:03,608] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 198, 'learning_rate': 0.2818157495392445, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8718432596784205, 'colsample_bytree': 0.8190756788222258, 'gamma': 0.001685094403366283, 'reg_alpha': 0.27836638219107995, 'reg_lambda': 1.6452443455817098}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:03,905] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.04116580740541033, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8912338635314915, 'colsample_bytree': 0.8340283009006508, 'gamma': 0.9248882181167702, 'reg_alpha': 0.38129487782722077, 'reg_lambda': 1.9962774706456672}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:04,295] Trial 192 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 153, 'learning_rate': 0.03775936103857877, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8837554413253697, 'colsample_bytree': 0.8144129226964951, 'gamma': 1.0209428979422701, 'reg_alpha': 0.347667733776988, 'reg_lambda': 1.930643709904451}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:04,749] Trial 193 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.03168701124308028, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.899953623008275, 'colsample_bytree': 0.8049133593726502, 'gamma': 0.8619698556042337, 'reg_alpha': 0.4034366914433031, 'reg_lambda': 1.9687699905194684}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:05,062] Trial 194 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 225, 'learning_rate': 0.0334988555023617, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9153959879821758, 'colsample_bytree': 0.7897190669336125, 'gamma': 1.370549729440239, 'reg_alpha': 0.48506702700771487, 'reg_lambda': 1.8083940055060814}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:05,480] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.05108823293642203, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9281397482815409, 'colsample_bytree': 0.8048807344704819, 'gamma': 1.1943346007084275, 'reg_alpha': 0.10769718448014026, 'reg_lambda': 2.1327546985847987}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:05,816] Trial 196 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.037335182729318434, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9560964809299249, 'colsample_bytree': 0.8007165201346216, 'gamma': 0.386727387038453, 'reg_alpha': 0.3790861691696452, 'reg_lambda': 1.9055600110588709}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:06,128] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.061538680365550436, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9433449807583104, 'colsample_bytree': 0.608400982349574, 'gamma': 0.6649388112810086, 'reg_alpha': 0.32987530070082205, 'reg_lambda': 2.0584683668394583}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:06,395] Trial 198 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 202, 'learning_rate': 0.1929396743539626, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.895135815366605, 'colsample_bytree': 0.7438575355112323, 'gamma': 1.6317836127110386, 'reg_alpha': 0.18359212024978044, 'reg_lambda': 1.7341436204173586}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:06,773] Trial 199 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 181, 'learning_rate': 0.046965819212145016, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9832331010755547, 'colsample_bytree': 0.7234312810923866, 'gamma': 1.0841580064415617, 'reg_alpha': 0.525116578903364, 'reg_lambda': 1.556018285859527}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:06,778] A new study created in memory with name: no-name-46ba7b09-bb5f-455c-b796-41a95ccf3a94
[I 2025-11-03 20:33:07,238] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.030940221386219036, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9347015163463529, 'colsample_bytree': 0.7866608597639324, 'gamma': 1.2932348422099342, 'reg_alpha': 0.9503438359097046, 'reg_lambda': 1.0513500226055452}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:33:07,561] Trial 1 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 53, 'learning_rate': 0.1819697072652068, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6081430294185504, 'colsample_bytree': 0.9173713492146347, 'gamma': 4.739689219920306, 'reg_alpha': 0.046555619892919564, 'reg_lambda': 2.512922537984139}. Best is trial 1 with value: 0.7232142857142858.
[I 2025-11-03 20:33:07,961] Trial 2 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 211, 'learning_rate': 0.21970346039948305, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.65105465377777, 'colsample_bytree': 0.7023072972294027, 'gamma': 0.1945332275592554, 'reg_alpha': 0.32416308787326886, 'reg_lambda': 2.4890891200596563}. Best is trial 1 with value: 0.7232142857142858.
[I 2025-11-03 20:33:08,137] Trial 3 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 36, 'learning_rate': 0.01444001867121987, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6026680430222695, 'colsample_bytree': 0.7185700847593229, 'gamma': 3.0080316741621567, 'reg_alpha': 0.7098162885786948, 'reg_lambda': 2.7391393908437838}. Best is trial 1 with value: 0.7232142857142858.
[I 2025-11-03 20:33:08,260] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.011544116499623155, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9273640533612153, 'colsample_bytree': 0.9705127763816316, 'gamma': 2.4897939324876206, 'reg_alpha': 0.2662847832943841, 'reg_lambda': 2.389889063327395}. Best is trial 1 with value: 0.7232142857142858.
[I 2025-11-03 20:33:08,647] Trial 5 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.1647714445432824, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8724969694368896, 'colsample_bytree': 0.7928270337765709, 'gamma': 0.12717921568403123, 'reg_alpha': 0.5806896036640781, 'reg_lambda': 1.807737698024609}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:08,761] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 51, 'learning_rate': 0.07162754115808392, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.8161560829998502, 'colsample_bytree': 0.8200333681670426, 'gamma': 3.0079577263365147, 'reg_alpha': 0.8407798346693631, 'reg_lambda': 0.9973918848183843}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:09,271] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.19213428070207209, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.8093334721100716, 'colsample_bytree': 0.8365448257997419, 'gamma': 3.025224492436531, 'reg_alpha': 0.26056440307787454, 'reg_lambda': 2.5820216316177538}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:09,497] Trial 8 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 107, 'learning_rate': 0.011940439641527016, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6434765398540155, 'colsample_bytree': 0.8660960656439363, 'gamma': 1.0743068749918545, 'reg_alpha': 0.5888834945053224, 'reg_lambda': 2.3115842695730873}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:09,862] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.011727540284169844, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.7060844795130841, 'colsample_bytree': 0.779866355635812, 'gamma': 4.078352677971349, 'reg_alpha': 0.4340962484176356, 'reg_lambda': 1.8417639762426767}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:10,182] Trial 10 finished with value: 0.75 and parameters: {'n_estimators': 168, 'learning_rate': 0.08755148435288096, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9995367201322081, 'colsample_bytree': 0.6276002909602036, 'gamma': 0.0979382762138803, 'reg_alpha': 0.5975941416632383, 'reg_lambda': 1.6344517518343835}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:10,458] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 169, 'learning_rate': 0.09042479165667548, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9944150843686117, 'colsample_bytree': 0.6019396464952008, 'gamma': 0.026518561042405492, 'reg_alpha': 0.6177591949632122, 'reg_lambda': 1.6252583841748907}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:10,750] Trial 12 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 161, 'learning_rate': 0.11340740978483242, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8780414033793997, 'colsample_bytree': 0.6023297544769254, 'gamma': 1.1032675444378381, 'reg_alpha': 0.7733947851639202, 'reg_lambda': 1.6293248581928872}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:11,093] Trial 13 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.0433961457194181, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9649394842121894, 'colsample_bytree': 0.6744029041991794, 'gamma': 0.6744791734229498, 'reg_alpha': 0.49065790240570994, 'reg_lambda': 0.519162975396628}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:11,499] Trial 14 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 116, 'learning_rate': 0.14149896594405084, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8726316281989137, 'colsample_bytree': 0.6572344901211529, 'gamma': 2.0140663919237967, 'reg_alpha': 0.6191461224593957, 'reg_lambda': 2.023275954336801}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:11,753] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.27127268925884096, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7493596092427308, 'colsample_bytree': 0.7509705977354887, 'gamma': 1.868687668142373, 'reg_alpha': 0.4213153524694264, 'reg_lambda': 1.3067132848220913}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:12,165] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 198, 'learning_rate': 0.05302608596944549, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8718525793112578, 'colsample_bytree': 0.9153325954695946, 'gamma': 0.4419852914539857, 'reg_alpha': 0.10749441429293177, 'reg_lambda': 2.0785318128807244}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:12,359] Trial 17 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 82, 'learning_rate': 0.08431875898190991, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7547286462655584, 'colsample_bytree': 0.9971773053519958, 'gamma': 1.6213912647657986, 'reg_alpha': 0.9866271593784139, 'reg_lambda': 1.4201499093795245}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:12,728] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 178, 'learning_rate': 0.026599454842765723, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9198030112670248, 'colsample_bytree': 0.6476693172159845, 'gamma': 0.6310333713536752, 'reg_alpha': 0.7314592787712599, 'reg_lambda': 2.895549266397694}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:13,040] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.13561060767287111, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9990671269438686, 'colsample_bytree': 0.7420637489346058, 'gamma': 3.6957139350491506, 'reg_alpha': 0.5430910282938309, 'reg_lambda': 1.9980927472776497}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:13,457] Trial 20 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 150, 'learning_rate': 0.06506750131350512, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.843275736749511, 'colsample_bytree': 0.8773174542978762, 'gamma': 0.8712223880914444, 'reg_alpha': 0.8455706862967913, 'reg_lambda': 1.261889548660848}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:13,755] Trial 21 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.11500649908157494, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8993520555656513, 'colsample_bytree': 0.6022673266621893, 'gamma': 0.006963366502075685, 'reg_alpha': 0.7277170257023361, 'reg_lambda': 1.7178598473309512}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:14,134] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 208, 'learning_rate': 0.105791558137871, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9142953439813075, 'colsample_bytree': 0.6330941797413985, 'gamma': 0.05097828332049996, 'reg_alpha': 0.6709055733222881, 'reg_lambda': 1.7650250836670447}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:14,367] Trial 23 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.28792486289811864, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9578526356604689, 'colsample_bytree': 0.6789566614581409, 'gamma': 0.4031891694868364, 'reg_alpha': 0.8113035076765752, 'reg_lambda': 1.5215466776477764}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:14,645] Trial 24 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 127, 'learning_rate': 0.28257475052967557, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9597456776747234, 'colsample_bytree': 0.6900792064044825, 'gamma': 0.5188478683350183, 'reg_alpha': 0.8119198149614304, 'reg_lambda': 1.4884073276344187}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:14,925] Trial 25 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 124, 'learning_rate': 0.27020985992141056, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9556895693125044, 'colsample_bytree': 0.697915994772168, 'gamma': 1.4589284080598661, 'reg_alpha': 0.8692301329355425, 'reg_lambda': 0.9771308787298891}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:15,300] Trial 26 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 95, 'learning_rate': 0.29915347369300044, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9590104901539835, 'colsample_bytree': 0.6873664198173747, 'gamma': 0.4602562254728988, 'reg_alpha': 0.8931343191525252, 'reg_lambda': 1.456220152056967}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:15,622] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 93, 'learning_rate': 0.1720676497040298, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8474528054179801, 'colsample_bytree': 0.7463593263311373, 'gamma': 2.2086624505447614, 'reg_alpha': 0.8946194919075772, 'reg_lambda': 0.6207789351171509}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:15,830] Trial 28 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.21859029983901898, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9663640136692389, 'colsample_bytree': 0.765139758539842, 'gamma': 0.9585756366603593, 'reg_alpha': 0.9355304291925969, 'reg_lambda': 1.1428049662772377}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:16,171] Trial 29 finished with value: 0.738095238095238 and parameters: {'n_estimators': 101, 'learning_rate': 0.2936151919827331, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9398262735267887, 'colsample_bytree': 0.7960100960332547, 'gamma': 1.2179918651658703, 'reg_alpha': 0.9348330276715218, 'reg_lambda': 0.8876282417203398}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:16,365] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 74, 'learning_rate': 0.14839848077884701, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8894760680682494, 'colsample_bytree': 0.7291683640984653, 'gamma': 0.39886374940901387, 'reg_alpha': 0.9876086220284565, 'reg_lambda': 2.1838834606851707}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:16,736] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.22997970912565965, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9493030870885956, 'colsample_bytree': 0.6787978050724344, 'gamma': 0.5587393708763702, 'reg_alpha': 0.7737916343814107, 'reg_lambda': 1.4416786753227129}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:17,059] Trial 32 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.2930311229495845, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9675288889566986, 'colsample_bytree': 0.6933391394828052, 'gamma': 0.7986112092827277, 'reg_alpha': 0.8506321268415259, 'reg_lambda': 1.4631673770353988}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:17,293] Trial 33 finished with value: 0.75 and parameters: {'n_estimators': 111, 'learning_rate': 0.17798104378046206, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9095423151658876, 'colsample_bytree': 0.7178480471482585, 'gamma': 0.35606456136408604, 'reg_alpha': 0.7997657186722655, 'reg_lambda': 1.174307596664909}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:17,603] Trial 34 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 91, 'learning_rate': 0.23030699817724162, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9775673396580628, 'colsample_bytree': 0.6616207678745288, 'gamma': 1.7034749301439236, 'reg_alpha': 0.6995645783257818, 'reg_lambda': 1.8853592446259007}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:17,807] Trial 35 finished with value: 0.75 and parameters: {'n_estimators': 63, 'learning_rate': 0.2097688081104434, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.934117252932272, 'colsample_bytree': 0.8158684611883986, 'gamma': 1.2980662944649701, 'reg_alpha': 0.9078997090020337, 'reg_lambda': 1.5110308334110354}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:18,175] Trial 36 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.15930577796939852, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.773637238212435, 'colsample_bytree': 0.7115968188659274, 'gamma': 4.957825701951268, 'reg_alpha': 0.7923504737301871, 'reg_lambda': 1.896591341511533}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:18,553] Trial 37 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 129, 'learning_rate': 0.24782570360996825, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8445688663820865, 'colsample_bytree': 0.770561653155701, 'gamma': 0.3212919745037759, 'reg_alpha': 0.32257063896623733, 'reg_lambda': 0.8033234341742423}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:18,776] Trial 38 finished with value: 0.744047619047619 and parameters: {'n_estimators': 58, 'learning_rate': 0.03004135508051379, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9304837952514887, 'colsample_bytree': 0.6847908073988381, 'gamma': 0.7449688549278556, 'reg_alpha': 0.656570311209804, 'reg_lambda': 1.3627078495471612}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:18,880] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.19447946402826488, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.9783914456391181, 'colsample_bytree': 0.8476479884857384, 'gamma': 2.6642759305736585, 'reg_alpha': 0.010330270165759659, 'reg_lambda': 1.5596646408207158}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:19,240] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.29972887452624386, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8961919535504855, 'colsample_bytree': 0.9158470012117933, 'gamma': 1.3918454145271086, 'reg_alpha': 0.551438401311451, 'reg_lambda': 1.1577889901615748}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:19,605] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 222, 'learning_rate': 0.20027279462023767, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9989419317713997, 'colsample_bytree': 0.6223313215073398, 'gamma': 0.2086869843734942, 'reg_alpha': 0.4596048692579445, 'reg_lambda': 1.712959755081876}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:20,052] Trial 42 finished with value: 0.738095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.018953798343973323, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9477672346418485, 'colsample_bytree': 0.633655971838629, 'gamma': 0.1946823833880067, 'reg_alpha': 0.38045340828969365, 'reg_lambda': 1.6129952030189934}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:20,390] Trial 43 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.12380443707730385, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9838004448276687, 'colsample_bytree': 0.6526239488120728, 'gamma': 0.5038032247077356, 'reg_alpha': 0.5434907427733238, 'reg_lambda': 1.7851655003206273}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:20,563] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.09550717190811435, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9599295335974931, 'colsample_bytree': 0.6248390553727676, 'gamma': 0.9373835322471558, 'reg_alpha': 0.8194797728189741, 'reg_lambda': 1.311987772690201}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:20,872] Trial 45 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 136, 'learning_rate': 0.24824941267050762, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8209003542332342, 'colsample_bytree': 0.6706459144496613, 'gamma': 4.250713766200439, 'reg_alpha': 0.6073297096232698, 'reg_lambda': 1.6512707359672423}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:21,162] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 216, 'learning_rate': 0.042951897950409684, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6838346178729733, 'colsample_bytree': 0.7019068092269022, 'gamma': 0.023548279761706203, 'reg_alpha': 0.655991845271799, 'reg_lambda': 1.5505055019250928}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:21,475] Trial 47 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.17382370921034979, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9836029201299767, 'colsample_bytree': 0.7281465845408986, 'gamma': 0.6704790464195052, 'reg_alpha': 0.7440966030094476, 'reg_lambda': 2.1233136175034284}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:21,803] Trial 48 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.2507992080770299, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8642227451940468, 'colsample_bytree': 0.9456310375207664, 'gamma': 1.0595782923270431, 'reg_alpha': 0.1829907247433415, 'reg_lambda': 2.2394882671058802}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:22,068] Trial 49 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.06437257385001288, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9232407581059058, 'colsample_bytree': 0.642580708856894, 'gamma': 0.2613187477355202, 'reg_alpha': 0.6921812380821704, 'reg_lambda': 1.9516322213445974}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:22,366] Trial 50 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 144, 'learning_rate': 0.07859314301220091, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7912978254946293, 'colsample_bytree': 0.8130737987076994, 'gamma': 0.559902374315885, 'reg_alpha': 0.5040162793504033, 'reg_lambda': 2.542282359122891}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:22,752] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.12150712944072, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8972195337364497, 'colsample_bytree': 0.6073700667060021, 'gamma': 0.0007012705442651646, 'reg_alpha': 0.716640288828597, 'reg_lambda': 1.712666274967207}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:23,092] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 170, 'learning_rate': 0.12873879389805234, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9479567451395641, 'colsample_bytree': 0.6173310934604022, 'gamma': 0.23099029906903398, 'reg_alpha': 0.7511007626365123, 'reg_lambda': 1.8242977363821298}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:23,486] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 171, 'learning_rate': 0.09950603167912812, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8880664282074301, 'colsample_bytree': 0.6658166936453649, 'gamma': 0.4230100235876675, 'reg_alpha': 0.6236177390102419, 'reg_lambda': 1.40353852286065}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:23,918] Trial 54 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 192, 'learning_rate': 0.15333268173968115, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9060775302189434, 'colsample_bytree': 0.6115281772969511, 'gamma': 0.05140187286852864, 'reg_alpha': 0.8153157466554909, 'reg_lambda': 1.627438140872981}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:24,321] Trial 55 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.15815445746502402, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.854698539483588, 'colsample_bytree': 0.6093259307304386, 'gamma': 0.7529763558328437, 'reg_alpha': 0.8872257585896185, 'reg_lambda': 2.3844017528143895}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:24,607] Trial 56 finished with value: 0.744047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.1881539137905575, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9071945634047075, 'colsample_bytree': 0.6515513338575478, 'gamma': 0.015001699105102462, 'reg_alpha': 0.8486907858939341, 'reg_lambda': 1.6624071702218577}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:24,916] Trial 57 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 156, 'learning_rate': 0.2173384579099616, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8801817605687433, 'colsample_bytree': 0.684705376716568, 'gamma': 3.3512591666998306, 'reg_alpha': 0.8089800836503781, 'reg_lambda': 1.2480685309612756}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:25,207] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.2592804209893887, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9300812475782901, 'colsample_bytree': 0.7835860759520648, 'gamma': 0.4674414010869308, 'reg_alpha': 0.7649226606364119, 'reg_lambda': 1.5292807809576723}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:25,581] Trial 59 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 117, 'learning_rate': 0.14660948151915076, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8290867026949742, 'colsample_bytree': 0.8806403253605307, 'gamma': 0.2185051263788389, 'reg_alpha': 0.9398367852973625, 'reg_lambda': 1.7586688927308294}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:25,936] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.11474097817789267, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.6208607756143502, 'colsample_bytree': 0.6356331187438847, 'gamma': 1.0429121079367556, 'reg_alpha': 0.7164112289770697, 'reg_lambda': 1.940849770934681}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:26,214] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.1373490344952855, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8290575029647933, 'colsample_bytree': 0.8767988369160288, 'gamma': 0.18564521910223386, 'reg_alpha': 0.922745172965941, 'reg_lambda': 1.7314419877135592}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:26,522] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 94, 'learning_rate': 0.1431688735893005, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8592826665850305, 'colsample_bytree': 0.9326409043557826, 'gamma': 0.3185865918868054, 'reg_alpha': 0.9586368277227793, 'reg_lambda': 2.0314662362923586}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:26,772] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 126, 'learning_rate': 0.15953907343949741, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8350926306540349, 'colsample_bytree': 0.8383165630391556, 'gamma': 0.6681159708464863, 'reg_alpha': 0.877680506943441, 'reg_lambda': 1.8388589951183298}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:27,160] Trial 64 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 144, 'learning_rate': 0.2761188606333447, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7948021030280775, 'colsample_bytree': 0.9007556565123317, 'gamma': 0.15053464811670464, 'reg_alpha': 0.9522253369079938, 'reg_lambda': 1.4850413549909525}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:27,437] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.1961456376051731, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9007248641030378, 'colsample_bytree': 0.7341039631686094, 'gamma': 0.8899317292000735, 'reg_alpha': 0.81559652021192, 'reg_lambda': 1.3658275887349072}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:27,693] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 102, 'learning_rate': 0.2253269516535185, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9154041684060285, 'colsample_bytree': 0.8572169808801363, 'gamma': 0.5616923987683067, 'reg_alpha': 0.9927107010591276, 'reg_lambda': 1.5952648246050154}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:28,045] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.10657022609895611, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8713022461289465, 'colsample_bytree': 0.7615630982690006, 'gamma': 0.374998664271728, 'reg_alpha': 0.856794635691374, 'reg_lambda': 1.719816519901277}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:28,288] Trial 68 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 136, 'learning_rate': 0.16703743056323667, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8145306681427479, 'colsample_bytree': 0.894368602148385, 'gamma': 0.13248863051193105, 'reg_alpha': 0.8972602024859584, 'reg_lambda': 1.4661849800643638}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:28,557] Trial 69 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 68, 'learning_rate': 0.2333566213514648, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8857671624563037, 'colsample_bytree': 0.9807271951806881, 'gamma': 1.1766014231204274, 'reg_alpha': 0.8274033501030644, 'reg_lambda': 1.6787709276880112}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:28,787] Trial 70 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 113, 'learning_rate': 0.12364263760690153, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9429081651037166, 'colsample_bytree': 0.7960610871390368, 'gamma': 0.7941383807959597, 'reg_alpha': 0.784286606752981, 'reg_lambda': 1.297137867980886}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:29,106] Trial 71 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 149, 'learning_rate': 0.07961880594146305, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9678506568515379, 'colsample_bytree': 0.6113952775283858, 'gamma': 0.034011730860858264, 'reg_alpha': 0.5769608145093524, 'reg_lambda': 1.7828892513351273}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:29,462] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.04790212073099923, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9912288839711538, 'colsample_bytree': 0.6260329909094065, 'gamma': 0.3390777223871416, 'reg_alpha': 0.6390378052310786, 'reg_lambda': 1.5707166134178352}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:29,727] Trial 73 finished with value: 0.755952380952381 and parameters: {'n_estimators': 175, 'learning_rate': 0.08828752500880954, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9702874640933672, 'colsample_bytree': 0.7115859758848182, 'gamma': 0.4489470148085295, 'reg_alpha': 0.6988273186517455, 'reg_lambda': 1.8876360623515762}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:30,130] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.06906218218287113, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9550535487310058, 'colsample_bytree': 0.6911360970411252, 'gamma': 0.6509287517557962, 'reg_alpha': 0.6806091530288818, 'reg_lambda': 1.8611293429403235}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:30,448] Trial 75 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 181, 'learning_rate': 0.09208373992510022, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9710748507884911, 'colsample_bytree': 0.7123568766842882, 'gamma': 0.47464034321984616, 'reg_alpha': 0.713802316439728, 'reg_lambda': 1.0533170143000032}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:30,784] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.1486017500038531, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9359746458646383, 'colsample_bytree': 0.751446781587678, 'gamma': 2.1897052768991134, 'reg_alpha': 0.7747678968483855, 'reg_lambda': 2.7103743834333063}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:31,193] Trial 77 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.27449485384388156, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9153250018860434, 'colsample_bytree': 0.6719075977531104, 'gamma': 0.21845607699389458, 'reg_alpha': 0.744983563622861, 'reg_lambda': 1.9794358019781622}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:31,497] Trial 78 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 208, 'learning_rate': 0.28218831117137166, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9215888973394518, 'colsample_bytree': 0.6438549612983592, 'gamma': 0.5348199214939513, 'reg_alpha': 0.7380242547109582, 'reg_lambda': 2.1152797792836298}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:31,824] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 192, 'learning_rate': 0.266333361440378, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9049238540424542, 'colsample_bytree': 0.6773700523296077, 'gamma': 0.12435255759064373, 'reg_alpha': 0.6742462547407319, 'reg_lambda': 2.0176860279161355}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:32,116] Trial 80 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 215, 'learning_rate': 0.29683982786210744, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.956547124235322, 'colsample_bytree': 0.66004397802788, 'gamma': 0.32519624194750346, 'reg_alpha': 0.8387719936141255, 'reg_lambda': 1.9499943313485606}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:32,487] Trial 81 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 164, 'learning_rate': 0.21244934961981757, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.894048026539759, 'colsample_bytree': 0.7066145080048998, 'gamma': 0.23247137831335546, 'reg_alpha': 0.9112209016300419, 'reg_lambda': 1.8040844524694966}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:32,770] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.20458592679453863, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8921352762905926, 'colsample_bytree': 0.7089790525262296, 'gamma': 0.015865513494330213, 'reg_alpha': 0.8704186628545216, 'reg_lambda': 1.9093049790082919}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:33,101] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 187, 'learning_rate': 0.24680938767203914, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9172264438751423, 'colsample_bytree': 0.6928593207332888, 'gamma': 0.4268162666577838, 'reg_alpha': 0.8037290329824541, 'reg_lambda': 1.8223202848791655}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:33,509] Trial 84 finished with value: 0.755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.23472364051052053, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.938516933363348, 'colsample_bytree': 0.7234568171747026, 'gamma': 0.274232562391949, 'reg_alpha': 0.7590057211559715, 'reg_lambda': 2.2507131426976374}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:33,919] Trial 85 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 243, 'learning_rate': 0.23588047915020519, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9423191700035457, 'colsample_bytree': 0.7224943148532075, 'gamma': 0.6004728944039518, 'reg_alpha': 0.751073711664493, 'reg_lambda': 2.1479752471065368}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:34,317] Trial 86 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 241, 'learning_rate': 0.2060305569898499, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9747470988382653, 'colsample_bytree': 0.7376779615127161, 'gamma': 0.852116996646952, 'reg_alpha': 0.9225813329530621, 'reg_lambda': 2.259552590968562}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:34,624] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.18835438575702726, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9754640626060943, 'colsample_bytree': 0.7393318513294975, 'gamma': 0.8178535714842697, 'reg_alpha': 0.9654902386400389, 'reg_lambda': 2.270895389686242}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:35,025] Trial 88 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 229, 'learning_rate': 0.21271633699935008, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9888491712874935, 'colsample_bytree': 0.7071593676577742, 'gamma': 0.26220931442620976, 'reg_alpha': 0.9160260136677512, 'reg_lambda': 2.4689921714981478}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:35,325] Trial 89 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.17406643522337367, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9262240029791863, 'colsample_bytree': 0.7742470571839466, 'gamma': 0.9920823176560105, 'reg_alpha': 0.8951980197988184, 'reg_lambda': 2.3512154844133053}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:35,739] Trial 90 finished with value: 0.755952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.2593111521273444, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9619486333910651, 'colsample_bytree': 0.7006698006911589, 'gamma': 0.685626656419926, 'reg_alpha': 0.862519887855301, 'reg_lambda': 2.227613428893462}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:36,147] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.2504039308667039, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9600907618243656, 'colsample_bytree': 0.753763568456522, 'gamma': 2.585571881019664, 'reg_alpha': 0.8588848390901079, 'reg_lambda': 2.4397576840956927}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:36,492] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.27135246330829776, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9802716624431624, 'colsample_bytree': 0.7218428551306535, 'gamma': 0.7378738283937643, 'reg_alpha': 0.7898414720380105, 'reg_lambda': 2.1906865578280303}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:36,862] Trial 93 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.2103340614429636, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9506653241475249, 'colsample_bytree': 0.6979054654830347, 'gamma': 0.4287590585819491, 'reg_alpha': 0.8291899295918934, 'reg_lambda': 2.6297050875145613}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:37,166] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 229, 'learning_rate': 0.23200663605468608, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9361228781275011, 'colsample_bytree': 0.6704893439858223, 'gamma': 0.11642528533071572, 'reg_alpha': 0.7636653774180192, 'reg_lambda': 2.252369332927444}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:37,554] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.18509588715832692, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9631449410439588, 'colsample_bytree': 0.6839677640166052, 'gamma': 0.30451216771854156, 'reg_alpha': 0.9182920907379668, 'reg_lambda': 2.184052918907966}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:37,890] Trial 96 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.2628748092087002, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9432250438513289, 'colsample_bytree': 0.7296382395470894, 'gamma': 2.899296142405116, 'reg_alpha': 0.9753310717290743, 'reg_lambda': 2.9830466343199555}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:38,290] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 233, 'learning_rate': 0.2978109379308758, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9319579837037684, 'colsample_bytree': 0.7014802945517604, 'gamma': 0.6079737454616608, 'reg_alpha': 0.5707220477753078, 'reg_lambda': 2.304851080013782}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:38,635] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.20097295520621178, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.972101094875664, 'colsample_bytree': 0.7178815544826582, 'gamma': 0.8909147850750909, 'reg_alpha': 0.8756244892477542, 'reg_lambda': 2.0800158103011026}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:38,942] Trial 99 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 239, 'learning_rate': 0.22116294228930017, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9097187992633289, 'colsample_bytree': 0.7403796467470536, 'gamma': 0.21191963777013817, 'reg_alpha': 0.5103320867125946, 'reg_lambda': 1.9870800302654}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:39,250] Trial 100 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 194, 'learning_rate': 0.05745092996550457, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7354494613971834, 'colsample_bytree': 0.6757189184310082, 'gamma': 0.49629607455757946, 'reg_alpha': 0.9351035138597451, 'reg_lambda': 2.0430262823886656}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:39,626] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 225, 'learning_rate': 0.2671428870047752, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9883187324744899, 'colsample_bytree': 0.8059844383227177, 'gamma': 0.696596408339736, 'reg_alpha': 0.8443487846470983, 'reg_lambda': 1.3750819125205918}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:40,103] Trial 102 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.24277435234322842, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9526211840769907, 'colsample_bytree': 0.6876618685950062, 'gamma': 0.1419211710960775, 'reg_alpha': 0.8151230104548719, 'reg_lambda': 1.6371710951762792}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:40,553] Trial 103 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 219, 'learning_rate': 0.0134026104801602, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9619565714790557, 'colsample_bytree': 0.7059857045285377, 'gamma': 0.3595458714336515, 'reg_alpha': 0.7925822605821169, 'reg_lambda': 1.5059373634587114}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:40,880] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.28156015929939865, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9946550775857566, 'colsample_bytree': 0.666720744421777, 'gamma': 0.5435820350221727, 'reg_alpha': 0.7277697422374991, 'reg_lambda': 1.4391600208054838}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:41,159] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 132, 'learning_rate': 0.22370231670377347, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9783534985799437, 'colsample_bytree': 0.7162628827094839, 'gamma': 0.27124598565103575, 'reg_alpha': 0.6953328029362618, 'reg_lambda': 2.39972833419946}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:41,502] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 208, 'learning_rate': 0.03649189314422835, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9217635368512089, 'colsample_bytree': 0.6559363427637703, 'gamma': 0.46817539791326857, 'reg_alpha': 0.896610724022061, 'reg_lambda': 1.224625919458369}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:41,966] Trial 107 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.15887455665581643, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8792762525956233, 'colsample_bytree': 0.6788808531698821, 'gamma': 0.09186047020105097, 'reg_alpha': 0.6428866812277856, 'reg_lambda': 1.9015799789126067}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:42,375] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.16016729762152973, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8732504021865845, 'colsample_bytree': 0.6977041850038831, 'gamma': 0.11262155886323079, 'reg_alpha': 0.6321906181859915, 'reg_lambda': 1.801092859849245}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:42,800] Trial 109 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.17914680597795485, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8658768770043606, 'colsample_bytree': 0.6807055833076139, 'gamma': 1.5174887544238937, 'reg_alpha': 0.6467968364817754, 'reg_lambda': 1.8871089571433468}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:43,229] Trial 110 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 235, 'learning_rate': 0.19938702138245115, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9025112169779584, 'colsample_bytree': 0.7273137928093732, 'gamma': 0.21257673880761946, 'reg_alpha': 0.5957406032546143, 'reg_lambda': 1.9678979902458726}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:43,694] Trial 111 finished with value: 0.738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.019814044529046473, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8798545207149344, 'colsample_bytree': 0.6922433469795302, 'gamma': 0.4013086955945213, 'reg_alpha': 0.661172217005319, 'reg_lambda': 2.1000584123771087}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:43,981] Trial 112 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 122, 'learning_rate': 0.2525577066781078, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9463923747654147, 'colsample_bytree': 0.6722483952920093, 'gamma': 4.519361714547257, 'reg_alpha': 0.7619230305541265, 'reg_lambda': 1.5931710997989672}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:44,207] Trial 113 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 106, 'learning_rate': 0.2784380422491677, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9131043297382596, 'colsample_bytree': 0.6623020619894562, 'gamma': 0.09003113408755055, 'reg_alpha': 0.8686151239191384, 'reg_lambda': 1.6896555601986603}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:44,500] Trial 114 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 97, 'learning_rate': 0.1675894055529584, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9152541406607074, 'colsample_bytree': 0.6370043768138874, 'gamma': 0.10138664327935343, 'reg_alpha': 0.8671269274838553, 'reg_lambda': 1.6769600680137744}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:44,784] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 105, 'learning_rate': 0.2783732436578586, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8942750683159555, 'colsample_bytree': 0.6611824510758791, 'gamma': 0.29113130893758976, 'reg_alpha': 0.8277215841360451, 'reg_lambda': 1.9024709262482722}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:45,081] Trial 116 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.2377262158675367, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.8505326263896522, 'colsample_bytree': 0.6513929683262777, 'gamma': 0.007354739261932475, 'reg_alpha': 0.9474775446902425, 'reg_lambda': 1.7490605096098828}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:45,381] Trial 117 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 89, 'learning_rate': 0.21099287400399877, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9093573532923938, 'colsample_bytree': 0.7018045340642768, 'gamma': 0.18194845097780193, 'reg_alpha': 0.904253964935821, 'reg_lambda': 2.2193627543785976}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:45,644] Trial 118 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 182, 'learning_rate': 0.15447562304072923, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9273618790568543, 'colsample_bytree': 0.8304386900142265, 'gamma': 3.6531797836669417, 'reg_alpha': 0.7006136424601654, 'reg_lambda': 2.325870362935306}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:45,903] Trial 119 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.1882185920559104, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8836577902151095, 'colsample_bytree': 0.7582023026075811, 'gamma': 0.5999997226881917, 'reg_alpha': 0.7333778623464652, 'reg_lambda': 1.8487166618088533}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:46,150] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 77, 'learning_rate': 0.2545319832237936, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9378752509048897, 'colsample_bytree': 0.7356908539306898, 'gamma': 1.876275809768151, 'reg_alpha': 0.5236181191980817, 'reg_lambda': 1.552321578797794}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:46,372] Trial 121 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.2997513438277341, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9673175749488089, 'colsample_bytree': 0.680640628284042, 'gamma': 0.3444991859440866, 'reg_alpha': 0.7810699066797181, 'reg_lambda': 1.6937487990736546}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:46,598] Trial 122 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 127, 'learning_rate': 0.2787320387540678, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9562458373494545, 'colsample_bytree': 0.7125352696279661, 'gamma': 0.41303307498884184, 'reg_alpha': 0.8435757174069308, 'reg_lambda': 1.6238745822001162}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:46,917] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.13646088675344348, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9558524355328339, 'colsample_bytree': 0.7100277501819731, 'gamma': 0.4490574270574341, 'reg_alpha': 0.8518320970741119, 'reg_lambda': 1.6373521937932876}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:47,157] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 123, 'learning_rate': 0.2605436000183849, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8990824933329996, 'colsample_bytree': 0.7449382628162805, 'gamma': 0.10205899697157444, 'reg_alpha': 0.9259874418730965, 'reg_lambda': 1.8041056366307608}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:47,529] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.23072664308584137, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9710264208939308, 'colsample_bytree': 0.7217818022884598, 'gamma': 0.28226524128344166, 'reg_alpha': 0.8766944539701926, 'reg_lambda': 2.061152838303241}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:47,826] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 226, 'learning_rate': 0.2869181618586517, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9302124625993977, 'colsample_bytree': 0.6976545382324516, 'gamma': 0.6866632235405685, 'reg_alpha': 0.6097842171713427, 'reg_lambda': 1.7463545801221283}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:48,120] Trial 127 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 157, 'learning_rate': 0.21767900261427153, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9485103182139655, 'colsample_bytree': 0.6867654472825885, 'gamma': 0.8131814399249264, 'reg_alpha': 0.4689707212441599, 'reg_lambda': 1.9170523402673236}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:48,432] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.26794686356488223, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9208304480777383, 'colsample_bytree': 0.6710773152508196, 'gamma': 0.2038213124440826, 'reg_alpha': 0.7991011273146426, 'reg_lambda': 1.5346159716191519}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:48,766] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.24811901226716815, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9848034835587017, 'colsample_bytree': 0.7142425243789788, 'gamma': 0.3570662156676967, 'reg_alpha': 0.8283751333760225, 'reg_lambda': 2.1632511568239687}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:49,060] Trial 130 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 140, 'learning_rate': 0.20115844794533333, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8905642116756671, 'colsample_bytree': 0.7912168565520775, 'gamma': 0.5141681675392229, 'reg_alpha': 0.8839802409060977, 'reg_lambda': 1.8548210791740938}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:49,335] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 129, 'learning_rate': 0.28369776936173724, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.940159169694116, 'colsample_bytree': 0.6639913119196762, 'gamma': 0.08412601567170858, 'reg_alpha': 0.8469114416718085, 'reg_lambda': 1.6019403043760168}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:49,588] Trial 132 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 114, 'learning_rate': 0.2371208380119663, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.96192208307956, 'colsample_bytree': 0.6900784753252803, 'gamma': 0.5923413245811399, 'reg_alpha': 0.8114431479281273, 'reg_lambda': 1.334779128186219}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:49,881] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.23811427448154163, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9648756218002941, 'colsample_bytree': 0.7068489160607219, 'gamma': 0.42041341915610214, 'reg_alpha': 0.7466264469603417, 'reg_lambda': 1.4725747924388046}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:50,125] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.22046267607137057, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9561346561287338, 'colsample_bytree': 0.6903206530761317, 'gamma': 0.6116057048716825, 'reg_alpha': 0.6818049779849954, 'reg_lambda': 1.6766002099288995}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:50,494] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.26602762709601446, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9807588143709476, 'colsample_bytree': 0.6782380013952832, 'gamma': 0.2516975310454198, 'reg_alpha': 0.7742747538068355, 'reg_lambda': 1.4111837721952254}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:50,813] Trial 136 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 89, 'learning_rate': 0.1825937046798753, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9477563620669449, 'colsample_bytree': 0.7285040386553217, 'gamma': 0.9443592988892523, 'reg_alpha': 0.8214150348790291, 'reg_lambda': 1.3366565221963196}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:51,059] Trial 137 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 110, 'learning_rate': 0.29887350311782446, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9106921925397193, 'colsample_bytree': 0.696815668527477, 'gamma': 0.36885159994404676, 'reg_alpha': 0.8002532513436309, 'reg_lambda': 1.778028970402104}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:51,433] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.23922280676510715, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9326846457860184, 'colsample_bytree': 0.7153764544542756, 'gamma': 0.7307592705774305, 'reg_alpha': 0.8630711205039314, 'reg_lambda': 1.986101159351732}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:51,732] Trial 139 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 211, 'learning_rate': 0.13163113377385002, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9758563274840808, 'colsample_bytree': 0.6462502425277434, 'gamma': 0.191334230785087, 'reg_alpha': 0.7136741545072139, 'reg_lambda': 2.2819194617123135}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:51,986] Trial 140 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.20862743678182963, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9980962598452384, 'colsample_bytree': 0.7689627922935445, 'gamma': 1.1576085390063962, 'reg_alpha': 0.9084113821070872, 'reg_lambda': 2.5341182332408705}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:52,290] Trial 141 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 127, 'learning_rate': 0.2802532460296458, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9625754754749539, 'colsample_bytree': 0.6917774739195702, 'gamma': 0.5326479929927597, 'reg_alpha': 0.8063943687371224, 'reg_lambda': 1.3973899236843526}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:52,531] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 124, 'learning_rate': 0.2775031362920868, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9659374913140351, 'colsample_bytree': 0.6843476553577584, 'gamma': 0.5190754580004537, 'reg_alpha': 0.8400623031384115, 'reg_lambda': 1.3000442843906064}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:52,888] Trial 143 finished with value: 0.761904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.2721921259652595, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9636019044521618, 'colsample_bytree': 0.6862096665726601, 'gamma': 0.488094549821303, 'reg_alpha': 0.8366376597723257, 'reg_lambda': 1.271918832086581}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:53,142] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 132, 'learning_rate': 0.2701255936019111, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9645922468394083, 'colsample_bytree': 0.7035025353923401, 'gamma': 0.5693783582260523, 'reg_alpha': 0.849827293660444, 'reg_lambda': 1.0535972248685264}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:53,521] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.25628800951514735, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9718251582380913, 'colsample_bytree': 0.6861738847858538, 'gamma': 0.8576320501370516, 'reg_alpha': 0.8792969455091499, 'reg_lambda': 1.3314910775683635}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:53,760] Trial 146 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 136, 'learning_rate': 0.2791720179084701, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9578823736574417, 'colsample_bytree': 0.691198188420123, 'gamma': 0.5062181321239563, 'reg_alpha': 0.7575444891768616, 'reg_lambda': 1.2552071026013896}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:54,059] Trial 147 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.2811885324628774, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9510336855732037, 'colsample_bytree': 0.6746826613005643, 'gamma': 0.49438126759789625, 'reg_alpha': 0.7696017341631023, 'reg_lambda': 1.1823084658818759}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:54,314] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 146, 'learning_rate': 0.23750500430107274, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9876163134761005, 'colsample_bytree': 0.6934142997329497, 'gamma': 0.45302132296032616, 'reg_alpha': 0.10383894195151433, 'reg_lambda': 1.2711580356284673}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:54,660] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 125, 'learning_rate': 0.2811232473947725, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9420608797742052, 'colsample_bytree': 0.6662203307922372, 'gamma': 0.2955055249674443, 'reg_alpha': 0.7487962863317348, 'reg_lambda': 1.1316390914516843}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:54,905] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.22022086384113201, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9577708482841992, 'colsample_bytree': 0.6559946671826287, 'gamma': 0.6135733122548659, 'reg_alpha': 0.807942472497085, 'reg_lambda': 1.2463022544734021}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:55,245] Trial 151 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 126, 'learning_rate': 0.29993888356144854, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9661316579992902, 'colsample_bytree': 0.6815142234463025, 'gamma': 0.6910598534648555, 'reg_alpha': 0.8374395557960373, 'reg_lambda': 1.1089313959356204}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:55,485] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.25825940708584477, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9761890732725258, 'colsample_bytree': 0.6805364329182968, 'gamma': 0.00018679874357693804, 'reg_alpha': 0.8272580909043299, 'reg_lambda': 1.1927300051209904}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:55,762] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 122, 'learning_rate': 0.2955841502093758, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9698872270296542, 'colsample_bytree': 0.6868478853931386, 'gamma': 0.7256689596076369, 'reg_alpha': 0.8395457099446244, 'reg_lambda': 1.1002113841032217}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:56,010] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 137, 'learning_rate': 0.2758872396089799, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9612381652946389, 'colsample_bytree': 0.7091525287157641, 'gamma': 0.5253914886187013, 'reg_alpha': 0.7852369403347635, 'reg_lambda': 0.9987333785690771}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:56,332] Trial 155 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.23930162421000079, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9520309763386795, 'colsample_bytree': 0.6727311094615513, 'gamma': 0.3861059510384811, 'reg_alpha': 0.888734526135113, 'reg_lambda': 1.3075141362717677}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:56,582] Trial 156 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 130, 'learning_rate': 0.2998698532647168, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9828149462703568, 'colsample_bytree': 0.693990279258538, 'gamma': 0.7933602475296779, 'reg_alpha': 0.8127507997600338, 'reg_lambda': 1.3572065322917395}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:56,910] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 131, 'learning_rate': 0.29642244833041737, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9908280562991509, 'colsample_bytree': 0.691163186170436, 'gamma': 1.0104839371266987, 'reg_alpha': 0.8100029139393898, 'reg_lambda': 1.3890433264878994}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:57,197] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.25702265394095747, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9844935315098773, 'colsample_bytree': 0.6622889925838185, 'gamma': 0.8442432252937214, 'reg_alpha': 0.9062588755332438, 'reg_lambda': 1.2200692870540477}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:57,438] Trial 159 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 120, 'learning_rate': 0.2779995381632882, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9791753410895591, 'colsample_bytree': 0.6840387923856772, 'gamma': 0.7658451456843302, 'reg_alpha': 0.8347816488412891, 'reg_lambda': 1.283760976512712}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:57,792] Trial 160 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 118, 'learning_rate': 0.2755744090969626, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6719498137614897, 'colsample_bytree': 0.6828639870311393, 'gamma': 0.7571629228922228, 'reg_alpha': 0.830834460512344, 'reg_lambda': 0.8718974931214654}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:58,038] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 125, 'learning_rate': 0.27457535289066437, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9796748968964104, 'colsample_bytree': 0.6974416750916383, 'gamma': 0.631075103883369, 'reg_alpha': 0.8649284861887602, 'reg_lambda': 1.3469897492650131}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:58,287] Trial 162 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 106, 'learning_rate': 0.24937505598055174, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9987877469598389, 'colsample_bytree': 0.6746474993666244, 'gamma': 1.269276028486579, 'reg_alpha': 0.8004787881094361, 'reg_lambda': 1.2767861952578645}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:58,522] Trial 163 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 128, 'learning_rate': 0.29382577266015303, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9719100277920592, 'colsample_bytree': 0.702246025785612, 'gamma': 1.1008786447638845, 'reg_alpha': 0.8505048978824765, 'reg_lambda': 1.4281213888549027}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:58,782] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.2641196235292794, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9654913163034878, 'colsample_bytree': 0.6854552655815649, 'gamma': 0.5384849409629893, 'reg_alpha': 0.7889581286404957, 'reg_lambda': 1.1042135747312138}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:59,103] Trial 165 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 97, 'learning_rate': 0.24765344382625287, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9829276422713137, 'colsample_bytree': 0.6917786158481533, 'gamma': 0.9059239240558297, 'reg_alpha': 0.817771580274676, 'reg_lambda': 1.2910300719432979}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:59,479] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.2497553742582831, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9910232382475128, 'colsample_bytree': 0.6671734697684739, 'gamma': 0.9269975325247757, 'reg_alpha': 0.8393114974131785, 'reg_lambda': 1.292706822843526}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:59,695] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 84, 'learning_rate': 0.299630002667947, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9815324076955054, 'colsample_bytree': 0.6937318749724979, 'gamma': 0.8104784389603022, 'reg_alpha': 0.81498796767478, 'reg_lambda': 1.2228334280418858}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:59,916] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.22216526579915097, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9765704703609308, 'colsample_bytree': 0.6782799183140601, 'gamma': 0.6882415475571075, 'reg_alpha': 0.8893994258783183, 'reg_lambda': 1.3714770750604857}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:34:00,238] Trial 169 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 120, 'learning_rate': 0.29983256284498017, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9625465547434883, 'colsample_bytree': 0.6881758836210993, 'gamma': 1.031499507309271, 'reg_alpha': 0.934232930645874, 'reg_lambda': 1.1611293138925292}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:00,493] Trial 170 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 120, 'learning_rate': 0.29877194687269354, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.958499448245227, 'colsample_bytree': 0.6917107290260744, 'gamma': 1.0446598871807409, 'reg_alpha': 0.9594611568777842, 'reg_lambda': 1.1521419395501589}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:00,779] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 123, 'learning_rate': 0.2768818369422579, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9581356928383428, 'colsample_bytree': 0.6876863700816676, 'gamma': 0.9932334675281153, 'reg_alpha': 0.963105518275909, 'reg_lambda': 1.1514925677458494}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:01,018] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.010256920460380212, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9663374292376574, 'colsample_bytree': 0.7023352351847872, 'gamma': 1.1490960587621366, 'reg_alpha': 0.9922484148419192, 'reg_lambda': 1.0791757937632855}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:01,334] Trial 173 finished with value: 0.761904761904762 and parameters: {'n_estimators': 121, 'learning_rate': 0.2790887065176964, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9531141037562874, 'colsample_bytree': 0.6920710785091707, 'gamma': 1.3922366172615162, 'reg_alpha': 0.9406988304261612, 'reg_lambda': 1.182626942817912}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:01,557] Trial 174 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 121, 'learning_rate': 0.28359665852828797, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9523358378538554, 'colsample_bytree': 0.6941291648562071, 'gamma': 1.4162998607866084, 'reg_alpha': 0.9366958989391581, 'reg_lambda': 1.0067782331220783}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:01,793] Trial 175 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 121, 'learning_rate': 0.28621908611682345, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.953724199555299, 'colsample_bytree': 0.6938211461774806, 'gamma': 1.6695683119377782, 'reg_alpha': 0.9415550806585098, 'reg_lambda': 0.9367396943649176}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:02,094] Trial 176 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 114, 'learning_rate': 0.2975956447362551, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9466312524817652, 'colsample_bytree': 0.7088909323666713, 'gamma': 1.339454981155212, 'reg_alpha': 0.9738924914523558, 'reg_lambda': 1.001253284701864}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:02,346] Trial 177 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.2630683660429, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9634874765441702, 'colsample_bytree': 0.6843442964262301, 'gamma': 1.2330522293252382, 'reg_alpha': 0.9564150627199044, 'reg_lambda': 1.1745034118158295}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:02,613] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 108, 'learning_rate': 0.24883433168835228, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9737467311149288, 'colsample_bytree': 0.6960689157726376, 'gamma': 1.4685641237527731, 'reg_alpha': 0.9285398919350285, 'reg_lambda': 1.2630968352965108}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:02,833] Trial 179 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 103, 'learning_rate': 0.27403934459726714, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9551703568174278, 'colsample_bytree': 0.7155809776658638, 'gamma': 1.5684801152550596, 'reg_alpha': 0.918525296114406, 'reg_lambda': 1.1520327008487554}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:03,075] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.2982075670187017, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9848226994254822, 'colsample_bytree': 0.7038649111080043, 'gamma': 0.9157237677399647, 'reg_alpha': 0.924639088152701, 'reg_lambda': 1.2324964833935512}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:03,390] Trial 181 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 94, 'learning_rate': 0.2624923831563101, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9612996510216852, 'colsample_bytree': 0.6902553241382068, 'gamma': 1.7902321405182913, 'reg_alpha': 0.9452976687607936, 'reg_lambda': 1.328071983299464}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:03,591] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 93, 'learning_rate': 0.2635585788098845, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9628325949178962, 'colsample_bytree': 0.6905776099395045, 'gamma': 1.894727825849932, 'reg_alpha': 0.943071121404095, 'reg_lambda': 1.3198867548841404}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:03,939] Trial 183 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 130, 'learning_rate': 0.23384162053007998, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9724350739168315, 'colsample_bytree': 0.6811125037424891, 'gamma': 2.321361835399634, 'reg_alpha': 0.9781789527746333, 'reg_lambda': 1.4189246820467725}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:04,148] Trial 184 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 97, 'learning_rate': 0.27951522105356247, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9455166052821704, 'colsample_bytree': 0.6953282803842935, 'gamma': 1.082610778142001, 'reg_alpha': 0.955471359193643, 'reg_lambda': 1.1980219693145007}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:04,394] Trial 185 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 98, 'learning_rate': 0.24850351480017102, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9429774561132948, 'colsample_bytree': 0.67058554797945, 'gamma': 1.0783700263364508, 'reg_alpha': 0.997366322182512, 'reg_lambda': 1.3460359505529809}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:04,600] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 90, 'learning_rate': 0.26231813847547014, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.960456113779169, 'colsample_bytree': 0.7028731936468273, 'gamma': 1.090154822243209, 'reg_alpha': 0.907406504534865, 'reg_lambda': 1.2842599713091958}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:04,847] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.28098866575453857, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9776576442872928, 'colsample_bytree': 0.6825411586550255, 'gamma': 0.8671983821471294, 'reg_alpha': 0.950730569216908, 'reg_lambda': 1.1148578465929713}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:05,077] Trial 188 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 110, 'learning_rate': 0.2346135736236529, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9467782984191895, 'colsample_bytree': 0.6974125293762384, 'gamma': 1.0278749911967253, 'reg_alpha': 0.8920971172821013, 'reg_lambda': 1.4585219638707017}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:05,438] Trial 189 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 105, 'learning_rate': 0.2985621196428834, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.967867019131131, 'colsample_bytree': 0.6587566387855633, 'gamma': 1.1966471282710485, 'reg_alpha': 0.9678411031597065, 'reg_lambda': 1.0258079657774957}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:05,689] Trial 190 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 103, 'learning_rate': 0.2975774693192212, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9893731595122022, 'colsample_bytree': 0.6611091274684844, 'gamma': 1.2425867982959713, 'reg_alpha': 0.9704737249568187, 'reg_lambda': 1.0158414710383243}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:05,939] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.29972274573069063, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9662379561804023, 'colsample_bytree': 0.67735346372192, 'gamma': 0.9546439387838696, 'reg_alpha': 0.36726003962378045, 'reg_lambda': 0.9313028149196638}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:06,153] Trial 192 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 115, 'learning_rate': 0.2677370956048155, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9695640048854568, 'colsample_bytree': 0.6873904312708109, 'gamma': 1.1950744455097286, 'reg_alpha': 0.9256931389854568, 'reg_lambda': 1.2478729829144628}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:06,467] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.2531321316763619, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9590506617895236, 'colsample_bytree': 0.6566433195987261, 'gamma': 0.8112701800206337, 'reg_alpha': 0.8642085511704874, 'reg_lambda': 1.3937123584141577}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:06,698] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 134, 'learning_rate': 0.27905398922100016, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.97923931383393, 'colsample_bytree': 0.7086697535814882, 'gamma': 1.3157325702426355, 'reg_alpha': 0.9578113657415208, 'reg_lambda': 1.0685016499665543}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:06,907] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 101, 'learning_rate': 0.2801782993689977, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9792725094778604, 'colsample_bytree': 0.7149755647267035, 'gamma': 1.3674044230514926, 'reg_alpha': 0.958386131075486, 'reg_lambda': 1.0580901337136668}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:07,229] Trial 196 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 107, 'learning_rate': 0.2473954528492651, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.98556080080758, 'colsample_bytree': 0.7089206803093895, 'gamma': 1.7372722158487184, 'reg_alpha': 0.9794282393125848, 'reg_lambda': 0.8010485755490742}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:07,554] Trial 197 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 111, 'learning_rate': 0.29890204353945343, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9750270397178282, 'colsample_bytree': 0.6978353922170548, 'gamma': 1.1078023098206404, 'reg_alpha': 0.915542482095031, 'reg_lambda': 1.121072972529054}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:07,746] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.26417274888946674, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9942317949482032, 'colsample_bytree': 0.7201499074745404, 'gamma': 1.4025805424310538, 'reg_alpha': 0.9389014706488144, 'reg_lambda': 1.0542230223199835}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:08,031] Trial 199 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 80, 'learning_rate': 0.2820757886382187, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9513581095015047, 'colsample_bytree': 0.6742832343337223, 'gamma': 1.2401948514544727, 'reg_alpha': 0.893931834195167, 'reg_lambda': 0.946014742155855}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:08,034] A new study created in memory with name: no-name-2d4a28c6-63fb-451e-8a31-18337fa6097a
[I 2025-11-03 20:34:08,312] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.01616992416190409, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8880800542664351, 'colsample_bytree': 0.9986093105651495, 'gamma': 0.08846519106094186, 'reg_alpha': 0.36067924035884014, 'reg_lambda': 2.952022331644635}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:34:08,509] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 116, 'learning_rate': 0.29451475016206524, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9396200058193561, 'colsample_bytree': 0.6170965733069843, 'gamma': 0.02847293258295025, 'reg_alpha': 0.40122286834462617, 'reg_lambda': 0.8297789032100373}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:34:08,862] Trial 2 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 190, 'learning_rate': 0.2092273485824453, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9631915196601621, 'colsample_bytree': 0.8288510142413775, 'gamma': 4.2979108650951146, 'reg_alpha': 0.5796948171377914, 'reg_lambda': 2.333409697146278}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 20:34:09,180] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.19913123137007374, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.743381402421868, 'colsample_bytree': 0.8986619752818266, 'gamma': 3.3400271314068353, 'reg_alpha': 0.5366703541956975, 'reg_lambda': 2.501693348730769}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 20:34:09,588] Trial 4 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 202, 'learning_rate': 0.13249042324558147, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7169113961656792, 'colsample_bytree': 0.6077353544244938, 'gamma': 3.3006115117953327, 'reg_alpha': 0.022066564315360915, 'reg_lambda': 2.84455541793754}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 20:34:09,866] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 206, 'learning_rate': 0.03282635016551704, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.635198052742366, 'colsample_bytree': 0.8873233826488837, 'gamma': 0.21386762517651148, 'reg_alpha': 0.07812689125692063, 'reg_lambda': 1.642434992455184}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 20:34:10,218] Trial 6 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 127, 'learning_rate': 0.039846622029678355, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9819250381877165, 'colsample_bytree': 0.9828595870158239, 'gamma': 1.257288010228042, 'reg_alpha': 0.19008212294786808, 'reg_lambda': 1.178260218243162}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:10,448] Trial 7 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 113, 'learning_rate': 0.01895023124906418, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8801746515666751, 'colsample_bytree': 0.7200229506821825, 'gamma': 4.910076796726052, 'reg_alpha': 0.343717895521952, 'reg_lambda': 2.7390172990848796}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:10,600] Trial 8 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 70, 'learning_rate': 0.018465863579740754, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6532785073281794, 'colsample_bytree': 0.6722315596219334, 'gamma': 4.76242363149375, 'reg_alpha': 0.052160459288080774, 'reg_lambda': 1.9027859836488963}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:10,909] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.07590597113473253, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.871600886677478, 'colsample_bytree': 0.7838268287458787, 'gamma': 0.5208635237163473, 'reg_alpha': 0.047163501764497795, 'reg_lambda': 2.1279107635711982}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:11,209] Trial 10 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 157, 'learning_rate': 0.053195940921871604, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9827595952733361, 'colsample_bytree': 0.9666258145765473, 'gamma': 1.4239877157549468, 'reg_alpha': 0.9151027405488861, 'reg_lambda': 1.0745953415640284}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:11,459] Trial 11 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 145, 'learning_rate': 0.054538470326801744, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9944463383555342, 'colsample_bytree': 0.9919918406412422, 'gamma': 1.4855968325736404, 'reg_alpha': 0.9863146586445859, 'reg_lambda': 1.0965943968697311}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:11,799] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 158, 'learning_rate': 0.03984844592449372, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8302109776481322, 'colsample_bytree': 0.9241930963184497, 'gamma': 1.505067165368037, 'reg_alpha': 0.8582130413731391, 'reg_lambda': 1.3372408901532122}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:12,009] Trial 13 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 23, 'learning_rate': 0.08992231903034435, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9293632007802977, 'colsample_bytree': 0.9564810186827217, 'gamma': 1.6738124384409259, 'reg_alpha': 0.7062887690265804, 'reg_lambda': 0.5202923742563805}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:12,308] Trial 14 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 172, 'learning_rate': 0.01006619266313741, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9958143646496147, 'colsample_bytree': 0.8375865722018647, 'gamma': 2.3122669162447678, 'reg_alpha': 0.21507009117997342, 'reg_lambda': 1.393620316664804}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:12,725] Trial 15 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 178, 'learning_rate': 0.010387247245220041, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7920140759778906, 'colsample_bytree': 0.8339378446191757, 'gamma': 2.4307746542837303, 'reg_alpha': 0.20384804100255507, 'reg_lambda': 1.584409192169757}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:12,958] Trial 16 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.011580623717803728, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9396264954912094, 'colsample_bytree': 0.7804789988000845, 'gamma': 2.2943465321117844, 'reg_alpha': 0.20339363891455556, 'reg_lambda': 1.4039731082359788}. Best is trial 16 with value: 0.7380952380952381.
[I 2025-11-03 20:34:13,216] Trial 17 finished with value: 0.75 and parameters: {'n_estimators': 87, 'learning_rate': 0.027029599703341206, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9197853332015508, 'colsample_bytree': 0.7502395749691981, 'gamma': 1.010139899567142, 'reg_alpha': 0.19567238177136984, 'reg_lambda': 0.7552334648240123}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:13,473] Trial 18 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.026144665068499853, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8319497729380347, 'colsample_bytree': 0.7637467511144937, 'gamma': 3.1716973677354448, 'reg_alpha': 0.25257376273123877, 'reg_lambda': 0.5410097273150805}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:13,599] Trial 19 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.023585811446296682, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9177527674033733, 'colsample_bytree': 0.7296159561103832, 'gamma': 0.8612825361429427, 'reg_alpha': 0.42410693964748264, 'reg_lambda': 0.8733259106125486}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:13,896] Trial 20 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 102, 'learning_rate': 0.013881944737325916, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7758848746336414, 'colsample_bytree': 0.6741723187153933, 'gamma': 2.03113576528398, 'reg_alpha': 0.6218263166899209, 'reg_lambda': 0.7896342466949522}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:14,116] Trial 21 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 87, 'learning_rate': 0.026536970413160648, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8205788384741948, 'colsample_bytree': 0.7719679685729514, 'gamma': 3.169297667094723, 'reg_alpha': 0.28924559043333153, 'reg_lambda': 0.5215037046010704}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:14,315] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 53, 'learning_rate': 0.02595384088422582, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8508725141369073, 'colsample_bytree': 0.7580142528677178, 'gamma': 2.84865291744734, 'reg_alpha': 0.12816789022824987, 'reg_lambda': 0.7682188272799272}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:14,548] Trial 23 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 90, 'learning_rate': 0.012677921598047431, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9113884552452881, 'colsample_bytree': 0.7072518532097745, 'gamma': 4.025653485338967, 'reg_alpha': 0.28138802498432486, 'reg_lambda': 0.6422734104165989}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:14,791] Trial 24 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 83, 'learning_rate': 0.021403318522412097, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9425456841428502, 'colsample_bytree': 0.8033990878726249, 'gamma': 3.8493064817298617, 'reg_alpha': 0.466924491591697, 'reg_lambda': 1.936620471432761}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:14,935] Trial 25 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.03397205819015012, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8520098274240713, 'colsample_bytree': 0.7476214416330744, 'gamma': 2.7494927545337777, 'reg_alpha': 0.13223797930287542, 'reg_lambda': 1.0611630123790559}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:15,273] Trial 26 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.04097415571046573, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8826922433954071, 'colsample_bytree': 0.6810441624645194, 'gamma': 2.0290344034368255, 'reg_alpha': 0.13452350736948315, 'reg_lambda': 1.4379525673085491}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:15,457] Trial 27 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.0727911651798504, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9036325501852732, 'colsample_bytree': 0.7436518307903893, 'gamma': 0.9456675733703641, 'reg_alpha': 0.14636688303845344, 'reg_lambda': 0.9913713381247743}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:15,817] Trial 28 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 48, 'learning_rate': 0.07675797098512492, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9031257249595002, 'colsample_bytree': 0.6439360492633202, 'gamma': 0.8242237765186295, 'reg_alpha': 0.12528775597774072, 'reg_lambda': 0.9844753969172098}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:16,025] Trial 29 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.12770491108225032, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8533468710291393, 'colsample_bytree': 0.7413565235646356, 'gamma': 0.9430929954853471, 'reg_alpha': 0.33415934797956126, 'reg_lambda': 1.205974637368575}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:16,122] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.06598990980988102, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.771552591783428, 'colsample_bytree': 0.8174954923233311, 'gamma': 0.4596928672626741, 'reg_alpha': 0.12709572065235414, 'reg_lambda': 0.9781452427896957}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:16,320] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.03251578089283228, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9549643570799594, 'colsample_bytree': 0.7006828265106928, 'gamma': 2.746191714834188, 'reg_alpha': 0.19015329413989715, 'reg_lambda': 1.204517864302975}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:16,597] Trial 32 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 97, 'learning_rate': 0.014316957004554784, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8977595594607892, 'colsample_bytree': 0.7929594172336867, 'gamma': 1.9106686106281026, 'reg_alpha': 0.30072474958528483, 'reg_lambda': 1.5160800169143496}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:16,838] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.11531478089139613, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8636684520217303, 'colsample_bytree': 0.7388100039379015, 'gamma': 1.1292924351671996, 'reg_alpha': 0.38184004851562614, 'reg_lambda': 1.2867807852330035}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:17,155] Trial 34 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 126, 'learning_rate': 0.016893345345082897, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9495992039902679, 'colsample_bytree': 0.8666431856087755, 'gamma': 2.6966237837318117, 'reg_alpha': 0.08805534840916762, 'reg_lambda': 1.7586463904383285}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:17,336] Trial 35 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 73, 'learning_rate': 0.046962367941162125, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9325772671318486, 'colsample_bytree': 0.7574446103974458, 'gamma': 3.6513853439228923, 'reg_alpha': 0.017034613760467554, 'reg_lambda': 0.918859934443485}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:17,686] Trial 36 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 39, 'learning_rate': 0.03308898452432769, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9610189827056408, 'colsample_bytree': 0.8506357463158627, 'gamma': 0.1026983765806071, 'reg_alpha': 0.2229447420524003, 'reg_lambda': 0.6790022710790402}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:17,819] Trial 37 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 60, 'learning_rate': 0.10176356984590476, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8989554012955764, 'colsample_bytree': 0.8081706978480251, 'gamma': 0.4808654780772672, 'reg_alpha': 0.16387885076383088, 'reg_lambda': 1.0381081229955407}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:18,092] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 104, 'learning_rate': 0.2099813808753392, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.6945878816083614, 'colsample_bytree': 0.6491241395000495, 'gamma': 1.8268302818102249, 'reg_alpha': 0.005525439088830325, 'reg_lambda': 0.7293216764987026}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:18,321] Trial 39 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 128, 'learning_rate': 0.1638844836059121, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8092733167455533, 'colsample_bytree': 0.7171073959887541, 'gamma': 2.1820452904377587, 'reg_alpha': 0.42854813255886576, 'reg_lambda': 1.740243646688816}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:18,448] Trial 40 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 38, 'learning_rate': 0.06146719089248393, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8487623968588632, 'colsample_bytree': 0.7861400995302319, 'gamma': 2.9473104659457707, 'reg_alpha': 0.09137263449128953, 'reg_lambda': 1.1799879646515377}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:18,703] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 80, 'learning_rate': 0.02936758724603781, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8354684838225617, 'colsample_bytree': 0.761274496137704, 'gamma': 3.5581225033245336, 'reg_alpha': 0.2540862622771266, 'reg_lambda': 0.6246825943677123}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:18,962] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.020364112438533675, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8759458416631392, 'colsample_bytree': 0.6942247564106638, 'gamma': 3.063430581052292, 'reg_alpha': 0.2425103438522943, 'reg_lambda': 0.8655016656136538}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:19,212] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.020910644802904874, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9262762628933915, 'colsample_bytree': 0.7399699767030611, 'gamma': 2.487050902221593, 'reg_alpha': 0.3369525797784682, 'reg_lambda': 0.8930998835124402}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:19,519] Trial 44 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 97, 'learning_rate': 0.01520378794128915, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8836127417603884, 'colsample_bytree': 0.6993025037170741, 'gamma': 4.163852750283066, 'reg_alpha': 0.08038337985802467, 'reg_lambda': 0.8216969918105428}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:19,778] Trial 45 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 60, 'learning_rate': 0.011803210141786256, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9688544526244425, 'colsample_bytree': 0.690328725553646, 'gamma': 1.1946361643631769, 'reg_alpha': 0.16445063932933707, 'reg_lambda': 1.12787178236709}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:20,120] Trial 46 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 56, 'learning_rate': 0.018321135112197125, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9703326017861472, 'colsample_bytree': 0.6235357658961563, 'gamma': 1.2781660921837996, 'reg_alpha': 0.1564912101640668, 'reg_lambda': 2.5435541455038377}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:20,387] Trial 47 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.044379094149609395, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8746631500479846, 'colsample_bytree': 0.6900038592430052, 'gamma': 0.6793391842386094, 'reg_alpha': 0.045952671509653764, 'reg_lambda': 1.0841530797507986}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:20,608] Trial 48 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 44, 'learning_rate': 0.032494495622838154, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9744549195483938, 'colsample_bytree': 0.6550719266599707, 'gamma': 0.30677497947948584, 'reg_alpha': 0.5393370569085284, 'reg_lambda': 1.305594069635461}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:20,817] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 62, 'learning_rate': 0.02173014363151488, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9081070429392093, 'colsample_bytree': 0.6632800491744117, 'gamma': 4.517124012243567, 'reg_alpha': 0.24661503418863429, 'reg_lambda': 1.1123018578444697}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:20,909] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 31, 'learning_rate': 0.0352499845167585, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.6093517793350968, 'colsample_bytree': 0.7213976099546674, 'gamma': 1.171257742343972, 'reg_alpha': 0.17068476325931056, 'reg_lambda': 0.9264452815079656}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:21,151] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.04449783765460485, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8742889518155449, 'colsample_bytree': 0.6887680888458763, 'gamma': 0.6602488316970219, 'reg_alpha': 0.08040031897996738, 'reg_lambda': 1.0646798407191538}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:21,440] Trial 52 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 76, 'learning_rate': 0.055443621203301825, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8625577610537789, 'colsample_bytree': 0.6385570499320732, 'gamma': 1.621164261151987, 'reg_alpha': 0.05937349198534013, 'reg_lambda': 0.8422611116915972}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:21,676] Trial 53 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 88, 'learning_rate': 0.037902136592642195, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8867481534728617, 'colsample_bytree': 0.688387530285282, 'gamma': 0.6994988391135721, 'reg_alpha': 0.03722942474323615, 'reg_lambda': 1.105860614657141}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:21,909] Trial 54 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 58, 'learning_rate': 0.04809873771917091, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9213324636803727, 'colsample_bytree': 0.7115637476674949, 'gamma': 0.9393709204078147, 'reg_alpha': 0.7663325057111552, 'reg_lambda': 0.9789252678394111}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:22,034] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 30, 'learning_rate': 0.08254073365082279, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9182998600088138, 'colsample_bytree': 0.7119269006756322, 'gamma': 1.0294535596387073, 'reg_alpha': 0.650546264419217, 'reg_lambda': 0.7068106489529424}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:22,435] Trial 56 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 237, 'learning_rate': 0.06504897425929435, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9378814704152594, 'colsample_bytree': 0.7502390093876745, 'gamma': 1.4726080711559426, 'reg_alpha': 0.7668073227829386, 'reg_lambda': 0.6060220412794595}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:22,630] Trial 57 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 56, 'learning_rate': 0.028659830005450724, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.98885623095611, 'colsample_bytree': 0.7354123786555353, 'gamma': 3.220125963337443, 'reg_alpha': 0.8143471837237004, 'reg_lambda': 0.9845392012395678}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:22,841] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.05087849288678347, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9186996489622945, 'colsample_bytree': 0.7749420065460716, 'gamma': 1.327281999523208, 'reg_alpha': 0.232257946287445, 'reg_lambda': 0.7672885896201538}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:23,122] Trial 59 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 63, 'learning_rate': 0.01231971008348033, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8973306368762501, 'colsample_bytree': 0.7242884569147466, 'gamma': 0.2992599208956608, 'reg_alpha': 0.9675600039692371, 'reg_lambda': 1.300082304570653}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:23,373] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.017881362619468495, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9623333798117828, 'colsample_bytree': 0.6701547518417375, 'gamma': 2.94449056894428, 'reg_alpha': 0.7062469332970206, 'reg_lambda': 2.0768122712001644}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:23,626] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.044978578656451315, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8694510305915109, 'colsample_bytree': 0.6954313623919435, 'gamma': 0.7226852090392375, 'reg_alpha': 0.10419359282947968, 'reg_lambda': 1.0061428772377998}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:23,822] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 67, 'learning_rate': 0.059785541834741086, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8411351200856038, 'colsample_bytree': 0.7102124448276592, 'gamma': 0.9725874394780845, 'reg_alpha': 0.18274052457888107, 'reg_lambda': 2.971211298099226}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:24,150] Trial 63 finished with value: 0.738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.03794505795526827, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8218229289395674, 'colsample_bytree': 0.6807993326950078, 'gamma': 0.5617786974464469, 'reg_alpha': 0.13111304963243386, 'reg_lambda': 1.2158323824302943}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:24,322] Trial 64 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 41, 'learning_rate': 0.023689541516845426, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.891565344929318, 'colsample_bytree': 0.7463790761421226, 'gamma': 0.04842090267790211, 'reg_alpha': 0.05589941221304709, 'reg_lambda': 1.114231125453249}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:24,611] Trial 65 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 152, 'learning_rate': 0.027910852275260245, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9472009225850077, 'colsample_bytree': 0.7271660464104178, 'gamma': 1.084891081112884, 'reg_alpha': 0.27674466634078004, 'reg_lambda': 1.4623963646221907}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:24,809] Trial 66 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 81, 'learning_rate': 0.06932237424452772, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7955033046550376, 'colsample_bytree': 0.6298126547281507, 'gamma': 0.8622907213206716, 'reg_alpha': 0.30903208589745534, 'reg_lambda': 0.8163964921237353}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:25,192] Trial 67 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 205, 'learning_rate': 0.047905956517404404, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.862489777083145, 'colsample_bytree': 0.6604977999379132, 'gamma': 3.4523507176777897, 'reg_alpha': 0.4849905471961232, 'reg_lambda': 0.8777587939430261}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:25,541] Trial 68 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 95, 'learning_rate': 0.04110769022118873, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9988103795452723, 'colsample_bytree': 0.6108527521803981, 'gamma': 0.40095336928082176, 'reg_alpha': 0.14809041324692784, 'reg_lambda': 0.9416735092636859}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:25,891] Trial 69 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 109, 'learning_rate': 0.01090881174592886, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9243830183642048, 'colsample_bytree': 0.7721421478117213, 'gamma': 0.7886627607492569, 'reg_alpha': 0.20629806270828305, 'reg_lambda': 0.5533982038660117}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:26,092] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 49, 'learning_rate': 0.020166236982310428, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9088791704971347, 'colsample_bytree': 0.7048535232387363, 'gamma': 2.6431600841066, 'reg_alpha': 0.5825188512975277, 'reg_lambda': 1.3824813726240028}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:26,509] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.01136672602791649, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9365361533130531, 'colsample_bytree': 0.779035869425184, 'gamma': 2.2438739554406535, 'reg_alpha': 0.11263632146616226, 'reg_lambda': 1.565834884327915}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:26,757] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.02434131506938209, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9738698047430463, 'colsample_bytree': 0.7490408268424253, 'gamma': 3.0680167944643886, 'reg_alpha': 0.18359811591823647, 'reg_lambda': 1.250803160375257}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:26,970] Trial 73 finished with value: 0.744047619047619 and parameters: {'n_estimators': 80, 'learning_rate': 0.015459543012871729, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9526867296022649, 'colsample_bytree': 0.7926205235986487, 'gamma': 1.6910664290228468, 'reg_alpha': 0.3668480002734405, 'reg_lambda': 1.1261572645552347}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:27,214] Trial 74 finished with value: 0.761904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.013590100967820335, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9526055533953782, 'colsample_bytree': 0.8168335906738147, 'gamma': 1.6956290005452908, 'reg_alpha': 0.3653781861467094, 'reg_lambda': 1.1538564851202635}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:27,402] Trial 75 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 70, 'learning_rate': 0.01664060019806186, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8799842710636477, 'colsample_bytree': 0.8156562526578482, 'gamma': 1.358020153261204, 'reg_alpha': 0.26872832512749867, 'reg_lambda': 1.050587299440699}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:27,758] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.013394689190539181, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.9270308410160506, 'colsample_bytree': 0.9169992709093568, 'gamma': 1.594751921094182, 'reg_alpha': 0.31821351306629153, 'reg_lambda': 1.1480672898076734}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:28,004] Trial 77 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 140, 'learning_rate': 0.09239778914545528, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9119571143192221, 'colsample_bytree': 0.8421127295846699, 'gamma': 1.1811084182933538, 'reg_alpha': 0.4210613804952954, 'reg_lambda': 0.7461514773604621}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:28,295] Trial 78 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 145, 'learning_rate': 0.10438949405183752, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9102776756219393, 'colsample_bytree': 0.8437263005036749, 'gamma': 1.2362204986276586, 'reg_alpha': 0.43504668154471104, 'reg_lambda': 0.7324488698127832}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:28,561] Trial 79 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 166, 'learning_rate': 0.08296138301027435, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9822123221565567, 'colsample_bytree': 0.8611841630087737, 'gamma': 1.8526629788205835, 'reg_alpha': 0.388054656402737, 'reg_lambda': 0.6039853123759017}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:28,689] Trial 80 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 30, 'learning_rate': 0.0713047564614468, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7404597181170632, 'colsample_bytree': 0.8856967623335037, 'gamma': 1.098721012405381, 'reg_alpha': 0.44915868888141947, 'reg_lambda': 0.683940545140151}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:28,938] Trial 81 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 61, 'learning_rate': 0.09411638931022803, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8975658977022415, 'colsample_bytree': 0.8315016349609393, 'gamma': 0.5774270025310138, 'reg_alpha': 0.41331751977644093, 'reg_lambda': 0.9536312702408118}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:29,199] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.029710934211910695, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9406374110532915, 'colsample_bytree': 0.6897792003033416, 'gamma': 0.9446930773186275, 'reg_alpha': 0.22112096931970657, 'reg_lambda': 1.03015413465948}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:29,456] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 134, 'learning_rate': 0.030825726762055423, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9431572335587887, 'colsample_bytree': 0.8221925785638786, 'gamma': 1.391548479896157, 'reg_alpha': 0.23069522051570085, 'reg_lambda': 0.8734855359258018}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:29,884] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 193, 'learning_rate': 0.035465696497127226, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9598936381230074, 'colsample_bytree': 0.8058564264313467, 'gamma': 0.958456647275383, 'reg_alpha': 0.5376070367115762, 'reg_lambda': 0.7730012661021791}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:30,151] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 141, 'learning_rate': 0.2878851777594107, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9322116740750414, 'colsample_bytree': 0.7304328538997171, 'gamma': 1.185980918414464, 'reg_alpha': 0.4938557169551051, 'reg_lambda': 1.0264591731701405}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:30,417] Trial 86 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.025480979604779984, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9180028842580148, 'colsample_bytree': 0.6769744912061645, 'gamma': 0.8521904686838554, 'reg_alpha': 0.35573894220648994, 'reg_lambda': 0.8305070916810322}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:30,670] Trial 87 finished with value: 0.738095238095238 and parameters: {'n_estimators': 124, 'learning_rate': 0.019364984941504702, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9676777273379206, 'colsample_bytree': 0.7611163963721668, 'gamma': 2.598582016870074, 'reg_alpha': 0.21209424577159725, 'reg_lambda': 2.853393685099712}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:30,910] Trial 88 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 132, 'learning_rate': 0.014085990403831707, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9515031538917292, 'colsample_bytree': 0.718162023535278, 'gamma': 1.7420568008063135, 'reg_alpha': 0.15110263781912428, 'reg_lambda': 0.9529639199409732}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:31,199] Trial 89 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 142, 'learning_rate': 0.022185999568782824, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8905623084228871, 'colsample_bytree': 0.790835651106108, 'gamma': 1.5090871530530876, 'reg_alpha': 0.25900844471658313, 'reg_lambda': 1.3463061745878988}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:31,486] Trial 90 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.010199575353974848, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9055273329209713, 'colsample_bytree': 0.6983391451430377, 'gamma': 2.0353755934732822, 'reg_alpha': 0.29999305235821805, 'reg_lambda': 1.1774759814084634}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:31,760] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 52, 'learning_rate': 0.05305830964788646, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8711610491796712, 'colsample_bytree': 0.6688788571567068, 'gamma': 2.7990726454094, 'reg_alpha': 0.11022295290906792, 'reg_lambda': 1.0570055160767828}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:32,031] Trial 92 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.041453068920687605, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8509225373681094, 'colsample_bytree': 0.6891638050101674, 'gamma': 0.646473560286919, 'reg_alpha': 0.022101506712204837, 'reg_lambda': 0.9912994616876153}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:32,301] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 69, 'learning_rate': 0.012720219282231302, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8780519408442712, 'colsample_bytree': 0.712686051369786, 'gamma': 1.0179120603016385, 'reg_alpha': 0.16131674653304212, 'reg_lambda': 1.2507240542816738}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:32,512] Trial 94 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 85, 'learning_rate': 0.03515678368838702, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9402470630307246, 'colsample_bytree': 0.6861835628369118, 'gamma': 2.3839607929127395, 'reg_alpha': 0.23636987578358898, 'reg_lambda': 0.9027515846038313}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:32,816] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.027136756426507102, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9206717886410637, 'colsample_bytree': 0.7359848429401846, 'gamma': 0.8964531674889467, 'reg_alpha': 0.8828587222343737, 'reg_lambda': 0.7784303751838336}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:33,030] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 63, 'learning_rate': 0.026919295311670484, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9222067060579513, 'colsample_bytree': 0.734587166476974, 'gamma': 1.288055645389194, 'reg_alpha': 0.858012589417975, 'reg_lambda': 0.7670564117710389}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:33,287] Trial 97 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 44, 'learning_rate': 0.03159105004861107, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9141108645567259, 'colsample_bytree': 0.7448568924726033, 'gamma': 0.7906279970979475, 'reg_alpha': 0.9137901753462458, 'reg_lambda': 0.852010174805253}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:33,657] Trial 98 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 178, 'learning_rate': 0.029972441648060358, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9313616225120565, 'colsample_bytree': 0.7559666339679073, 'gamma': 0.9037304887931481, 'reg_alpha': 0.7722138982376543, 'reg_lambda': 0.7314048134230705}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:33,776] Trial 99 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.122865172275094, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8994275605394013, 'colsample_bytree': 0.8515199431680085, 'gamma': 3.3485667262989107, 'reg_alpha': 0.9142716379666638, 'reg_lambda': 2.302012519221453}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:34,232] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.02258480687537473, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9899830947880096, 'colsample_bytree': 0.7688669700511808, 'gamma': 1.1185906450857017, 'reg_alpha': 0.88552700505797, 'reg_lambda': 0.6531166008480511}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:34,467] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 66, 'learning_rate': 0.05611903883632923, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8912541021070253, 'colsample_bytree': 0.7035146448921389, 'gamma': 0.7224381896218521, 'reg_alpha': 0.9505375153746046, 'reg_lambda': 1.0785058547140054}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:34,674] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.04832363380336213, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8571323477378592, 'colsample_bytree': 0.723622968209572, 'gamma': 1.0163654486079472, 'reg_alpha': 0.20443119033252383, 'reg_lambda': 0.8960381269806972}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:35,025] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.037639816086946616, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8440264363232112, 'colsample_bytree': 0.7176827973633632, 'gamma': 0.3895980205908085, 'reg_alpha': 0.07170750622677696, 'reg_lambda': 1.1582695387019721}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:35,188] Trial 104 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 51, 'learning_rate': 0.044405917629928196, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6679362271509937, 'colsample_bytree': 0.6977061654899299, 'gamma': 0.19078895265165374, 'reg_alpha': 0.1877806424756535, 'reg_lambda': 0.5797029299339282}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:35,512] Trial 105 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.034280225025124934, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9542566341380593, 'colsample_bytree': 0.6565104212225612, 'gamma': 2.9211453726605994, 'reg_alpha': 0.5192627512012618, 'reg_lambda': 0.7860836824203479}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:35,716] Trial 106 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 45, 'learning_rate': 0.02476171412567797, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9042147649373822, 'colsample_bytree': 0.6919114081197058, 'gamma': 0.556115206161987, 'reg_alpha': 0.14402102188296761, 'reg_lambda': 1.0167072028316795}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:35,982] Trial 107 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 99, 'learning_rate': 0.01742550475113685, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9273600029921933, 'colsample_bytree': 0.7086000921062812, 'gamma': 3.0769889114614575, 'reg_alpha': 0.0975513714030017, 'reg_lambda': 0.951549291424867}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:36,287] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.015417935409531397, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8859293785736154, 'colsample_bytree': 0.7368182912505392, 'gamma': 0.9361004387862497, 'reg_alpha': 0.7101783296845047, 'reg_lambda': 1.225432984648107}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:36,623] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.06033608457180445, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9131846793379832, 'colsample_bytree': 0.679025468841411, 'gamma': 1.2156849796206022, 'reg_alpha': 0.03756711543269735, 'reg_lambda': 1.0957620782812423}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:36,847] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 70, 'learning_rate': 0.07702455455514479, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9444653330162733, 'colsample_bytree': 0.669963880019555, 'gamma': 1.5268446690048472, 'reg_alpha': 0.3985572393745822, 'reg_lambda': 0.6527125620863464}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:37,155] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.030647706949823696, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.938605086136185, 'colsample_bytree': 0.8159146268870223, 'gamma': 1.3245150125213503, 'reg_alpha': 0.22789068147397648, 'reg_lambda': 0.8913395207176942}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:37,408] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.02780417873921004, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9704845385284578, 'colsample_bytree': 0.8280661179384307, 'gamma': 1.4216038398454076, 'reg_alpha': 0.16980513493489624, 'reg_lambda': 0.5146082491252755}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:37,779] Trial 113 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.02952411591785832, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9435130991937148, 'colsample_bytree': 0.8245831382825246, 'gamma': 0.7663676048820998, 'reg_alpha': 0.287851288808587, 'reg_lambda': 0.8263995780130144}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:38,038] Trial 114 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.14300257971499442, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9609230945070794, 'colsample_bytree': 0.871546361814402, 'gamma': 1.4190177802057713, 'reg_alpha': 0.11976844163036889, 'reg_lambda': 0.994987947722073}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:38,288] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 54, 'learning_rate': 0.04258704011036473, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9201919430142642, 'colsample_bytree': 0.8418520276283425, 'gamma': 1.0814875984577905, 'reg_alpha': 0.19329479837588773, 'reg_lambda': 0.7113615689289363}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:38,570] Trial 116 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 139, 'learning_rate': 0.03725204528996776, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9794484914203029, 'colsample_bytree': 0.7977560217079481, 'gamma': 0.6388004691426683, 'reg_alpha': 0.4627853091660284, 'reg_lambda': 0.8789304718222838}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:38,930] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.032730969494630856, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9310534017655635, 'colsample_bytree': 0.7531431490452604, 'gamma': 0.8755105131745906, 'reg_alpha': 0.32880571424857497, 'reg_lambda': 0.7963160733024207}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:39,206] Trial 118 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 113, 'learning_rate': 0.020023412946466687, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8670532077916513, 'colsample_bytree': 0.7525074484867705, 'gamma': 0.48130102688458376, 'reg_alpha': 0.34899991558674015, 'reg_lambda': 0.9367537835562212}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:39,490] Trial 119 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.011946908205264332, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8960425893586699, 'colsample_bytree': 0.7680799268683882, 'gamma': 0.8669722087095958, 'reg_alpha': 0.8270939782115516, 'reg_lambda': 0.7992512121344839}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:39,727] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.026978873606773687, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.929332154032641, 'colsample_bytree': 0.7845086363600422, 'gamma': 1.1820247988594854, 'reg_alpha': 0.3191954167618702, 'reg_lambda': 1.0423965325141993}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:40,068] Trial 121 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 135, 'learning_rate': 0.03165444706275905, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9485970678153989, 'colsample_bytree': 0.7429191351068622, 'gamma': 0.9516100989592985, 'reg_alpha': 0.24761091495843207, 'reg_lambda': 0.8626416923266484}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:40,373] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.03381438424615846, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9344674287620007, 'colsample_bytree': 0.7298884979151306, 'gamma': 1.0660003541527554, 'reg_alpha': 0.32775172143356224, 'reg_lambda': 0.7376493170635352}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:40,750] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 149, 'learning_rate': 0.05067791579221493, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9066966863421791, 'colsample_bytree': 0.7294236325013626, 'gamma': 1.1391628925113664, 'reg_alpha': 0.372695788352685, 'reg_lambda': 0.7480766984538259}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:40,968] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 59, 'learning_rate': 0.0898414403773751, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9138246445552742, 'colsample_bytree': 0.7167648910177069, 'gamma': 0.8121484775342172, 'reg_alpha': 0.32317548224955045, 'reg_lambda': 0.7062895782405719}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:41,388] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.03332056431695678, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9343942901187662, 'colsample_bytree': 0.7064248701046502, 'gamma': 1.016766853176192, 'reg_alpha': 0.2682952752862462, 'reg_lambda': 1.1432008968453626}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:41,595] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 71, 'learning_rate': 0.039912939169862716, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8098855077529237, 'colsample_bytree': 0.7275382960185004, 'gamma': 0.6563534754579043, 'reg_alpha': 0.4186389800149311, 'reg_lambda': 0.6512872900193859}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:41,913] Trial 127 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 87, 'learning_rate': 0.10512818346411673, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8769110513655249, 'colsample_bytree': 0.7594270137190416, 'gamma': 1.2587496779672613, 'reg_alpha': 0.33300484058914964, 'reg_lambda': 0.9333568194915618}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:42,284] Trial 128 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 66, 'learning_rate': 0.023737770522339302, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9573443009944522, 'colsample_bytree': 0.6849201342071534, 'gamma': 2.563881328684979, 'reg_alpha': 0.39448313479820873, 'reg_lambda': 0.9982005770945402}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:42,613] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 106, 'learning_rate': 0.03698970515900284, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9231846116483858, 'colsample_bytree': 0.7405310498680692, 'gamma': 0.9131990569807145, 'reg_alpha': 0.29164795309661873, 'reg_lambda': 0.8262823107031433}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:42,951] Trial 130 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 74, 'learning_rate': 0.02586061878686004, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9041336571356059, 'colsample_bytree': 0.751722466476534, 'gamma': 1.074331791237044, 'reg_alpha': 0.3570153696325471, 'reg_lambda': 0.5807872838624892}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:43,226] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 155, 'learning_rate': 0.028104688027345844, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9434212601891345, 'colsample_bytree': 0.8232302104943263, 'gamma': 1.3553151740273255, 'reg_alpha': 0.2261338911999519, 'reg_lambda': 0.7998868218471965}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:43,652] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 151, 'learning_rate': 0.028419367091600537, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9376422518691854, 'colsample_bytree': 0.8513642954927798, 'gamma': 1.2144926783267262, 'reg_alpha': 0.1648471547438055, 'reg_lambda': 1.6771237960207317}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:44,099] Trial 133 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.034065506322811474, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9655211291574176, 'colsample_bytree': 0.6951930821562058, 'gamma': 0.7602247610595845, 'reg_alpha': 0.2194730152458876, 'reg_lambda': 1.0815760556951681}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:44,370] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.029111608246652942, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9221500117284797, 'colsample_bytree': 0.8070964373812064, 'gamma': 1.336997841170581, 'reg_alpha': 0.24832396207615853, 'reg_lambda': 0.7836748057728983}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:44,761] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.011164134024434686, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.947548910916653, 'colsample_bytree': 0.735702868841092, 'gamma': 1.0233384828824674, 'reg_alpha': 0.1335559706912458, 'reg_lambda': 0.6848783971448185}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:45,015] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 139, 'learning_rate': 0.010298853038248328, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9514892979877867, 'colsample_bytree': 0.7328896406398309, 'gamma': 1.0307232606617749, 'reg_alpha': 0.1328709165393642, 'reg_lambda': 0.6813933798616043}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:45,393] Trial 137 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 142, 'learning_rate': 0.01308372185377007, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9766408366724447, 'colsample_bytree': 0.721418277002912, 'gamma': 0.9084008743038905, 'reg_alpha': 0.9886887084587772, 'reg_lambda': 0.7439560850679725}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:45,749] Trial 138 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.01482751103166481, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9353178427856806, 'colsample_bytree': 0.9675293234238462, 'gamma': 1.1201565123796748, 'reg_alpha': 0.18173164228707825, 'reg_lambda': 0.6093805268845854}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:46,014] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 130, 'learning_rate': 0.011295548615496507, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9464645664256002, 'colsample_bytree': 0.8365179356035589, 'gamma': 1.5583564859162191, 'reg_alpha': 0.20582184412572663, 'reg_lambda': 0.8165519055874858}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:46,261] Trial 140 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 49, 'learning_rate': 0.013937165912659451, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9282229498325597, 'colsample_bytree': 0.7780850758454336, 'gamma': 1.268775432163019, 'reg_alpha': 0.15230770417106965, 'reg_lambda': 1.8627649547785088}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:46,571] Trial 141 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 147, 'learning_rate': 0.012245956369987506, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9139974416874315, 'colsample_bytree': 0.7088277367731899, 'gamma': 0.8129776663170922, 'reg_alpha': 0.0885158786546768, 'reg_lambda': 0.8567809977856063}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:46,809] Trial 142 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.02299412610161076, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.960680093890656, 'colsample_bytree': 0.7461891207996754, 'gamma': 2.7449311430265126, 'reg_alpha': 0.2723365610059194, 'reg_lambda': 0.9633973949774672}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:47,066] Trial 143 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 56, 'learning_rate': 0.025696589945139507, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8880609098310224, 'colsample_bytree': 0.7143165706632039, 'gamma': 0.9354388974967265, 'reg_alpha': 0.1338540948915678, 'reg_lambda': 0.667124825641944}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:47,363] Trial 144 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 82, 'learning_rate': 0.011179451332432989, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9412524746358497, 'colsample_bytree': 0.7248834754894302, 'gamma': 3.059454396235319, 'reg_alpha': 0.17683375804258228, 'reg_lambda': 1.034408142808867}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:47,653] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 83, 'learning_rate': 0.010072586117443124, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9405959432132411, 'colsample_bytree': 0.7371131772796168, 'gamma': 2.8598493131200238, 'reg_alpha': 0.18958364108007236, 'reg_lambda': 1.0204632284596205}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:47,916] Trial 146 finished with value: 0.75 and parameters: {'n_estimators': 98, 'learning_rate': 0.01088611958598128, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9533804737084141, 'colsample_bytree': 0.7647319287864389, 'gamma': 1.0335079470929878, 'reg_alpha': 0.2147981400135386, 'reg_lambda': 0.9112609680708921}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:48,247] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 99, 'learning_rate': 0.010845559472334726, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9540779652254677, 'colsample_bytree': 0.7668819492030493, 'gamma': 3.049986757144941, 'reg_alpha': 0.2255293389689544, 'reg_lambda': 0.9104785277362604}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:48,612] Trial 148 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 113, 'learning_rate': 0.011198657941750546, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9304319749819762, 'colsample_bytree': 0.7557475958531614, 'gamma': 3.0320561400195887, 'reg_alpha': 0.2993544096827282, 'reg_lambda': 0.7397859733293913}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:48,830] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 94, 'learning_rate': 0.013182708077183702, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9222303317051981, 'colsample_bytree': 0.7459740083920778, 'gamma': 3.242465943311119, 'reg_alpha': 0.2104852800253848, 'reg_lambda': 0.8165153945581411}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:49,130] Trial 150 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 88, 'learning_rate': 0.031635237162243895, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9471505151171451, 'colsample_bytree': 0.7279795831009832, 'gamma': 1.0216518137122856, 'reg_alpha': 0.6393077215593451, 'reg_lambda': 0.9221781696835614}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:49,363] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.011829358440234104, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.934738732610802, 'colsample_bytree': 0.7363620322401613, 'gamma': 1.1549823496958982, 'reg_alpha': 0.16847616943218324, 'reg_lambda': 0.7888520580032057}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:49,587] Trial 152 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 78, 'learning_rate': 0.010913620951838966, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9343039757218404, 'colsample_bytree': 0.7619179466191254, 'gamma': 3.1470952584933487, 'reg_alpha': 0.17144871174816967, 'reg_lambda': 0.6951276632607448}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:49,970] Trial 153 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 163, 'learning_rate': 0.011963556673835368, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.786211333389638, 'colsample_bytree': 0.7339608071018283, 'gamma': 3.4677993243202, 'reg_alpha': 0.11860070895439676, 'reg_lambda': 0.7548620931306742}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:50,297] Trial 154 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.021146198658721114, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.916907090554092, 'colsample_bytree': 0.7225159538206761, 'gamma': 1.1331220127206536, 'reg_alpha': 0.24175768396805272, 'reg_lambda': 0.78206654629975}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:50,642] Trial 155 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 137, 'learning_rate': 0.016596876334589093, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9433003976465323, 'colsample_bytree': 0.7412871510558241, 'gamma': 3.331279613904368, 'reg_alpha': 0.1484116081214987, 'reg_lambda': 0.8571706334291564}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:51,030] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.08288643620528315, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9278184444037655, 'colsample_bytree': 0.7518299712848925, 'gamma': 0.8582443144303188, 'reg_alpha': 0.19590463611822637, 'reg_lambda': 0.9710578986468748}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:51,295] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 146, 'learning_rate': 0.01002117229703447, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9110114567140186, 'colsample_bytree': 0.8207197001199606, 'gamma': 1.4114430612614581, 'reg_alpha': 0.7369344675685181, 'reg_lambda': 0.8925479150565774}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:51,560] Trial 158 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 66, 'learning_rate': 0.012558146815092168, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9565633084335103, 'colsample_bytree': 0.7749713950481716, 'gamma': 1.0289522423165995, 'reg_alpha': 0.16815990862390434, 'reg_lambda': 0.7137659589800294}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:51,760] Trial 159 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 80, 'learning_rate': 0.06569275988817949, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9376951093093099, 'colsample_bytree': 0.7335554076589337, 'gamma': 0.7431184065246907, 'reg_alpha': 0.2587479082503482, 'reg_lambda': 1.0440164417261109}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:52,134] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 118, 'learning_rate': 0.018888791155173397, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9650674339143342, 'colsample_bytree': 0.7247224425635044, 'gamma': 3.7147756817317354, 'reg_alpha': 0.9501145691369259, 'reg_lambda': 0.6420376151189915}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:52,484] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.010885877683706687, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9502427203042539, 'colsample_bytree': 0.7028004523624233, 'gamma': 4.972413298850178, 'reg_alpha': 0.1808808837325836, 'reg_lambda': 1.188628618871122}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:52,682] Trial 162 finished with value: 0.755952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.011203584629595283, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9520184424195167, 'colsample_bytree': 0.7045224071538119, 'gamma': 4.945948149163902, 'reg_alpha': 0.20894997742468266, 'reg_lambda': 1.1918729371959935}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:53,031] Trial 163 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.0114608790484639, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9306168591610692, 'colsample_bytree': 0.7005833780264176, 'gamma': 4.923943611535411, 'reg_alpha': 0.14094932954453154, 'reg_lambda': 1.2436744638761352}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:53,593] Trial 164 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 51, 'learning_rate': 0.013475805369021883, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9433659882594625, 'colsample_bytree': 0.7100754523290365, 'gamma': 4.879103788143293, 'reg_alpha': 0.18367051141066712, 'reg_lambda': 1.1490042520863046}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:53,773] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.012101325128040751, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9194561032269644, 'colsample_bytree': 0.7021221512303164, 'gamma': 4.898847746416967, 'reg_alpha': 0.10532918230417648, 'reg_lambda': 1.1978667212888765}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:54,082] Trial 166 finished with value: 0.744047619047619 and parameters: {'n_estimators': 63, 'learning_rate': 0.02778123397740006, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8984372167890903, 'colsample_bytree': 0.7175161409676364, 'gamma': 4.556976764270001, 'reg_alpha': 0.4398018753888351, 'reg_lambda': 1.2915567548136921}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:54,426] Trial 167 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 72, 'learning_rate': 0.07195330539019251, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9495024655505624, 'colsample_bytree': 0.7138728958297074, 'gamma': 4.70441890247337, 'reg_alpha': 0.37191262082795284, 'reg_lambda': 1.1064098008253782}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:54,553] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.03519002555080146, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9067632164946261, 'colsample_bytree': 0.7414493760899006, 'gamma': 4.461274247236269, 'reg_alpha': 0.22766925567739496, 'reg_lambda': 1.3514268476519884}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:54,803] Trial 169 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.09515656716717602, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9357138569340467, 'colsample_bytree': 0.7268402523316758, 'gamma': 4.048145567380905, 'reg_alpha': 0.3455853599833553, 'reg_lambda': 1.0655942003077306}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:55,107] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.03004691918120389, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9626511375482761, 'colsample_bytree': 0.8312026976329426, 'gamma': 4.984643613741479, 'reg_alpha': 0.1939714893846012, 'reg_lambda': 0.7960461829611893}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:55,444] Trial 171 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 248, 'learning_rate': 0.010815234798023574, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9510429592898652, 'colsample_bytree': 0.7485342665428399, 'gamma': 2.0775661864417008, 'reg_alpha': 0.16298376552775978, 'reg_lambda': 0.9840029747246787}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:55,680] Trial 172 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 61, 'learning_rate': 0.010838139491620873, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9721148138262905, 'colsample_bytree': 0.8003731440955516, 'gamma': 2.4791265003615277, 'reg_alpha': 0.5704083506473404, 'reg_lambda': 0.8545978444376918}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:55,907] Trial 173 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 61, 'learning_rate': 0.01168166880835217, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9745328036901358, 'colsample_bytree': 0.812949157686056, 'gamma': 2.41354791622261, 'reg_alpha': 0.8200278203843405, 'reg_lambda': 2.6032483239698845}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:56,117] Trial 174 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 66, 'learning_rate': 0.01277428732659895, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9276987508578661, 'colsample_bytree': 0.785975825552683, 'gamma': 4.670634879633691, 'reg_alpha': 0.6120026166626474, 'reg_lambda': 0.8507585479370516}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:56,312] Trial 175 finished with value: 0.755952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.010798491974759185, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9873135394868483, 'colsample_bytree': 0.7993117867346855, 'gamma': 2.7008338336178723, 'reg_alpha': 0.4800725222366483, 'reg_lambda': 0.5507407773792294}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:56,547] Trial 176 finished with value: 0.5773809523809523 and parameters: {'n_estimators': 52, 'learning_rate': 0.014531407619404411, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9940739296387099, 'colsample_bytree': 0.7976624358394702, 'gamma': 2.527559310039513, 'reg_alpha': 0.46848340032282454, 'reg_lambda': 1.1919714155541765}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:56,839] Trial 177 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.03254786488372685, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9866953602658037, 'colsample_bytree': 0.6959311240577604, 'gamma': 2.8289953025729457, 'reg_alpha': 0.4988413026847792, 'reg_lambda': 0.5326003103221185}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:57,124] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.010437147434161617, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9802904229542743, 'colsample_bytree': 0.8589208102085059, 'gamma': 2.6306342414551422, 'reg_alpha': 0.5244445681998041, 'reg_lambda': 1.0115672573243568}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:57,390] Trial 179 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 63, 'learning_rate': 0.011885407338096532, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7582286778858314, 'colsample_bytree': 0.8432392012279172, 'gamma': 2.2999396743068807, 'reg_alpha': 0.8716427698144855, 'reg_lambda': 0.6118681114990218}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:57,662] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 76, 'learning_rate': 0.024412394991752413, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9666068574764773, 'colsample_bytree': 0.8091624557588794, 'gamma': 4.77812722317671, 'reg_alpha': 0.6821249538255252, 'reg_lambda': 0.8149024193195487}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:57,921] Trial 181 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 54, 'learning_rate': 0.011421415478040127, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9422001413513259, 'colsample_bytree': 0.8025843970266583, 'gamma': 2.7275373266141436, 'reg_alpha': 0.46957980277547134, 'reg_lambda': 0.7181717127295852}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:58,197] Trial 182 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 143, 'learning_rate': 0.01013387838253444, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.973381221714366, 'colsample_bytree': 0.8261010605848588, 'gamma': 2.9423037251953144, 'reg_alpha': 0.12734292479361015, 'reg_lambda': 0.7637911218754165}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:58,397] Trial 183 finished with value: 0.755952380952381 and parameters: {'n_estimators': 68, 'learning_rate': 0.010807509591367184, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9581491397488678, 'colsample_bytree': 0.6777814429822447, 'gamma': 2.17272524219903, 'reg_alpha': 0.20714461671690854, 'reg_lambda': 0.6717970158461148}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:58,648] Trial 184 finished with value: 0.755952380952381 and parameters: {'n_estimators': 69, 'learning_rate': 0.012425596884858307, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9613696085569747, 'colsample_bytree': 0.6761817116901061, 'gamma': 2.241310226649077, 'reg_alpha': 0.3992486437242146, 'reg_lambda': 0.5555493443177788}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:58,909] Trial 185 finished with value: 0.755952380952381 and parameters: {'n_estimators': 69, 'learning_rate': 0.013229906974536519, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9586420157322567, 'colsample_bytree': 0.6747987387801148, 'gamma': 2.4585269009683506, 'reg_alpha': 0.3890410932779373, 'reg_lambda': 0.5485817333946161}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:59,196] Trial 186 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 69, 'learning_rate': 0.013705855806067998, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9684630897150199, 'colsample_bytree': 0.6663785520856376, 'gamma': 2.1453310613743604, 'reg_alpha': 0.4108495956891815, 'reg_lambda': 0.5512943943870698}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:59,412] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.015698883837946688, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9902660558000713, 'colsample_bytree': 0.6795687865444766, 'gamma': 2.3784907888501543, 'reg_alpha': 0.39680853531287097, 'reg_lambda': 0.5382636683720604}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:59,663] Trial 188 finished with value: 0.761904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.012850978112905358, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9564331603331184, 'colsample_bytree': 0.6521599941093025, 'gamma': 2.4752779893432226, 'reg_alpha': 0.3811723396869969, 'reg_lambda': 0.5206235401085332}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:59,936] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.012736236226399578, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9617998668421986, 'colsample_bytree': 0.6557822482015153, 'gamma': 2.352441260434721, 'reg_alpha': 0.42968967683597253, 'reg_lambda': 0.5989714086358185}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:35:00,160] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.01418180632438851, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9804524182089737, 'colsample_bytree': 0.6413325428826193, 'gamma': 1.9179916404215422, 'reg_alpha': 0.3924040862635265, 'reg_lambda': 0.552916004816387}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:35:00,454] Trial 191 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 65, 'learning_rate': 0.012285046164491305, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.999900308121531, 'colsample_bytree': 0.672009074164571, 'gamma': 2.479761629461233, 'reg_alpha': 0.5703186202979539, 'reg_lambda': 0.599245275673963}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:35:00,702] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.012472770328512663, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9990982260017622, 'colsample_bytree': 0.6718753801903817, 'gamma': 2.1970608116861787, 'reg_alpha': 0.4466726824289599, 'reg_lambda': 0.5083109852528267}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:00,934] Trial 193 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.01250240884041536, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9983563772621278, 'colsample_bytree': 0.6767281755201168, 'gamma': 2.221446575908842, 'reg_alpha': 0.5683042538941065, 'reg_lambda': 0.500810268034542}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:01,203] Trial 194 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 57, 'learning_rate': 0.012489202601398639, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9999633489571478, 'colsample_bytree': 0.673662428940551, 'gamma': 2.263895475280094, 'reg_alpha': 0.605616497732022, 'reg_lambda': 0.5115745683657669}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:01,391] Trial 195 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 60, 'learning_rate': 0.0124303645805271, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9992104833889, 'colsample_bytree': 0.6756309900620479, 'gamma': 2.169829931918954, 'reg_alpha': 0.5726327875018814, 'reg_lambda': 0.506440410054588}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:01,615] Trial 196 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 56, 'learning_rate': 0.01294712428330064, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.995580735023523, 'colsample_bytree': 0.6613339446558391, 'gamma': 2.214106725941632, 'reg_alpha': 0.5638207957328865, 'reg_lambda': 0.5114471927525828}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:01,803] Trial 197 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 57, 'learning_rate': 0.013151876539744615, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9991959717851454, 'colsample_bytree': 0.6727307871163689, 'gamma': 2.2049220189539294, 'reg_alpha': 0.561852105853351, 'reg_lambda': 0.5404265291534956}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:02,065] Trial 198 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 57, 'learning_rate': 0.012457065887907104, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9964000861439509, 'colsample_bytree': 0.6511587428880906, 'gamma': 2.470732589043025, 'reg_alpha': 0.5635787880965298, 'reg_lambda': 0.5291258909963127}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:02,284] Trial 199 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 57, 'learning_rate': 0.013282278331178355, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9992610816243674, 'colsample_bytree': 0.6473979345024786, 'gamma': 2.1846950929688043, 'reg_alpha': 0.5650384718057102, 'reg_lambda': 0.5008852511812998}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:02,287] A new study created in memory with name: no-name-282b8781-946f-4ab3-b14c-b0b7298597bf
[I 2025-11-03 20:35:02,719] Trial 0 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 233, 'learning_rate': 0.24551817081165975, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7432636129915517, 'colsample_bytree': 0.8275301299675288, 'gamma': 4.50150250186117, 'reg_alpha': 0.42764749645661615, 'reg_lambda': 2.0168348202547435}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 20:35:02,985] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.049855098211657504, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.7084783365126835, 'colsample_bytree': 0.7632577155666631, 'gamma': 4.116963250510627, 'reg_alpha': 0.2097565613669884, 'reg_lambda': 0.9928761664270167}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 20:35:03,235] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.02088751732697089, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.6874039867649123, 'colsample_bytree': 0.6718929683758978, 'gamma': 2.0467425930674263, 'reg_alpha': 0.9875578363719545, 'reg_lambda': 0.8255035831724429}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 20:35:03,320] Trial 3 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 28, 'learning_rate': 0.18362245033002245, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7638793872508358, 'colsample_bytree': 0.8830140840777029, 'gamma': 1.8493721240212286, 'reg_alpha': 0.5212362496687307, 'reg_lambda': 0.8967368534188798}. Best is trial 3 with value: 0.6785714285714286.
[I 2025-11-03 20:35:03,692] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.050196154031219894, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.6063611700453295, 'colsample_bytree': 0.8164361003641147, 'gamma': 2.1519027510703874, 'reg_alpha': 0.6819446838905957, 'reg_lambda': 2.3557280937743315}. Best is trial 3 with value: 0.6785714285714286.
[I 2025-11-03 20:35:03,997] Trial 5 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 149, 'learning_rate': 0.04181446872351442, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6423803212316643, 'colsample_bytree': 0.7389135215364075, 'gamma': 3.577716568436611, 'reg_alpha': 0.8473910251232492, 'reg_lambda': 1.053350938535203}. Best is trial 5 with value: 0.6964285714285715.
[I 2025-11-03 20:35:04,180] Trial 6 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 50, 'learning_rate': 0.14236366243807802, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9617026848722785, 'colsample_bytree': 0.9626794355312142, 'gamma': 0.677818636367889, 'reg_alpha': 0.6133678357718504, 'reg_lambda': 2.783675540982349}. Best is trial 6 with value: 0.7023809523809524.
[I 2025-11-03 20:35:04,504] Trial 7 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 239, 'learning_rate': 0.1915946251407242, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9805388046024244, 'colsample_bytree': 0.6831110467771269, 'gamma': 3.3892363984659895, 'reg_alpha': 0.035106815374348344, 'reg_lambda': 0.6667661659786351}. Best is trial 6 with value: 0.7023809523809524.
[I 2025-11-03 20:35:04,893] Trial 8 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.2094379982157658, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6856715443095664, 'colsample_bytree': 0.8803797301249672, 'gamma': 0.5644592071989518, 'reg_alpha': 0.6515313090792519, 'reg_lambda': 2.140391259945708}. Best is trial 8 with value: 0.7321428571428572.
[I 2025-11-03 20:35:05,182] Trial 9 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 151, 'learning_rate': 0.2154548362417559, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7411273584229502, 'colsample_bytree': 0.9337295639724772, 'gamma': 1.328178071126966, 'reg_alpha': 0.08271514168259575, 'reg_lambda': 0.6796614797842531}. Best is trial 8 with value: 0.7321428571428572.
[I 2025-11-03 20:35:05,432] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 92, 'learning_rate': 0.010074577867405248, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8509679096517102, 'colsample_bytree': 0.6049997044180484, 'gamma': 0.40435110191424517, 'reg_alpha': 0.3508165550123537, 'reg_lambda': 1.5646571808321483}. Best is trial 8 with value: 0.7321428571428572.
[I 2025-11-03 20:35:05,516] Trial 11 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 21, 'learning_rate': 0.10444518281953787, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8788765405544146, 'colsample_bytree': 0.9962967412590535, 'gamma': 0.23323515611714002, 'reg_alpha': 0.6504350184936846, 'reg_lambda': 2.7487382584845137}. Best is trial 8 with value: 0.7321428571428572.
[I 2025-11-03 20:35:05,822] Trial 12 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 90, 'learning_rate': 0.10149535759750454, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.989174450516359, 'colsample_bytree': 0.9331687789922558, 'gamma': 0.9517451296171388, 'reg_alpha': 0.6852062012621168, 'reg_lambda': 2.9645860570750173}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:06,099] Trial 13 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 98, 'learning_rate': 0.08727190342978836, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8454224550874702, 'colsample_bytree': 0.88966187109422, 'gamma': 1.1461934707187573, 'reg_alpha': 0.8205949826388073, 'reg_lambda': 2.9996291904040877}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:06,389] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 102, 'learning_rate': 0.08782456296448742, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9048671246339315, 'colsample_bytree': 0.9082177428576139, 'gamma': 1.196382855753186, 'reg_alpha': 0.8403895309658649, 'reg_lambda': 2.96992973713683}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:06,599] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.08675039726562674, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8199393603940166, 'colsample_bytree': 0.8309271111743066, 'gamma': 2.7716642641869886, 'reg_alpha': 0.8036101803566139, 'reg_lambda': 2.487819762443678}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:06,890] Trial 16 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.025367530092512348, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9319041612032023, 'colsample_bytree': 0.994713855587902, 'gamma': 1.2598159183239015, 'reg_alpha': 0.9917626499922167, 'reg_lambda': 1.5947143897417217}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:07,231] Trial 17 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 117, 'learning_rate': 0.07401594318380277, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9925421902551815, 'colsample_bytree': 0.8737660560129702, 'gamma': 2.6992481273095903, 'reg_alpha': 0.7753523352377669, 'reg_lambda': 2.9534946908405253}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:07,497] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 190, 'learning_rate': 0.11451414989654549, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8008328060915593, 'colsample_bytree': 0.9314830219132597, 'gamma': 1.016429948108812, 'reg_alpha': 0.4797684184457658, 'reg_lambda': 2.544557814532144}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:07,783] Trial 19 finished with value: 0.738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.031799862766900014, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9321735812965566, 'colsample_bytree': 0.8554247773319059, 'gamma': 1.6921086448846232, 'reg_alpha': 0.930239926112709, 'reg_lambda': 1.29215739825356}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:08,031] Trial 20 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 114, 'learning_rate': 0.14597434309922327, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8622120497644452, 'colsample_bytree': 0.7764000202460022, 'gamma': 0.8279046042305676, 'reg_alpha': 0.7353928568724429, 'reg_lambda': 2.091171878084126}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:08,306] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 66, 'learning_rate': 0.03023091012998371, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9255768108393823, 'colsample_bytree': 0.8581862738053622, 'gamma': 1.6455745172124114, 'reg_alpha': 0.9060148841484257, 'reg_lambda': 1.2602276234786869}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:08,530] Trial 22 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 66, 'learning_rate': 0.015704535489418636, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9449843765784068, 'colsample_bytree': 0.9180390471550434, 'gamma': 1.6570396679490613, 'reg_alpha': 0.880693233851763, 'reg_lambda': 1.3286916952714158}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:08,677] Trial 23 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 50, 'learning_rate': 0.032245781619916467, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9014644357884624, 'colsample_bytree': 0.9597606912138472, 'gamma': 2.493954109323067, 'reg_alpha': 0.7408418422946933, 'reg_lambda': 1.72674809655459}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:09,020] Trial 24 finished with value: 0.75 and parameters: {'n_estimators': 122, 'learning_rate': 0.06594866814031612, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8344136984365671, 'colsample_bytree': 0.858968882694737, 'gamma': 0.0902485975243098, 'reg_alpha': 0.5520916868027989, 'reg_lambda': 1.2684028071603008}. Best is trial 24 with value: 0.75.
[I 2025-11-03 20:35:09,322] Trial 25 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.05936517270192906, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8260864079778598, 'colsample_bytree': 0.906016601766638, 'gamma': 0.05044676394820828, 'reg_alpha': 0.56464656697764, 'reg_lambda': 2.7350916301407464}. Best is trial 24 with value: 0.75.
[I 2025-11-03 20:35:09,619] Trial 26 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 132, 'learning_rate': 0.29985623855493426, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7833361518679529, 'colsample_bytree': 0.8002667792061385, 'gamma': 0.04036528530000827, 'reg_alpha': 0.3247361539107667, 'reg_lambda': 1.9192522166850958}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:10,080] Trial 27 finished with value: 0.738095238095238 and parameters: {'n_estimators': 210, 'learning_rate': 0.13468070947094393, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7768032394290377, 'colsample_bytree': 0.7971305507224359, 'gamma': 0.0006328804728625848, 'reg_alpha': 0.269221272671361, 'reg_lambda': 1.8726716431152237}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:10,505] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 123, 'learning_rate': 0.27318730104878836, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7781012674085551, 'colsample_bytree': 0.710307851988569, 'gamma': 0.4140358307598331, 'reg_alpha': 0.39005096644890597, 'reg_lambda': 2.291483710160497}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:10,730] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 135, 'learning_rate': 0.28459344283354315, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7215740670308336, 'colsample_bytree': 0.8401141369969116, 'gamma': 0.7842700736629612, 'reg_alpha': 0.43699545739616064, 'reg_lambda': 0.5015053936175873}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:10,928] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 83, 'learning_rate': 0.06956348528328564, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8058483151878223, 'colsample_bytree': 0.7935911912161744, 'gamma': 4.583289084667326, 'reg_alpha': 0.3085785107258694, 'reg_lambda': 1.5003345811909072}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:11,318] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 133, 'learning_rate': 0.0990497174698029, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8416232840729968, 'colsample_bytree': 0.9514848071998108, 'gamma': 0.3961283548182837, 'reg_alpha': 0.5881027114262871, 'reg_lambda': 2.600143872584095}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:11,682] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 107, 'learning_rate': 0.06597030297412747, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8825952026080711, 'colsample_bytree': 0.8887738266969285, 'gamma': 1.0073239523088853, 'reg_alpha': 0.1546220977496559, 'reg_lambda': 1.9095636834514835}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:11,900] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 84, 'learning_rate': 0.03834586379448713, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7588872705244979, 'colsample_bytree': 0.8179697982393213, 'gamma': 0.01212742389195753, 'reg_alpha': 0.5322577433429291, 'reg_lambda': 2.9081988710207187}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:12,269] Trial 34 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 168, 'learning_rate': 0.15814109861716183, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8338021845174002, 'colsample_bytree': 0.7389259550550553, 'gamma': 0.8624088168864232, 'reg_alpha': 0.4562901926201381, 'reg_lambda': 2.349406798871406}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:12,577] Trial 35 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.05353367243738603, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7939470028879023, 'colsample_bytree': 0.856399018989069, 'gamma': 1.309913113313176, 'reg_alpha': 0.7153231561477231, 'reg_lambda': 1.1109938064740414}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:12,833] Trial 36 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 145, 'learning_rate': 0.04610432111790421, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7209930393903213, 'colsample_bytree': 0.8466389241325722, 'gamma': 2.2001315431951687, 'reg_alpha': 0.7001582646190109, 'reg_lambda': 0.9643492225661521}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:12,973] Trial 37 finished with value: 0.755952380952381 and parameters: {'n_estimators': 45, 'learning_rate': 0.05788800368335071, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7876739247226332, 'colsample_bytree': 0.7608359457381154, 'gamma': 1.403742856559411, 'reg_alpha': 0.21495338459761665, 'reg_lambda': 1.1467297611000355}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:13,333] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.05526682611411184, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.7943337627258384, 'colsample_bytree': 0.759141186111598, 'gamma': 3.272469295932999, 'reg_alpha': 0.23747879277928632, 'reg_lambda': 1.1404171073606189}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:13,459] Trial 39 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 39, 'learning_rate': 0.01978545389113599, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6727742378605729, 'colsample_bytree': 0.7771862448908714, 'gamma': 4.910067674792636, 'reg_alpha': 0.1559671823097319, 'reg_lambda': 1.1395295103702732}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:13,892] Trial 40 finished with value: 0.738095238095238 and parameters: {'n_estimators': 166, 'learning_rate': 0.03719967370932544, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7535447853337507, 'colsample_bytree': 0.8116506253150333, 'gamma': 1.4195151265064496, 'reg_alpha': 0.1786594111214917, 'reg_lambda': 1.4590801446924793}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:14,200] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 51, 'learning_rate': 0.05581446098396196, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7815106366310145, 'colsample_bytree': 0.7501120033887737, 'gamma': 0.5877395038422447, 'reg_alpha': 0.3702919376350262, 'reg_lambda': 0.8022246286676287}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:14,616] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.05015752904210295, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7382285697723139, 'colsample_bytree': 0.7237444107928543, 'gamma': 1.8746816391044065, 'reg_alpha': 0.5129781490483042, 'reg_lambda': 1.0284898393992565}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:14,912] Trial 43 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.07740269687536414, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.618797625198292, 'colsample_bytree': 0.7814400167006222, 'gamma': 0.19130463524839209, 'reg_alpha': 0.10075496311053972, 'reg_lambda': 0.8323450467049753}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:15,039] Trial 44 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.12240787449360079, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6996863873412152, 'colsample_bytree': 0.6613065481880613, 'gamma': 1.460496544873517, 'reg_alpha': 0.6350196425369483, 'reg_lambda': 1.3673013172468234}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:15,343] Trial 45 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 144, 'learning_rate': 0.04635892671464193, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8078020568072308, 'colsample_bytree': 0.8108340807060778, 'gamma': 0.4451393139024841, 'reg_alpha': 0.33044690695522355, 'reg_lambda': 1.1050097807824122}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:15,728] Trial 46 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.0636440969398289, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9711842198713945, 'colsample_bytree': 0.8631498494159064, 'gamma': 0.6795789766070056, 'reg_alpha': 0.004053195106131557, 'reg_lambda': 1.727092796170244}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:16,040] Trial 47 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 91, 'learning_rate': 0.1774143523805967, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8723289539614243, 'colsample_bytree': 0.8273825983793204, 'gamma': 2.223663627634084, 'reg_alpha': 0.6862676444592252, 'reg_lambda': 1.2218223153955474}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:16,316] Trial 48 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 157, 'learning_rate': 0.23235669238544554, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7397163796984231, 'colsample_bytree': 0.6963807080438356, 'gamma': 1.0239980984904924, 'reg_alpha': 0.4051379413535077, 'reg_lambda': 0.9235943587965084}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:16,717] Trial 49 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 181, 'learning_rate': 0.08082786900504736, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.769861887393036, 'colsample_bytree': 0.6473493552627827, 'gamma': 0.22999930785765454, 'reg_alpha': 0.2814175214618905, 'reg_lambda': 2.1932319643425493}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:17,083] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.040442199136638615, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8191965446712114, 'colsample_bytree': 0.6379910257741717, 'gamma': 0.24307503159082863, 'reg_alpha': 0.27499070389731717, 'reg_lambda': 1.9490906056428103}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:17,390] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.09777353701438582, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7690021208439517, 'colsample_bytree': 0.6682514855451769, 'gamma': 0.2144771859954744, 'reg_alpha': 0.22717278604924385, 'reg_lambda': 1.80745401753666}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:17,707] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.07874780703725297, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7875471088032413, 'colsample_bytree': 0.6308685175013071, 'gamma': 0.6312315914122713, 'reg_alpha': 0.6020975614867914, 'reg_lambda': 1.632073649982482}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:18,067] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 202, 'learning_rate': 0.07736355112554319, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7875960489231867, 'colsample_bytree': 0.6456604428385107, 'gamma': 0.5624532037282521, 'reg_alpha': 0.10387849635454907, 'reg_lambda': 2.2074121373570526}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:18,454] Trial 54 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.08517167424730045, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7556112370262539, 'colsample_bytree': 0.6290968976569468, 'gamma': 0.35459953097234975, 'reg_alpha': 0.553986998764652, 'reg_lambda': 1.608945494197973}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:18,847] Trial 55 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.06140126564493158, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8078856702107097, 'colsample_bytree': 0.6192018539179939, 'gamma': 1.2246293215994246, 'reg_alpha': 0.6061600046702859, 'reg_lambda': 1.9834796726655315}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:19,210] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 184, 'learning_rate': 0.04521298693186477, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.855656719847223, 'colsample_bytree': 0.6002347554060223, 'gamma': 0.5880894497821525, 'reg_alpha': 0.4969280919745507, 'reg_lambda': 2.0949368957585355}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:19,635] Trial 57 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 205, 'learning_rate': 0.07110877311336103, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8200632007772476, 'colsample_bytree': 0.6851812297396214, 'gamma': 3.8348211098482787, 'reg_alpha': 0.2990337469797001, 'reg_lambda': 1.7039631296667843}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:20,118] Trial 58 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 190, 'learning_rate': 0.11238152182110756, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7931678159442503, 'colsample_bytree': 0.8730934797959927, 'gamma': 0.734972800902408, 'reg_alpha': 0.19889000545799612, 'reg_lambda': 1.3594761590511306}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:20,486] Trial 59 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 160, 'learning_rate': 0.05213675250374215, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7649816406928714, 'colsample_bytree': 0.6545986943467352, 'gamma': 0.1881766012164432, 'reg_alpha': 0.46649857122563215, 'reg_lambda': 1.451729006614108}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:20,720] Trial 60 finished with value: 0.755952380952381 and parameters: {'n_estimators': 101, 'learning_rate': 0.028366606090479213, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8353097173823165, 'colsample_bytree': 0.6185913363282688, 'gamma': 2.015193635034446, 'reg_alpha': 0.6462625153700443, 'reg_lambda': 1.2203362256426546}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:20,971] Trial 61 finished with value: 0.738095238095238 and parameters: {'n_estimators': 119, 'learning_rate': 0.023370149006078457, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8419268327810931, 'colsample_bytree': 0.6131830355149419, 'gamma': 2.0494334067083875, 'reg_alpha': 0.6520475581786025, 'reg_lambda': 1.181408507891522}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:21,323] Trial 62 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 109, 'learning_rate': 0.012128371728767098, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8283854554190847, 'colsample_bytree': 0.6261646046339345, 'gamma': 1.8629715158764224, 'reg_alpha': 0.7201290902725412, 'reg_lambda': 2.193791628128722}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:21,604] Trial 63 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 58, 'learning_rate': 0.016353176044067746, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8115585221601191, 'colsample_bytree': 0.6829931926778599, 'gamma': 2.4230763404932767, 'reg_alpha': 0.7643043904492508, 'reg_lambda': 1.0656629666565907}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:21,878] Trial 64 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 104, 'learning_rate': 0.03328838014706396, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7784714616457739, 'colsample_bytree': 0.646929134654217, 'gamma': 1.3764584566344824, 'reg_alpha': 0.6346708812336802, 'reg_lambda': 1.6216241596095824}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:22,131] Trial 65 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 100, 'learning_rate': 0.02455223006559963, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8639158846684222, 'colsample_bytree': 0.8983813944484089, 'gamma': 3.013330788065446, 'reg_alpha': 0.5769570314468302, 'reg_lambda': 1.839697030518035}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:22,386] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.02804141939225667, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7257544907412025, 'colsample_bytree': 0.6094525139957474, 'gamma': 1.1017231396483391, 'reg_alpha': 0.41511996588551336, 'reg_lambda': 0.708983862366783}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:22,720] Trial 67 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 226, 'learning_rate': 0.0785611743404295, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7920635010860457, 'colsample_bytree': 0.8357610751339017, 'gamma': 1.623477493114532, 'reg_alpha': 0.540545312801419, 'reg_lambda': 2.0426378021264058}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:22,975] Trial 68 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.08878812622964723, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7708805152145266, 'colsample_bytree': 0.7107067152091912, 'gamma': 0.46938979258462876, 'reg_alpha': 0.8045116566645887, 'reg_lambda': 1.2404349185341046}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:23,456] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.1304674334880027, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7489107549067285, 'colsample_bytree': 0.8502210753917484, 'gamma': 0.9006592150663135, 'reg_alpha': 0.6688875844819371, 'reg_lambda': 1.4070483408827914}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:23,809] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 140, 'learning_rate': 0.036139541975393985, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8948607388967253, 'colsample_bytree': 0.6302596155408862, 'gamma': 1.5412168051714668, 'reg_alpha': 0.35153056859965315, 'reg_lambda': 1.5291057543571993}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:24,118] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.05938054240892689, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7860994883533957, 'colsample_bytree': 0.6406157022906561, 'gamma': 0.3273923615311181, 'reg_alpha': 0.0927288799455862, 'reg_lambda': 2.2236650244382172}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:24,480] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 201, 'learning_rate': 0.0690553346302533, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.799058678490415, 'colsample_bytree': 0.65299143870651, 'gamma': 0.10085090363253113, 'reg_alpha': 0.1266069473059998, 'reg_lambda': 2.410233297979337}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:24,933] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.08115331676473146, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.841277859659708, 'colsample_bytree': 0.6764170921484509, 'gamma': 0.5987535590345993, 'reg_alpha': 0.06122827021926081, 'reg_lambda': 2.287757989707538}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:25,395] Trial 74 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.09575823113068055, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8147131475481733, 'colsample_bytree': 0.6192259186832985, 'gamma': 0.7853341547852588, 'reg_alpha': 0.26146237406882006, 'reg_lambda': 1.2809245609649398}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:25,706] Trial 75 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.16603565650783392, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8339384948893481, 'colsample_bytree': 0.7017656882452926, 'gamma': 0.5394428264472575, 'reg_alpha': 0.5963530941776767, 'reg_lambda': 2.4700927375310027}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:26,061] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.18735319405058284, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8568221206734088, 'colsample_bytree': 0.7656973647734846, 'gamma': 0.1251818093520178, 'reg_alpha': 0.5959897619629397, 'reg_lambda': 1.01996986214538}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:26,345] Trial 77 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 119, 'learning_rate': 0.29555695283145855, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8326476980376623, 'colsample_bytree': 0.7342397782190909, 'gamma': 0.32017472654475754, 'reg_alpha': 0.5193752136464942, 'reg_lambda': 2.6444925563905763}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:26,608] Trial 78 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.2551021854879281, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8003318570181042, 'colsample_bytree': 0.7050720171385121, 'gamma': 0.016225778720825618, 'reg_alpha': 0.6256229923987245, 'reg_lambda': 2.4678178226520022}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:26,892] Trial 79 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.16268506740269065, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8270828564042076, 'colsample_bytree': 0.7960725131720967, 'gamma': 1.211269371558697, 'reg_alpha': 0.7362723878718621, 'reg_lambda': 1.1938251309577093}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:27,292] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.21337995944510496, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.870568784260301, 'colsample_bytree': 0.824214207390067, 'gamma': 1.8208990132431082, 'reg_alpha': 0.5691606442797487, 'reg_lambda': 0.9716393626682484}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:27,673] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 213, 'learning_rate': 0.10653913102533863, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7873964667430847, 'colsample_bytree': 0.6371091359407149, 'gamma': 0.5703224581924903, 'reg_alpha': 0.1943627032100113, 'reg_lambda': 2.197042068531589}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:28,146] Trial 82 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 229, 'learning_rate': 0.07382784139791944, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.770107007507202, 'colsample_bytree': 0.6613721163317663, 'gamma': 0.4673851499830274, 'reg_alpha': 0.7033758737140956, 'reg_lambda': 2.3436163265128496}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:28,478] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 185, 'learning_rate': 0.06408222439001587, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7820135568072043, 'colsample_bytree': 0.8668170248760347, 'gamma': 0.7283759808263959, 'reg_alpha': 0.48928764962423654, 'reg_lambda': 2.1398012854091837}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:28,901] Trial 84 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.04194670596864369, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8488211902414129, 'colsample_bytree': 0.8771966624543543, 'gamma': 0.929749865811917, 'reg_alpha': 0.4910636000956972, 'reg_lambda': 2.0241165225097264}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:29,251] Trial 85 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 184, 'learning_rate': 0.04490559251661289, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8368439405411664, 'colsample_bytree': 0.8712207268641962, 'gamma': 1.092373898567873, 'reg_alpha': 0.44468140100960013, 'reg_lambda': 1.9071082237365227}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:29,514] Trial 86 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.052778965870157464, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8883807587525374, 'colsample_bytree': 0.8844258888003113, 'gamma': 0.9225538189307998, 'reg_alpha': 0.3160086960138906, 'reg_lambda': 2.157305512852975}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:29,880] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 184, 'learning_rate': 0.05759251715787215, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9118917267527207, 'colsample_bytree': 0.8630117859815266, 'gamma': 1.3028858855241743, 'reg_alpha': 0.5006654284688481, 'reg_lambda': 2.1155364266667633}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:30,232] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.04212629816039094, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9400618025408952, 'colsample_bytree': 0.9215640533213533, 'gamma': 0.7653032824328948, 'reg_alpha': 0.49213044778130527, 'reg_lambda': 2.0707122646813385}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:30,639] Trial 89 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 174, 'learning_rate': 0.06439722459594846, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9069320104627236, 'colsample_bytree': 0.895171386630208, 'gamma': 0.255711824323277, 'reg_alpha': 0.3704124137645816, 'reg_lambda': 1.990578430027877}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:31,071] Trial 90 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.058350643260767714, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8475147372964092, 'colsample_bytree': 0.845719206048469, 'gamma': 2.352481317027582, 'reg_alpha': 0.4687061767580358, 'reg_lambda': 1.777303172569204}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:31,454] Trial 91 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.04871752518846715, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7320257661655803, 'colsample_bytree': 0.9080661559642439, 'gamma': 1.3792467611243369, 'reg_alpha': 0.43069174567834695, 'reg_lambda': 2.108079948063539}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:31,763] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.05734966340765219, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8029263521579325, 'colsample_bytree': 0.8638296040084608, 'gamma': 1.2691570116813264, 'reg_alpha': 0.5490575514650353, 'reg_lambda': 2.3045635884100473}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:32,061] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.06637442319229449, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9114186024585301, 'colsample_bytree': 0.8789923570422697, 'gamma': 1.0423023989810711, 'reg_alpha': 0.5137870279689948, 'reg_lambda': 2.4073104789330464}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:32,350] Trial 94 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 114, 'learning_rate': 0.049116571113896695, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.819231127427427, 'colsample_bytree': 0.8634753523679077, 'gamma': 1.707662146737471, 'reg_alpha': 0.23820807109381262, 'reg_lambda': 0.8835519464923056}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:32,578] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.02882088328211868, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7627628450138131, 'colsample_bytree': 0.7853366726556353, 'gamma': 0.9416762416177898, 'reg_alpha': 0.7662654963322197, 'reg_lambda': 2.02441073915857}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:32,891] Trial 96 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 143, 'learning_rate': 0.02122639852165185, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.852061533139939, 'colsample_bytree': 0.8502412899310596, 'gamma': 2.7064470880363602, 'reg_alpha': 0.6548954492669015, 'reg_lambda': 1.0893570303514837}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:33,238] Trial 97 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.03459930403876873, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7464545296849141, 'colsample_bytree': 0.8344456509995193, 'gamma': 0.708926662189684, 'reg_alpha': 0.38417703747111376, 'reg_lambda': 1.9308487525387568}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:33,601] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.04320722686840679, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7793630989027582, 'colsample_bytree': 0.8037437008366859, 'gamma': 0.5096477293186923, 'reg_alpha': 0.49478801359709024, 'reg_lambda': 1.8547345834769156}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:33,914] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 171, 'learning_rate': 0.04038737406720091, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9172606998670934, 'colsample_bytree': 0.8568559735222733, 'gamma': 1.9468717987204371, 'reg_alpha': 0.2876770148764829, 'reg_lambda': 2.139284143861329}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:34,192] Trial 100 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 86, 'learning_rate': 0.05335106960850781, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.952758025113488, 'colsample_bytree': 0.7663172926952965, 'gamma': 0.13425396895240319, 'reg_alpha': 0.33322550438358634, 'reg_lambda': 2.2325959263010513}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:34,433] Trial 101 finished with value: 0.738095238095238 and parameters: {'n_estimators': 43, 'learning_rate': 0.05495786641207405, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9656588873076674, 'colsample_bytree': 0.7572905039348304, 'gamma': 0.15700169564837585, 'reg_alpha': 0.3530154785719443, 'reg_lambda': 2.2612907384280625}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:34,543] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 25, 'learning_rate': 0.06212947130042279, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9904828763631057, 'colsample_bytree': 0.7297191701630652, 'gamma': 0.36789200802153266, 'reg_alpha': 0.25561969857049915, 'reg_lambda': 2.5184615675867064}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:34,885] Trial 103 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 103, 'learning_rate': 0.05134879054952941, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.940161798477767, 'colsample_bytree': 0.7644523704427442, 'gamma': 1.5069134158035178, 'reg_alpha': 0.5849658706376317, 'reg_lambda': 2.1512658841225387}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:35,201] Trial 104 finished with value: 0.5 and parameters: {'n_estimators': 83, 'learning_rate': 0.03806009644621078, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.924488499122281, 'colsample_bytree': 0.8176938903849053, 'gamma': 0.07834214920159019, 'reg_alpha': 0.6164964546062417, 'reg_lambda': 2.398560493058579}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:35,591] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 86, 'learning_rate': 0.07051172656713588, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9567020058290799, 'colsample_bytree': 0.7874772680969592, 'gamma': 0.2733914707057866, 'reg_alpha': 0.2224651475018376, 'reg_lambda': 1.143423859823507}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:36,008] Trial 106 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 112, 'learning_rate': 0.19806661169789336, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9535860779887795, 'colsample_bytree': 0.8975634102367132, 'gamma': 1.3260487601748507, 'reg_alpha': 0.5318225668650413, 'reg_lambda': 2.2376106512402276}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:36,437] Trial 107 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 190, 'learning_rate': 0.047975046727106854, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8674716653851222, 'colsample_bytree': 0.7449821292496877, 'gamma': 0.4149017816647581, 'reg_alpha': 0.33393834654131843, 'reg_lambda': 2.5987537706636394}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:36,679] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.05407010388302885, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8246439756806921, 'colsample_bytree': 0.7749178983607001, 'gamma': 0.826765695862188, 'reg_alpha': 0.159294653021466, 'reg_lambda': 1.9744898354497984}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:37,012] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 58, 'learning_rate': 0.06693859049786437, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7959278453993233, 'colsample_bytree': 0.8718125354920658, 'gamma': 1.1685642965793843, 'reg_alpha': 0.4058631357090502, 'reg_lambda': 1.3105510344547304}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:37,316] Trial 110 finished with value: 0.761904761904762 and parameters: {'n_estimators': 89, 'learning_rate': 0.09284028437691595, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9764935694394611, 'colsample_bytree': 0.8399045207912652, 'gamma': 0.6772563684849382, 'reg_alpha': 0.6882474730192217, 'reg_lambda': 2.048116965410796}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:37,589] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 98, 'learning_rate': 0.09276098739657929, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9806640966071298, 'colsample_bytree': 0.8381221249473739, 'gamma': 0.18092148221117849, 'reg_alpha': 0.6777400044993489, 'reg_lambda': 2.053913931794105}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:37,818] Trial 112 finished with value: 0.755952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.09330727358941246, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9661241891416678, 'colsample_bytree': 0.8073476028748415, 'gamma': 0.15993047247909226, 'reg_alpha': 0.6708317951938816, 'reg_lambda': 2.0327428418498372}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:38,080] Trial 113 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.08714130488609974, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9690560166230583, 'colsample_bytree': 0.8104141140394616, 'gamma': 0.6468876921548122, 'reg_alpha': 0.6879872977558344, 'reg_lambda': 2.049141666327895}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:38,370] Trial 114 finished with value: 0.761904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.09225027239492554, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.994277412435839, 'colsample_bytree': 0.8054005517595978, 'gamma': 0.6679437303689406, 'reg_alpha': 0.6723791644427459, 'reg_lambda': 2.034317841469008}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:38,685] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.11816244755026005, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9790289090382875, 'colsample_bytree': 0.8068544653433875, 'gamma': 0.6912914288027606, 'reg_alpha': 0.6745505883591454, 'reg_lambda': 2.0500402922286702}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:38,979] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 89, 'learning_rate': 0.09220849223167232, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9807853593654774, 'colsample_bytree': 0.792958371798572, 'gamma': 0.00016249735628993262, 'reg_alpha': 0.6834244986156027, 'reg_lambda': 1.9405010072383055}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:39,209] Trial 117 finished with value: 0.755952380952381 and parameters: {'n_estimators': 95, 'learning_rate': 0.10763495709139626, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9979231867797488, 'colsample_bytree': 0.8244269077374712, 'gamma': 0.1899821282430286, 'reg_alpha': 0.7157287276876808, 'reg_lambda': 2.178050540809098}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:39,565] Trial 118 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 74, 'learning_rate': 0.08564918335891741, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9760382695897727, 'colsample_bytree': 0.8110525700208857, 'gamma': 0.3282985427732612, 'reg_alpha': 0.6525113952216307, 'reg_lambda': 1.8916033614338192}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:39,877] Trial 119 finished with value: 0.761904761904762 and parameters: {'n_estimators': 98, 'learning_rate': 0.12886430829533038, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9991950827753018, 'colsample_bytree': 0.8296142585540389, 'gamma': 0.48225508773964654, 'reg_alpha': 0.6993250160926621, 'reg_lambda': 2.0717667557771002}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:40,126] Trial 120 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 92, 'learning_rate': 0.08336498788990751, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9847411258654722, 'colsample_bytree': 0.8374208560745402, 'gamma': 0.504206364898171, 'reg_alpha': 0.7477565427103742, 'reg_lambda': 2.084648015460515}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:40,387] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.1262392287728243, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9648571791079071, 'colsample_bytree': 0.8183397234193096, 'gamma': 0.6562681399974262, 'reg_alpha': 0.6947021870160136, 'reg_lambda': 1.9954950612446727}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:40,580] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.13960453583627092, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9979706411840956, 'colsample_bytree': 0.7738918308892202, 'gamma': 0.2439195097848586, 'reg_alpha': 0.7202498876587418, 'reg_lambda': 2.0659317101803505}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:40,845] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.09349048001106604, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9713166110684601, 'colsample_bytree': 0.8011221336794843, 'gamma': 0.3909132293937105, 'reg_alpha': 0.6666272032058634, 'reg_lambda': 1.8135075505328162}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:41,136] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.15220203288020867, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9875827238920045, 'colsample_bytree': 0.8237585554494888, 'gamma': 0.11196906783811411, 'reg_alpha': 0.6350429271666722, 'reg_lambda': 1.667879253272642}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:41,399] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 61, 'learning_rate': 0.10172635320983202, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9718008988845807, 'colsample_bytree': 0.8426938232021991, 'gamma': 0.4491697009405421, 'reg_alpha': 0.795877830183454, 'reg_lambda': 2.317334572559595}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:41,628] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.2341371734710621, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9557094576939204, 'colsample_bytree': 0.7207162702163766, 'gamma': 0.5378254512823537, 'reg_alpha': 0.700552047475577, 'reg_lambda': 2.26237396871519}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:41,959] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 98, 'learning_rate': 0.10975923565549199, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9924250016037943, 'colsample_bytree': 0.7907225603015853, 'gamma': 0.2567221242655716, 'reg_alpha': 0.7534935088621801, 'reg_lambda': 2.8099035861843054}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:42,219] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 90, 'learning_rate': 0.16929125221553218, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9617385409343865, 'colsample_bytree': 0.8009899494136614, 'gamma': 0.6390931697184102, 'reg_alpha': 0.7865958609527262, 'reg_lambda': 2.1383355968760935}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:42,422] Trial 129 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 73, 'learning_rate': 0.07567688380760657, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9451955041163779, 'colsample_bytree': 0.8284244224327465, 'gamma': 0.3298786800698406, 'reg_alpha': 0.6372131359677686, 'reg_lambda': 1.959277474736338}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:42,726] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 78, 'learning_rate': 0.09588495102111395, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9993283091245241, 'colsample_bytree': 0.8170218235977635, 'gamma': 0.16323687394012903, 'reg_alpha': 0.8218284299679539, 'reg_lambda': 2.0385499410609693}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:42,997] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 94, 'learning_rate': 0.10532852691242632, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.998809572352919, 'colsample_bytree': 0.8297495574233141, 'gamma': 0.15555271362713813, 'reg_alpha': 0.7228338218514355, 'reg_lambda': 2.1733286926799846}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:43,262] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 102, 'learning_rate': 0.09063756632096504, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9835718099375055, 'colsample_bytree': 0.833404765302379, 'gamma': 0.003256765281010411, 'reg_alpha': 0.7260279481584574, 'reg_lambda': 2.1912008576351814}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:43,609] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 109, 'learning_rate': 0.11646130365771057, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9796896825005347, 'colsample_bytree': 0.810467755331386, 'gamma': 0.1260011434682127, 'reg_alpha': 0.676064183404794, 'reg_lambda': 2.1371807055318057}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:43,831] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.08528108834479312, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9505487538115026, 'colsample_bytree': 0.7815491082536955, 'gamma': 0.8320145688077377, 'reg_alpha': 0.6089684701370877, 'reg_lambda': 2.089904450198602}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:44,080] Trial 135 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 116, 'learning_rate': 0.10500314141445355, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9709148286772942, 'colsample_bytree': 0.8397957788581744, 'gamma': 0.4396484915396077, 'reg_alpha': 0.664167574764844, 'reg_lambda': 1.8874795767481007}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:44,384] Trial 136 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 93, 'learning_rate': 0.13502626536113174, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6701658050815318, 'colsample_bytree': 0.6988147618494587, 'gamma': 0.546107159353769, 'reg_alpha': 0.7052631528199537, 'reg_lambda': 2.2276623500548225}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:44,612] Trial 137 finished with value: 0.761904761904762 and parameters: {'n_estimators': 69, 'learning_rate': 0.0732358518399367, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9915105983999604, 'colsample_bytree': 0.8054124040340381, 'gamma': 0.28720796868956133, 'reg_alpha': 0.7367252834186088, 'reg_lambda': 2.0123337373286874}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:44,830] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.07384209790422065, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9930234359984575, 'colsample_bytree': 0.8289752661820021, 'gamma': 0.7306808876464161, 'reg_alpha': 0.8666721846845591, 'reg_lambda': 1.767077114627276}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:45,124] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.08156172556794847, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9863817362158275, 'colsample_bytree': 0.796705718019448, 'gamma': 0.29994151100285726, 'reg_alpha': 0.7726213722045531, 'reg_lambda': 1.995500106881359}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:45,427] Trial 140 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 79, 'learning_rate': 0.12170744483983653, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7714767613906346, 'colsample_bytree': 0.7523378220374626, 'gamma': 0.5985380878291794, 'reg_alpha': 0.9568993288972008, 'reg_lambda': 2.102469586088193}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:45,552] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 31, 'learning_rate': 0.09672155364878116, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9642913344963141, 'colsample_bytree': 0.8058118363433652, 'gamma': 0.17174504035387106, 'reg_alpha': 0.7386969064038311, 'reg_lambda': 2.040400275094349}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:45,809] Trial 142 finished with value: 0.755952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.08980502696225807, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9995709649190554, 'colsample_bytree': 0.770126067835436, 'gamma': 0.3956519429451095, 'reg_alpha': 0.6967492910920656, 'reg_lambda': 1.8449569651391178}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:46,054] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.10249882512431176, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9756002189333011, 'colsample_bytree': 0.8186390421405992, 'gamma': 0.09440474495891654, 'reg_alpha': 0.3238789890299599, 'reg_lambda': 1.924723663775274}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:46,411] Trial 144 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 107, 'learning_rate': 0.07833431177521731, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9878321552608292, 'colsample_bytree': 0.812537042473086, 'gamma': 0.24656105843080625, 'reg_alpha': 0.3006068492785311, 'reg_lambda': 2.1685432749885996}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:46,649] Trial 145 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 54, 'learning_rate': 0.1119795454899725, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7570055441208989, 'colsample_bytree': 0.8499620550887009, 'gamma': 2.09921103304357, 'reg_alpha': 0.6446226799346644, 'reg_lambda': 2.3736681573626237}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:46,905] Trial 146 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 103, 'learning_rate': 0.14639448893452975, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9681298221712192, 'colsample_bytree': 0.7852980448975999, 'gamma': 0.4756703051850104, 'reg_alpha': 0.6797081801349035, 'reg_lambda': 1.9690338051886411}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:47,115] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 89, 'learning_rate': 0.27272758947709225, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9816946242862602, 'colsample_bytree': 0.8011841300274243, 'gamma': 0.3454102469066471, 'reg_alpha': 0.6158534391027262, 'reg_lambda': 2.013577336856394}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:47,359] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 81, 'learning_rate': 0.07122139726389262, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9931248616770054, 'colsample_bytree': 0.8225578426177514, 'gamma': 0.08134597574009952, 'reg_alpha': 0.7285690302151981, 'reg_lambda': 2.2539616430634917}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:47,662] Trial 149 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 63, 'learning_rate': 0.015624343038314462, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9573393445203864, 'colsample_bytree': 0.8320193577868914, 'gamma': 0.22193255265844364, 'reg_alpha': 0.2808504990839266, 'reg_lambda': 0.5068571794876389}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:47,942] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.09860961607425478, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.933167314599726, 'colsample_bytree': 0.7935933711196934, 'gamma': 2.911492980871013, 'reg_alpha': 0.6596053832250522, 'reg_lambda': 2.078275156519663}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:48,247] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 94, 'learning_rate': 0.11026875650186178, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.995776882617549, 'colsample_bytree': 0.8245092208010036, 'gamma': 0.17029293094053535, 'reg_alpha': 0.7128118147410549, 'reg_lambda': 2.1593080486100162}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:48,631] Trial 152 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.08731406925901711, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9902902155051652, 'colsample_bytree': 0.8097036521790847, 'gamma': 4.2369768730677055, 'reg_alpha': 0.6928675353756596, 'reg_lambda': 2.1214542442432607}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:48,881] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.10245840074763349, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9754014113897556, 'colsample_bytree': 0.8462230222156598, 'gamma': 0.3136842468862203, 'reg_alpha': 0.7512635404006008, 'reg_lambda': 2.2038945131552796}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:49,214] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.08081132064892738, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9999955392738648, 'colsample_bytree': 0.8373738614685101, 'gamma': 0.031009878171409086, 'reg_alpha': 0.7313331658530137, 'reg_lambda': 2.0452505353319195}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:49,414] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.12439236966729081, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9854284605052179, 'colsample_bytree': 0.6006498343673407, 'gamma': 0.5111543057271895, 'reg_alpha': 0.18155711418825332, 'reg_lambda': 2.455805186706472}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:49,756] Trial 156 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 84, 'learning_rate': 0.11601108007535266, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7854566338558905, 'colsample_bytree': 0.6212730782320491, 'gamma': 0.171513673580603, 'reg_alpha': 0.24179685456955557, 'reg_lambda': 2.304232216044328}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:49,991] Trial 157 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 83, 'learning_rate': 0.11456406223621621, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7814141576077926, 'colsample_bytree': 0.608987830285345, 'gamma': 2.2655946666815803, 'reg_alpha': 0.2522495816231006, 'reg_lambda': 2.1779333363605304}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:50,285] Trial 158 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 86, 'learning_rate': 0.13163335683053404, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7736605714786965, 'colsample_bytree': 0.6171749062991435, 'gamma': 0.6705456282122613, 'reg_alpha': 0.2772891163555458, 'reg_lambda': 2.330377358762288}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:50,605] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 86, 'learning_rate': 0.12888149703427443, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7838998171936301, 'colsample_bytree': 0.6222166913427242, 'gamma': 0.7030135727032664, 'reg_alpha': 0.2147657999234842, 'reg_lambda': 2.3339352291845468}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:50,945] Trial 160 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 72, 'learning_rate': 0.13780638841674545, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7658395512519035, 'colsample_bytree': 0.6371805799191197, 'gamma': 0.8174254883294287, 'reg_alpha': 0.34247604889060884, 'reg_lambda': 2.449315148313927}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:51,260] Trial 161 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 91, 'learning_rate': 0.1483102793806547, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7742652547913008, 'colsample_bytree': 0.655504776709655, 'gamma': 0.6206987912067519, 'reg_alpha': 0.23653685818564812, 'reg_lambda': 2.2907188870987474}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:51,567] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 81, 'learning_rate': 0.11778886928462208, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8070819352280633, 'colsample_bytree': 0.6152084674369283, 'gamma': 0.3704456743371025, 'reg_alpha': 0.25498525612032136, 'reg_lambda': 2.2523821044058927}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:51,915] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 103, 'learning_rate': 0.10827850151526672, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7880842096438943, 'colsample_bytree': 0.6274549981200479, 'gamma': 0.24038248048600266, 'reg_alpha': 0.2880398211576239, 'reg_lambda': 2.2998819137548323}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:52,246] Trial 164 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 210, 'learning_rate': 0.17887336035513862, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7519698242845039, 'colsample_bytree': 0.6172299634444833, 'gamma': 2.5749178240569037, 'reg_alpha': 0.30643077603772084, 'reg_lambda': 2.368021040289368}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:52,512] Trial 165 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 86, 'learning_rate': 0.06315087245151109, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7962342926799271, 'colsample_bytree': 0.6108192709822593, 'gamma': 0.4461555148826549, 'reg_alpha': 0.2023905753907998, 'reg_lambda': 2.2146773753833595}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:52,795] Trial 166 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.06594281101379328, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7946320347726399, 'colsample_bytree': 0.6050932930058802, 'gamma': 0.42501318522401027, 'reg_alpha': 0.16689218750003357, 'reg_lambda': 2.141872099615862}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:53,174] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 198, 'learning_rate': 0.07326763234101052, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7635746219005329, 'colsample_bytree': 0.8291446722178619, 'gamma': 0.562814129443597, 'reg_alpha': 0.2051762784899931, 'reg_lambda': 2.577168972579471}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:53,502] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.06297641413880437, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7757884499260366, 'colsample_bytree': 0.6477907608891044, 'gamma': 0.960670038719065, 'reg_alpha': 0.14107343879687162, 'reg_lambda': 2.207731722794259}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:53,699] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 64, 'learning_rate': 0.16413468669855472, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.800807865868453, 'colsample_bytree': 0.6794945732206894, 'gamma': 0.15767527850790314, 'reg_alpha': 0.27803472879054475, 'reg_lambda': 2.1103600438521375}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:53,959] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.06042186510767044, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.991858151079096, 'colsample_bytree': 0.8558323255314861, 'gamma': 0.4955035591111884, 'reg_alpha': 0.1940485676232609, 'reg_lambda': 2.3389861961980825}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:54,243] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.09009454134752805, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.814437333409978, 'colsample_bytree': 0.609581565882581, 'gamma': 0.7780704064916757, 'reg_alpha': 0.23446712504631967, 'reg_lambda': 2.2332297861376884}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:54,576] Trial 172 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 83, 'learning_rate': 0.09851769188395886, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7885440787770587, 'colsample_bytree': 0.629256395048521, 'gamma': 0.29687190590624135, 'reg_alpha': 0.7135485078966484, 'reg_lambda': 2.1662085481861495}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:54,801] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 94, 'learning_rate': 0.0687645200710853, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7755463862580593, 'colsample_bytree': 0.6916627138426099, 'gamma': 0.6621302138198499, 'reg_alpha': 0.2552656719369455, 'reg_lambda': 2.5076327770432143}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:55,070] Trial 174 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.07759343630212094, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7819521030226181, 'colsample_bytree': 0.6215815317164147, 'gamma': 0.010790190105312153, 'reg_alpha': 0.6840054400103976, 'reg_lambda': 2.0874234992447884}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:55,346] Trial 175 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 88, 'learning_rate': 0.08409479969132005, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9811915430695338, 'colsample_bytree': 0.8168984339159656, 'gamma': 0.4389893950917192, 'reg_alpha': 0.21422968689143995, 'reg_lambda': 1.9950298411823224}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:55,676] Trial 176 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 109, 'learning_rate': 0.13196994991935262, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9999073686414776, 'colsample_bytree': 0.6656152663293673, 'gamma': 0.19917675816195984, 'reg_alpha': 0.7066580989584809, 'reg_lambda': 2.2798182635818556}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:55,934] Trial 177 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.10730475288738879, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8013968927623986, 'colsample_bytree': 0.6170609073699707, 'gamma': 0.10694679196228019, 'reg_alpha': 0.6297997009204108, 'reg_lambda': 2.415832465927176}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:56,190] Trial 178 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 36, 'learning_rate': 0.11809269436695645, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9765782697007641, 'colsample_bytree': 0.7420366318852093, 'gamma': 0.36882379067741033, 'reg_alpha': 0.36336379875956965, 'reg_lambda': 2.1809819698344093}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:56,515] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.09617496932198513, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7627123543269158, 'colsample_bytree': 0.6006222989233652, 'gamma': 0.8757028204569886, 'reg_alpha': 0.7666534938341022, 'reg_lambda': 2.071921081636276}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:56,763] Trial 180 finished with value: 0.761904761904762 and parameters: {'n_estimators': 104, 'learning_rate': 0.12466841979682529, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9876654073774803, 'colsample_bytree': 0.7198237618618584, 'gamma': 0.6150774079979765, 'reg_alpha': 0.6500027769690325, 'reg_lambda': 1.9576502551215231}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:57,086] Trial 181 finished with value: 0.738095238095238 and parameters: {'n_estimators': 102, 'learning_rate': 0.010023413308825058, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.988925742524358, 'colsample_bytree': 0.7198408799215174, 'gamma': 0.6224455182278813, 'reg_alpha': 0.6568119131490421, 'reg_lambda': 1.9394675584056453}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:57,403] Trial 182 finished with value: 0.755952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.12580011202975408, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9815980973559816, 'colsample_bytree': 0.6340121084922762, 'gamma': 0.27504669190689246, 'reg_alpha': 0.6825709293928276, 'reg_lambda': 1.888505495632065}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:57,674] Trial 183 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 92, 'learning_rate': 0.1112906313003662, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6090280732297618, 'colsample_bytree': 0.8429404192317358, 'gamma': 0.7147373340627372, 'reg_alpha': 0.5883624671124497, 'reg_lambda': 2.1177447330491055}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:58,047] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 100, 'learning_rate': 0.15226332027634432, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8807911870444718, 'colsample_bytree': 0.7350257818416368, 'gamma': 0.5409618516942223, 'reg_alpha': 0.26939665273924784, 'reg_lambda': 1.9889120728833796}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:58,356] Trial 185 finished with value: 0.761904761904762 and parameters: {'n_estimators': 83, 'learning_rate': 0.1421990271382597, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7921349217196432, 'colsample_bytree': 0.8262033685956858, 'gamma': 0.43476636053982665, 'reg_alpha': 0.6428211675789202, 'reg_lambda': 2.223835756068227}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:58,651] Trial 186 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 82, 'learning_rate': 0.14187209110106794, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7947782167955295, 'colsample_bytree': 0.8256911205026641, 'gamma': 0.44629981604456065, 'reg_alpha': 0.7169897031984033, 'reg_lambda': 2.250273028696954}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:58,868] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 84, 'learning_rate': 0.13013969248486035, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9928463799062237, 'colsample_bytree': 0.7115958323803366, 'gamma': 0.325846818768186, 'reg_alpha': 0.3110601781877254, 'reg_lambda': 2.1474371580820257}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:59,126] Trial 188 finished with value: 0.693452380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.055882752436713715, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9722714837536324, 'colsample_bytree': 0.814574433962813, 'gamma': 0.19204338082478734, 'reg_alpha': 0.6945304127947944, 'reg_lambda': 2.212356528985156}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:59,397] Trial 189 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 88, 'learning_rate': 0.19844802750490298, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8088296460730067, 'colsample_bytree': 0.8003383466895676, 'gamma': 0.5762929912448634, 'reg_alpha': 0.7425052511794407, 'reg_lambda': 2.036984733106307}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:59,623] Trial 190 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 93, 'learning_rate': 0.12119325322501373, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7843510303021406, 'colsample_bytree': 0.8373830917762912, 'gamma': 0.7914107996152688, 'reg_alpha': 0.6568845264453996, 'reg_lambda': 2.2967220381738085}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:59,896] Trial 191 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 99, 'learning_rate': 0.1396247012488445, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7707419185303636, 'colsample_bytree': 0.8227605415047398, 'gamma': 0.4839619192810366, 'reg_alpha': 0.629384734281423, 'reg_lambda': 2.060278450591806}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:00,257] Trial 192 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 88, 'learning_rate': 0.10164143257972974, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9857364418254275, 'colsample_bytree': 0.7598502815623733, 'gamma': 0.11137277119697339, 'reg_alpha': 0.6656886136230499, 'reg_lambda': 2.1260251512189754}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:00,581] Trial 193 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.15516000300139457, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7902980221866919, 'colsample_bytree': 0.7911796808966183, 'gamma': 0.3745299685832223, 'reg_alpha': 0.6419091754466941, 'reg_lambda': 2.2104767061836137}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:00,891] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.08604345813569972, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9937773306665295, 'colsample_bytree': 0.6448334426615205, 'gamma': 0.7155343296099689, 'reg_alpha': 0.6015747607975319, 'reg_lambda': 1.9488557523355667}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:01,109] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 70, 'learning_rate': 0.01809937878947835, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9767734154531136, 'colsample_bytree': 0.8066880892465317, 'gamma': 0.22917429516285318, 'reg_alpha': 0.6946903798767954, 'reg_lambda': 2.3741762617647266}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:01,460] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.11227383674429338, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7977550551215739, 'colsample_bytree': 0.748994170424697, 'gamma': 0.6298103337294289, 'reg_alpha': 0.6188669421296633, 'reg_lambda': 1.1722688318039545}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:01,797] Trial 197 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 81, 'learning_rate': 0.09179034173330361, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7787598935256063, 'colsample_bytree': 0.6117422660166174, 'gamma': 0.31204509059490754, 'reg_alpha': 0.1845113641548922, 'reg_lambda': 2.0195380025297727}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:02,064] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 94, 'learning_rate': 0.06190899358955391, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6393879604516047, 'colsample_bytree': 0.8311799878282911, 'gamma': 0.04852225514885007, 'reg_alpha': 0.6735873473173126, 'reg_lambda': 2.165721958424659}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:02,373] Trial 199 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 85, 'learning_rate': 0.07229802764887085, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9868281190830124, 'colsample_bytree': 0.8183072650260566, 'gamma': 0.5324743398693879, 'reg_alpha': 0.5685598192603177, 'reg_lambda': 2.073959261298863}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:02,379] A new study created in memory with name: no-name-b49d6a7c-f16c-4ed9-86b4-828fbbd063eb
[I 2025-11-03 20:36:02,743] Trial 0 finished with value: 0.6101190476190476 and parameters: {'n_estimators': 86, 'learning_rate': 0.011226277745870955, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9664828895235199, 'colsample_bytree': 0.9500806617617971, 'gamma': 4.806880791652075, 'reg_alpha': 0.9287274168154461, 'reg_lambda': 2.6791628467660633}. Best is trial 0 with value: 0.6101190476190476.
[I 2025-11-03 20:36:03,127] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.2881761450368587, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.6543510165136395, 'colsample_bytree': 0.9975382995863855, 'gamma': 0.373870752243759, 'reg_alpha': 0.16973761888672767, 'reg_lambda': 1.7175632521961999}. Best is trial 0 with value: 0.6101190476190476.
[I 2025-11-03 20:36:03,455] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.24529499249654205, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8832711892232277, 'colsample_bytree': 0.9359786206081457, 'gamma': 0.6463221055752449, 'reg_alpha': 0.806151908553455, 'reg_lambda': 0.9478473071869965}. Best is trial 0 with value: 0.6101190476190476.
[I 2025-11-03 20:36:03,608] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.20473719212106917, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.7529690084567023, 'colsample_bytree': 0.6970034848126617, 'gamma': 1.7652100586601294, 'reg_alpha': 0.4762664046083124, 'reg_lambda': 0.9339351720542304}. Best is trial 0 with value: 0.6101190476190476.
[I 2025-11-03 20:36:03,961] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.10386284177706058, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.8373413754460713, 'colsample_bytree': 0.842194076118924, 'gamma': 1.139307087903928, 'reg_alpha': 0.4826513321747177, 'reg_lambda': 1.1979732250997208}. Best is trial 0 with value: 0.6101190476190476.
[I 2025-11-03 20:36:04,061] Trial 5 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.13518344777340907, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9572074835421369, 'colsample_bytree': 0.7140434753631111, 'gamma': 4.465502057953393, 'reg_alpha': 0.4564777325459154, 'reg_lambda': 2.027042512466231}. Best is trial 5 with value: 0.6666666666666666.
[I 2025-11-03 20:36:04,311] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.011456869588855856, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.761238593332216, 'colsample_bytree': 0.9685182505581552, 'gamma': 1.5405501618276634, 'reg_alpha': 0.7979463177653262, 'reg_lambda': 0.8533920492916154}. Best is trial 5 with value: 0.6666666666666666.
[I 2025-11-03 20:36:04,575] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.022201420908077113, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9996034415169289, 'colsample_bytree': 0.7898965629548096, 'gamma': 1.310461288066465, 'reg_alpha': 0.004389575495580389, 'reg_lambda': 2.474083252188568}. Best is trial 5 with value: 0.6666666666666666.
[I 2025-11-03 20:36:04,975] Trial 8 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 130, 'learning_rate': 0.02972122923600909, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8944551927866434, 'colsample_bytree': 0.8585462979048941, 'gamma': 4.441691002571066, 'reg_alpha': 0.5054292375099974, 'reg_lambda': 1.3416582837522095}. Best is trial 8 with value: 0.7083333333333333.
[I 2025-11-03 20:36:05,198] Trial 9 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 111, 'learning_rate': 0.16434550396485517, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6658647461249497, 'colsample_bytree': 0.7228366165890212, 'gamma': 1.9298712262681899, 'reg_alpha': 0.8528135407562552, 'reg_lambda': 1.1861795959608343}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 20:36:05,533] Trial 10 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 183, 'learning_rate': 0.07004171655822351, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.604754894707356, 'colsample_bytree': 0.6185172746673262, 'gamma': 3.036094342997863, 'reg_alpha': 0.9877378664477124, 'reg_lambda': 0.5587568747562779}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 20:36:05,839] Trial 11 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 142, 'learning_rate': 0.035999498383672585, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7011371889804274, 'colsample_bytree': 0.8620779980685679, 'gamma': 3.24623003384695, 'reg_alpha': 0.7035694940543518, 'reg_lambda': 1.5668533740307464}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 20:36:06,176] Trial 12 finished with value: 0.699404761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.041943608358423215, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8762133147953726, 'colsample_bytree': 0.7829654150771725, 'gamma': 3.928802174737207, 'reg_alpha': 0.6547530341831537, 'reg_lambda': 1.4802674951638721}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 20:36:06,493] Trial 13 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 124, 'learning_rate': 0.031139897212402613, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8077004948205658, 'colsample_bytree': 0.7279298132720771, 'gamma': 2.5656529280608034, 'reg_alpha': 0.3450206624614077, 'reg_lambda': 1.9903462019767646}. Best is trial 13 with value: 0.7202380952380953.
[I 2025-11-03 20:36:06,919] Trial 14 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 246, 'learning_rate': 0.07946220135915245, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7901788495353713, 'colsample_bytree': 0.6879709009148487, 'gamma': 2.2716916683783515, 'reg_alpha': 0.2850126329921916, 'reg_lambda': 2.1006811804209797}. Best is trial 13 with value: 0.7202380952380953.
[I 2025-11-03 20:36:07,248] Trial 15 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 122, 'learning_rate': 0.019951856865765477, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7171258636963762, 'colsample_bytree': 0.7445034026898949, 'gamma': 2.644323094672889, 'reg_alpha': 0.32811357518248685, 'reg_lambda': 2.021539559691995}. Best is trial 13 with value: 0.7202380952380953.
[I 2025-11-03 20:36:07,619] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 198, 'learning_rate': 0.1511982689767718, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6625234224355829, 'colsample_bytree': 0.6390586520621593, 'gamma': 2.1499013076558358, 'reg_alpha': 0.6028641005324882, 'reg_lambda': 2.3536703280776927}. Best is trial 13 with value: 0.7202380952380953.
[I 2025-11-03 20:36:07,955] Trial 17 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 78, 'learning_rate': 0.05801236849358667, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8187935397628382, 'colsample_bytree': 0.667884226924932, 'gamma': 3.377233436024505, 'reg_alpha': 0.25908418112630893, 'reg_lambda': 1.829297578187277}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 20:36:08,184] Trial 18 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 30, 'learning_rate': 0.055226477996007314, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8396662741617731, 'colsample_bytree': 0.6588252972957082, 'gamma': 3.5906367641776504, 'reg_alpha': 0.13639741018100615, 'reg_lambda': 1.8529198088725638}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 20:36:08,348] Trial 19 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 67, 'learning_rate': 0.019952685118841622, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.803730525778075, 'colsample_bytree': 0.7533006513463983, 'gamma': 2.7593713319646853, 'reg_alpha': 0.3406329342530555, 'reg_lambda': 2.9147938514655274}. Best is trial 19 with value: 0.7261904761904763.
[I 2025-11-03 20:36:08,616] Trial 20 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 64, 'learning_rate': 0.017613374472366362, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9283665289496683, 'colsample_bytree': 0.6011759199567805, 'gamma': 3.8102349723087583, 'reg_alpha': 0.20447761749230003, 'reg_lambda': 2.8782906254038307}. Best is trial 19 with value: 0.7261904761904763.
[I 2025-11-03 20:36:08,865] Trial 21 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 82, 'learning_rate': 0.027467949718281853, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8172741953969394, 'colsample_bytree': 0.7605465499945745, 'gamma': 2.7185551834009507, 'reg_alpha': 0.3461144034336497, 'reg_lambda': 2.4249689013698754}. Best is trial 19 with value: 0.7261904761904763.
[I 2025-11-03 20:36:09,115] Trial 22 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 56, 'learning_rate': 0.03950819383516471, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7844027906446992, 'colsample_bytree': 0.6693277790991057, 'gamma': 2.76989809247406, 'reg_alpha': 0.3873097227984186, 'reg_lambda': 2.9386209322515553}. Best is trial 19 with value: 0.7261904761904763.
[I 2025-11-03 20:36:09,382] Trial 23 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 92, 'learning_rate': 0.01665267022188958, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8397734958685242, 'colsample_bytree': 0.8286242888979184, 'gamma': 3.3275065083735895, 'reg_alpha': 0.2592276184670081, 'reg_lambda': 2.686847080872333}. Best is trial 19 with value: 0.7261904761904763.
[I 2025-11-03 20:36:09,723] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.05310030653729596, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7435319823770782, 'colsample_bytree': 0.7430892401479591, 'gamma': 2.502065652420735, 'reg_alpha': 0.06720196833110936, 'reg_lambda': 1.8172834181618491}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:10,013] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 43, 'learning_rate': 0.05444339408686543, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7276468262736551, 'colsample_bytree': 0.7665845844386867, 'gamma': 3.0721954620332057, 'reg_alpha': 0.04894283374623733, 'reg_lambda': 2.263314285096416}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:10,104] Trial 26 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.09592426675359526, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7571881210429355, 'colsample_bytree': 0.807330589477263, 'gamma': 4.097060406952481, 'reg_alpha': 0.12033289404601613, 'reg_lambda': 1.749216502011696}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:10,439] Trial 27 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 47, 'learning_rate': 0.052811791251610174, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6909193848191316, 'colsample_bytree': 0.8935595569551229, 'gamma': 3.5039234283358978, 'reg_alpha': 0.07775227592761817, 'reg_lambda': 2.600266125964303}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:10,696] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 79, 'learning_rate': 0.06789692715818414, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7373126465338804, 'colsample_bytree': 0.6768585129447882, 'gamma': 2.32975107161319, 'reg_alpha': 0.23279312697791818, 'reg_lambda': 2.2116132644090976}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:10,964] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.010870897538113765, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.859791050412374, 'colsample_bytree': 0.6372009293273656, 'gamma': 3.0498433939273144, 'reg_alpha': 0.40973104555519535, 'reg_lambda': 2.718178902283157}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:11,193] Trial 30 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 42, 'learning_rate': 0.015270328649597792, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9278418858648839, 'colsample_bytree': 0.7436997783564905, 'gamma': 4.324079793386834, 'reg_alpha': 0.005336807731980864, 'reg_lambda': 1.5832037949187538}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:11,530] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 103, 'learning_rate': 0.025341655690653043, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7940305781940178, 'colsample_bytree': 0.7147539539582719, 'gamma': 2.5084814984240227, 'reg_alpha': 0.303096504720894, 'reg_lambda': 1.8230535569238107}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:11,906] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 103, 'learning_rate': 0.025450564567409576, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7758061190763277, 'colsample_bytree': 0.7065120680834998, 'gamma': 1.9329958743995699, 'reg_alpha': 0.1647566627527269, 'reg_lambda': 1.8538549627352712}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:12,322] Trial 33 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 101, 'learning_rate': 0.013125590804322027, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7699222061909431, 'colsample_bytree': 0.7107237831144461, 'gamma': 0.8381400454344965, 'reg_alpha': 0.19201844944626933, 'reg_lambda': 1.6996000883094626}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:12,660] Trial 34 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 97, 'learning_rate': 0.020943048036433896, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7732042626195907, 'colsample_bytree': 0.7564845940690246, 'gamma': 1.9072771799501758, 'reg_alpha': 0.14476685069361866, 'reg_lambda': 1.873155512227981}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:12,994] Trial 35 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 146, 'learning_rate': 0.024484716907091152, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8013324231817207, 'colsample_bytree': 0.8150878625250477, 'gamma': 1.692083638708371, 'reg_alpha': 0.5501459039607537, 'reg_lambda': 1.3959181708935955}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:13,327] Trial 36 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.025061148528291652, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7390390957631315, 'colsample_bytree': 0.8106029987947003, 'gamma': 0.15365851440439893, 'reg_alpha': 0.5537494529012317, 'reg_lambda': 1.3891321332513884}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:13,746] Trial 37 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 165, 'learning_rate': 0.04549025139137588, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7070782430995999, 'colsample_bytree': 0.9033631559984029, 'gamma': 1.483988295654692, 'reg_alpha': 0.07663675847111567, 'reg_lambda': 1.1997904285110874}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:14,067] Trial 38 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 113, 'learning_rate': 0.0340683358345547, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7517064332039182, 'colsample_bytree': 0.7011451735194221, 'gamma': 0.8329789215772799, 'reg_alpha': 0.4285472545367177, 'reg_lambda': 1.6434490198333451}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:14,345] Trial 39 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 138, 'learning_rate': 0.014012207054924045, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6354841123780098, 'colsample_bytree': 0.7851525209454522, 'gamma': 1.6637815617210427, 'reg_alpha': 0.5445732747627662, 'reg_lambda': 1.3092640635641721}. Best is trial 39 with value: 0.7321428571428572.
[I 2025-11-03 20:36:14,752] Trial 40 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 134, 'learning_rate': 0.013424751743906836, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6219525205163678, 'colsample_bytree': 0.7786829435636021, 'gamma': 2.0488665100213077, 'reg_alpha': 0.7067443633188233, 'reg_lambda': 1.063695113732639}. Best is trial 39 with value: 0.7321428571428572.
[I 2025-11-03 20:36:15,157] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.02555400171099051, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6354721827499707, 'colsample_bytree': 0.826101411845726, 'gamma': 1.6547808185004655, 'reg_alpha': 0.5157128752125432, 'reg_lambda': 1.3616638084570158}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:15,475] Trial 42 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 159, 'learning_rate': 0.013743988777804195, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6329963177103389, 'colsample_bytree': 0.7284006922516006, 'gamma': 1.1833379414936998, 'reg_alpha': 0.5346967737431738, 'reg_lambda': 1.2211907004668265}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:15,818] Trial 43 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 198, 'learning_rate': 0.026847800393628544, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6802818133063991, 'colsample_bytree': 0.8473720497596821, 'gamma': 4.900946814630009, 'reg_alpha': 0.6010503828427484, 'reg_lambda': 0.6893936296169743}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:16,053] Trial 44 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.016860188699641353, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6004711567639975, 'colsample_bytree': 0.7911843847451046, 'gamma': 1.5460648183221182, 'reg_alpha': 0.45571634250367316, 'reg_lambda': 1.498901832912768}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:16,508] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 182, 'learning_rate': 0.010134258175037682, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6481880838367261, 'colsample_bytree': 0.7337394795395636, 'gamma': 1.8367490413275567, 'reg_alpha': 0.16813236336894719, 'reg_lambda': 0.9452230357558811}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:16,843] Trial 46 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 136, 'learning_rate': 0.03265245853554619, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6391353153992917, 'colsample_bytree': 0.6993275035032758, 'gamma': 2.4055287889513206, 'reg_alpha': 0.5024646447584261, 'reg_lambda': 1.9307684542905197}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:17,057] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.022838645989715904, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.6739988789606837, 'colsample_bytree': 0.8831353207947992, 'gamma': 1.3640208268572982, 'reg_alpha': 0.7239764269581273, 'reg_lambda': 1.0818262305931428}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:17,482] Trial 48 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 152, 'learning_rate': 0.11444519654491023, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.614386362977825, 'colsample_bytree': 0.927007079493313, 'gamma': 2.1717732994207823, 'reg_alpha': 0.5921550021442108, 'reg_lambda': 2.111713809053418}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:17,910] Trial 49 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 237, 'learning_rate': 0.2722473068657449, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6903026068717405, 'colsample_bytree': 0.7764008490031714, 'gamma': 1.6545536272488675, 'reg_alpha': 0.29586344313385127, 'reg_lambda': 1.3116711362963085}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:18,159] Trial 50 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 125, 'learning_rate': 0.04495714440221726, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6578703518642747, 'colsample_bytree': 0.987029461917082, 'gamma': 0.9848346682371181, 'reg_alpha': 0.6552776046686548, 'reg_lambda': 1.5145062536828728}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:18,476] Trial 51 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 176, 'learning_rate': 0.025532233025376026, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7886521925771757, 'colsample_bytree': 0.8188321229028466, 'gamma': 1.7001284432210122, 'reg_alpha': 0.5484418691089399, 'reg_lambda': 1.3712854565723651}. Best is trial 51 with value: 0.7440476190476192.
[I 2025-11-03 20:36:18,868] Trial 52 finished with value: 0.755952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.028796427157999224, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.826312715464241, 'colsample_bytree': 0.8251683849610424, 'gamma': 2.0161180672858547, 'reg_alpha': 0.6498103976789749, 'reg_lambda': 1.6522590046371106}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:19,223] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.03838705704794128, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8545362006242275, 'colsample_bytree': 0.8324618695548786, 'gamma': 0.456165949535392, 'reg_alpha': 0.7750412384593458, 'reg_lambda': 1.6536068650669105}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:19,671] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.02963692655573849, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8946930905270938, 'colsample_bytree': 0.8611430990823057, 'gamma': 2.397023246657625, 'reg_alpha': 0.6539252278037924, 'reg_lambda': 1.2946895066052406}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:20,079] Trial 55 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 201, 'learning_rate': 0.018820274471845526, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.82571304154268, 'colsample_bytree': 0.797900982625337, 'gamma': 2.5637952231037353, 'reg_alpha': 0.8730747064241793, 'reg_lambda': 1.0821016664372307}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:20,549] Trial 56 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 209, 'learning_rate': 0.022298869896091103, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7929758468809428, 'colsample_bytree': 0.821420240317469, 'gamma': 1.2206867306491733, 'reg_alpha': 0.4643635620211714, 'reg_lambda': 1.453957738770766}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:20,840] Trial 57 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 160, 'learning_rate': 0.04707889739876398, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8644521445510318, 'colsample_bytree': 0.8487925951559981, 'gamma': 2.073036083849675, 'reg_alpha': 0.6363877793294487, 'reg_lambda': 0.8464279028853003}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:21,170] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.047766113161489925, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8285191998690256, 'colsample_bytree': 0.8759542507948805, 'gamma': 1.3942610242958766, 'reg_alpha': 0.6271960756269082, 'reg_lambda': 0.8495585721551473}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:21,562] Trial 59 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 163, 'learning_rate': 0.06747000148762271, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8860746392877299, 'colsample_bytree': 0.8511393796203653, 'gamma': 2.075376468925735, 'reg_alpha': 0.5313161055161737, 'reg_lambda': 0.5989006253080049}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:21,949] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 190, 'learning_rate': 0.09118362585324907, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8494765563510708, 'colsample_bytree': 0.8369923100485751, 'gamma': 1.7431688124831026, 'reg_alpha': 0.7641300014009637, 'reg_lambda': 0.8237997324739654}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:22,353] Trial 61 finished with value: 0.738095238095238 and parameters: {'n_estimators': 153, 'learning_rate': 0.03613289941630094, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8704489837136475, 'colsample_bytree': 0.8058626449672824, 'gamma': 2.821714154782874, 'reg_alpha': 0.5663423244710335, 'reg_lambda': 1.7714708397557857}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:22,707] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 157, 'learning_rate': 0.03679371502507386, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8599016113248273, 'colsample_bytree': 0.8008355950212659, 'gamma': 2.2297938772119354, 'reg_alpha': 0.5596987285529594, 'reg_lambda': 1.699146611531911}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:22,978] Trial 63 finished with value: 0.744047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.05997372773009319, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9087750421618311, 'colsample_bytree': 0.824126736867883, 'gamma': 2.94901623965922, 'reg_alpha': 0.6789916971105749, 'reg_lambda': 1.57490191998428}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:23,372] Trial 64 finished with value: 0.738095238095238 and parameters: {'n_estimators': 140, 'learning_rate': 0.07770081455010644, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9078103236245391, 'colsample_bytree': 0.8730777901681005, 'gamma': 2.955156535056057, 'reg_alpha': 0.6736163200786066, 'reg_lambda': 1.4191061903560669}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:23,668] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.06147984854458078, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.915409739792877, 'colsample_bytree': 0.8246994092749715, 'gamma': 2.838948598995049, 'reg_alpha': 0.6620114575110483, 'reg_lambda': 1.6051359068904143}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:23,965] Trial 66 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 152, 'learning_rate': 0.059437461252351186, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9739185855051158, 'colsample_bytree': 0.8227944264777735, 'gamma': 2.83570211825146, 'reg_alpha': 0.6187138004402516, 'reg_lambda': 1.5997203049022597}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:24,455] Trial 67 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 168, 'learning_rate': 0.029404923190571676, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9228579255427102, 'colsample_bytree': 0.8437410153693925, 'gamma': 3.107144052739169, 'reg_alpha': 0.7249717917716567, 'reg_lambda': 1.5549982676469802}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:24,801] Trial 68 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 175, 'learning_rate': 0.04130517264719192, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9438805104671162, 'colsample_bytree': 0.837137399720389, 'gamma': 2.9147592332391166, 'reg_alpha': 0.6829545884565837, 'reg_lambda': 1.7874844682317232}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:25,046] Trial 69 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.06048461446203613, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8801968867728184, 'colsample_bytree': 0.8572414061577138, 'gamma': 2.6410494866748393, 'reg_alpha': 0.5839652808447781, 'reg_lambda': 2.003633505766113}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:25,367] Trial 70 finished with value: 0.744047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.034664186251886685, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8696954459826302, 'colsample_bytree': 0.9087537309590675, 'gamma': 3.2305228861916753, 'reg_alpha': 0.49776410238001784, 'reg_lambda': 1.9228586480765215}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:25,636] Trial 71 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 192, 'learning_rate': 0.050019710076801276, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9019071647759719, 'colsample_bytree': 0.8150875354796399, 'gamma': 3.2573678546327436, 'reg_alpha': 0.5045639639093968, 'reg_lambda': 1.9473527441215905}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:26,039] Trial 72 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 223, 'learning_rate': 0.035230108827097026, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9129957360763692, 'colsample_bytree': 0.8928571949197457, 'gamma': 3.5702751336987433, 'reg_alpha': 0.6419686074897493, 'reg_lambda': 2.0963946362071733}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:26,369] Trial 73 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 182, 'learning_rate': 0.03212084165289294, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8674273794275447, 'colsample_bytree': 0.8024482625078312, 'gamma': 1.9943460772510158, 'reg_alpha': 0.5806303052810556, 'reg_lambda': 1.7679281405935536}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:26,882] Trial 74 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 150, 'learning_rate': 0.04288023317349133, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9471625209949953, 'colsample_bytree': 0.9194559430589342, 'gamma': 3.1472149710629904, 'reg_alpha': 0.4813114854389867, 'reg_lambda': 1.9096498247076354}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:27,239] Trial 75 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 159, 'learning_rate': 0.02902784949522612, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.870174473570947, 'colsample_bytree': 0.9471640411613771, 'gamma': 3.429440718263681, 'reg_alpha': 0.7498989217615879, 'reg_lambda': 1.6375212506476702}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:27,586] Trial 76 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 189, 'learning_rate': 0.20703568539435077, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.890469214109244, 'colsample_bytree': 0.8260442849924425, 'gamma': 3.7257962993254834, 'reg_alpha': 0.38855691794867403, 'reg_lambda': 1.5278970269726453}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:27,983] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 177, 'learning_rate': 0.07718889800768995, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.844834211146505, 'colsample_bytree': 0.872005560985901, 'gamma': 2.6848136950997685, 'reg_alpha': 0.8130800197883153, 'reg_lambda': 1.69597609146175}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:28,310] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 167, 'learning_rate': 0.04977751856428164, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9824843917013641, 'colsample_bytree': 0.792089278258465, 'gamma': 2.3071991247606567, 'reg_alpha': 0.6889794932276085, 'reg_lambda': 1.1427088916919432}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:28,700] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.06343970315669441, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.971219502290976, 'colsample_bytree': 0.9600875211885314, 'gamma': 2.33143164790799, 'reg_alpha': 0.6142860732328599, 'reg_lambda': 1.1408822021065756}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:29,081] Trial 80 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 204, 'learning_rate': 0.06460975121308932, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9386295388245596, 'colsample_bytree': 0.9694932194158351, 'gamma': 1.837237070038134, 'reg_alpha': 0.61922250350368, 'reg_lambda': 0.9983020392169909}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:29,412] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 164, 'learning_rate': 0.08489020158806838, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.994131931382321, 'colsample_bytree': 0.9529561907696801, 'gamma': 2.355354250209147, 'reg_alpha': 0.6838875908765975, 'reg_lambda': 1.158958783749258}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:29,716] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 171, 'learning_rate': 0.050319669301314554, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.98562495583709, 'colsample_bytree': 0.7665512703695043, 'gamma': 2.064293413009669, 'reg_alpha': 0.5224419877325669, 'reg_lambda': 1.2283377756657312}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:30,104] Trial 83 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 144, 'learning_rate': 0.06390582825163961, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9638256333124584, 'colsample_bytree': 0.9976138888869167, 'gamma': 2.20731363859944, 'reg_alpha': 0.6993850846179519, 'reg_lambda': 1.1193276545102642}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:30,482] Trial 84 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 162, 'learning_rate': 0.07304802001413994, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9552951626331546, 'colsample_bytree': 0.8493984267154818, 'gamma': 1.5375694121481986, 'reg_alpha': 0.4419119130721111, 'reg_lambda': 1.3908003611726856}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:30,837] Trial 85 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 194, 'learning_rate': 0.05544419389144369, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9747243237104406, 'colsample_bytree': 0.9051858471776385, 'gamma': 2.4709058831293187, 'reg_alpha': 0.8200248508669965, 'reg_lambda': 1.0133177912413451}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:31,107] Trial 86 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 179, 'learning_rate': 0.039966906029215904, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8154699336542355, 'colsample_bytree': 0.7908998683051094, 'gamma': 1.8686525640558969, 'reg_alpha': 0.7284869376167706, 'reg_lambda': 1.2426649147360167}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:31,470] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 169, 'learning_rate': 0.048656023756902006, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9205225209350759, 'colsample_bytree': 0.7731404836007666, 'gamma': 2.2698621441354527, 'reg_alpha': 0.6323474327283498, 'reg_lambda': 0.7390008825481289}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:31,878] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.04692746112123792, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9322191870511405, 'colsample_bytree': 0.7728610620440205, 'gamma': 2.940100527800247, 'reg_alpha': 0.6364883137118048, 'reg_lambda': 0.7777092528434432}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:32,223] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.04553424163062762, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9363735473464567, 'colsample_bytree': 0.775021453927454, 'gamma': 3.241941153016317, 'reg_alpha': 0.631602454755105, 'reg_lambda': 0.7469191813340488}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:32,581] Trial 90 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.0449626812309785, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9398592695365198, 'colsample_bytree': 0.7721309374646208, 'gamma': 3.2557657666389845, 'reg_alpha': 0.6343053687579298, 'reg_lambda': 0.7129895177086578}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:32,937] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 123, 'learning_rate': 0.0450242504011873, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9350050467286031, 'colsample_bytree': 0.774270310386016, 'gamma': 3.224177990047574, 'reg_alpha': 0.6277966228905543, 'reg_lambda': 0.7493524600954422}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:33,201] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.044299322868240024, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9355428840636063, 'colsample_bytree': 0.7719054783768714, 'gamma': 3.3920107920976217, 'reg_alpha': 0.6237902115590248, 'reg_lambda': 0.7666491814032289}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:33,455] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 131, 'learning_rate': 0.056209941542089505, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9533394914146447, 'colsample_bytree': 0.7501452958076594, 'gamma': 2.991114749547859, 'reg_alpha': 0.6442941796534644, 'reg_lambda': 0.5024247341081256}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:33,787] Trial 94 finished with value: 0.726190476190476 and parameters: {'n_estimators': 123, 'learning_rate': 0.052273422634210795, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9236303568381814, 'colsample_bytree': 0.7634010342180035, 'gamma': 3.792058838523706, 'reg_alpha': 0.5989970271513998, 'reg_lambda': 0.710102525539687}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:34,066] Trial 95 finished with value: 0.738095238095238 and parameters: {'n_estimators': 117, 'learning_rate': 0.038603058690763276, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9615791251899485, 'colsample_bytree': 0.7741131749234842, 'gamma': 3.22047331077098, 'reg_alpha': 0.5745874614664361, 'reg_lambda': 0.899829966976707}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:34,388] Trial 96 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 109, 'learning_rate': 0.04666612927678099, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9054320672005247, 'colsample_bytree': 0.736633340665745, 'gamma': 4.047212335312308, 'reg_alpha': 0.6373768652332591, 'reg_lambda': 0.5990536685450545}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:34,688] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 143, 'learning_rate': 0.07022200854183068, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.9323779390034118, 'colsample_bytree': 0.7826779382416202, 'gamma': 3.6835682961969307, 'reg_alpha': 0.7098606246902526, 'reg_lambda': 0.6713961539545951}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:34,921] Trial 98 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 127, 'learning_rate': 0.11135554003336326, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9510092117849839, 'colsample_bytree': 0.753989668816579, 'gamma': 2.620410609094547, 'reg_alpha': 0.6088954578986997, 'reg_lambda': 0.7686691237502818}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:35,165] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 134, 'learning_rate': 0.04245679176837082, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9203590936923219, 'colsample_bytree': 0.7979583666492182, 'gamma': 2.1463403528726297, 'reg_alpha': 0.6617074889974597, 'reg_lambda': 0.8820043686809269}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:35,400] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.04781593820022995, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.8991647214768654, 'colsample_bytree': 0.8123433133488597, 'gamma': 3.4698749630195933, 'reg_alpha': 0.5983021871508459, 'reg_lambda': 0.7932691639359644}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:35,734] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.033341551995237445, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9410475012637048, 'colsample_bytree': 0.7593073956714027, 'gamma': 3.1767985153449354, 'reg_alpha': 0.5417088441371203, 'reg_lambda': 0.7389367347915459}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:36,022] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 169, 'learning_rate': 0.03192200260872602, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.939108488658932, 'colsample_bytree': 0.7220474950376639, 'gamma': 3.3267211467477296, 'reg_alpha': 0.5470762660358938, 'reg_lambda': 0.6410954685437648}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:36,408] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.02717387638648526, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.938716034265889, 'colsample_bytree': 0.7217971948723692, 'gamma': 3.3014553645133256, 'reg_alpha': 0.5447226121951793, 'reg_lambda': 0.7102073275495799}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:36,793] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 170, 'learning_rate': 0.031111065851545827, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9717886619959407, 'colsample_bytree': 0.7420754617988198, 'gamma': 3.5496777992081054, 'reg_alpha': 0.566367440686803, 'reg_lambda': 0.615810434065456}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:37,110] Trial 105 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 120, 'learning_rate': 0.02357532929757065, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9426012374161163, 'colsample_bytree': 0.7568135163161458, 'gamma': 1.9468211718526003, 'reg_alpha': 0.624284079768551, 'reg_lambda': 0.5242195203874183}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:37,444] Trial 106 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 179, 'learning_rate': 0.039838053196617006, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9283178097716793, 'colsample_bytree': 0.7841715991993153, 'gamma': 3.115446322048529, 'reg_alpha': 0.5812862201499939, 'reg_lambda': 0.660965860776346}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:37,818] Trial 107 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.03751015889307809, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.964741333404889, 'colsample_bytree': 0.7691155847585436, 'gamma': 3.351553632180807, 'reg_alpha': 0.5450023783361853, 'reg_lambda': 0.9820168066496805}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:38,182] Trial 108 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 157, 'learning_rate': 0.036810313373031596, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9967718061538067, 'colsample_bytree': 0.6814653300687971, 'gamma': 3.035191866447486, 'reg_alpha': 0.6074131225268639, 'reg_lambda': 0.9961103589945464}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:38,507] Trial 109 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 161, 'learning_rate': 0.04481637050112942, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7820184335037496, 'colsample_bytree': 0.7697307700637072, 'gamma': 3.9172125802510256, 'reg_alpha': 0.6436810758633121, 'reg_lambda': 0.8283806154349398}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:38,872] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.020845866524994372, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9606357752169886, 'colsample_bytree': 0.7224603962600041, 'gamma': 3.3152675891560395, 'reg_alpha': 0.5641471142925577, 'reg_lambda': 0.9353955936098044}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:39,149] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.02027619601436102, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9604922502485661, 'colsample_bytree': 0.745963855383934, 'gamma': 3.4755958580155397, 'reg_alpha': 0.5628334306826424, 'reg_lambda': 0.9172278259716233}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:39,448] Trial 112 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.031045933197443754, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9843210285124238, 'colsample_bytree': 0.7170590930638134, 'gamma': 3.317916361716462, 'reg_alpha': 0.5218829738544, 'reg_lambda': 0.8654120677412758}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:39,755] Trial 113 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 92, 'learning_rate': 0.027486480288710265, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9719462424860881, 'colsample_bytree': 0.7271062296005939, 'gamma': 3.6254186944661417, 'reg_alpha': 0.6685810230942493, 'reg_lambda': 0.6407786762700304}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:40,045] Trial 114 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.018788938344370665, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9516760349713643, 'colsample_bytree': 0.7360222170452855, 'gamma': 3.39306634951136, 'reg_alpha': 0.5895781856104245, 'reg_lambda': 0.9473499134095942}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:40,317] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 147, 'learning_rate': 0.02163904890635402, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9663691187215804, 'colsample_bytree': 0.7796870012661985, 'gamma': 2.891199425081205, 'reg_alpha': 0.4871702472651621, 'reg_lambda': 0.8123721092831144}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:40,619] Trial 116 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 168, 'learning_rate': 0.03741674546027121, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9175707798304806, 'colsample_bytree': 0.7928629928935592, 'gamma': 4.6221621137124895, 'reg_alpha': 0.6257190306657353, 'reg_lambda': 0.5755939144577324}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:40,973] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 131, 'learning_rate': 0.052493601740054026, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9311440780438521, 'colsample_bytree': 0.6540778415356125, 'gamma': 2.557865758148059, 'reg_alpha': 0.7471662756883184, 'reg_lambda': 1.0360454715054432}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:41,255] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.05365710745816106, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.830112669387248, 'colsample_bytree': 0.6345582327042062, 'gamma': 2.5702940382330937, 'reg_alpha': 0.8847761756994369, 'reg_lambda': 1.0483214609325453}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:41,662] Trial 119 finished with value: 0.738095238095238 and parameters: {'n_estimators': 184, 'learning_rate': 0.04191405910880283, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.812338326525779, 'colsample_bytree': 0.6591801893165845, 'gamma': 2.4956714282185617, 'reg_alpha': 0.7787763676453717, 'reg_lambda': 0.9702154495162333}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:42,025] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 173, 'learning_rate': 0.04897758418310972, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9465890254210577, 'colsample_bytree': 0.601842859691756, 'gamma': 2.731429432494177, 'reg_alpha': 0.46603653017762947, 'reg_lambda': 0.9239947918028999}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:42,367] Trial 121 finished with value: 0.755952380952381 and parameters: {'n_estimators': 175, 'learning_rate': 0.057606758623313145, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9482439510979558, 'colsample_bytree': 0.6056931086745024, 'gamma': 2.2850691142716677, 'reg_alpha': 0.7374680583032536, 'reg_lambda': 1.0397513307226287}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:42,804] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.04850702375018213, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9494877171071009, 'colsample_bytree': 0.6034408475233993, 'gamma': 2.2993779629076005, 'reg_alpha': 0.47003409735614493, 'reg_lambda': 1.0989350155206006}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:43,104] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.05207468097966944, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9575193120593349, 'colsample_bytree': 0.6251712367382232, 'gamma': 2.7369786084462633, 'reg_alpha': 0.726660698765753, 'reg_lambda': 1.037956999814067}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:43,730] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.0553100672725026, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9769373456139853, 'colsample_bytree': 0.6501075683461048, 'gamma': 2.121114685631905, 'reg_alpha': 0.7543190015871257, 'reg_lambda': 0.933543858371683}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:44,061] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 167, 'learning_rate': 0.06572278087668817, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9288446393335215, 'colsample_bytree': 0.6136580610398346, 'gamma': 2.454426373865399, 'reg_alpha': 0.4409987182634476, 'reg_lambda': 0.8911886423537219}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:44,377] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 174, 'learning_rate': 0.05843271096238618, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9651957808423509, 'colsample_bytree': 0.6938477627945224, 'gamma': 2.750660786130117, 'reg_alpha': 0.5093175563903558, 'reg_lambda': 1.1867408153317294}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:44,726] Trial 127 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 184, 'learning_rate': 0.02422685471837818, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9901314117237922, 'colsample_bytree': 0.6113622460294063, 'gamma': 1.7620374439378939, 'reg_alpha': 0.4068498038127669, 'reg_lambda': 1.2740445923249606}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:45,081] Trial 128 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 156, 'learning_rate': 0.03382519713137518, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8002203743357483, 'colsample_bytree': 0.6201769776779406, 'gamma': 2.2535380692113964, 'reg_alpha': 0.702382105022748, 'reg_lambda': 0.9780572163403212}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:45,404] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.062367714063212565, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9134264653179766, 'colsample_bytree': 0.6511079997052398, 'gamma': 1.9926750959271509, 'reg_alpha': 0.9672433871479156, 'reg_lambda': 0.8410060289555967}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:45,792] Trial 130 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 210, 'learning_rate': 0.03951637096860998, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9472693173317087, 'colsample_bytree': 0.669640225193052, 'gamma': 2.4322570345857826, 'reg_alpha': 0.7911867026873127, 'reg_lambda': 1.0489749781136244}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:46,146] Trial 131 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 176, 'learning_rate': 0.04859025602006524, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9244582585384598, 'colsample_bytree': 0.6260261916986859, 'gamma': 2.205831906620483, 'reg_alpha': 0.5573926642655899, 'reg_lambda': 0.7130466038075339}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:46,520] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.049923382838027365, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9270464212783055, 'colsample_bytree': 0.6304465854475296, 'gamma': 2.1961373874034003, 'reg_alpha': 0.5702761957739901, 'reg_lambda': 0.8133890365020904}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:46,834] Trial 133 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 175, 'learning_rate': 0.05839987001919884, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7655917427467037, 'colsample_bytree': 0.6013985303086408, 'gamma': 2.0580183793691074, 'reg_alpha': 0.5422986239065098, 'reg_lambda': 0.6697568523501473}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:47,143] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 170, 'learning_rate': 0.05345716440811073, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9596643152220703, 'colsample_bytree': 0.6117426105134167, 'gamma': 2.359325898032545, 'reg_alpha': 0.523320968002254, 'reg_lambda': 0.774618786676179}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:47,518] Trial 135 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.04729315040318322, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.920261645579055, 'colsample_bytree': 0.6483785888580663, 'gamma': 2.660865087754632, 'reg_alpha': 0.5959562972923739, 'reg_lambda': 0.8820336858371804}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:47,890] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.07134469189879741, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9319753936593544, 'colsample_bytree': 0.623689369411298, 'gamma': 2.2646696097438137, 'reg_alpha': 0.743933785183627, 'reg_lambda': 1.1149420263337204}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:48,331] Trial 137 finished with value: 0.755952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.0735077209433617, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9457986288660168, 'colsample_bytree': 0.6255705626008122, 'gamma': 2.3069417331240842, 'reg_alpha': 0.8309412615043124, 'reg_lambda': 1.1363887950235392}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:48,648] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 159, 'learning_rate': 0.026115494593241192, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9543890695209092, 'colsample_bytree': 0.6435204761113598, 'gamma': 2.2893582683594427, 'reg_alpha': 0.8359414542676744, 'reg_lambda': 1.0878896263036097}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:48,971] Trial 139 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 161, 'learning_rate': 0.08780389987402672, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9813902348218448, 'colsample_bytree': 0.6409022508492531, 'gamma': 1.8887901124255868, 'reg_alpha': 0.8507774561450739, 'reg_lambda': 1.1423207309690813}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:49,276] Trial 140 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.07654135293336577, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.969196772873287, 'colsample_bytree': 0.6222344703896701, 'gamma': 2.1338115657704497, 'reg_alpha': 0.858579188712628, 'reg_lambda': 1.0861203018459342}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:49,599] Trial 141 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.07078840697723805, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9446713096978424, 'colsample_bytree': 0.6293960376553622, 'gamma': 2.3979536645202733, 'reg_alpha': 0.8325118815268812, 'reg_lambda': 1.170508694498495}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:50,073] Trial 142 finished with value: 0.738095238095238 and parameters: {'n_estimators': 171, 'learning_rate': 0.026244543985523925, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9550744446976458, 'colsample_bytree': 0.6428141970201645, 'gamma': 2.209615861780869, 'reg_alpha': 0.9301605346764733, 'reg_lambda': 1.115469986367354}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:50,435] Trial 143 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.027950326567697147, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.948269056402914, 'colsample_bytree': 0.615930816624799, 'gamma': 2.3083915108742543, 'reg_alpha': 0.7448257491337129, 'reg_lambda': 1.0230254500989902}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:50,777] Trial 144 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 158, 'learning_rate': 0.06681327055869185, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7875691566885464, 'colsample_bytree': 0.6062624772690954, 'gamma': 2.5217319663640247, 'reg_alpha': 0.7763458198210749, 'reg_lambda': 1.2634127288598762}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:51,055] Trial 145 finished with value: 0.738095238095238 and parameters: {'n_estimators': 166, 'learning_rate': 0.09545056950139687, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9664233038971689, 'colsample_bytree': 0.6211207360845276, 'gamma': 1.963354892871398, 'reg_alpha': 0.7993136289699743, 'reg_lambda': 0.9645785454607405}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:51,406] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.0843329076761753, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8914952278930447, 'colsample_bytree': 0.634633375873788, 'gamma': 2.070882891615688, 'reg_alpha': 0.9017766349177646, 'reg_lambda': 1.3381308022300198}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:51,779] Trial 147 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 185, 'learning_rate': 0.07589279749271381, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8816385218537387, 'colsample_bytree': 0.6572144099033657, 'gamma': 1.7937358240557353, 'reg_alpha': 0.939180150367202, 'reg_lambda': 1.204667968941966}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:52,213] Trial 148 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 152, 'learning_rate': 0.0800992518335459, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8886107445934804, 'colsample_bytree': 0.6411732814307775, 'gamma': 2.0642325151654517, 'reg_alpha': 0.9029666646749994, 'reg_lambda': 1.4378438345391058}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:52,603] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.08493103537768792, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8978245872898448, 'colsample_bytree': 0.6302557412193114, 'gamma': 1.6330303035113962, 'reg_alpha': 0.824515197131706, 'reg_lambda': 1.3438348918607659}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:53,004] Trial 150 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 164, 'learning_rate': 0.022913174624017024, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9555711175268522, 'colsample_bytree': 0.6728703969592533, 'gamma': 2.165964562181821, 'reg_alpha': 0.8774663342838318, 'reg_lambda': 1.0786366302588657}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:53,357] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 147, 'learning_rate': 0.03048075611998486, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9108982345586716, 'colsample_bytree': 0.6087112518378985, 'gamma': 2.2671570424547625, 'reg_alpha': 0.844067984919092, 'reg_lambda': 1.0099338169506147}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:54,387] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 171, 'learning_rate': 0.0703562807502103, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9337799486276305, 'colsample_bytree': 0.6623286213609283, 'gamma': 2.3698923362510067, 'reg_alpha': 0.547659892445582, 'reg_lambda': 0.9421579604772093}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:55,114] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.06923760804371833, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9327636724193175, 'colsample_bytree': 0.6832991704075838, 'gamma': 2.3840946430874315, 'reg_alpha': 0.9095170107190486, 'reg_lambda': 0.9204158447637949}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:55,453] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 181, 'learning_rate': 0.06923722528830198, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9298120725376297, 'colsample_bytree': 0.6610482760850414, 'gamma': 2.562946079729606, 'reg_alpha': 0.5007060539160199, 'reg_lambda': 0.9592777448616238}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:55,854] Trial 155 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 180, 'learning_rate': 0.08127408286513765, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.931657847631761, 'colsample_bytree': 0.6636211786980217, 'gamma': 2.5350042741828425, 'reg_alpha': 0.9538338636399063, 'reg_lambda': 0.932232784486724}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:56,233] Trial 156 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.10365315161024415, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9456405295692853, 'colsample_bytree': 0.6855796318271616, 'gamma': 2.603929813912295, 'reg_alpha': 0.8867309902657426, 'reg_lambda': 0.969929631120688}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:56,560] Trial 157 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 188, 'learning_rate': 0.09205149087383208, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9259933713202393, 'colsample_bytree': 0.6556679042430539, 'gamma': 2.4193981110041465, 'reg_alpha': 0.4923438534010831, 'reg_lambda': 1.051777014066463}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:57,001] Trial 158 finished with value: 0.744047619047619 and parameters: {'n_estimators': 173, 'learning_rate': 0.0740379950792024, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9370723645404468, 'colsample_bytree': 0.6469043681891761, 'gamma': 2.374266519768445, 'reg_alpha': 0.9153476629904476, 'reg_lambda': 0.9239013002420449}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:57,282] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 191, 'learning_rate': 0.07170060405180731, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9408911186754243, 'colsample_bytree': 0.6364750917711981, 'gamma': 2.4959349122427406, 'reg_alpha': 0.4621173426807424, 'reg_lambda': 1.315681993151049}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:57,658] Trial 160 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 180, 'learning_rate': 0.0707730045679253, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9420605246314062, 'colsample_bytree': 0.6361295388292951, 'gamma': 2.570350209873353, 'reg_alpha': 0.4691827914656213, 'reg_lambda': 1.1116454895843166}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:57,981] Trial 161 finished with value: 0.761904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.07282762404658785, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9320869502341, 'colsample_bytree': 0.6777665454516282, 'gamma': 2.4649753707394315, 'reg_alpha': 0.4184256519090521, 'reg_lambda': 1.3641051700971552}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:36:58,292] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 196, 'learning_rate': 0.08240747396868217, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9330370826644793, 'colsample_bytree': 0.6744155729414321, 'gamma': 2.4660253004996977, 'reg_alpha': 0.40784271106426034, 'reg_lambda': 1.4675673290502724}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:36:58,591] Trial 163 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 208, 'learning_rate': 0.10099744427535176, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9179998939408126, 'colsample_bytree': 0.6643374847794201, 'gamma': 2.707700150074602, 'reg_alpha': 0.40073104976553736, 'reg_lambda': 1.3142303779353302}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:36:59,001] Trial 164 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 199, 'learning_rate': 0.08459222039205562, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9057241941671342, 'colsample_bytree': 0.696448465315405, 'gamma': 2.4803866521770614, 'reg_alpha': 0.36613172580509173, 'reg_lambda': 1.4808050749112787}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:36:59,426] Trial 165 finished with value: 0.755952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.08168447369440111, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9253565661672843, 'colsample_bytree': 0.6764165347007517, 'gamma': 2.7750352477584337, 'reg_alpha': 0.42809054801641006, 'reg_lambda': 1.40760912047618}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:36:59,737] Trial 166 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.07996194666678907, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9249816476545657, 'colsample_bytree': 0.7062064806524148, 'gamma': 2.6351998626571103, 'reg_alpha': 0.42411693397485495, 'reg_lambda': 1.3366258475912571}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:00,210] Trial 167 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 223, 'learning_rate': 0.07230131931252755, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.939318544687877, 'colsample_bytree': 0.669188033950378, 'gamma': 2.731376814355769, 'reg_alpha': 0.4473737323023594, 'reg_lambda': 1.407520121459072}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:00,560] Trial 168 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 216, 'learning_rate': 0.11415527277837477, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9126522538242493, 'colsample_bytree': 0.6262066557771647, 'gamma': 2.791070148330029, 'reg_alpha': 0.3675485060264053, 'reg_lambda': 1.2353775207308169}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:00,989] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.1276674366150172, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9320797995269189, 'colsample_bytree': 0.6774908539503005, 'gamma': 2.5708343193726892, 'reg_alpha': 0.48206442610154343, 'reg_lambda': 1.5206321075588294}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:01,362] Trial 170 finished with value: 0.738095238095238 and parameters: {'n_estimators': 193, 'learning_rate': 0.06578666548679059, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9213270222877388, 'colsample_bytree': 0.6893463621398775, 'gamma': 2.8819719891207014, 'reg_alpha': 0.41821525696919026, 'reg_lambda': 1.4443180262315667}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:01,776] Trial 171 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 194, 'learning_rate': 0.08616338064299499, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9490644969032802, 'colsample_bytree': 0.6598100389151429, 'gamma': 2.2483958459643016, 'reg_alpha': 0.4565922707790237, 'reg_lambda': 1.2646445465803653}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:02,168] Trial 172 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 203, 'learning_rate': 0.07512407378307175, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9601961877478699, 'colsample_bytree': 0.6351479448980241, 'gamma': 2.455644938672529, 'reg_alpha': 0.3765876319590609, 'reg_lambda': 1.3686685767279752}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:02,473] Trial 173 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 224, 'learning_rate': 0.059848730405152574, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.952856813449185, 'colsample_bytree': 0.6534162329097399, 'gamma': 2.3272355963746802, 'reg_alpha': 0.4369668785145961, 'reg_lambda': 1.1629407907959601}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:02,901] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.08198567762061124, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9408175062691843, 'colsample_bytree': 0.6429659081546221, 'gamma': 2.1685682049340707, 'reg_alpha': 0.5054936597563944, 'reg_lambda': 1.4773742056934553}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:03,220] Trial 175 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 185, 'learning_rate': 0.08861536270031348, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9280089037655931, 'colsample_bytree': 0.6738632036654146, 'gamma': 2.499195241929196, 'reg_alpha': 0.3987864770452462, 'reg_lambda': 1.2976920447165712}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:03,485] Trial 176 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 184, 'learning_rate': 0.09155407391288133, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9295412645955546, 'colsample_bytree': 0.6169007528500846, 'gamma': 2.66691291283918, 'reg_alpha': 0.40839007975122, 'reg_lambda': 1.2835205312404563}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:03,827] Trial 177 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.09643543122388484, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9239984078205402, 'colsample_bytree': 0.6805487213706302, 'gamma': 2.6293103933196016, 'reg_alpha': 0.3189615127168159, 'reg_lambda': 1.3118306630490724}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:04,195] Trial 178 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.09152594129235184, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9129324769782956, 'colsample_bytree': 0.6672819702320093, 'gamma': 2.48894866860147, 'reg_alpha': 0.3881324184549338, 'reg_lambda': 1.4017012196677185}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:04,535] Trial 179 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 192, 'learning_rate': 0.10093836137838273, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9039338497494231, 'colsample_bytree': 0.6131448764443423, 'gamma': 3.0368759786201704, 'reg_alpha': 0.424904036411562, 'reg_lambda': 1.3636679384614165}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:04,970] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 197, 'learning_rate': 0.01583854100853798, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9433477498740561, 'colsample_bytree': 0.6750970108542568, 'gamma': 2.821435121652899, 'reg_alpha': 0.3349421931369041, 'reg_lambda': 1.283741836262864}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:05,258] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.08896726557368376, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9318428665829728, 'colsample_bytree': 0.6208025256004428, 'gamma': 2.7165363639524154, 'reg_alpha': 0.39881618171814914, 'reg_lambda': 1.2104060625824677}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:05,609] Trial 182 finished with value: 0.755952380952381 and parameters: {'n_estimators': 187, 'learning_rate': 0.0775542147638009, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9293699478009615, 'colsample_bytree': 0.6345177404943627, 'gamma': 2.521083949504257, 'reg_alpha': 0.5255142978232479, 'reg_lambda': 1.0085475014832441}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:06,065] Trial 183 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.0766234173433339, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9195018972735869, 'colsample_bytree': 0.6004400396595505, 'gamma': 2.5575702030610197, 'reg_alpha': 0.5066455194510581, 'reg_lambda': 0.9944911816722299}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:06,410] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.08249058371350475, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9372964360678636, 'colsample_bytree': 0.6346709641464814, 'gamma': 2.430311176802414, 'reg_alpha': 0.35129888026201406, 'reg_lambda': 1.3270568977297752}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:06,816] Trial 185 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 215, 'learning_rate': 0.06649044076968025, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9275430662677511, 'colsample_bytree': 0.6914352233362097, 'gamma': 2.642239958606974, 'reg_alpha': 0.4539932652470524, 'reg_lambda': 1.0311724476302437}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:07,028] Trial 186 finished with value: 0.755952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.09459514735249493, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9461794469676675, 'colsample_bytree': 0.65595704378497, 'gamma': 2.512943886612889, 'reg_alpha': 0.5247961207831413, 'reg_lambda': 1.5596110041301257}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:07,400] Trial 187 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 197, 'learning_rate': 0.09176433752233283, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9362824171310703, 'colsample_bytree': 0.6594890093013641, 'gamma': 2.367248811892252, 'reg_alpha': 0.5411692318875427, 'reg_lambda': 1.5548914481695995}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:07,802] Trial 188 finished with value: 0.738095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.11070238601112506, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9388189576591517, 'colsample_bytree': 0.6636692878947426, 'gamma': 2.3749316954720308, 'reg_alpha': 0.48924787084490445, 'reg_lambda': 1.508649100846964}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:08,085] Trial 189 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 195, 'learning_rate': 0.09567338919075963, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9607122130124809, 'colsample_bytree': 0.674504952023196, 'gamma': 2.01638895314898, 'reg_alpha': 0.530489552747521, 'reg_lambda': 1.5396492843152805}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:08,308] Trial 190 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 27, 'learning_rate': 0.08908756899755389, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9478197365334553, 'colsample_bytree': 0.7083710631673297, 'gamma': 2.4792409405866525, 'reg_alpha': 0.55159891276393, 'reg_lambda': 1.6347985629194965}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:08,699] Trial 191 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 191, 'learning_rate': 0.0804474647418983, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9246382277014553, 'colsample_bytree': 0.6536875781951825, 'gamma': 2.512133688874785, 'reg_alpha': 0.5611415762259633, 'reg_lambda': 1.6788837801613976}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:08,923] Trial 192 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 74, 'learning_rate': 0.01232768851969738, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9330288532351202, 'colsample_bytree': 0.6512685293394371, 'gamma': 2.359311185917472, 'reg_alpha': 0.5403078962980794, 'reg_lambda': 1.5669092450844913}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:09,183] Trial 193 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 181, 'learning_rate': 0.10641859240299423, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9153784083589722, 'colsample_bytree': 0.6673394093687305, 'gamma': 2.157961528422976, 'reg_alpha': 0.5191760495319435, 'reg_lambda': 1.4439059832955725}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:09,506] Trial 194 finished with value: 0.744047619047619 and parameters: {'n_estimators': 199, 'learning_rate': 0.08772321070573054, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9412713165440482, 'colsample_bytree': 0.6596305639658628, 'gamma': 2.5721646270106957, 'reg_alpha': 0.4055743697028284, 'reg_lambda': 1.5963604540322505}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:09,689] Trial 195 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.09787386697047669, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9275811981174886, 'colsample_bytree': 0.6391344919942685, 'gamma': 2.3938210521391943, 'reg_alpha': 0.47278834926156105, 'reg_lambda': 1.3954800915578311}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:09,965] Trial 196 finished with value: 0.755952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.07509844178901141, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.95498425415127, 'colsample_bytree': 0.6307212874901957, 'gamma': 2.2784505286362786, 'reg_alpha': 0.5232974334139481, 'reg_lambda': 1.4677357027164606}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:10,268] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 35, 'learning_rate': 0.1214790253081857, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9537425901902759, 'colsample_bytree': 0.6343755769617376, 'gamma': 2.220360900222325, 'reg_alpha': 0.5199094192152584, 'reg_lambda': 1.4634123830930856}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:10,575] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.07606886848688008, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9643439165332389, 'colsample_bytree': 0.6277387224563247, 'gamma': 2.25445504355654, 'reg_alpha': 0.5372069761782661, 'reg_lambda': 1.501548122263894}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:10,966] Trial 199 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.07331141610421082, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9460982711941857, 'colsample_bytree': 0.6160632564933524, 'gamma': 2.3315745731892163, 'reg_alpha': 0.49436214124431843, 'reg_lambda': 1.5914769615673214}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:10,969] A new study created in memory with name: no-name-68daeb6c-9c4e-4817-b25c-f6f9b8b01dbc
[I 2025-11-03 20:37:11,277] Trial 0 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 217, 'learning_rate': 0.18859089513248276, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6432709972519199, 'colsample_bytree': 0.8793967581920137, 'gamma': 4.7200596679795135, 'reg_alpha': 0.9050165172321399, 'reg_lambda': 2.8429412208179645}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 20:37:11,613] Trial 1 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 189, 'learning_rate': 0.12822088603582862, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9824393213420319, 'colsample_bytree': 0.9842870833441457, 'gamma': 1.171436133825436, 'reg_alpha': 0.43600251104103405, 'reg_lambda': 2.3078950040974027}. Best is trial 1 with value: 0.6845238095238095.
[I 2025-11-03 20:37:11,913] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.17705832364823593, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.7498921590441701, 'colsample_bytree': 0.9583621915394586, 'gamma': 0.9023589330375203, 'reg_alpha': 0.21075853291595403, 'reg_lambda': 2.4112844341863044}. Best is trial 1 with value: 0.6845238095238095.
[I 2025-11-03 20:37:12,358] Trial 3 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 138, 'learning_rate': 0.251061331422956, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6670205162657001, 'colsample_bytree': 0.9332897371782929, 'gamma': 1.3985970295581807, 'reg_alpha': 0.13491475295242827, 'reg_lambda': 2.601292042547827}. Best is trial 1 with value: 0.6845238095238095.
[I 2025-11-03 20:37:12,681] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 203, 'learning_rate': 0.03963771225307294, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.7231191201026421, 'colsample_bytree': 0.6790160081240832, 'gamma': 3.8153624997138955, 'reg_alpha': 0.5552635043262228, 'reg_lambda': 1.596669753355482}. Best is trial 1 with value: 0.6845238095238095.
[I 2025-11-03 20:37:12,879] Trial 5 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 54, 'learning_rate': 0.01129270525706635, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6551301587158466, 'colsample_bytree': 0.7231203888969797, 'gamma': 1.3449613905031894, 'reg_alpha': 0.23463982435420594, 'reg_lambda': 1.2861397014700235}. Best is trial 5 with value: 0.6964285714285715.
[I 2025-11-03 20:37:13,130] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.09895626896000588, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.6688747240850023, 'colsample_bytree': 0.9509425930954329, 'gamma': 0.5550198543226481, 'reg_alpha': 0.6278461867299029, 'reg_lambda': 1.408070743652654}. Best is trial 5 with value: 0.6964285714285715.
[I 2025-11-03 20:37:13,403] Trial 7 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 192, 'learning_rate': 0.19021320432815164, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8701705377816147, 'colsample_bytree': 0.8515617695740133, 'gamma': 3.2076469846068028, 'reg_alpha': 0.9326430501009461, 'reg_lambda': 1.9166872672813149}. Best is trial 7 with value: 0.7083333333333333.
[I 2025-11-03 20:37:13,556] Trial 8 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 58, 'learning_rate': 0.03764136321581293, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8741065923428719, 'colsample_bytree': 0.8112359311309812, 'gamma': 0.806498592074259, 'reg_alpha': 0.2486958877983827, 'reg_lambda': 2.6725457105410766}. Best is trial 7 with value: 0.7083333333333333.
[I 2025-11-03 20:37:13,908] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.051710425238331574, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9398810416509997, 'colsample_bytree': 0.8424418127453571, 'gamma': 2.10218196410283, 'reg_alpha': 0.8005152019100882, 'reg_lambda': 1.9539332891701773}. Best is trial 7 with value: 0.7083333333333333.
[I 2025-11-03 20:37:14,324] Trial 10 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.01955683598826324, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8530759220278653, 'colsample_bytree': 0.6032414355025862, 'gamma': 3.355255319933236, 'reg_alpha': 0.97480611437644, 'reg_lambda': 0.6599744675332766}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 20:37:14,718] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 247, 'learning_rate': 0.013956924883700171, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8439229742527846, 'colsample_bytree': 0.6090430763969178, 'gamma': 3.202388352214812, 'reg_alpha': 0.9912611948367172, 'reg_lambda': 0.5944242924538692}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 20:37:15,150] Trial 12 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 245, 'learning_rate': 0.014190160576462739, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8264306258829897, 'colsample_bytree': 0.6242656812982069, 'gamma': 3.000962817512905, 'reg_alpha': 0.7685970390436849, 'reg_lambda': 0.5558543291298569}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 20:37:15,562] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.021555888258668582, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8042443922836386, 'colsample_bytree': 0.6128170748393736, 'gamma': 4.265978433096235, 'reg_alpha': 0.9996273190514816, 'reg_lambda': 0.5142858263718271}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 20:37:16,027] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.021345562115229807, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.890836936152644, 'colsample_bytree': 0.7309049754437908, 'gamma': 2.254400271274052, 'reg_alpha': 0.7325124200417655, 'reg_lambda': 0.9256445233946383}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:16,301] Trial 15 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 167, 'learning_rate': 0.024914497687172042, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9210027139051147, 'colsample_bytree': 0.7303440338050463, 'gamma': 2.2692285207702687, 'reg_alpha': 0.7049570597248767, 'reg_lambda': 1.0127447113984562}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:16,687] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.01012415478133127, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.7615887313841809, 'colsample_bytree': 0.7495720621803121, 'gamma': 0.01769191364760969, 'reg_alpha': 0.4732046807999617, 'reg_lambda': 0.9551342504522524}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:17,133] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 172, 'learning_rate': 0.029647746268958303, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9118332210229811, 'colsample_bytree': 0.6708359977486233, 'gamma': 1.9624294016724022, 'reg_alpha': 0.8386118411543847, 'reg_lambda': 0.9120422208665178}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:17,462] Trial 18 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 221, 'learning_rate': 0.016219234417856086, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9956557784239779, 'colsample_bytree': 0.7700909576353417, 'gamma': 2.6966007329742743, 'reg_alpha': 0.6889752723561504, 'reg_lambda': 1.1923574013058769}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:17,841] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.06984170809362437, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.786457498742456, 'colsample_bytree': 0.6777649510077246, 'gamma': 3.840019125841413, 'reg_alpha': 0.8770446462533946, 'reg_lambda': 0.7781408159880018}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:17,974] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 28, 'learning_rate': 0.014099942143546209, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8992533274956984, 'colsample_bytree': 0.6497336309876993, 'gamma': 1.7835841045815914, 'reg_alpha': 0.40074969786583975, 'reg_lambda': 1.6244886986244276}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:18,415] Trial 21 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 248, 'learning_rate': 0.019865158899732036, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8430324401928396, 'colsample_bytree': 0.6043184782334942, 'gamma': 3.4129548276804114, 'reg_alpha': 0.9785340908260407, 'reg_lambda': 0.7058987885625247}. Best is trial 21 with value: 0.7321428571428571.
[I 2025-11-03 20:37:18,786] Trial 22 finished with value: 0.738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.03136595536540145, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8391463347785381, 'colsample_bytree': 0.6952619205859271, 'gamma': 2.6702856594786746, 'reg_alpha': 0.8010103750909516, 'reg_lambda': 0.8032757152037787}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:19,215] Trial 23 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 223, 'learning_rate': 0.03395097098368732, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9523225271310909, 'colsample_bytree': 0.7083340109907043, 'gamma': 2.5393482304928123, 'reg_alpha': 0.7474385609575563, 'reg_lambda': 1.109800543981076}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:19,518] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 205, 'learning_rate': 0.04660802906533634, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8138581798444242, 'colsample_bytree': 0.7832312504376618, 'gamma': 2.7849536206574697, 'reg_alpha': 0.5944896641386147, 'reg_lambda': 0.7779233374598696}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:19,831] Trial 25 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 232, 'learning_rate': 0.06854243381925597, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.885407884463694, 'colsample_bytree': 0.7004294082471254, 'gamma': 3.657336122418114, 'reg_alpha': 0.8457315029331124, 'reg_lambda': 1.4070711796570974}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:20,220] Trial 26 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 186, 'learning_rate': 0.026396911678513386, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7173105633418322, 'colsample_bytree': 0.642702804879564, 'gamma': 1.7046215213479674, 'reg_alpha': 0.6618267594552819, 'reg_lambda': 0.8166342673569748}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:20,592] Trial 27 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 207, 'learning_rate': 0.021104635180159537, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7806099814468125, 'colsample_bytree': 0.6514986175127586, 'gamma': 2.3673813962759973, 'reg_alpha': 0.7824837499066394, 'reg_lambda': 1.1124710212170226}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:20,990] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.018239432813807546, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.6108120072352026, 'colsample_bytree': 0.7585637982502991, 'gamma': 4.275730080275693, 'reg_alpha': 0.35699339438063094, 'reg_lambda': 0.7286794188727281}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:21,297] Trial 29 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 141, 'learning_rate': 0.030624190349818548, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8416967603797658, 'colsample_bytree': 0.8160856048153162, 'gamma': 2.8712703978925127, 'reg_alpha': 0.015573825153428755, 'reg_lambda': 2.990196097909588}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:21,591] Trial 30 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 214, 'learning_rate': 0.06831766497661755, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9559589268274893, 'colsample_bytree': 0.6952668314602047, 'gamma': 4.889987937380726, 'reg_alpha': 0.8922471866367259, 'reg_lambda': 1.3345819293018186}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:21,974] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 237, 'learning_rate': 0.014708724035337777, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8549323088031854, 'colsample_bytree': 0.6009561752873966, 'gamma': 3.420226887335641, 'reg_alpha': 0.9389139146845177, 'reg_lambda': 0.5877623159679104}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:22,325] Trial 32 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 248, 'learning_rate': 0.024511994405370482, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8260541717273082, 'colsample_bytree': 0.6363974423817409, 'gamma': 4.273394407232042, 'reg_alpha': 0.9946103121689392, 'reg_lambda': 0.9478237926626909}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:22,708] Trial 33 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 233, 'learning_rate': 0.012016704867616745, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8883639901676564, 'colsample_bytree': 0.7334125515442477, 'gamma': 3.057364913133676, 'reg_alpha': 0.8987197952110718, 'reg_lambda': 0.6673542231232066}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:23,092] Trial 34 finished with value: 0.738095238095238 and parameters: {'n_estimators': 192, 'learning_rate': 0.020760133830528306, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8418111149627343, 'colsample_bytree': 0.6655201825521435, 'gamma': 3.5463081116052413, 'reg_alpha': 0.8341646874957872, 'reg_lambda': 0.5045707403624915}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:23,422] Trial 35 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 192, 'learning_rate': 0.039226668945173626, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9238684123818127, 'colsample_bytree': 0.6671821876640186, 'gamma': 3.5714314691068503, 'reg_alpha': 0.8223350557679161, 'reg_lambda': 0.8565460194228671}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:23,726] Trial 36 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 180, 'learning_rate': 0.018613631494780136, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7485791817499108, 'colsample_bytree': 0.9111765997049355, 'gamma': 4.125504169287708, 'reg_alpha': 0.5574988306301187, 'reg_lambda': 2.189353839990872}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:24,039] Trial 37 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 213, 'learning_rate': 0.029747714684113555, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.791119135696132, 'colsample_bytree': 0.7117883798458423, 'gamma': 3.9063528553531364, 'reg_alpha': 0.7155954391309873, 'reg_lambda': 0.5022093489046369}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:24,439] Trial 38 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 198, 'learning_rate': 0.043956049682849496, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8734963686839942, 'colsample_bytree': 0.6892322738397276, 'gamma': 4.556615855506277, 'reg_alpha': 0.6386202849189552, 'reg_lambda': 1.0441026785718983}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:24,747] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 156, 'learning_rate': 0.02358172678757029, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8252264277284587, 'colsample_bytree': 0.6623481981243439, 'gamma': 2.485130189571163, 'reg_alpha': 0.930687595642129, 'reg_lambda': 1.2043257709757942}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:25,123] Trial 40 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 119, 'learning_rate': 0.017186780443226746, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9670524949774075, 'colsample_bytree': 0.6338791592891847, 'gamma': 1.4547930862776652, 'reg_alpha': 0.7415574321917069, 'reg_lambda': 0.7107674611528734}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:25,418] Trial 41 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 126, 'learning_rate': 0.01631281457435955, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9813855903878389, 'colsample_bytree': 0.6292753451051933, 'gamma': 0.9972465944011457, 'reg_alpha': 0.7389102523532867, 'reg_lambda': 0.7200449327668843}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:25,776] Trial 42 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 129, 'learning_rate': 0.011582010870250098, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9689444263752318, 'colsample_bytree': 0.9908576029176427, 'gamma': 1.5620028234200265, 'reg_alpha': 0.8482995110977207, 'reg_lambda': 0.8727627820760925}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:26,094] Trial 43 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 92, 'learning_rate': 0.017173450012073183, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8626773543448324, 'colsample_bytree': 0.6298443570679982, 'gamma': 2.0417900220859617, 'reg_alpha': 0.7969495026863589, 'reg_lambda': 0.6684123847656357}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:26,310] Trial 44 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 80, 'learning_rate': 0.2989707800665347, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9034903908039693, 'colsample_bytree': 0.6846872402710974, 'gamma': 1.0928077405844063, 'reg_alpha': 0.5456250386511272, 'reg_lambda': 0.6672635634923846}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:26,701] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 119, 'learning_rate': 0.020556651600484623, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9318303081280486, 'colsample_bytree': 0.6578431970118234, 'gamma': 1.2958468229346312, 'reg_alpha': 0.9329767521586482, 'reg_lambda': 1.556800719965957}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:27,052] Trial 46 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 146, 'learning_rate': 0.13682940869160107, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8089131227681301, 'colsample_bytree': 0.7252287993814012, 'gamma': 0.689222462842777, 'reg_alpha': 0.7678856195884438, 'reg_lambda': 0.8289638371933196}. Best is trial 46 with value: 0.7440476190476191.
[I 2025-11-03 20:37:27,317] Trial 47 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.15217144745275804, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7142239498862157, 'colsample_bytree': 0.6202529378241878, 'gamma': 0.5907420127721438, 'reg_alpha': 0.8602583856805248, 'reg_lambda': 2.438337082154112}. Best is trial 46 with value: 0.7440476190476191.
[I 2025-11-03 20:37:27,618] Trial 48 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 161, 'learning_rate': 0.15638000665448337, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6865964364814392, 'colsample_bytree': 0.6128580527121908, 'gamma': 0.33540630653342834, 'reg_alpha': 0.9438047729554153, 'reg_lambda': 2.546322547065964}. Best is trial 46 with value: 0.7440476190476191.
[I 2025-11-03 20:37:28,015] Trial 49 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 151, 'learning_rate': 0.14136353232971596, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7064851028839785, 'colsample_bytree': 0.6168322186093336, 'gamma': 0.39160070596293095, 'reg_alpha': 0.804912841656958, 'reg_lambda': 2.433865575825244}. Best is trial 46 with value: 0.7440476190476191.
[I 2025-11-03 20:37:28,276] Trial 50 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 143, 'learning_rate': 0.20578240943976306, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6973972705993627, 'colsample_bytree': 0.7160714290408795, 'gamma': 0.4415635920353969, 'reg_alpha': 0.874137539322731, 'reg_lambda': 2.6668882680927246}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:28,604] Trial 51 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.20065313715251576, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6747623826267541, 'colsample_bytree': 0.7211412476511008, 'gamma': 0.6829815109912881, 'reg_alpha': 0.8677857833012279, 'reg_lambda': 2.7093747077250527}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:28,890] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.13034211497508855, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6939767157327547, 'colsample_bytree': 0.6744318902617112, 'gamma': 0.17529434329228544, 'reg_alpha': 0.9392977666204951, 'reg_lambda': 2.43973285353793}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:29,199] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.10741221035955117, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6329397701490043, 'colsample_bytree': 0.6764086591589535, 'gamma': 0.10084764162080127, 'reg_alpha': 0.902815431772957, 'reg_lambda': 2.2038489163422867}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:29,501] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 173, 'learning_rate': 0.1093143852697231, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6373763056997345, 'colsample_bytree': 0.7512454282357951, 'gamma': 0.0455730247586364, 'reg_alpha': 0.8928046645873241, 'reg_lambda': 2.236983026055545}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:29,939] Trial 55 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 135, 'learning_rate': 0.113999975577697, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.642219041518607, 'colsample_bytree': 0.7378573673299211, 'gamma': 0.23871980328798711, 'reg_alpha': 0.7809592175186629, 'reg_lambda': 1.9273148505237665}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:30,325] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.11407333998506107, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.6305695501461411, 'colsample_bytree': 0.793702901194983, 'gamma': 0.22794283147324618, 'reg_alpha': 0.9587872574488311, 'reg_lambda': 2.026291904478383}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:30,615] Trial 57 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 149, 'learning_rate': 0.08871323413309176, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6527304357261356, 'colsample_bytree': 0.7403080319654616, 'gamma': 0.588191760102462, 'reg_alpha': 0.9203051594141681, 'reg_lambda': 1.8257319376194858}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:30,993] Trial 58 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 150, 'learning_rate': 0.08457513183947753, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6582391094861828, 'colsample_bytree': 0.7413691035477346, 'gamma': 0.5976908158273231, 'reg_alpha': 0.6761535803497648, 'reg_lambda': 1.8393205846735485}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:31,313] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 112, 'learning_rate': 0.21813537101806177, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.6178925600067845, 'colsample_bytree': 0.764934740324837, 'gamma': 0.8005445041804256, 'reg_alpha': 0.76805620025524, 'reg_lambda': 2.0641774944523865}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:31,630] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 131, 'learning_rate': 0.17002468198867926, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6009298068988237, 'colsample_bytree': 0.7785494471023578, 'gamma': 0.47396966155610387, 'reg_alpha': 0.8644987420165214, 'reg_lambda': 1.7052017465463816}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:32,049] Trial 61 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.12985002394126954, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.695727630461571, 'colsample_bytree': 0.7201771128615759, 'gamma': 0.17717028821535186, 'reg_alpha': 0.9136566816998266, 'reg_lambda': 2.3825974767434017}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:32,367] Trial 62 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 146, 'learning_rate': 0.08957868028010052, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.652760544328771, 'colsample_bytree': 0.7087025447867842, 'gamma': 0.8664036501255928, 'reg_alpha': 0.9590892032495673, 'reg_lambda': 2.5316943702039967}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:32,749] Trial 63 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 167, 'learning_rate': 0.14774220386211537, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7334417992485994, 'colsample_bytree': 0.7342504147638478, 'gamma': 0.6787219668539095, 'reg_alpha': 0.8772684098173327, 'reg_lambda': 2.7423168414297274}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:33,046] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.11545603021074159, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6761867708921347, 'colsample_bytree': 0.7479951233313514, 'gamma': 0.16228459232001544, 'reg_alpha': 0.9142678142690612, 'reg_lambda': 2.145874631581336}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:33,435] Trial 65 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 154, 'learning_rate': 0.09686272550342954, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6475410085072828, 'colsample_bytree': 0.8116204378134203, 'gamma': 0.48528718428228257, 'reg_alpha': 0.7673164724144315, 'reg_lambda': 2.3498837039883305}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:33,802] Trial 66 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 141, 'learning_rate': 0.07764610450541906, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6239200783152988, 'colsample_bytree': 0.6794045981882176, 'gamma': 0.00538538446628653, 'reg_alpha': 0.8397054810929495, 'reg_lambda': 1.897675996295304}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:34,094] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.17151259051163692, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6901311606585891, 'colsample_bytree': 0.8339113019851987, 'gamma': 0.30794451399421247, 'reg_alpha': 0.9968529689017711, 'reg_lambda': 2.2644415683871673}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:34,406] Trial 68 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 124, 'learning_rate': 0.215339758996269, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7222484073445459, 'colsample_bytree': 0.7055791195167745, 'gamma': 1.111420058514761, 'reg_alpha': 0.8111917039454506, 'reg_lambda': 2.444509590047269}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:34,735] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 134, 'learning_rate': 0.12829231213907216, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6668507019003398, 'colsample_bytree': 0.8688435790692569, 'gamma': 0.6024526858968482, 'reg_alpha': 0.2688692120275684, 'reg_lambda': 2.7825029356489925}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:35,007] Trial 70 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 160, 'learning_rate': 0.10270597598179393, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7619134023043116, 'colsample_bytree': 0.6482672357579639, 'gamma': 0.7954125919840711, 'reg_alpha': 0.966169456762539, 'reg_lambda': 2.635066083990947}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:35,461] Trial 71 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 142, 'learning_rate': 0.05840619832073689, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6427340765013166, 'colsample_bytree': 0.695665543833995, 'gamma': 0.32895952894349373, 'reg_alpha': 0.8648173755775309, 'reg_lambda': 2.8900441520571096}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:35,728] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 99, 'learning_rate': 0.25204182232331646, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7073285991104249, 'colsample_bytree': 0.7242788953109622, 'gamma': 0.13901612632497232, 'reg_alpha': 0.7860234573285303, 'reg_lambda': 1.8013492937115025}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:36,119] Trial 73 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 181, 'learning_rate': 0.12158091031340332, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7370343577694203, 'colsample_bytree': 0.6768529501559547, 'gamma': 0.4710098407452168, 'reg_alpha': 0.7106231394638375, 'reg_lambda': 2.0877416285961656}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:36,450] Trial 74 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.13812620239041443, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7412145197961181, 'colsample_bytree': 0.6752340142074426, 'gamma': 0.4860350804924822, 'reg_alpha': 0.7173375391954055, 'reg_lambda': 2.099731951230253}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:36,821] Trial 75 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 167, 'learning_rate': 0.15896415824547724, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7691659715424539, 'colsample_bytree': 0.7173233020542592, 'gamma': 0.4006630827028742, 'reg_alpha': 0.9038257455479558, 'reg_lambda': 1.9584365239966157}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:37,104] Trial 76 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 185, 'learning_rate': 0.12039097608133807, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7079418549658177, 'colsample_bytree': 0.7593996923298201, 'gamma': 0.9277447984543656, 'reg_alpha': 0.6919280642120192, 'reg_lambda': 2.3001948942058017}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:37,477] Trial 77 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 149, 'learning_rate': 0.18304668049030925, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6669086737711442, 'colsample_bytree': 0.6872830623371013, 'gamma': 0.7128435834205172, 'reg_alpha': 0.641937793354032, 'reg_lambda': 2.5113057226655147}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:37,809] Trial 78 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 117, 'learning_rate': 0.09707664490424839, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7317008565501475, 'colsample_bytree': 0.7397638711757306, 'gamma': 1.2888631413248368, 'reg_alpha': 0.8226380882793457, 'reg_lambda': 1.9951526685883176}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:38,278] Trial 79 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 155, 'learning_rate': 0.08422202377361063, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6855215358145753, 'colsample_bytree': 0.9716828684874319, 'gamma': 0.24296456592401405, 'reg_alpha': 0.8512107621302357, 'reg_lambda': 2.1989592656767716}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:38,608] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.13358287724806023, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8086158503350496, 'colsample_bytree': 0.7759852195621497, 'gamma': 1.0137238731299842, 'reg_alpha': 0.9190834644483105, 'reg_lambda': 1.6518121467934406}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:38,967] Trial 81 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 132, 'learning_rate': 0.10390670686150605, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7977576046992132, 'colsample_bytree': 0.6918092192534391, 'gamma': 0.5490725098940401, 'reg_alpha': 0.8856923573244078, 'reg_lambda': 2.600127773155087}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:39,341] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 124, 'learning_rate': 0.10472453634824383, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7943175178486925, 'colsample_bytree': 0.7020323809403972, 'gamma': 0.6009541565806057, 'reg_alpha': 0.7666804693503497, 'reg_lambda': 2.598427566274481}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:39,575] Trial 83 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.10263650707350876, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7989766938113515, 'colsample_bytree': 0.7006836172972902, 'gamma': 0.5235125229733898, 'reg_alpha': 0.7839463663072143, 'reg_lambda': 2.8606557880491255}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:39,883] Trial 84 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 128, 'learning_rate': 0.07610354014056882, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7721380697286211, 'colsample_bytree': 0.7142930883386809, 'gamma': 0.6367528756761447, 'reg_alpha': 0.7521617487307045, 'reg_lambda': 1.5422211115878812}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:40,168] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 121, 'learning_rate': 0.11974814501873898, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7532758092414212, 'colsample_bytree': 0.656195054362757, 'gamma': 0.7826903680761849, 'reg_alpha': 0.8845736316379024, 'reg_lambda': 2.6085839122837458}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:40,447] Trial 86 finished with value: 0.755952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.06285755393932821, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7856954695206974, 'colsample_bytree': 0.7268049572074501, 'gamma': 0.9323775708079229, 'reg_alpha': 0.8148754035542868, 'reg_lambda': 1.8872857108735048}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:40,951] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 113, 'learning_rate': 0.05587607078132238, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8173950133669363, 'colsample_bytree': 0.7268508199616703, 'gamma': 0.9625042798922994, 'reg_alpha': 0.6000384656963964, 'reg_lambda': 1.729744282807701}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:41,266] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.09188918369221694, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7901032207502128, 'colsample_bytree': 0.6918773475658339, 'gamma': 1.162354903368324, 'reg_alpha': 0.7218015823992469, 'reg_lambda': 1.8952518565013636}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:41,566] Trial 89 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 77, 'learning_rate': 0.09252761524567839, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7934284669443399, 'colsample_bytree': 0.6866175916932031, 'gamma': 1.089788929226126, 'reg_alpha': 0.6644103602660928, 'reg_lambda': 1.8651096371973683}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:41,833] Trial 90 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 72, 'learning_rate': 0.06328425442473293, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.792565306236872, 'colsample_bytree': 0.6917947319949782, 'gamma': 1.225540499004856, 'reg_alpha': 0.7283984739965357, 'reg_lambda': 1.8815862247271231}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:42,110] Trial 91 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 59, 'learning_rate': 0.0911047727270895, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7791849887109006, 'colsample_bytree': 0.7014314253384659, 'gamma': 1.0898048356918797, 'reg_alpha': 0.6655908324577863, 'reg_lambda': 1.7820207939421777}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:42,340] Trial 92 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 84, 'learning_rate': 0.07760458813001796, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7988772264612847, 'colsample_bytree': 0.7460846464955839, 'gamma': 1.4755645413214595, 'reg_alpha': 0.7128561576499092, 'reg_lambda': 1.4738979775577137}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:42,572] Trial 93 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 45, 'learning_rate': 0.050672550260599684, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8297944901922536, 'colsample_bytree': 0.7354540345164369, 'gamma': 1.6138223308929054, 'reg_alpha': 0.6103702883625246, 'reg_lambda': 1.9442695200745486}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:42,894] Trial 94 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 94, 'learning_rate': 0.07082658095545252, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.78689510464571, 'colsample_bytree': 0.7116022307907557, 'gamma': 0.8784631043812957, 'reg_alpha': 0.7592317419366668, 'reg_lambda': 1.8313525493369445}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:43,223] Trial 95 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 66, 'learning_rate': 0.08699260812624182, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8152906460031387, 'colsample_bytree': 0.6833134360729488, 'gamma': 0.41544341866666734, 'reg_alpha': 0.8123015889044243, 'reg_lambda': 1.6659221600150886}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:43,449] Trial 96 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.09329796650248974, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8071055751016083, 'colsample_bytree': 0.667051360695496, 'gamma': 0.734185368595494, 'reg_alpha': 0.6883886994067036, 'reg_lambda': 2.1093703404806043}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:43,826] Trial 97 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 107, 'learning_rate': 0.10839821150370973, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7753856173522292, 'colsample_bytree': 0.7285785029225555, 'gamma': 1.8032554687276643, 'reg_alpha': 0.738437230086934, 'reg_lambda': 2.023719908785216}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:44,188] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 101, 'learning_rate': 0.06304294525859304, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7545278513677992, 'colsample_bytree': 0.6927392461443732, 'gamma': 0.28418442621385964, 'reg_alpha': 0.5462543076814034, 'reg_lambda': 1.8682734975995035}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:44,477] Trial 99 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 132, 'learning_rate': 0.12012352438411529, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7950085596308356, 'colsample_bytree': 0.7542787044766937, 'gamma': 1.1876412354089825, 'reg_alpha': 0.827905574581316, 'reg_lambda': 1.7150208512356007}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:44,837] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 114, 'learning_rate': 0.0818578261646406, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7641187070070817, 'colsample_bytree': 0.7881794790316543, 'gamma': 0.8617568363631435, 'reg_alpha': 0.7822697527528896, 'reg_lambda': 1.7916249973555678}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:45,086] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.16201670136370513, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7814470351106122, 'colsample_bytree': 0.7065008468314874, 'gamma': 0.5672698891531766, 'reg_alpha': 0.4495542541677974, 'reg_lambda': 2.660119276320473}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:45,405] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 138, 'learning_rate': 0.14447004297565383, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8336887685800007, 'colsample_bytree': 0.6431217753892405, 'gamma': 0.6433792465786583, 'reg_alpha': 0.64990964989054, 'reg_lambda': 2.710097587628555}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:45,702] Trial 103 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 145, 'learning_rate': 0.14883229187495461, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7411053139882937, 'colsample_bytree': 0.719187211598205, 'gamma': 0.5346007164759894, 'reg_alpha': 0.8579957308389657, 'reg_lambda': 2.560218796744378}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:45,959] Trial 104 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 76, 'learning_rate': 0.19472464345387827, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8029177325062176, 'colsample_bytree': 0.6600155246691891, 'gamma': 1.024884309120162, 'reg_alpha': 0.5097845207324995, 'reg_lambda': 1.9511779423351459}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:46,322] Trial 105 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 74, 'learning_rate': 0.2642272152159199, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8171018155482795, 'colsample_bytree': 0.6581919048202578, 'gamma': 1.0701537588271917, 'reg_alpha': 0.5015300006232529, 'reg_lambda': 1.929830806354793}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:46,703] Trial 106 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.20405093331104476, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8213502046331275, 'colsample_bytree': 0.76665214476925, 'gamma': 1.3929062605290163, 'reg_alpha': 0.33201135909485135, 'reg_lambda': 2.064259356004549}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:46,925] Trial 107 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 92, 'learning_rate': 0.2318147929984873, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.853922827790905, 'colsample_bytree': 0.6825867659973092, 'gamma': 0.9652197251723791, 'reg_alpha': 0.5731406715558806, 'reg_lambda': 2.929156085904444}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:47,285] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 77, 'learning_rate': 0.10187403714547408, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8073342691477519, 'colsample_bytree': 0.6966397516124144, 'gamma': 0.4089286537376375, 'reg_alpha': 0.6863699405260102, 'reg_lambda': 1.9850313168389633}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:47,609] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 66, 'learning_rate': 0.11408369318989331, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.785752167357537, 'colsample_bytree': 0.7431964905406614, 'gamma': 0.7157256523258084, 'reg_alpha': 0.7977175615263435, 'reg_lambda': 1.5723990494488984}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:47,900] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 96, 'learning_rate': 0.0981310349068639, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8059634834227898, 'colsample_bytree': 0.6747877416516894, 'gamma': 0.8281892906870529, 'reg_alpha': 0.6235873003044323, 'reg_lambda': 1.7426964280166986}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:48,229] Trial 111 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 85, 'learning_rate': 0.09495076362017017, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8029071696740033, 'colsample_bytree': 0.6737621284559959, 'gamma': 0.8374036950418393, 'reg_alpha': 0.6151682444363724, 'reg_lambda': 2.800246188274957}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:48,616] Trial 112 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 97, 'learning_rate': 0.12416328630708487, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7907778325997654, 'colsample_bytree': 0.6877103425595523, 'gamma': 1.1513046751164566, 'reg_alpha': 0.704477108203169, 'reg_lambda': 1.7653054298906998}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:48,835] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.19245200189184447, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7657922843554126, 'colsample_bytree': 0.6647388035740378, 'gamma': 0.4647703093603721, 'reg_alpha': 0.6641581355694732, 'reg_lambda': 1.9290784012818225}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:49,206] Trial 114 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 101, 'learning_rate': 0.07167730338566541, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.831029379068211, 'colsample_bytree': 0.7044264617025707, 'gamma': 1.2544180955226183, 'reg_alpha': 0.7682418932894133, 'reg_lambda': 1.824085628490078}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:49,529] Trial 115 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 88, 'learning_rate': 0.10352866751656732, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8100435486867231, 'colsample_bytree': 0.7138748224596626, 'gamma': 0.9912773395251, 'reg_alpha': 0.497769181132974, 'reg_lambda': 1.2785393347411964}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:49,791] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 123, 'learning_rate': 0.1123206342185163, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7746815801315277, 'colsample_bytree': 0.6399095588265551, 'gamma': 0.3291785126892707, 'reg_alpha': 0.5854640752244189, 'reg_lambda': 2.0472234204476703}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:50,106] Trial 117 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.08901506705209636, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8460283497224182, 'colsample_bytree': 0.6512303892554704, 'gamma': 0.7400279657122494, 'reg_alpha': 0.3989758123460513, 'reg_lambda': 2.487255657485167}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:50,345] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 109, 'learning_rate': 0.08485665877575542, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8819342801297997, 'colsample_bytree': 0.6507988951211687, 'gamma': 0.7913232503371598, 'reg_alpha': 0.435029648455205, 'reg_lambda': 2.495468640918098}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:50,699] Trial 119 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 103, 'learning_rate': 0.06533385004052782, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8442574654750254, 'colsample_bytree': 0.6702316390204385, 'gamma': 0.09120660620218629, 'reg_alpha': 0.40374104408218087, 'reg_lambda': 1.681600253565854}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:51,078] Trial 120 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 115, 'learning_rate': 0.08089149716823878, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7480555526918177, 'colsample_bytree': 0.6814042818934888, 'gamma': 0.9022527722996346, 'reg_alpha': 0.5189328812808016, 'reg_lambda': 1.8666239979448938}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:51,445] Trial 121 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.09249090813206709, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8665858713850162, 'colsample_bytree': 0.9259420735047401, 'gamma': 0.6046710234227839, 'reg_alpha': 0.7269334400934094, 'reg_lambda': 2.597540717304378}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:51,761] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 129, 'learning_rate': 0.08993155023911811, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8622819576372242, 'colsample_bytree': 0.6642265028841089, 'gamma': 0.5862763761558861, 'reg_alpha': 0.632493768859697, 'reg_lambda': 2.713145177993148}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:52,105] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.07451177449731035, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8698598750197731, 'colsample_bytree': 0.8871810641569691, 'gamma': 0.6784323920322054, 'reg_alpha': 0.3521633727473089, 'reg_lambda': 2.7176052152084877}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:52,492] Trial 124 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 118, 'learning_rate': 0.09540309062352549, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9021373092992708, 'colsample_bytree': 0.6597806887034434, 'gamma': 0.2547724967801752, 'reg_alpha': 0.6255749243940977, 'reg_lambda': 2.606845533247478}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:52,838] Trial 125 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 80, 'learning_rate': 0.08947148032419193, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8634893717625616, 'colsample_bytree': 0.6710145334143718, 'gamma': 1.0497051204285048, 'reg_alpha': 0.7373850038355723, 'reg_lambda': 2.8084959949179007}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:53,219] Trial 126 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 110, 'learning_rate': 0.10014045868618028, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8458357871847005, 'colsample_bytree': 0.9135379808313373, 'gamma': 0.5398294967377173, 'reg_alpha': 0.038947295789582004, 'reg_lambda': 2.487338730630694}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:53,506] Trial 127 finished with value: 0.755952380952381 and parameters: {'n_estimators': 96, 'learning_rate': 0.10643206475339305, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8502376299355325, 'colsample_bytree': 0.927144364245408, 'gamma': 0.3983849008585853, 'reg_alpha': 0.14313073622562922, 'reg_lambda': 2.5746958911523365}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:53,801] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 110, 'learning_rate': 0.10638496927317678, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8537822900424352, 'colsample_bytree': 0.926578253290837, 'gamma': 0.3759252065270305, 'reg_alpha': 0.045630857170972004, 'reg_lambda': 2.5831455026218593}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:54,083] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.12628393198865975, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8459864336968941, 'colsample_bytree': 0.9388005611094022, 'gamma': 0.49602444559968906, 'reg_alpha': 0.1214460120123602, 'reg_lambda': 2.4775236841867674}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:54,482] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 104, 'learning_rate': 0.11145309469839688, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8781056008813848, 'colsample_bytree': 0.9034582065743222, 'gamma': 0.21987431313420558, 'reg_alpha': 0.17076320652075, 'reg_lambda': 2.623963852512767}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:54,836] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 104, 'learning_rate': 0.10975629049730637, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8794148303316724, 'colsample_bytree': 0.8982228883872174, 'gamma': 0.22024434517043628, 'reg_alpha': 0.17869048790570155, 'reg_lambda': 2.3484011046293984}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:55,064] Trial 132 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 91, 'learning_rate': 0.11522956945769676, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8901958598222434, 'colsample_bytree': 0.9223069050664076, 'gamma': 0.32783323189624797, 'reg_alpha': 0.09203104569950693, 'reg_lambda': 2.6572928048049445}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:55,400] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 111, 'learning_rate': 0.11978171622322384, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8902386471182694, 'colsample_bytree': 0.923532789685615, 'gamma': 0.0695716816126197, 'reg_alpha': 0.09039461185559067, 'reg_lambda': 2.6799713512584376}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:55,682] Trial 134 finished with value: 0.755952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.13669815458249754, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8938786378050358, 'colsample_bytree': 0.9102392631807509, 'gamma': 0.34382042975863275, 'reg_alpha': 0.059735109288841806, 'reg_lambda': 2.6456985360905323}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:55,867] Trial 135 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.13301306266048513, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8940947249533234, 'colsample_bytree': 0.9093201490977575, 'gamma': 0.16977596438138898, 'reg_alpha': 0.061709284382858144, 'reg_lambda': 2.537920636109619}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:56,157] Trial 136 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.16494339130934685, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8771539488077958, 'colsample_bytree': 0.9076391786819142, 'gamma': 0.3002452005443215, 'reg_alpha': 0.013964863006884154, 'reg_lambda': 2.6599727273133453}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:56,414] Trial 137 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 78, 'learning_rate': 0.04246479416508585, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9150581246604901, 'colsample_bytree': 0.940441079013087, 'gamma': 0.3991115101083216, 'reg_alpha': 0.16398931756341095, 'reg_lambda': 2.7537161107571584}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:56,730] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.1377534879931366, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8674174537795725, 'colsample_bytree': 0.9171906165638013, 'gamma': 0.4873144188949863, 'reg_alpha': 0.1387685015749718, 'reg_lambda': 2.6304463208249205}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:57,015] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.11032699354551322, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9135387627483851, 'colsample_bytree': 0.9539242767114597, 'gamma': 0.004271584134969086, 'reg_alpha': 0.09355423663306461, 'reg_lambda': 2.4217396647002087}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:57,328] Trial 140 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 81, 'learning_rate': 0.1830239476144915, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8359596960066595, 'colsample_bytree': 0.9667182759017316, 'gamma': 0.1975099174238264, 'reg_alpha': 0.21873199190277726, 'reg_lambda': 2.3905080293868846}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:57,670] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.10066381639473622, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8584044078498866, 'colsample_bytree': 0.8984906551367782, 'gamma': 0.34636801024433633, 'reg_alpha': 0.030392324435820635, 'reg_lambda': 2.582692756092457}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:57,993] Trial 142 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 123, 'learning_rate': 0.11683359077921752, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8983008565815753, 'colsample_bytree': 0.9367432436851478, 'gamma': 0.6072729172185425, 'reg_alpha': 0.0810925877574811, 'reg_lambda': 2.501964643809672}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:58,294] Trial 143 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 106, 'learning_rate': 0.12575052170002773, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8487578820740066, 'colsample_bytree': 0.8758026224355129, 'gamma': 0.45958171613472126, 'reg_alpha': 0.28813394533282877, 'reg_lambda': 2.6535121919833435}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:58,531] Trial 144 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 116, 'learning_rate': 0.10254823916877723, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8751631409355685, 'colsample_bytree': 0.9486916837810826, 'gamma': 0.705577299421448, 'reg_alpha': 0.060116003124682224, 'reg_lambda': 2.594043582985007}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:58,818] Trial 145 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 63, 'learning_rate': 0.2322622963121435, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9060536729437696, 'colsample_bytree': 0.9189553799850467, 'gamma': 0.5439353242415352, 'reg_alpha': 0.11477880781131883, 'reg_lambda': 2.482119350188335}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:59,182] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.10835590286965449, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8861881438113889, 'colsample_bytree': 0.9284696103674622, 'gamma': 0.24051884835899376, 'reg_alpha': 0.0680434170141736, 'reg_lambda': 2.776743563262957}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:59,603] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 126, 'learning_rate': 0.09852407217186411, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8239693638334136, 'colsample_bytree': 0.8956273750052666, 'gamma': 0.3887204598955129, 'reg_alpha': 0.1713677379845901, 'reg_lambda': 2.547987104717105}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:59,832] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 99, 'learning_rate': 0.28980370547666245, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9268808983761934, 'colsample_bytree': 0.8607085373191311, 'gamma': 0.12425977886543849, 'reg_alpha': 0.14415798105644093, 'reg_lambda': 2.8407566859204247}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:00,157] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 76, 'learning_rate': 0.0806139104083557, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8862258202998327, 'colsample_bytree': 0.829580061383831, 'gamma': 0.546478453576846, 'reg_alpha': 0.11095057346022127, 'reg_lambda': 2.6557318036479294}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:00,460] Trial 150 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.14854624538414826, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8372443683793945, 'colsample_bytree': 0.9130377361658171, 'gamma': 0.3128562488332601, 'reg_alpha': 0.2035930230384716, 'reg_lambda': 2.3005223991861823}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:00,741] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 90, 'learning_rate': 0.0932096057380278, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.869675537494742, 'colsample_bytree': 0.9040581616575927, 'gamma': 0.7104944420686886, 'reg_alpha': 0.0019340858782047887, 'reg_lambda': 2.0004114208353414}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:01,160] Trial 152 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 96, 'learning_rate': 0.08618704409634385, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.792763910183482, 'colsample_bytree': 0.933304058161171, 'gamma': 0.7785607787408768, 'reg_alpha': 0.03496762498073826, 'reg_lambda': 2.611758672834668}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:01,434] Trial 153 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 101, 'learning_rate': 0.11636116790708952, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7841528251466021, 'colsample_bytree': 0.8843723676183481, 'gamma': 0.9338833788754541, 'reg_alpha': 0.7209646805830117, 'reg_lambda': 1.9270966196619557}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:01,800] Trial 154 finished with value: 0.5 and parameters: {'n_estimators': 84, 'learning_rate': 0.03456946791202347, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.7275824267457275, 'colsample_bytree': 0.9483528762709643, 'gamma': 0.4381986280048573, 'reg_alpha': 0.7514405891321609, 'reg_lambda': 2.6908450907753867}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:02,243] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.10627328693544605, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8578875800991492, 'colsample_bytree': 0.9980737716907425, 'gamma': 0.619364010863317, 'reg_alpha': 0.1024933274478668, 'reg_lambda': 2.555647926663978}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:02,547] Trial 156 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 113, 'learning_rate': 0.09427520290855732, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8219806304391908, 'colsample_bytree': 0.9215811220334701, 'gamma': 1.1539591967342815, 'reg_alpha': 0.7870553492138397, 'reg_lambda': 1.8846676236753992}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:02,797] Trial 157 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 105, 'learning_rate': 0.050343282895548534, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7970514646506409, 'colsample_bytree': 0.6988475348216213, 'gamma': 0.4875255376527238, 'reg_alpha': 0.8328879067013815, 'reg_lambda': 2.455404851201635}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:03,136] Trial 158 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 132, 'learning_rate': 0.12658713967453608, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7584024623516, 'colsample_bytree': 0.6911072092902907, 'gamma': 2.1621075329873682, 'reg_alpha': 0.7032789521078264, 'reg_lambda': 2.745313592688147}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:03,441] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.11701666664983443, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6993641299952409, 'colsample_bytree': 0.9285966596686477, 'gamma': 1.3489374057833357, 'reg_alpha': 0.08048687183970483, 'reg_lambda': 2.109085666785724}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:03,749] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.13813129682162606, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6785767328900165, 'colsample_bytree': 0.9418481232425286, 'gamma': 0.26665560521916065, 'reg_alpha': 0.15234589796774048, 'reg_lambda': 2.51726390571924}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:03,964] Trial 161 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 87, 'learning_rate': 0.09873764561971513, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8012277941754249, 'colsample_bytree': 0.6802833278771973, 'gamma': 0.8648539556543883, 'reg_alpha': 0.676170580324588, 'reg_lambda': 1.7383963399792666}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:04,415] Trial 162 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 96, 'learning_rate': 0.10206672579411262, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7811338136328414, 'colsample_bytree': 0.9145774665503985, 'gamma': 0.7352616989653833, 'reg_alpha': 0.7298612026715623, 'reg_lambda': 1.9734367309767928}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:04,705] Trial 163 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 81, 'learning_rate': 0.0898947712199013, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8055142077646942, 'colsample_bytree': 0.6470109178945919, 'gamma': 0.8202955805939774, 'reg_alpha': 0.656558838161896, 'reg_lambda': 1.8518525833431236}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:05,028] Trial 164 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 95, 'learning_rate': 0.08322916843720499, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8462700749527695, 'colsample_bytree': 0.7081515920195349, 'gamma': 0.626227760063611, 'reg_alpha': 0.7044818704817031, 'reg_lambda': 2.5984991580613226}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:05,370] Trial 165 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 117, 'learning_rate': 0.11223392155017115, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8143268440936183, 'colsample_bytree': 0.6913151862479731, 'gamma': 0.5386817622562519, 'reg_alpha': 0.04912711346739462, 'reg_lambda': 1.7921575710743864}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:05,762] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.09526577975454777, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8282319821601838, 'colsample_bytree': 0.6791131808876183, 'gamma': 1.047287617455225, 'reg_alpha': 0.129082187690022, 'reg_lambda': 2.6878786166769153}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:06,144] Trial 167 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 240, 'learning_rate': 0.07951515223821547, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8320596659027996, 'colsample_bytree': 0.7998857843189667, 'gamma': 1.0831901819400995, 'reg_alpha': 0.8141152016228141, 'reg_lambda': 2.701707298976094}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:06,426] Trial 168 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 190, 'learning_rate': 0.10643465487664348, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8529227767530227, 'colsample_bytree': 0.6312067665483473, 'gamma': 0.9957560255173328, 'reg_alpha': 0.12157923808089556, 'reg_lambda': 2.6437376694907924}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:06,771] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 196, 'learning_rate': 0.07374556523817316, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8380990389138697, 'colsample_bytree': 0.655823629943938, 'gamma': 0.3615270233313252, 'reg_alpha': 0.7623637627259335, 'reg_lambda': 2.820393871693953}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:07,302] Trial 170 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 225, 'learning_rate': 0.09283194466739354, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8660091431113262, 'colsample_bytree': 0.7014284442283628, 'gamma': 0.12365688954298928, 'reg_alpha': 0.18943224581123366, 'reg_lambda': 2.9139010249176}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:07,609] Trial 171 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 73, 'learning_rate': 0.09680277225213466, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7891979225918286, 'colsample_bytree': 0.6853166478377142, 'gamma': 0.9124509946623489, 'reg_alpha': 0.7423858868604486, 'reg_lambda': 2.5489370381713337}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:07,952] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 200, 'learning_rate': 0.1230532980424102, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7986173397901015, 'colsample_bytree': 0.6737214337655014, 'gamma': 1.1939851702823878, 'reg_alpha': 0.3835342062701921, 'reg_lambda': 2.625597694150578}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:08,336] Trial 173 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 210, 'learning_rate': 0.12571322039929228, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7985444205935359, 'colsample_bytree': 0.6688535669996533, 'gamma': 1.303442235870287, 'reg_alpha': 0.38711999321636525, 'reg_lambda': 2.6285045240968836}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:08,736] Trial 174 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 219, 'learning_rate': 0.11477479981668004, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8165671114956748, 'colsample_bytree': 0.7156226561347802, 'gamma': 1.1953844524938129, 'reg_alpha': 0.3078484388944198, 'reg_lambda': 2.7465109142641513}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:09,105] Trial 175 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 196, 'learning_rate': 0.21988861733499246, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7744579194295231, 'colsample_bytree': 0.6855698932469062, 'gamma': 1.0744109517814284, 'reg_alpha': 0.4402503420581688, 'reg_lambda': 2.5797568038000787}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:09,460] Trial 176 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 215, 'learning_rate': 0.13359436564759458, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8944725699528228, 'colsample_bytree': 0.9030998408802737, 'gamma': 1.557167250037922, 'reg_alpha': 0.5202476844419487, 'reg_lambda': 2.679094790079283}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:09,842] Trial 177 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 205, 'learning_rate': 0.12076642352804912, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8247165481128685, 'colsample_bytree': 0.6747476299110522, 'gamma': 0.4436261206185794, 'reg_alpha': 0.4836525444707712, 'reg_lambda': 2.509552005843259}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:10,266] Trial 178 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 212, 'learning_rate': 0.17484318057687823, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6110831004289164, 'colsample_bytree': 0.8917211415926694, 'gamma': 0.6637200001693462, 'reg_alpha': 0.2562099514789648, 'reg_lambda': 2.7115207195317503}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:10,561] Trial 179 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 67, 'learning_rate': 0.1051310848386367, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8785482482923159, 'colsample_bytree': 0.6947525261043963, 'gamma': 0.2898602491039305, 'reg_alpha': 0.3886983524014023, 'reg_lambda': 2.399256946331843}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:10,815] Trial 180 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 126, 'learning_rate': 0.08731085675136753, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.717406260922832, 'colsample_bytree': 0.66329826724998, 'gamma': 1.0017194102068754, 'reg_alpha': 0.8805025728823596, 'reg_lambda': 1.9081690063642571}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:11,051] Trial 181 finished with value: 0.5 and parameters: {'n_estimators': 101, 'learning_rate': 0.09873549135577378, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.8099136055021638, 'colsample_bytree': 0.6774931673494781, 'gamma': 0.8131408026971161, 'reg_alpha': 0.0772228801671449, 'reg_lambda': 2.6248223162905946}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:11,331] Trial 182 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 90, 'learning_rate': 0.11147984447039255, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8026832059042999, 'colsample_bytree': 0.6772528119267552, 'gamma': 0.9035234341530529, 'reg_alpha': 0.41480853663709544, 'reg_lambda': 2.5643168868639137}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:11,605] Trial 183 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 112, 'learning_rate': 0.09810362921651103, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7928027720610851, 'colsample_bytree': 0.657612879813446, 'gamma': 1.2131386340441186, 'reg_alpha': 0.12816385371608954, 'reg_lambda': 1.602546308349665}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:11,865] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 136, 'learning_rate': 0.10730959090106588, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7856148015417901, 'colsample_bytree': 0.920618962295378, 'gamma': 0.7269322729093394, 'reg_alpha': 0.5658015743586073, 'reg_lambda': 2.4752580129556896}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:12,234] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.09045355194369208, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8453853381534716, 'colsample_bytree': 0.7249429695843934, 'gamma': 0.5377560751190693, 'reg_alpha': 0.362436140389981, 'reg_lambda': 2.771647998897487}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:12,664] Trial 186 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 199, 'learning_rate': 0.19336277280378544, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7698467418830207, 'colsample_bytree': 0.7063573311779934, 'gamma': 0.3899850494532693, 'reg_alpha': 0.0191084331376421, 'reg_lambda': 1.961359632458642}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:13,021] Trial 187 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.12090889804937899, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8005437788343943, 'colsample_bytree': 0.6669313917608053, 'gamma': 0.2284847221351436, 'reg_alpha': 0.6969294725418269, 'reg_lambda': 2.6555325671360928}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:13,229] Trial 188 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 76, 'learning_rate': 0.059378601682517074, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8096835107319484, 'colsample_bytree': 0.6518716362098941, 'gamma': 1.4294099874871176, 'reg_alpha': 0.4712100512021651, 'reg_lambda': 1.7613851459607621}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:13,538] Trial 189 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 97, 'learning_rate': 0.1006554506716884, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8265289594421261, 'colsample_bytree': 0.6953472542544732, 'gamma': 1.1335408656510368, 'reg_alpha': 0.7757459664825664, 'reg_lambda': 1.8345569516588507}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:13,804] Trial 190 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 83, 'learning_rate': 0.15409080622864457, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6608689413746326, 'colsample_bytree': 0.6855199148758344, 'gamma': 0.7905955444032853, 'reg_alpha': 0.09794931089153115, 'reg_lambda': 2.1662221900183183}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:14,097] Trial 191 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.08749096578966785, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8582813227710547, 'colsample_bytree': 0.6704530041107535, 'gamma': 0.5979718781053133, 'reg_alpha': 0.6344199742940707, 'reg_lambda': 2.7129440885295613}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:14,484] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 202, 'learning_rate': 0.0950832094474293, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8650575361849571, 'colsample_bytree': 0.6622636455318764, 'gamma': 0.5659413492839359, 'reg_alpha': 0.6770537262049646, 'reg_lambda': 2.6106791668071896}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:14,788] Trial 193 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 130, 'learning_rate': 0.08401871268693932, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8603252733881296, 'colsample_bytree': 0.6432243435569535, 'gamma': 0.4512823435933801, 'reg_alpha': 0.6496633061739667, 'reg_lambda': 2.6664185653390517}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:15,112] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.07811197185857316, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8505420407607568, 'colsample_bytree': 0.9318453985332752, 'gamma': 0.6014401849680346, 'reg_alpha': 0.5968631348608002, 'reg_lambda': 2.739821010245937}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:15,466] Trial 195 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 142, 'learning_rate': 0.07708066890232784, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8377688396521554, 'colsample_bytree': 0.9302905129495223, 'gamma': 0.6690315593636176, 'reg_alpha': 0.5922773096358278, 'reg_lambda': 1.8949853715949312}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:15,803] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.06555549031978734, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8523262434195888, 'colsample_bytree': 0.9096209742662998, 'gamma': 0.31053288402296125, 'reg_alpha': 0.5407295492075176, 'reg_lambda': 2.5359303550696874}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:16,263] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.07057632586192954, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8494214133155594, 'colsample_bytree': 0.9119889718190178, 'gamma': 0.13977509437224112, 'reg_alpha': 0.5518049665098246, 'reg_lambda': 2.539767811547506}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:16,599] Trial 198 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.05831533314736571, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8753469045799914, 'colsample_bytree': 0.9226173462635421, 'gamma': 0.29133869380653504, 'reg_alpha': 0.46701419072035005, 'reg_lambda': 2.570605833708251}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:16,874] Trial 199 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 116, 'learning_rate': 0.07527507139742731, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8493685318003783, 'colsample_bytree': 0.9081223153091426, 'gamma': 0.41054307441080645, 'reg_alpha': 0.5447952910920012, 'reg_lambda': 2.8601657665813582}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:16,878] A new study created in memory with name: no-name-e5d02313-6d9c-4b5a-933a-c3bd1ed50306
[I 2025-11-03 20:38:17,134] Trial 0 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 48, 'learning_rate': 0.11252433554867153, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9682102409420129, 'colsample_bytree': 0.8988530829203568, 'gamma': 4.069300270941718, 'reg_alpha': 0.5714929647368491, 'reg_lambda': 1.5021845738518493}. Best is trial 0 with value: 0.6369047619047619.
[I 2025-11-03 20:38:17,532] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 188, 'learning_rate': 0.05820538306068991, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.6836645345563372, 'colsample_bytree': 0.9320897025583367, 'gamma': 4.349856860184175, 'reg_alpha': 0.3602032657112648, 'reg_lambda': 2.719278472682012}. Best is trial 0 with value: 0.6369047619047619.
[I 2025-11-03 20:38:17,845] Trial 2 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 78, 'learning_rate': 0.15861724809449337, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7627202770839404, 'colsample_bytree': 0.7089040921244343, 'gamma': 0.8324625476544684, 'reg_alpha': 0.15643252070346814, 'reg_lambda': 2.103733098024769}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 20:38:18,237] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.05974070145957478, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8793329636667004, 'colsample_bytree': 0.6755884484326847, 'gamma': 0.39609026809994063, 'reg_alpha': 0.5046547062735054, 'reg_lambda': 2.7820873372253}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 20:38:18,618] Trial 4 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.22956859456525255, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6132988914988803, 'colsample_bytree': 0.8161993294735546, 'gamma': 2.5911095045788217, 'reg_alpha': 0.8890190551685708, 'reg_lambda': 1.2539611292370507}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:18,705] Trial 5 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.19817098355233603, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9329158039441493, 'colsample_bytree': 0.7395573639159816, 'gamma': 2.039945455970182, 'reg_alpha': 0.8761500953999791, 'reg_lambda': 1.560906258456873}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:19,036] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.01589258287238483, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8711944671193389, 'colsample_bytree': 0.8353120744136752, 'gamma': 2.8141144241233205, 'reg_alpha': 0.7221583211085615, 'reg_lambda': 1.8341330880467408}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:19,371] Trial 7 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 103, 'learning_rate': 0.02538093636708905, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8787405149039588, 'colsample_bytree': 0.8484453662000787, 'gamma': 4.368946737036275, 'reg_alpha': 0.760428859472199, 'reg_lambda': 1.1497169224197805}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:19,663] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.19649628122459428, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.7300973610070001, 'colsample_bytree': 0.8137026344533114, 'gamma': 0.6789241936308804, 'reg_alpha': 0.2389880056764927, 'reg_lambda': 2.328019227238242}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:20,035] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.15043046226614284, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.6895737733337244, 'colsample_bytree': 0.9630178459471862, 'gamma': 3.64366243861257, 'reg_alpha': 0.789577459528393, 'reg_lambda': 2.565909806805367}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:20,442] Trial 10 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 226, 'learning_rate': 0.29145755020033914, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6128367795640849, 'colsample_bytree': 0.6091954213385403, 'gamma': 1.9243061203777945, 'reg_alpha': 0.9655857203754581, 'reg_lambda': 0.5166433118694368}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:20,538] Trial 11 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 24, 'learning_rate': 0.2878251208638121, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.998777939601217, 'colsample_bytree': 0.7458186909466998, 'gamma': 2.026964804824883, 'reg_alpha': 0.9786791461837364, 'reg_lambda': 1.0134247728511565}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:20,824] Trial 12 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.09775849127593192, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8164745782351213, 'colsample_bytree': 0.7629678273630375, 'gamma': 3.0677700236993433, 'reg_alpha': 0.9622483290831463, 'reg_lambda': 0.6512349809316131}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:21,110] Trial 13 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 77, 'learning_rate': 0.09248921354533186, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.821191340441472, 'colsample_bytree': 0.7535634990523417, 'gamma': 3.4222190894449573, 'reg_alpha': 0.6313746545872819, 'reg_lambda': 0.5236284642387962}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:21,490] Trial 14 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 118, 'learning_rate': 0.03228861577963748, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9993273473992864, 'colsample_bytree': 0.6487941721462109, 'gamma': 1.3841470239423788, 'reg_alpha': 0.0020629114216070277, 'reg_lambda': 0.8958418835029658}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:21,783] Trial 15 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 159, 'learning_rate': 0.08676578133864081, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8204163103810621, 'colsample_bytree': 0.763253148052921, 'gamma': 4.981172922368971, 'reg_alpha': 0.976445714527883, 'reg_lambda': 0.8558651928333061}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:22,100] Trial 16 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 78, 'learning_rate': 0.037145975743480636, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9205407387309656, 'colsample_bytree': 0.8809275269325036, 'gamma': 3.1315366406498963, 'reg_alpha': 0.9879124304809078, 'reg_lambda': 0.8681706174288921}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:22,499] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.011154205701357636, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7849901206896337, 'colsample_bytree': 0.7786019507640622, 'gamma': 1.9543006569672783, 'reg_alpha': 0.397217948145201, 'reg_lambda': 1.1485272044034027}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:22,598] Trial 18 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 27, 'learning_rate': 0.29122562603680396, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9328270469877472, 'colsample_bytree': 0.7101692629526226, 'gamma': 1.2211160358456776, 'reg_alpha': 0.654419890962824, 'reg_lambda': 0.6430228156001653}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:22,900] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.10178033974929525, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9975247259605595, 'colsample_bytree': 0.7050639560474931, 'gamma': 0.013074326476401499, 'reg_alpha': 0.8487201297565946, 'reg_lambda': 1.3543231775854179}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:23,148] Trial 20 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 51, 'learning_rate': 0.13773296005031402, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8547165883532395, 'colsample_bytree': 0.600079958144976, 'gamma': 2.297622541331009, 'reg_alpha': 0.6873683573253688, 'reg_lambda': 1.7967596560882064}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:23,509] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 206, 'learning_rate': 0.011728073453115183, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7744099052243295, 'colsample_bytree': 0.7741843078861282, 'gamma': 1.8000967664066194, 'reg_alpha': 0.35272666073180453, 'reg_lambda': 1.0991735984870745}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:23,862] Trial 22 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 213, 'learning_rate': 0.020269985232857075, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7247364595400134, 'colsample_bytree': 0.7892279119281601, 'gamma': 2.973653902110289, 'reg_alpha': 0.41660323666002963, 'reg_lambda': 0.9578641280191411}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:24,125] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.04273512231306975, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7958062474952211, 'colsample_bytree': 0.7252180209363055, 'gamma': 1.5153773912856416, 'reg_alpha': 0.4626125038559119, 'reg_lambda': 0.7790365624042215}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:24,553] Trial 24 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 250, 'learning_rate': 0.010868101758144174, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6641379951720352, 'colsample_bytree': 0.6600486178838832, 'gamma': 2.3141553571970466, 'reg_alpha': 0.2504490343225205, 'reg_lambda': 1.1111135414484947}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:24,962] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 199, 'learning_rate': 0.06588069515970102, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7434876464733653, 'colsample_bytree': 0.7873306768377658, 'gamma': 2.566384896032884, 'reg_alpha': 0.5289438451587094, 'reg_lambda': 0.7141405684733977}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:25,337] Trial 26 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 173, 'learning_rate': 0.015615368910871414, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8374296379708516, 'colsample_bytree': 0.8639028403216287, 'gamma': 1.103565206007842, 'reg_alpha': 0.8233976022446938, 'reg_lambda': 1.4235246065979479}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:25,604] Trial 27 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 97, 'learning_rate': 0.07557312430399322, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9076904747878701, 'colsample_bytree': 0.6895898098148101, 'gamma': 3.4080094168597945, 'reg_alpha': 0.9096179788561721, 'reg_lambda': 1.0295478356615262}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:25,948] Trial 28 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.04771357262661754, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7897057068325015, 'colsample_bytree': 0.9984272867024047, 'gamma': 1.7184894463227516, 'reg_alpha': 0.5995965482120422, 'reg_lambda': 1.9982349877301795}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:26,318] Trial 29 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 136, 'learning_rate': 0.11819818790977478, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9598584916238226, 'colsample_bytree': 0.9417281810533898, 'gamma': 1.7408164104013504, 'reg_alpha': 0.6058187860679998, 'reg_lambda': 2.0908192632149873}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:26,536] Trial 30 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 51, 'learning_rate': 0.026115420746194454, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9714470110171513, 'colsample_bytree': 0.9089775361969873, 'gamma': 4.023571130885453, 'reg_alpha': 0.9206437111599011, 'reg_lambda': 1.588923943016852}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:26,914] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 117, 'learning_rate': 0.0428389784423667, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7952027627399358, 'colsample_bytree': 0.9872317690866981, 'gamma': 2.2283566320374533, 'reg_alpha': 0.5450834365446275, 'reg_lambda': 2.0268213458134476}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:27,334] Trial 32 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 162, 'learning_rate': 0.04995002860602392, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7740670981542864, 'colsample_bytree': 0.7510837089593634, 'gamma': 1.584898638316402, 'reg_alpha': 0.3479650670428324, 'reg_lambda': 1.6667105651643066}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:27,653] Trial 33 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 185, 'learning_rate': 0.119920345970792, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7143987407261528, 'colsample_bytree': 0.8145304133725548, 'gamma': 2.7551473290105033, 'reg_alpha': 0.2840425775993659, 'reg_lambda': 2.3164202797692055}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:28,019] Trial 34 finished with value: 0.738095238095238 and parameters: {'n_estimators': 144, 'learning_rate': 0.013810460756730092, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7588110861883396, 'colsample_bytree': 0.729224292226413, 'gamma': 1.0103175072409223, 'reg_alpha': 0.15409306827553976, 'reg_lambda': 1.2936996520332122}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:28,294] Trial 35 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 73, 'learning_rate': 0.020715539464067872, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8116992850469577, 'colsample_bytree': 0.9986670460591822, 'gamma': 2.0379155503343815, 'reg_alpha': 0.43644298583321717, 'reg_lambda': 2.9238760689477568}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:28,635] Trial 36 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 157, 'learning_rate': 0.21438600567590718, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6746826958601286, 'colsample_bytree': 0.9053831614959031, 'gamma': 2.4620075493222076, 'reg_alpha': 0.7522397518759889, 'reg_lambda': 0.648419771202725}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:28,935] Trial 37 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 65, 'learning_rate': 0.17649547289028134, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8447437237796571, 'colsample_bytree': 0.8417154276937043, 'gamma': 0.6345255107394345, 'reg_alpha': 0.5792629562587877, 'reg_lambda': 1.957182795736994}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:29,382] Trial 38 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.06894420883921239, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8993797979602186, 'colsample_bytree': 0.781049782511484, 'gamma': 3.1169013082122796, 'reg_alpha': 0.8134880744107325, 'reg_lambda': 2.202749799142475}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:29,684] Trial 39 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.24490405186826855, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8674936858351637, 'colsample_bytree': 0.8154812038536963, 'gamma': 2.1721919488866854, 'reg_alpha': 0.12448473931195436, 'reg_lambda': 1.5090936642962043}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:29,940] Trial 40 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 90, 'learning_rate': 0.05166155443219422, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.634482209191954, 'colsample_bytree': 0.7996535243106903, 'gamma': 1.3432905490732967, 'reg_alpha': 0.9273327444730162, 'reg_lambda': 1.23884578247698}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:30,208] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.04255212044578361, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7966811828562091, 'colsample_bytree': 0.7269435301473256, 'gamma': 1.4270114239164549, 'reg_alpha': 0.4646785258865119, 'reg_lambda': 0.7686024257894719}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:30,536] Trial 42 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.03335154984389464, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7496417084306011, 'colsample_bytree': 0.7436745212664008, 'gamma': 1.6584915670707787, 'reg_alpha': 0.48501262206111007, 'reg_lambda': 0.9866965825316376}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:30,909] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 234, 'learning_rate': 0.05804040552031397, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7850035037061371, 'colsample_bytree': 0.6792732835625475, 'gamma': 1.9672597813388704, 'reg_alpha': 0.40055410689124454, 'reg_lambda': 0.6508880271741382}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:31,176] Trial 44 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 36, 'learning_rate': 0.02562853004367811, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7006039462623045, 'colsample_bytree': 0.7168032518544406, 'gamma': 0.9012291132262606, 'reg_alpha': 0.3084435068564364, 'reg_lambda': 0.763291085572245}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:31,524] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.07964170134093627, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.8280231626539254, 'colsample_bytree': 0.6384795295306567, 'gamma': 2.5712076204888685, 'reg_alpha': 0.6970086433159959, 'reg_lambda': 1.8957848796461445}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:31,854] Trial 46 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 172, 'learning_rate': 0.04477126949554938, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8922807179482075, 'colsample_bytree': 0.7638471918793365, 'gamma': 1.464840963408042, 'reg_alpha': 0.8717990367858631, 'reg_lambda': 1.185182276110444}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:31,949] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 20, 'learning_rate': 0.020680460596613704, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8079023916381494, 'colsample_bytree': 0.6954366352358148, 'gamma': 2.792545194620028, 'reg_alpha': 0.5067240041437648, 'reg_lambda': 0.5121916333702499}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:32,289] Trial 48 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 141, 'learning_rate': 0.03142054733655649, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7708880034559777, 'colsample_bytree': 0.7331320844475961, 'gamma': 1.8592881671433117, 'reg_alpha': 0.39477039981983353, 'reg_lambda': 2.473506246165825}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:32,581] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.1459838967698171, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.7905841706327519, 'colsample_bytree': 0.7611064665885263, 'gamma': 0.418569663231795, 'reg_alpha': 0.9984020274236535, 'reg_lambda': 0.8506988790894547}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:32,911] Trial 50 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 113, 'learning_rate': 0.2610875065028266, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8588396466254268, 'colsample_bytree': 0.8605801419644594, 'gamma': 1.2074723728209382, 'reg_alpha': 0.2211525364988486, 'reg_lambda': 1.741036123257119}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:33,258] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.04289721483054653, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7999192226742733, 'colsample_bytree': 0.7256407906649068, 'gamma': 1.5214971905955714, 'reg_alpha': 0.46273498656606826, 'reg_lambda': 0.7343479693261012}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:33,681] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 158, 'learning_rate': 0.03614993759952411, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7412492021732563, 'colsample_bytree': 0.7362947046094706, 'gamma': 2.049398768372755, 'reg_alpha': 0.5492445185670083, 'reg_lambda': 0.6026915433367741}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:34,030] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.06198078817133199, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8339618406045037, 'colsample_bytree': 0.7988194430200249, 'gamma': 1.7034804071738932, 'reg_alpha': 0.4463844294597161, 'reg_lambda': 0.7929823586651912}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:34,416] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 176, 'learning_rate': 0.0479905521301625, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8112678315182462, 'colsample_bytree': 0.771937474695937, 'gamma': 2.403818292465616, 'reg_alpha': 0.481277622432227, 'reg_lambda': 0.9458930777799464}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:34,626] Trial 55 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 89, 'learning_rate': 0.09366554253705947, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.763067437169902, 'colsample_bytree': 0.7177974267100157, 'gamma': 3.732768449973807, 'reg_alpha': 0.37612090518056085, 'reg_lambda': 1.0457503581249368}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:34,923] Trial 56 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 121, 'learning_rate': 0.03872703670262431, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7272506984349767, 'colsample_bytree': 0.6665153703630892, 'gamma': 1.2972359994748437, 'reg_alpha': 0.32394779048997213, 'reg_lambda': 0.7420326029037716}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:35,162] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.028073025670628696, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7866061916281213, 'colsample_bytree': 0.7028125473125041, 'gamma': 0.685504189643804, 'reg_alpha': 0.9519657799069279, 'reg_lambda': 0.8572122981496547}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:35,505] Trial 58 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 138, 'learning_rate': 0.17678379131456126, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9512297226763323, 'colsample_bytree': 0.7484311139757313, 'gamma': 2.098446589293287, 'reg_alpha': 0.635856129468695, 'reg_lambda': 0.6177482349970451}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:36,005] Trial 59 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 206, 'learning_rate': 0.07094660412592056, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8822803322108709, 'colsample_bytree': 0.6873815950877602, 'gamma': 1.5917731136160782, 'reg_alpha': 0.7582130470472341, 'reg_lambda': 1.148114388619162}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:36,330] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 164, 'learning_rate': 0.10460360759908671, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8424181175692945, 'colsample_bytree': 0.8245249301974629, 'gamma': 1.846488044381454, 'reg_alpha': 0.5831358606459633, 'reg_lambda': 1.3527399752271667}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:36,678] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.04128490128292612, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8078116765555798, 'colsample_bytree': 0.7259245197604883, 'gamma': 1.5161825168343634, 'reg_alpha': 0.4619840508047464, 'reg_lambda': 0.7915893178552731}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:37,052] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 131, 'learning_rate': 0.054279432624302446, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7847464743589854, 'colsample_bytree': 0.7588103467225843, 'gamma': 1.0869617617261844, 'reg_alpha': 0.5197715130716836, 'reg_lambda': 0.9225345952137971}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:37,524] Trial 63 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.03138252784895364, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8226136303761403, 'colsample_bytree': 0.774189629108821, 'gamma': 1.8404602785507684, 'reg_alpha': 0.4395884750120557, 'reg_lambda': 0.5688606455861265}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:37,868] Trial 64 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 149, 'learning_rate': 0.04641514329024496, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7621507388830349, 'colsample_bytree': 0.7218474451240782, 'gamma': 1.5269684130460555, 'reg_alpha': 0.3771332223996985, 'reg_lambda': 0.7090070419309631}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:38,268] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 164, 'learning_rate': 0.05609933231193072, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7970060499952986, 'colsample_bytree': 0.7423186051998861, 'gamma': 1.2340156267531572, 'reg_alpha': 0.4114517850489514, 'reg_lambda': 1.0373870138198114}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:38,728] Trial 66 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 193, 'learning_rate': 0.02258023060259979, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8002289685484468, 'colsample_bytree': 0.7936716679402437, 'gamma': 0.8649585726627957, 'reg_alpha': 0.41295017361538167, 'reg_lambda': 1.0569548349601006}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:39,035] Trial 67 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 167, 'learning_rate': 0.01808449242669514, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.776051300186333, 'colsample_bytree': 0.7450185694934427, 'gamma': 4.952541524346971, 'reg_alpha': 0.949874681398937, 'reg_lambda': 0.9710325311680216}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:39,297] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.08346362370689496, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.7497871989564838, 'colsample_bytree': 0.7046826465815902, 'gamma': 3.30922452267106, 'reg_alpha': 0.8891266223167218, 'reg_lambda': 1.4170221628590778}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:39,695] Trial 69 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.013872295085230564, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8495440400771859, 'colsample_bytree': 0.9603045566645911, 'gamma': 1.1872842822333352, 'reg_alpha': 0.34202796700817795, 'reg_lambda': 1.2330932926559937}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:40,083] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 222, 'learning_rate': 0.05669770359862071, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6359059957276748, 'colsample_bytree': 0.7811787213604394, 'gamma': 2.24570428615558, 'reg_alpha': 0.28215588882605236, 'reg_lambda': 0.6948424241924656}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:40,475] Trial 71 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.12543504337034675, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8009751957107092, 'colsample_bytree': 0.7327461574828473, 'gamma': 1.4399850390275197, 'reg_alpha': 0.4628855047408975, 'reg_lambda': 0.8130788199540958}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:40,828] Trial 72 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 140, 'learning_rate': 0.010116657021124707, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8204561879191694, 'colsample_bytree': 0.7541064698916926, 'gamma': 1.3870585544191985, 'reg_alpha': 0.4985072517303037, 'reg_lambda': 1.0852964779684688}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:41,241] Trial 73 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 124, 'learning_rate': 0.03654354231398226, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7824280997070543, 'colsample_bytree': 0.7117856216723747, 'gamma': 1.6898996140411886, 'reg_alpha': 0.42732480735979794, 'reg_lambda': 0.5660008318593402}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:41,642] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 134, 'learning_rate': 0.06308924626537357, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7365012617946936, 'colsample_bytree': 0.7661891373741023, 'gamma': 1.0380463621518612, 'reg_alpha': 0.5340162146367331, 'reg_lambda': 1.0112492104363102}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:41,996] Trial 75 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.043649895749121356, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9838252805570191, 'colsample_bytree': 0.8268850395564563, 'gamma': 1.962895320847127, 'reg_alpha': 0.5655351075865046, 'reg_lambda': 2.200636687136356}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:42,507] Trial 76 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 239, 'learning_rate': 0.028605525721030214, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7107097595520957, 'colsample_bytree': 0.7410631952144878, 'gamma': 1.277370722389788, 'reg_alpha': 0.6096762501300803, 'reg_lambda': 0.9088995923139878}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:42,959] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 181, 'learning_rate': 0.0399464607984085, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9204768857316263, 'colsample_bytree': 0.8091413359782254, 'gamma': 2.6561749488673536, 'reg_alpha': 0.36537992393126373, 'reg_lambda': 0.680092970991755}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:43,329] Trial 78 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 168, 'learning_rate': 0.05121136761693052, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7966518043096376, 'colsample_bytree': 0.6829497105823514, 'gamma': 3.058925864181351, 'reg_alpha': 0.8519652029123357, 'reg_lambda': 0.5015523977781173}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:44,050] Trial 79 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 207, 'learning_rate': 0.02303345545692643, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7562916810589653, 'colsample_bytree': 0.6958615461081417, 'gamma': 2.931795021201375, 'reg_alpha': 0.7877463246981783, 'reg_lambda': 0.8751453502610783}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:44,439] Trial 80 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 155, 'learning_rate': 0.17290690971548114, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8259154013993302, 'colsample_bytree': 0.8925742500111202, 'gamma': 1.734608879248558, 'reg_alpha': 0.3952737269926045, 'reg_lambda': 0.7415583749252406}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:44,713] Trial 81 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 153, 'learning_rate': 0.041168078055867315, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7686799378199524, 'colsample_bytree': 0.7229474470280167, 'gamma': 1.540558069366677, 'reg_alpha': 0.4620594570242263, 'reg_lambda': 0.8090391956383141}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:45,123] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.03630716440233155, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8069095359637689, 'colsample_bytree': 0.7285017215300685, 'gamma': 2.362371709298375, 'reg_alpha': 0.47396138338734917, 'reg_lambda': 0.7785053464564546}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:45,405] Trial 83 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 134, 'learning_rate': 0.03388280714458295, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8136036132767049, 'colsample_bytree': 0.7829694258128661, 'gamma': 1.4536520761025244, 'reg_alpha': 0.5045773513323832, 'reg_lambda': 1.173304455614832}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:45,667] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.04817390474045683, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8337052313740396, 'colsample_bytree': 0.7534936562582328, 'gamma': 1.9267243393686346, 'reg_alpha': 0.4485401481486793, 'reg_lambda': 0.9692597624179442}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:45,891] Trial 85 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.053882310509722475, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7795005416689279, 'colsample_bytree': 0.7477439319639797, 'gamma': 2.1585567067258884, 'reg_alpha': 0.4224295515600617, 'reg_lambda': 0.9795520893702127}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:46,142] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 22, 'learning_rate': 0.04759809364014078, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8597600090605623, 'colsample_bytree': 0.7718708825916385, 'gamma': 1.9326639403004897, 'reg_alpha': 0.2936509800433852, 'reg_lambda': 1.9968041604576046}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:46,246] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 25, 'learning_rate': 0.05934166615082236, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8611826987474771, 'colsample_bytree': 0.7906127656574129, 'gamma': 1.9197908794163272, 'reg_alpha': 0.22995102936941791, 'reg_lambda': 1.9658023494675683}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:46,508] Trial 88 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 28, 'learning_rate': 0.04787033424687798, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8340750811470055, 'colsample_bytree': 0.7903340283087283, 'gamma': 1.9438860662706554, 'reg_alpha': 0.08900519686652686, 'reg_lambda': 2.0590691010613162}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:46,755] Trial 89 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.06969126833216516, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8871902431739681, 'colsample_bytree': 0.7679376664390104, 'gamma': 2.498722304726438, 'reg_alpha': 0.22970740676204185, 'reg_lambda': 1.962625418192684}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:46,914] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 40, 'learning_rate': 0.07612178203376078, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.863143987305695, 'colsample_bytree': 0.8029542269878331, 'gamma': 2.0608108913048038, 'reg_alpha': 0.1996978171706033, 'reg_lambda': 1.8409107120498995}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:47,143] Trial 91 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 25, 'learning_rate': 0.06183708325926878, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8721377113125184, 'colsample_bytree': 0.7760426270888302, 'gamma': 1.7985302071660934, 'reg_alpha': 0.27312281950092, 'reg_lambda': 2.223997909698916}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:47,391] Trial 92 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.05776814632785955, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8523820818460894, 'colsample_bytree': 0.754250112823003, 'gamma': 2.2627103812722447, 'reg_alpha': 0.3092318575547709, 'reg_lambda': 1.9922108618374885}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:47,604] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 26, 'learning_rate': 0.08825172880133526, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8419629862005246, 'colsample_bytree': 0.7376392467612414, 'gamma': 1.648745067159633, 'reg_alpha': 0.16320180677079696, 'reg_lambda': 2.141248811082394}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:47,765] Trial 94 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 33, 'learning_rate': 0.04972352769177531, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8380674221348114, 'colsample_bytree': 0.7362179617292055, 'gamma': 1.7278729440921823, 'reg_alpha': 0.006350524733591378, 'reg_lambda': 2.1371633370546155}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:47,947] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 43, 'learning_rate': 0.09530153182290282, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9077005449507748, 'colsample_bytree': 0.7547009296635013, 'gamma': 1.6007699512934548, 'reg_alpha': 0.10018914553133661, 'reg_lambda': 1.8831993287159317}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:48,211] Trial 96 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.045748401520037243, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8732165212522836, 'colsample_bytree': 0.7618938820294245, 'gamma': 1.160582834806529, 'reg_alpha': 0.15301769247573524, 'reg_lambda': 2.3014557269918514}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:48,463] Trial 97 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 57, 'learning_rate': 0.13070467662946875, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8156157809534965, 'colsample_bytree': 0.7130085031822738, 'gamma': 1.8807531457576778, 'reg_alpha': 0.1958525005992247, 'reg_lambda': 1.6871200498074321}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:48,691] Trial 98 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.06724453912055892, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8328635892076253, 'colsample_bytree': 0.7412546812920414, 'gamma': 2.0872798721491934, 'reg_alpha': 0.25992760239686863, 'reg_lambda': 2.1377400445171078}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:49,002] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 35, 'learning_rate': 0.05358431565207291, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8484405884608592, 'colsample_bytree': 0.7676214327286186, 'gamma': 1.6371750094052024, 'reg_alpha': 0.17566942715366007, 'reg_lambda': 1.901043728667276}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:49,177] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.044043541312546376, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.9398264076840225, 'colsample_bytree': 0.7877874768328388, 'gamma': 1.3308953130210073, 'reg_alpha': 0.9764226639175025, 'reg_lambda': 2.0390951623615465}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:49,347] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 23, 'learning_rate': 0.08802021315046524, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7903406260200178, 'colsample_bytree': 0.7774452430898324, 'gamma': 1.9721328340785926, 'reg_alpha': 0.2995008172939981, 'reg_lambda': 2.433019919110779}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:49,561] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 31, 'learning_rate': 0.11032558782255047, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7944219833993603, 'colsample_bytree': 0.8062755395928769, 'gamma': 1.9216623276260087, 'reg_alpha': 0.3212837388899903, 'reg_lambda': 2.548855527465359}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:49,884] Trial 103 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 21, 'learning_rate': 0.08894803326335964, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8612438699034881, 'colsample_bytree': 0.9294114368082476, 'gamma': 1.8146691782613862, 'reg_alpha': 0.24907777119968996, 'reg_lambda': 1.7809566235572063}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:50,163] Trial 104 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 37, 'learning_rate': 0.07459719838798881, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.801463185777047, 'colsample_bytree': 0.7465227852737542, 'gamma': 3.722742703347629, 'reg_alpha': 0.2048070126462378, 'reg_lambda': 2.8162791411501815}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:50,361] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.10261042722667253, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8279939972267519, 'colsample_bytree': 0.774823147366842, 'gamma': 2.1806539214280742, 'reg_alpha': 0.12724774094793428, 'reg_lambda': 2.2815495598005575}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:50,508] Trial 106 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 24, 'learning_rate': 0.03842986830802001, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.818198110971452, 'colsample_bytree': 0.796646323247199, 'gamma': 0.9698674614239842, 'reg_alpha': 0.29202984425912365, 'reg_lambda': 2.7157330078576045}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:50,758] Trial 107 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 39, 'learning_rate': 0.05956376898680427, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7903735377022458, 'colsample_bytree': 0.7595718498854706, 'gamma': 2.36410613993167, 'reg_alpha': 0.9544033736205707, 'reg_lambda': 2.5268823469060617}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:51,087] Trial 108 finished with value: 0.738095238095238 and parameters: {'n_estimators': 162, 'learning_rate': 0.08035636867793308, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8423387299776062, 'colsample_bytree': 0.8227800551124116, 'gamma': 1.3772600871156602, 'reg_alpha': 0.3459233632084693, 'reg_lambda': 2.3992251595802374}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:51,332] Trial 109 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 44, 'learning_rate': 0.06568653229241582, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8055077417970795, 'colsample_bytree': 0.7351358205259598, 'gamma': 0.7288284043089691, 'reg_alpha': 0.9015509889428102, 'reg_lambda': 2.6608050131610934}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:51,612] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.2129860462322446, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8562834855147642, 'colsample_bytree': 0.7192345731364794, 'gamma': 1.9906471354268938, 'reg_alpha': 0.7200684063033043, 'reg_lambda': 2.385111457059136}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:51,868] Trial 111 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 27, 'learning_rate': 0.1526001867781678, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7661179084080582, 'colsample_bytree': 0.782429540626272, 'gamma': 1.6359105945028185, 'reg_alpha': 0.3811536196517277, 'reg_lambda': 2.0998928079141073}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:52,094] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.04933854918145793, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7947844237203716, 'colsample_bytree': 0.7530149674716214, 'gamma': 1.7715165295851412, 'reg_alpha': 0.4459594341875683, 'reg_lambda': 1.6008976379936408}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:52,206] Trial 113 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 21, 'learning_rate': 0.048456807806675294, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7787997052992636, 'colsample_bytree': 0.7480937107312832, 'gamma': 1.7521680303098044, 'reg_alpha': 0.4423896418046501, 'reg_lambda': 1.9262927321638337}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:52,433] Trial 114 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.0549802766841745, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7911536950719902, 'colsample_bytree': 0.7269536445947307, 'gamma': 1.4729723158201624, 'reg_alpha': 0.4869884102396086, 'reg_lambda': 1.629931509258278}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:52,710] Trial 115 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 66, 'learning_rate': 0.28032038159715117, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8252559555290305, 'colsample_bytree': 0.6964740543298104, 'gamma': 2.136558384513682, 'reg_alpha': 0.4087958864816261, 'reg_lambda': 2.0042402345404766}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:52,938] Trial 116 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 54, 'learning_rate': 0.04300714809044966, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8121459500527541, 'colsample_bytree': 0.7684184859055697, 'gamma': 1.2535148423382845, 'reg_alpha': 0.33158548537826726, 'reg_lambda': 1.822502125737287}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:53,217] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 25, 'learning_rate': 0.03408642801424523, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9903498306098812, 'colsample_bytree': 0.7396786463662719, 'gamma': 1.84502391794591, 'reg_alpha': 0.16946323271603156, 'reg_lambda': 1.4840819274139916}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:53,447] Trial 118 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 26, 'learning_rate': 0.034338536417070374, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.986034696311341, 'colsample_bytree': 0.7400316117134484, 'gamma': 3.273961452236094, 'reg_alpha': 0.1784592263749355, 'reg_lambda': 1.7294135941151665}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:53,788] Trial 119 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 50, 'learning_rate': 0.02919129716198946, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9998384544471174, 'colsample_bytree': 0.7176742512389028, 'gamma': 1.8916331722526556, 'reg_alpha': 0.06668168330822888, 'reg_lambda': 2.1585146234077035}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:53,949] Trial 120 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 37, 'learning_rate': 0.040156345828056696, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9857253925102484, 'colsample_bytree': 0.7065116034148425, 'gamma': 2.670850786146686, 'reg_alpha': 0.22045688384432635, 'reg_lambda': 1.1089540864720937}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:54,148] Trial 121 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 20, 'learning_rate': 0.05100568869371474, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9604341477773769, 'colsample_bytree': 0.7549860687357589, 'gamma': 1.5654596048483627, 'reg_alpha': 0.13760219113392042, 'reg_lambda': 1.4851585576411417}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:54,322] Trial 122 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 29, 'learning_rate': 0.052308894398662716, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9620323355098567, 'colsample_bytree': 0.7606273976707623, 'gamma': 1.5679024027481838, 'reg_alpha': 0.10450746300810812, 'reg_lambda': 1.515479995259564}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:55,151] Trial 123 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 25, 'learning_rate': 0.0456259337930049, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9764457986312537, 'colsample_bytree': 0.7393877624971558, 'gamma': 2.000061376080129, 'reg_alpha': 0.14849544577281157, 'reg_lambda': 0.5761318739818515}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:55,522] Trial 124 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 44, 'learning_rate': 0.03731791282362265, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9941593015910223, 'colsample_bytree': 0.732229166069054, 'gamma': 1.6796845051125806, 'reg_alpha': 0.13626926723881486, 'reg_lambda': 1.4427208467395407}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:55,796] Trial 125 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.06020028234718015, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9594811653347688, 'colsample_bytree': 0.7787731432114163, 'gamma': 1.4074936391459618, 'reg_alpha': 0.17680507857419275, 'reg_lambda': 0.9028941856984515}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:56,158] Trial 126 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 82, 'learning_rate': 0.030659396603659884, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9762856253898617, 'colsample_bytree': 0.7517661291197595, 'gamma': 1.1199833751788133, 'reg_alpha': 0.04961270036563209, 'reg_lambda': 1.217660344725046}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:56,533] Trial 127 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 159, 'learning_rate': 0.04237145333216163, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9471680415173447, 'colsample_bytree': 0.7685745335613478, 'gamma': 3.5469070105937166, 'reg_alpha': 0.9335720196554409, 'reg_lambda': 2.0698941606743197}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:56,792] Trial 128 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 141, 'learning_rate': 0.1127813231909808, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.991638478661858, 'colsample_bytree': 0.7888931840109461, 'gamma': 1.8660446907922739, 'reg_alpha': 0.2661344212177882, 'reg_lambda': 1.3128770504410288}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:57,200] Trial 129 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 130, 'learning_rate': 0.03468147143300648, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9652997207952965, 'colsample_bytree': 0.7284834092672504, 'gamma': 1.5243031843819224, 'reg_alpha': 0.2970064336273978, 'reg_lambda': 0.6438127791977988}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:57,407] Trial 130 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.05692392438608316, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.923496271889406, 'colsample_bytree': 0.850327738844833, 'gamma': 4.258590668410909, 'reg_alpha': 0.23529416588519853, 'reg_lambda': 1.9412480175257338}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:57,637] Trial 131 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 23, 'learning_rate': 0.04867924323560385, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8010931746155142, 'colsample_bytree': 0.7528800257028089, 'gamma': 1.80960801032052, 'reg_alpha': 0.5185891778003457, 'reg_lambda': 1.6199009383788776}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:57,896] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 27, 'learning_rate': 0.04918618792109901, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.784058441834518, 'colsample_bytree': 0.7575493346441854, 'gamma': 1.765386898697554, 'reg_alpha': 0.44376771475156046, 'reg_lambda': 1.5500065095849187}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:57,988] Trial 133 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.09686874331257629, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8189613143499161, 'colsample_bytree': 0.744015627703816, 'gamma': 2.0496162517050576, 'reg_alpha': 0.994761995255173, 'reg_lambda': 1.6939746760344874}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:58,297] Trial 134 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 148, 'learning_rate': 0.05208016226594544, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7724801030208329, 'colsample_bytree': 0.7746925470179481, 'gamma': 1.5960663198205607, 'reg_alpha': 0.6592079578485852, 'reg_lambda': 1.4268498332256663}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:58,406] Trial 135 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 35, 'learning_rate': 0.07393911952980282, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7948379950017885, 'colsample_bytree': 0.7642880175341134, 'gamma': 2.2626204335944733, 'reg_alpha': 0.3644564854861362, 'reg_lambda': 0.856755191765888}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:58,594] Trial 136 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.06377001071550223, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8378059554811673, 'colsample_bytree': 0.7348013831697953, 'gamma': 1.7340757162933873, 'reg_alpha': 0.17111807740899274, 'reg_lambda': 1.3781758308717948}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:58,872] Trial 137 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 42, 'learning_rate': 0.04627923172309607, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8286380608054265, 'colsample_bytree': 0.9832220241050076, 'gamma': 1.9198265285744858, 'reg_alpha': 0.21054347051376782, 'reg_lambda': 1.4661621435913061}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:38:59,132] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.045445210750267674, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8777713395097237, 'colsample_bytree': 0.967927021971551, 'gamma': 2.0023755057722714, 'reg_alpha': 0.18875208842883825, 'reg_lambda': 1.8589045967706859}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:38:59,453] Trial 139 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 172, 'learning_rate': 0.08493152691949737, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.827268494590906, 'colsample_bytree': 0.9650171968534405, 'gamma': 1.3180052675303702, 'reg_alpha': 0.2146642232523802, 'reg_lambda': 1.2806047670515603}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:38:59,794] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 116, 'learning_rate': 0.043862036382749235, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8473916187214432, 'colsample_bytree': 0.9994675096136326, 'gamma': 2.1756373055342073, 'reg_alpha': 0.24368934022450175, 'reg_lambda': 0.7229673692636194}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:00,132] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 117, 'learning_rate': 0.039886722844051405, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8517428962003976, 'colsample_bytree': 0.984064705420305, 'gamma': 2.1566244316107066, 'reg_alpha': 0.23439664003712551, 'reg_lambda': 1.0182615632224665}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:00,466] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 107, 'learning_rate': 0.0425133546799263, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8348745399683725, 'colsample_bytree': 0.999919997406861, 'gamma': 1.9330510183634173, 'reg_alpha': 0.2472112329671483, 'reg_lambda': 0.8226299913143394}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:00,725] Trial 143 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 135, 'learning_rate': 0.038483477818351534, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.84349509798485, 'colsample_bytree': 0.9846450761854219, 'gamma': 2.301624477342833, 'reg_alpha': 0.16503136833446408, 'reg_lambda': 0.7193487650909935}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:01,026] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.03762476314992378, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.843358618583484, 'colsample_bytree': 0.9800580890286099, 'gamma': 2.3862885805634764, 'reg_alpha': 0.15952309272872278, 'reg_lambda': 0.697205813122832}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:01,345] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 152, 'learning_rate': 0.044960840593269706, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8572765612445199, 'colsample_bytree': 0.963972510465178, 'gamma': 2.4449946818299124, 'reg_alpha': 0.10774998965581764, 'reg_lambda': 0.7437415955982069}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:01,660] Trial 146 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.03202943994972912, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8463270748849002, 'colsample_bytree': 0.9761812246653501, 'gamma': 2.450585969750891, 'reg_alpha': 0.1180342160912218, 'reg_lambda': 0.7331359488335234}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:02,009] Trial 147 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 125, 'learning_rate': 0.040064415536398945, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8684934896031646, 'colsample_bytree': 0.9892572724189747, 'gamma': 2.876394058709908, 'reg_alpha': 0.06654138788759058, 'reg_lambda': 0.6195110691048733}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:02,251] Trial 148 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 99, 'learning_rate': 0.0457325540902141, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8084108701754024, 'colsample_bytree': 0.9898213377085128, 'gamma': 2.5311566285124094, 'reg_alpha': 0.15438143494086615, 'reg_lambda': 0.6600706766211548}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:02,615] Trial 149 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 151, 'learning_rate': 0.03530238367893141, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8308173919497833, 'colsample_bytree': 0.9492424521903956, 'gamma': 2.320337579940166, 'reg_alpha': 0.13434860520750602, 'reg_lambda': 0.7515179764379101}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:02,937] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.043100641521449, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8205310049731198, 'colsample_bytree': 0.9705244436020154, 'gamma': 2.670495840253769, 'reg_alpha': 0.08012544820097822, 'reg_lambda': 0.9367306630585832}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:03,273] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 145, 'learning_rate': 0.055575218126754915, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8630037714920205, 'colsample_bytree': 0.9937704421318739, 'gamma': 2.207701311687741, 'reg_alpha': 0.10702345505561657, 'reg_lambda': 0.5680398445115421}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:03,630] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.052715490111674944, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8556558951425078, 'colsample_bytree': 0.9920329707975147, 'gamma': 2.223348459503624, 'reg_alpha': 0.03294476674446205, 'reg_lambda': 0.5465712951193613}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:03,891] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.05482959485804497, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8550677445301084, 'colsample_bytree': 0.9972273771898258, 'gamma': 2.2718145603889632, 'reg_alpha': 0.005425165007864479, 'reg_lambda': 0.6181619665201574}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:04,340] Trial 154 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 157, 'learning_rate': 0.051854657434843694, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8391644087849305, 'colsample_bytree': 0.9773640471231125, 'gamma': 2.2061688105105577, 'reg_alpha': 0.10659947739711619, 'reg_lambda': 0.5431269629422328}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:04,672] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.03850795930753708, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8426109478748124, 'colsample_bytree': 0.9857537762228583, 'gamma': 2.5667333915904944, 'reg_alpha': 0.02610563543505897, 'reg_lambda': 0.688191566594212}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:05,006] Trial 156 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.045792009585824654, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8866729814640449, 'colsample_bytree': 0.9937989179455203, 'gamma': 2.1171103463493126, 'reg_alpha': 0.051839419675844996, 'reg_lambda': 0.5002886562853421}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:05,253] Trial 157 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 143, 'learning_rate': 0.16581591277605914, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9023831617206334, 'colsample_bytree': 0.9609689466014747, 'gamma': 2.3931166186303394, 'reg_alpha': 0.08592383376332095, 'reg_lambda': 0.768639060639899}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:05,541] Trial 158 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 147, 'learning_rate': 0.19378164318503546, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8160173947162722, 'colsample_bytree': 0.9491138120380851, 'gamma': 2.1240005537947755, 'reg_alpha': 0.11757796308165822, 'reg_lambda': 0.5751320750832544}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:05,881] Trial 159 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 160, 'learning_rate': 0.19250767364907329, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8129852742267596, 'colsample_bytree': 0.9564835450942848, 'gamma': 2.095926596814, 'reg_alpha': 0.11742812607519759, 'reg_lambda': 0.586916676683813}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:06,184] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 153, 'learning_rate': 0.13460509612176103, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.971348136676114, 'colsample_bytree': 0.9357787603347537, 'gamma': 2.4528681579299736, 'reg_alpha': 0.03756188293401788, 'reg_lambda': 0.5684660333400794}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:06,552] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 147, 'learning_rate': 0.27636841368155823, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8226432187908714, 'colsample_bytree': 0.975156007727889, 'gamma': 2.2260815324629393, 'reg_alpha': 0.13048042335881396, 'reg_lambda': 0.6570137714101709}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:06,894] Trial 162 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 152, 'learning_rate': 0.18979350325330838, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8051593662239185, 'colsample_bytree': 0.9926183305128047, 'gamma': 2.0515018860925736, 'reg_alpha': 0.16133385973302153, 'reg_lambda': 0.7140706972369619}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:07,210] Trial 163 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 131, 'learning_rate': 0.2273560865940503, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8673295755297399, 'colsample_bytree': 0.999020570141649, 'gamma': 2.303426360399333, 'reg_alpha': 0.20135136218930078, 'reg_lambda': 0.5438368385694667}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:07,496] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.04202219669590047, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8503353171958994, 'colsample_bytree': 0.9851657705093282, 'gamma': 1.6579208114909867, 'reg_alpha': 0.06931565642403464, 'reg_lambda': 0.8380705372559154}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:07,787] Trial 165 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.04123690986180957, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8527782416911961, 'colsample_bytree': 0.98377558796355, 'gamma': 1.431447909386119, 'reg_alpha': 0.07728166837957579, 'reg_lambda': 0.7854601956214244}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:08,105] Trial 166 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 139, 'learning_rate': 0.24755020345689518, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8507171438058918, 'colsample_bytree': 0.9816987142821632, 'gamma': 1.450899098368567, 'reg_alpha': 0.08811965369436323, 'reg_lambda': 0.8116575231947029}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:08,499] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 144, 'learning_rate': 0.04034996273031597, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8754351064128192, 'colsample_bytree': 0.9532378103444883, 'gamma': 1.665620811415619, 'reg_alpha': 0.06895865251007757, 'reg_lambda': 0.6130591720763239}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:08,820] Trial 168 finished with value: 0.75 and parameters: {'n_estimators': 137, 'learning_rate': 0.03726987530199882, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8601632406821476, 'colsample_bytree': 0.9863424259606638, 'gamma': 2.1746644657813263, 'reg_alpha': 0.028905809431447042, 'reg_lambda': 1.4714848545187729}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:09,081] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.036504801021197124, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8640080330857388, 'colsample_bytree': 0.9695457866704025, 'gamma': 2.178908603073049, 'reg_alpha': 0.04123824442089314, 'reg_lambda': 1.4776849872297186}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:09,378] Trial 170 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 135, 'learning_rate': 0.0336382210105279, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8597619761093652, 'colsample_bytree': 0.9852750627905694, 'gamma': 2.758583397151223, 'reg_alpha': 0.02751903439599262, 'reg_lambda': 0.8766341576949103}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:09,670] Trial 171 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.04146068721584991, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8504568610966831, 'colsample_bytree': 0.9894425982626169, 'gamma': 2.306575978809664, 'reg_alpha': 0.11189421820758613, 'reg_lambda': 1.538935264963351}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:09,934] Trial 172 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 148, 'learning_rate': 0.03782252485729798, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.847064839706575, 'colsample_bytree': 0.9763938770446483, 'gamma': 1.2386198995493565, 'reg_alpha': 0.14224600949478003, 'reg_lambda': 1.349175871865362}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:10,283] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.0438822710150703, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8692500969509569, 'colsample_bytree': 0.9921098685982711, 'gamma': 1.6174477458145866, 'reg_alpha': 0.0613948255549204, 'reg_lambda': 0.7739461420575593}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:10,630] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.04361159348206975, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8673758356433915, 'colsample_bytree': 0.9463902080047347, 'gamma': 1.351297446249109, 'reg_alpha': 0.06550122595313876, 'reg_lambda': 0.7874280005954726}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:10,867] Trial 175 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.2989383508527056, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8807346377690868, 'colsample_bytree': 0.9697119037383387, 'gamma': 1.5736948380085116, 'reg_alpha': 0.0968129218143205, 'reg_lambda': 0.681930478059571}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:11,112] Trial 176 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.03263192964810127, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.8556472127226383, 'colsample_bytree': 0.9831990401950728, 'gamma': 2.471412478743371, 'reg_alpha': 0.01888969445982073, 'reg_lambda': 0.8361035531888144}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:11,509] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.051579019242742496, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.839963833159457, 'colsample_bytree': 0.9918840558790631, 'gamma': 2.097697194370388, 'reg_alpha': 0.0800273679202339, 'reg_lambda': 1.4659756494759857}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:11,851] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.030014206362141, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8945849171219816, 'colsample_bytree': 0.9616554234957551, 'gamma': 1.82991938756595, 'reg_alpha': 0.1034618084113876, 'reg_lambda': 0.7331385588573527}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:12,161] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 149, 'learning_rate': 0.026455315881784826, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8743205066838067, 'colsample_bytree': 0.9633117029341146, 'gamma': 1.4868480734272074, 'reg_alpha': 0.05809778560701919, 'reg_lambda': 0.7600227295216441}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:12,539] Trial 180 finished with value: 0.738095238095238 and parameters: {'n_estimators': 112, 'learning_rate': 0.030273352244632613, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8623001322779061, 'colsample_bytree': 0.9769645838403533, 'gamma': 1.8554711026484103, 'reg_alpha': 0.10321110347766813, 'reg_lambda': 0.698550344660211}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:12,869] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 145, 'learning_rate': 0.03619223154892296, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8564592354107221, 'colsample_bytree': 0.999620289263701, 'gamma': 1.6218346479025223, 'reg_alpha': 0.0443465026410362, 'reg_lambda': 0.6478040828146316}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:13,199] Trial 182 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 143, 'learning_rate': 0.03699254689863445, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8559481003132652, 'colsample_bytree': 0.9980610035892601, 'gamma': 1.6809614191614122, 'reg_alpha': 0.04154810011853091, 'reg_lambda': 0.6187982947248436}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:13,544] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.0284868968612788, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8701271189389738, 'colsample_bytree': 0.9228588022276997, 'gamma': 1.8017385881987689, 'reg_alpha': 0.08365643708698517, 'reg_lambda': 0.7325930179369164}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:13,924] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.034724777863095004, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8837380472829326, 'colsample_bytree': 0.9878889149025394, 'gamma': 0.01891448330599621, 'reg_alpha': 0.05191226291023589, 'reg_lambda': 0.8632101177739181}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:14,292] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.03958489406580134, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8471829099734477, 'colsample_bytree': 0.9719579564942414, 'gamma': 1.6467295885582742, 'reg_alpha': 0.12506608945396291, 'reg_lambda': 0.6720839175179336}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:14,687] Trial 186 finished with value: 0.75 and parameters: {'n_estimators': 166, 'learning_rate': 0.04013956397862277, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8479999389292765, 'colsample_bytree': 0.9717132515842709, 'gamma': 1.4201006369751068, 'reg_alpha': 0.12709897109821533, 'reg_lambda': 0.7971552124541383}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:15,018] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 133, 'learning_rate': 0.047331673461167754, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8896353418163989, 'colsample_bytree': 0.960960434389864, 'gamma': 2.0140530058642727, 'reg_alpha': 0.13827917613055143, 'reg_lambda': 0.5817743054101451}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:15,416] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.04237746638607486, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8309069682026492, 'colsample_bytree': 0.9804700787142901, 'gamma': 1.8511448422609869, 'reg_alpha': 0.17937034638972627, 'reg_lambda': 1.3882657333583117}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:15,704] Trial 189 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.044224763748382405, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9814043157456199, 'colsample_bytree': 0.9564255588711047, 'gamma': 2.1678761390399095, 'reg_alpha': 0.1117585570072744, 'reg_lambda': 0.9067231387992452}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:16,067] Trial 190 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.032081877612201444, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8448741522217155, 'colsample_bytree': 0.9403327437057115, 'gamma': 1.7170094382758934, 'reg_alpha': 0.15451038200796435, 'reg_lambda': 0.7404940217367697}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:16,379] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.03808500391795456, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8571523776993198, 'colsample_bytree': 0.9914765112882125, 'gamma': 1.5346808641291574, 'reg_alpha': 0.07447433951506488, 'reg_lambda': 0.6551581638474867}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:16,689] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 155, 'learning_rate': 0.035458808997664085, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8647722551481282, 'colsample_bytree': 0.9990455441050705, 'gamma': 1.6373062468587811, 'reg_alpha': 0.02080122034258109, 'reg_lambda': 0.5321584029617336}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:17,076] Trial 193 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.039592381294548146, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8948836608404231, 'colsample_bytree': 0.9849543085019146, 'gamma': 1.5997853749008715, 'reg_alpha': 0.09997494589361713, 'reg_lambda': 0.6551821657289039}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:17,429] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.024090524714058592, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8368539039085594, 'colsample_bytree': 0.9775191495605983, 'gamma': 1.3370889903308096, 'reg_alpha': 0.04367471004610583, 'reg_lambda': 0.7162600966862347}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:17,787] Trial 195 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 151, 'learning_rate': 0.0469358422669794, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9917886795690503, 'colsample_bytree': 0.968780719865191, 'gamma': 1.7638440889082152, 'reg_alpha': 0.0031451147966557597, 'reg_lambda': 0.8124662056246301}. Best is trial 195 with value: 0.7738095238095238.
[I 2025-11-03 20:39:18,071] Trial 196 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.04624721195765884, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.993035854310138, 'colsample_bytree': 0.9651062532460355, 'gamma': 1.9887401912204703, 'reg_alpha': 0.12088454489546896, 'reg_lambda': 0.8325726471719078}. Best is trial 195 with value: 0.7738095238095238.
[I 2025-11-03 20:39:18,488] Trial 197 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 135, 'learning_rate': 0.0486386614833832, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8452498840613989, 'colsample_bytree': 0.9690922904116442, 'gamma': 1.8104822786303947, 'reg_alpha': 0.006328862445576032, 'reg_lambda': 0.7758905485088402}. Best is trial 195 with value: 0.7738095238095238.
[I 2025-11-03 20:39:18,785] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.05611350655295096, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9857973446061514, 'colsample_bytree': 0.9524293777455205, 'gamma': 1.9188274139458925, 'reg_alpha': 0.19089929480663767, 'reg_lambda': 1.5085324989071351}. Best is trial 195 with value: 0.7738095238095238.
[I 2025-11-03 20:39:19,071] Trial 199 finished with value: 0.7083333333333335 and parameters: {'n_estimators': 176, 'learning_rate': 0.05139960121388609, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9737214613837942, 'colsample_bytree': 0.9858245620724884, 'gamma': 2.231166131800045, 'reg_alpha': 0.1392388663071675, 'reg_lambda': 0.81429996216254}. Best is trial 195 with value: 0.7738095238095238.
[I 2025-11-03 20:39:19,075] A new study created in memory with name: no-name-43636c75-4d7c-4b24-b01c-194e2ca024da
[I 2025-11-03 20:39:19,527] Trial 0 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 244, 'learning_rate': 0.01622934592700866, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9350860178174998, 'colsample_bytree': 0.9578410755933989, 'gamma': 1.2271524026824006, 'reg_alpha': 0.8738029818096832, 'reg_lambda': 2.0924594831330596}. Best is trial 0 with value: 0.7172619047619048.
[I 2025-11-03 20:39:19,921] Trial 1 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 114, 'learning_rate': 0.15927467083980953, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8827837567531984, 'colsample_bytree': 0.7949562514733919, 'gamma': 0.6518288323049626, 'reg_alpha': 0.8405315302798103, 'reg_lambda': 0.5307466818425461}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:20,168] Trial 2 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 87, 'learning_rate': 0.1716777333770997, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7359758530698527, 'colsample_bytree': 0.826398971386212, 'gamma': 3.7103855239792733, 'reg_alpha': 0.03558142751922044, 'reg_lambda': 2.531828850960787}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:20,614] Trial 3 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 196, 'learning_rate': 0.07143236057522799, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7998018421232391, 'colsample_bytree': 0.7204579682778706, 'gamma': 0.7027643890762847, 'reg_alpha': 0.8427778246042483, 'reg_lambda': 1.1584187164758706}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:20,917] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.018945349281716505, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.9593994570130787, 'colsample_bytree': 0.9019426056664881, 'gamma': 2.674116130374915, 'reg_alpha': 0.8975118916772235, 'reg_lambda': 1.9902911030609416}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:21,165] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.09968173240173342, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.9398324267369366, 'colsample_bytree': 0.7495748503055512, 'gamma': 4.198892142294984, 'reg_alpha': 0.1961320763799118, 'reg_lambda': 2.3936766641636926}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:21,526] Trial 6 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 110, 'learning_rate': 0.022507057477224722, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7642358601338158, 'colsample_bytree': 0.9546532185159412, 'gamma': 1.113272043284449, 'reg_alpha': 0.7594108039682695, 'reg_lambda': 1.264487525248069}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:21,818] Trial 7 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.02250288845933231, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6449690297194325, 'colsample_bytree': 0.8153824257573075, 'gamma': 1.5451987205099345, 'reg_alpha': 0.4580695637089698, 'reg_lambda': 0.5010512963351796}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:22,232] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.25913229888501926, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.8050846284089128, 'colsample_bytree': 0.7016879986917939, 'gamma': 2.296747583623743, 'reg_alpha': 0.5745117197831888, 'reg_lambda': 1.9224340506179745}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:22,546] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.05352487514212084, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.6035494777109971, 'colsample_bytree': 0.9863360464858939, 'gamma': 4.551311548845653, 'reg_alpha': 0.13401005470366034, 'reg_lambda': 0.7015127968284969}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:22,865] Trial 10 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 160, 'learning_rate': 0.14977838120543438, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.868024028728842, 'colsample_bytree': 0.6059558804017704, 'gamma': 0.06265366109720083, 'reg_alpha': 0.5960473879874006, 'reg_lambda': 1.3565485397144803}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:23,296] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 165, 'learning_rate': 0.13051578507052086, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8627918729963284, 'colsample_bytree': 0.6214350040347156, 'gamma': 0.02186473839630121, 'reg_alpha': 0.6001583672574405, 'reg_lambda': 1.285710712084848}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:23,578] Trial 12 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.2814291343126841, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8721774812770525, 'colsample_bytree': 0.6123249167034495, 'gamma': 0.13328033909631848, 'reg_alpha': 0.38249459307619893, 'reg_lambda': 0.8865411508028578}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:24,006] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 137, 'learning_rate': 0.28493942172261494, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8791513717804552, 'colsample_bytree': 0.6729182847626924, 'gamma': 2.08965204839254, 'reg_alpha': 0.3486365551577284, 'reg_lambda': 0.8360452713459938}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:24,390] Trial 14 finished with value: 0.755952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.04052974278432217, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9874958509683595, 'colsample_bytree': 0.8890886543117644, 'gamma': 0.5822151714226442, 'reg_alpha': 0.3423204148359038, 'reg_lambda': 0.9180657239294651}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:24,757] Trial 15 finished with value: 0.7410714285714287 and parameters: {'n_estimators': 203, 'learning_rate': 0.03729148834556217, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9986288578364767, 'colsample_bytree': 0.8724447221214434, 'gamma': 2.9387656302640255, 'reg_alpha': 0.6987364941573528, 'reg_lambda': 1.629460739825888}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:25,081] Trial 16 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 189, 'learning_rate': 0.0403453329445199, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9835247072219185, 'colsample_bytree': 0.8707589740747181, 'gamma': 0.6745150875934962, 'reg_alpha': 0.9802796921712402, 'reg_lambda': 0.5060396335014339}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:25,428] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.010391259692645935, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9179608129797903, 'colsample_bytree': 0.7733556959183994, 'gamma': 1.7372865154051231, 'reg_alpha': 0.259470610134201, 'reg_lambda': 2.9159675306098904}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:25,855] Trial 18 finished with value: 0.761904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.08092996173686479, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9114862793007446, 'colsample_bytree': 0.9060506636236336, 'gamma': 0.7925956925843152, 'reg_alpha': 0.4710678355783847, 'reg_lambda': 1.0226461047319002}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:26,138] Trial 19 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 118, 'learning_rate': 0.09397157721732803, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.808849604166447, 'colsample_bytree': 0.8389250481285658, 'gamma': 3.35269070384822, 'reg_alpha': 0.707600930738121, 'reg_lambda': 1.6430971925232072}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:26,380] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.19414932669705975, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9028777848333206, 'colsample_bytree': 0.9315371004997498, 'gamma': 1.7434635593435504, 'reg_alpha': 0.4702826319703312, 'reg_lambda': 1.0088360289256855}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:26,845] Trial 21 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 213, 'learning_rate': 0.05108360909373527, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9727964364209597, 'colsample_bytree': 0.8982549716122209, 'gamma': 0.6866167261736505, 'reg_alpha': 0.32265451973287246, 'reg_lambda': 0.7092443716942962}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:27,233] Trial 22 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 177, 'learning_rate': 0.08334414495134194, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8395377298053571, 'colsample_bytree': 0.7854804691164063, 'gamma': 1.098423777871567, 'reg_alpha': 0.41791831489589476, 'reg_lambda': 1.0553691814024153}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:27,668] Trial 23 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 215, 'learning_rate': 0.036701088131332334, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9227865465012458, 'colsample_bytree': 0.8628541032215941, 'gamma': 0.710727617146137, 'reg_alpha': 0.531251492564084, 'reg_lambda': 1.4777782924350835}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:27,971] Trial 24 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 142, 'learning_rate': 0.07389725171886435, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9534224560234565, 'colsample_bytree': 0.918280140570832, 'gamma': 0.311613169419515, 'reg_alpha': 0.23691040482509637, 'reg_lambda': 0.7660866031153858}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:28,422] Trial 25 finished with value: 0.75 and parameters: {'n_estimators': 178, 'learning_rate': 0.10860259258027602, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9004295147345149, 'colsample_bytree': 0.8404176095671528, 'gamma': 1.3957630839513222, 'reg_alpha': 0.6599605747958472, 'reg_lambda': 0.9832779080802803}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:28,754] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.06489492394078852, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8367823881541769, 'colsample_bytree': 0.7969579995743554, 'gamma': 0.522995339596669, 'reg_alpha': 0.30047616867054117, 'reg_lambda': 0.5934808147380857}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:29,123] Trial 27 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.029802358137757067, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9994581455488627, 'colsample_bytree': 0.9868958352962092, 'gamma': 1.9998604110864275, 'reg_alpha': 0.518987546169699, 'reg_lambda': 1.105090112900764}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:29,485] Trial 28 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 160, 'learning_rate': 0.11875632205391093, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7101302677371366, 'colsample_bytree': 0.7546089849555673, 'gamma': 0.9722573735413023, 'reg_alpha': 0.0981052503980881, 'reg_lambda': 0.8294640954523234}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:29,793] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.20704288832690598, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9394189166878348, 'colsample_bytree': 0.9547853700021404, 'gamma': 1.2960855465132897, 'reg_alpha': 0.8037763008016561, 'reg_lambda': 1.4405272231865682}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:30,225] Trial 30 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 181, 'learning_rate': 0.04718350024670797, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9053375180421664, 'colsample_bytree': 0.8957195245377825, 'gamma': 0.38621040246823246, 'reg_alpha': 0.44462044950760715, 'reg_lambda': 1.8103525234235214}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:30,568] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.09013290091569723, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8419358090488988, 'colsample_bytree': 0.7883821043082359, 'gamma': 1.0067803976583463, 'reg_alpha': 0.39764220681775364, 'reg_lambda': 1.1378550449939717}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:30,996] Trial 32 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.07268026363379328, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8377723131160267, 'colsample_bytree': 0.8152864893061926, 'gamma': 1.022936720176305, 'reg_alpha': 0.4239718765961579, 'reg_lambda': 0.9515161237499843}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:31,367] Trial 33 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 198, 'learning_rate': 0.146785742622224, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7727557810064876, 'colsample_bytree': 0.7252277875881152, 'gamma': 0.9091308646561129, 'reg_alpha': 0.5091766854629494, 'reg_lambda': 0.6534597712432088}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:31,634] Trial 34 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.06372663895139485, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.892753439052651, 'colsample_bytree': 0.8501412053452402, 'gamma': 0.37270309851178973, 'reg_alpha': 0.9287468198194586, 'reg_lambda': 2.180002894963975}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:32,057] Trial 35 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 186, 'learning_rate': 0.08477640658960274, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9599106431870795, 'colsample_bytree': 0.7733484142946302, 'gamma': 1.4225229562770192, 'reg_alpha': 0.17546147703208864, 'reg_lambda': 1.1158931411607542}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:32,242] Trial 36 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 64, 'learning_rate': 0.027333806121802126, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8447127569611882, 'colsample_bytree': 0.8206958951085485, 'gamma': 0.7876097848252239, 'reg_alpha': 0.020558555312999827, 'reg_lambda': 1.242243528517858}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:32,502] Trial 37 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 126, 'learning_rate': 0.16254778601403302, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7838393544514557, 'colsample_bytree': 0.922579795752084, 'gamma': 1.2082262927391916, 'reg_alpha': 0.3508142430912718, 'reg_lambda': 1.0358153460175128}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:32,803] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 204, 'learning_rate': 0.060866504203761516, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7464021926305595, 'colsample_bytree': 0.8842034678184564, 'gamma': 1.7367971984724826, 'reg_alpha': 0.29248770319086126, 'reg_lambda': 0.6119477560818691}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:33,051] Trial 39 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 81, 'learning_rate': 0.07896354933957925, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8158719371060609, 'colsample_bytree': 0.7270594417510878, 'gamma': 2.5730848700393745, 'reg_alpha': 0.6613311445478391, 'reg_lambda': 0.8531236922070468}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:33,447] Trial 40 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 236, 'learning_rate': 0.015620176187835729, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9313607189984986, 'colsample_bytree': 0.6859445397431778, 'gamma': 3.928120437239577, 'reg_alpha': 0.8525354693766688, 'reg_lambda': 1.4980951996744334}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:33,765] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 170, 'learning_rate': 0.0923168204568878, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8576615285663561, 'colsample_bytree': 0.7901112603860228, 'gamma': 1.1044621879073087, 'reg_alpha': 0.38883134101997097, 'reg_lambda': 1.171291013179039}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:34,249] Trial 42 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.12356004384411103, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8252423428197654, 'colsample_bytree': 0.7520269981016453, 'gamma': 0.4259689922395917, 'reg_alpha': 0.4018994922138231, 'reg_lambda': 1.3340233678868332}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:34,592] Trial 43 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 191, 'learning_rate': 0.22213981643574854, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7881403849701758, 'colsample_bytree': 0.7810516393654093, 'gamma': 1.5570124297960293, 'reg_alpha': 0.46994313019877, 'reg_lambda': 1.1331835299504553}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:35,031] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 157, 'learning_rate': 0.04382193837370742, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.881547519615391, 'colsample_bytree': 0.8095981821062346, 'gamma': 0.19058556546978045, 'reg_alpha': 0.5684804422937324, 'reg_lambda': 0.9354210417210422}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:35,156] Trial 45 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.10416726538475464, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8559646112967874, 'colsample_bytree': 0.7562792968736224, 'gamma': 0.8596485034896348, 'reg_alpha': 0.2464736151200575, 'reg_lambda': 0.5104780283830221}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:35,464] Trial 46 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.05631295345672644, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8289821176148485, 'colsample_bytree': 0.8321451899291417, 'gamma': 0.6119266690234674, 'reg_alpha': 0.35990909114718617, 'reg_lambda': 0.7131356851241112}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:35,792] Trial 47 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 169, 'learning_rate': 0.13940913226071083, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9527727989406062, 'colsample_bytree': 0.85554557218983, 'gamma': 2.852461844434977, 'reg_alpha': 0.4327501921269464, 'reg_lambda': 1.2384163439235372}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:36,131] Trial 48 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 144, 'learning_rate': 0.17503388964148836, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8828316857537771, 'colsample_bytree': 0.9667906551854342, 'gamma': 1.1676001189392928, 'reg_alpha': 0.193872000440939, 'reg_lambda': 0.7583071491847073}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:36,621] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.09345211928527349, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9124237184241181, 'colsample_bytree': 0.9379025965546415, 'gamma': 0.19398549381054064, 'reg_alpha': 0.4775951853071694, 'reg_lambda': 1.0467211833378562}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:36,906] Trial 50 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 155, 'learning_rate': 0.2380552117128544, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7007518952152717, 'colsample_bytree': 0.7361038956689996, 'gamma': 2.1946002636489252, 'reg_alpha': 0.5574672821545057, 'reg_lambda': 2.580900026752536}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:37,148] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 102, 'learning_rate': 0.2896240395655362, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8698352143433715, 'colsample_bytree': 0.6803036525348884, 'gamma': 0.09384606423757968, 'reg_alpha': 0.36030079097349493, 'reg_lambda': 0.9037290958939255}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:37,473] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 101, 'learning_rate': 0.18104526047415745, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8509873886147524, 'colsample_bytree': 0.6609169981557628, 'gamma': 0.015745870808700158, 'reg_alpha': 0.3274250944842435, 'reg_lambda': 0.8584674514057462}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:37,710] Trial 53 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.28169405560115657, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9775765659696273, 'colsample_bytree': 0.7050242890485768, 'gamma': 0.5436811924149944, 'reg_alpha': 0.3980494152435599, 'reg_lambda': 1.3720449059818676}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:38,041] Trial 54 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.033208883096218236, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8655948906128872, 'colsample_bytree': 0.648017999012782, 'gamma': 0.8663050495415527, 'reg_alpha': 0.29842648756997436, 'reg_lambda': 1.568442902280064}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:38,288] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 132, 'learning_rate': 0.10956514588063722, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.7991716403763588, 'colsample_bytree': 0.7045058936205323, 'gamma': 0.32395238761098727, 'reg_alpha': 0.6262702534437662, 'reg_lambda': 0.8054849057787199}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:38,721] Trial 56 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 105, 'learning_rate': 0.08280113704437901, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8721244477227036, 'colsample_bytree': 0.9097896431652136, 'gamma': 0.6081087129597678, 'reg_alpha': 0.9967455832984333, 'reg_lambda': 1.1918888740020015}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:38,990] Trial 57 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 89, 'learning_rate': 0.04858431966026104, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8936511447654816, 'colsample_bytree': 0.7720197052200906, 'gamma': 4.712392531134315, 'reg_alpha': 0.7646671023368267, 'reg_lambda': 0.9291869738746946}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:39,345] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.06884800245788779, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.93020139814291, 'colsample_bytree': 0.6421788160014491, 'gamma': 1.5313915996487684, 'reg_alpha': 0.4913781625221002, 'reg_lambda': 0.5903470330310785}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:39,748] Trial 59 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 194, 'learning_rate': 0.2428762760575527, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8133551566198944, 'colsample_bytree': 0.799029667709783, 'gamma': 0.17197612222496717, 'reg_alpha': 0.26893579730293826, 'reg_lambda': 1.0760770794090484}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:40,210] Trial 60 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 212, 'learning_rate': 0.15884431059677112, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8897401233864726, 'colsample_bytree': 0.8851818091937573, 'gamma': 1.8652593124280128, 'reg_alpha': 0.4236081902458846, 'reg_lambda': 0.987684489869901}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:40,652] Trial 61 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 217, 'learning_rate': 0.12644511220451116, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8836470579865966, 'colsample_bytree': 0.8845291596194704, 'gamma': 1.8238776362674018, 'reg_alpha': 0.3632767288212035, 'reg_lambda': 0.9688793170484765}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:41,050] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.05748189065636512, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9155699498429217, 'colsample_bytree': 0.9425579564292822, 'gamma': 1.0388095663974357, 'reg_alpha': 0.41109240266955044, 'reg_lambda': 0.7369970025713126}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:41,444] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 227, 'learning_rate': 0.19317806974867832, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8464516778958613, 'colsample_bytree': 0.8808408090212504, 'gamma': 2.420405854822982, 'reg_alpha': 0.5445134708362551, 'reg_lambda': 1.2900721844501692}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:41,786] Trial 64 finished with value: 0.761904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.158628694876882, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.867553207443817, 'colsample_bytree': 0.8431794030234342, 'gamma': 1.2842967606587374, 'reg_alpha': 0.42385728188564786, 'reg_lambda': 0.8902911529568625}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:42,201] Trial 65 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 184, 'learning_rate': 0.16167913338648013, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8958649849295934, 'colsample_bytree': 0.8444390247574194, 'gamma': 1.3286632855382041, 'reg_alpha': 0.4519483230505014, 'reg_lambda': 1.0216261261048762}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:42,559] Trial 66 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 200, 'learning_rate': 0.1368489638317865, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8292889393460837, 'colsample_bytree': 0.8609449247291086, 'gamma': 1.9616217711135533, 'reg_alpha': 0.5197299510805224, 'reg_lambda': 0.6598481786116788}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:42,936] Trial 67 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 210, 'learning_rate': 0.139052006714273, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8237623251746692, 'colsample_bytree': 0.8686868531435353, 'gamma': 1.8628387657105676, 'reg_alpha': 0.6191266572053918, 'reg_lambda': 0.6319999057225416}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:43,273] Trial 68 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 198, 'learning_rate': 0.11231412966261543, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9651477017766633, 'colsample_bytree': 0.9022580998689944, 'gamma': 2.023571058869338, 'reg_alpha': 0.5037920643043692, 'reg_lambda': 0.5038826706650275}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:43,610] Trial 69 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 227, 'learning_rate': 0.155669010382503, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9479243346571713, 'colsample_bytree': 0.8290129104288801, 'gamma': 1.5969501250510023, 'reg_alpha': 0.721260168776643, 'reg_lambda': 0.6895212851876876}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:44,109] Trial 70 finished with value: 0.738095238095238 and parameters: {'n_estimators': 163, 'learning_rate': 0.1884289711259777, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9106913572726022, 'colsample_bytree': 0.8582181778210647, 'gamma': 2.2244624393672745, 'reg_alpha': 0.33135403122962137, 'reg_lambda': 0.7712053871387683}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:44,460] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.09907907398611684, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8368117603241325, 'colsample_bytree': 0.8078833451025004, 'gamma': 0.7611257566302917, 'reg_alpha': 0.9023494924456218, 'reg_lambda': 0.8416429679945108}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:44,783] Trial 72 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.1330146963311663, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7980849383301882, 'colsample_bytree': 0.8907877460170706, 'gamma': 1.2433668371585689, 'reg_alpha': 0.4380695914690006, 'reg_lambda': 0.5571238609083153}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:45,147] Trial 73 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.2123062006854905, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9887386172533694, 'colsample_bytree': 0.7880855251192928, 'gamma': 1.4113323049291147, 'reg_alpha': 0.5244907090942393, 'reg_lambda': 0.99551493506394}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:45,440] Trial 74 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 199, 'learning_rate': 0.119233183893163, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8642618637391959, 'colsample_bytree': 0.8198490177537078, 'gamma': 1.0110197891561779, 'reg_alpha': 0.3801875351005552, 'reg_lambda': 0.6614784591742346}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:45,793] Trial 75 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 238, 'learning_rate': 0.14624876912096038, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8427971975142877, 'colsample_bytree': 0.9163132980097208, 'gamma': 1.6039553054752587, 'reg_alpha': 0.42506591865114884, 'reg_lambda': 0.8987618927694513}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:46,228] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 182, 'learning_rate': 0.08538181374408596, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8894086669967913, 'colsample_bytree': 0.8699764928122442, 'gamma': 1.932484223737649, 'reg_alpha': 0.059866225920101546, 'reg_lambda': 1.181042727864589}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:46,608] Trial 77 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 167, 'learning_rate': 0.04088733897150961, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6209667035512434, 'colsample_bytree': 0.9076529584129069, 'gamma': 0.4928045733151044, 'reg_alpha': 0.4616735428985331, 'reg_lambda': 1.109992160293427}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:46,993] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.07117546130282745, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9236099718462404, 'colsample_bytree': 0.834102571364639, 'gamma': 0.7263317834412869, 'reg_alpha': 0.5959830303775319, 'reg_lambda': 0.7932362494639014}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:47,342] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 191, 'learning_rate': 0.16884136205781164, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8259164460271177, 'colsample_bytree': 0.9270591240324175, 'gamma': 2.4158858269500625, 'reg_alpha': 0.2800846008041926, 'reg_lambda': 2.1327693391157236}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:47,721] Trial 80 finished with value: 0.755952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.07708183774398801, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8560734631612192, 'colsample_bytree': 0.7623138858978078, 'gamma': 1.123694924742336, 'reg_alpha': 0.31939802272410506, 'reg_lambda': 1.8789458597845123}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:48,096] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.07947465560370613, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8643764996718742, 'colsample_bytree': 0.7636280887092024, 'gamma': 1.1030507205208528, 'reg_alpha': 0.3224549123507859, 'reg_lambda': 1.7733335118114093}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:48,394] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.09088681971222783, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8754533891694083, 'colsample_bytree': 0.7429984124124175, 'gamma': 0.8718985202660703, 'reg_alpha': 0.3934731052624894, 'reg_lambda': 1.9726840634671177}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:48,717] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.10002390301878218, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8526083395359024, 'colsample_bytree': 0.7830708992779485, 'gamma': 1.2684997271421588, 'reg_alpha': 0.23846574434299042, 'reg_lambda': 1.6918545195928019}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:49,131] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.11613208908236305, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9053150655680886, 'colsample_bytree': 0.8485783741678661, 'gamma': 0.9550995932836298, 'reg_alpha': 0.3709359651455487, 'reg_lambda': 1.8747165606479042}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:49,437] Trial 85 finished with value: 0.5 and parameters: {'n_estimators': 200, 'learning_rate': 0.06606520681016581, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.8338060092430349, 'colsample_bytree': 0.803336127514243, 'gamma': 1.716887836629534, 'reg_alpha': 0.31232384875515373, 'reg_lambda': 1.0525002787875917}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:49,850] Trial 86 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 194, 'learning_rate': 0.07622282120194075, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8113127280557857, 'colsample_bytree': 0.7644544598971443, 'gamma': 3.369726458715985, 'reg_alpha': 0.48146861063845015, 'reg_lambda': 2.0227110681282547}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:50,286] Trial 87 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 233, 'learning_rate': 0.051466666779474216, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8197810496972499, 'colsample_bytree': 0.878530021758187, 'gamma': 0.6560923989324307, 'reg_alpha': 0.1369532636844739, 'reg_lambda': 0.5669344542950387}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:50,745] Trial 88 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 249, 'learning_rate': 0.08750151472186675, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7620442676843117, 'colsample_bytree': 0.8597444797300995, 'gamma': 0.8183181938458901, 'reg_alpha': 0.42599019758663037, 'reg_lambda': 2.291275721948054}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:51,067] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.10201847193726736, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9433214802679565, 'colsample_bytree': 0.7952120554197847, 'gamma': 1.1625255109729111, 'reg_alpha': 0.3406754390132519, 'reg_lambda': 0.8638677362157849}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:51,413] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 217, 'learning_rate': 0.15158924702113305, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8565906119180647, 'colsample_bytree': 0.8246697865893176, 'gamma': 1.4560737272156699, 'reg_alpha': 0.8099500264873271, 'reg_lambda': 1.877030843906654}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:51,751] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 95, 'learning_rate': 0.06018532249332555, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8752300196415668, 'colsample_bytree': 0.8904201898544737, 'gamma': 0.2574727808018804, 'reg_alpha': 0.20921762457162363, 'reg_lambda': 0.9554766243260673}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:52,030] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.206051485738383, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8876191148365663, 'colsample_bytree': 0.6902575173374352, 'gamma': 0.40707920483864846, 'reg_alpha': 0.9533118696507916, 'reg_lambda': 0.6939621178530008}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:52,334] Trial 93 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 124, 'learning_rate': 0.26116048931360475, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8694626308458888, 'colsample_bytree': 0.6262849802073476, 'gamma': 0.48306013651106916, 'reg_alpha': 0.3585050029850032, 'reg_lambda': 0.9217239954336918}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:52,769] Trial 94 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 208, 'learning_rate': 0.23115438865597066, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8444904123556274, 'colsample_bytree': 0.7160490137027897, 'gamma': 0.6109547674336091, 'reg_alpha': 0.41164915941067814, 'reg_lambda': 0.9033244164396514}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:53,106] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.026868612738123233, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8582139178192447, 'colsample_bytree': 0.8136286169036936, 'gamma': 0.9570076337301329, 'reg_alpha': 0.45023053548734565, 'reg_lambda': 0.8009483865783651}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:53,372] Trial 96 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 141, 'learning_rate': 0.04365357684325957, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9006056445643609, 'colsample_bytree': 0.7762983543541186, 'gamma': 1.329419583374857, 'reg_alpha': 0.3847885732519082, 'reg_lambda': 1.2077485051265826}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:53,686] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.1245920903108551, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8054545189565108, 'colsample_bytree': 0.6021881321109707, 'gamma': 0.0684158780865044, 'reg_alpha': 0.3452843448206582, 'reg_lambda': 1.1426984056052882}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:53,985] Trial 98 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 67, 'learning_rate': 0.033634886059071625, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8324074986452837, 'colsample_bytree': 0.9001456715860998, 'gamma': 1.0965538219572286, 'reg_alpha': 0.2945314254114351, 'reg_lambda': 1.071431596822958}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:54,299] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.17050174942774957, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8822786582659058, 'colsample_bytree': 0.8419715090626823, 'gamma': 0.750830523214745, 'reg_alpha': 0.4958258233767926, 'reg_lambda': 0.9978253643132027}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:54,683] Trial 100 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.1328228391222498, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8502536912510417, 'colsample_bytree': 0.742539293532986, 'gamma': 0.2613192569765048, 'reg_alpha': 0.2611581557887397, 'reg_lambda': 2.717471174743429}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:54,988] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.0800509506992714, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8779433274821908, 'colsample_bytree': 0.9106855917747503, 'gamma': 0.5841790656655003, 'reg_alpha': 0.9955314114371279, 'reg_lambda': 1.3070141975841398}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:55,270] Trial 102 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 104, 'learning_rate': 0.29994935959841545, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8698207420546565, 'colsample_bytree': 0.9327130264792762, 'gamma': 0.9119397454388734, 'reg_alpha': 0.8438157938026062, 'reg_lambda': 1.3636241046627091}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:55,694] Trial 103 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.07428235511322548, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.892925281006252, 'colsample_bytree': 0.945917666044268, 'gamma': 0.6921691873756594, 'reg_alpha': 0.4134897050960661, 'reg_lambda': 1.1058948955873966}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:56,089] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.08218158547841439, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8414455451003762, 'colsample_bytree': 0.9652636186796936, 'gamma': 1.0219273734203655, 'reg_alpha': 0.4599808956733342, 'reg_lambda': 1.2249674582351227}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:56,439] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.09450818305834097, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.924584456208237, 'colsample_bytree': 0.8659514577097371, 'gamma': 2.717815999819347, 'reg_alpha': 0.9486872020210345, 'reg_lambda': 0.9610964804974784}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:56,721] Trial 106 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 75, 'learning_rate': 0.010066675513342737, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9092233480538725, 'colsample_bytree': 0.9184994285871644, 'gamma': 0.5056829471538916, 'reg_alpha': 0.7697283713216498, 'reg_lambda': 0.7219276528235402}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:57,054] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 202, 'learning_rate': 0.06995055074394167, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.860796381209603, 'colsample_bytree': 0.8960261337556095, 'gamma': 1.4871736647142688, 'reg_alpha': 0.5365856031915938, 'reg_lambda': 0.8739219170072949}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:57,366] Trial 108 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 120, 'learning_rate': 0.10739822483497294, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8675663039241652, 'colsample_bytree': 0.8800635765166885, 'gamma': 0.8179986967885086, 'reg_alpha': 0.9159752400377218, 'reg_lambda': 1.1689641590156152}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:57,740] Trial 109 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 184, 'learning_rate': 0.05370099896921065, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8514972022680358, 'colsample_bytree': 0.9079889474985262, 'gamma': 0.3622980549708011, 'reg_alpha': 0.8904487333591949, 'reg_lambda': 0.6543963900008168}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:58,036] Trial 110 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 103, 'learning_rate': 0.25124381986791705, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6789682182170522, 'colsample_bytree': 0.7640327811947005, 'gamma': 1.1956425823987198, 'reg_alpha': 0.8654087543397702, 'reg_lambda': 1.0347488075421412}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:58,425] Trial 111 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.063778708353961, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8376026289146952, 'colsample_bytree': 0.8081074012026261, 'gamma': 0.7240908247963054, 'reg_alpha': 0.9676816751822637, 'reg_lambda': 0.8429677425467411}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:58,795] Trial 112 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 192, 'learning_rate': 0.09516704987709211, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8280411905526983, 'colsample_bytree': 0.7915026476347047, 'gamma': 1.665862666393107, 'reg_alpha': 0.8185866551439231, 'reg_lambda': 0.752759183262421}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:59,161] Trial 113 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 168, 'learning_rate': 0.08747357528206937, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8195752530606855, 'colsample_bytree': 0.8042816115246672, 'gamma': 0.6314753016301426, 'reg_alpha': 0.9012130193398737, 'reg_lambda': 0.821069712607198}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:59,555] Trial 114 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.09862827543293747, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8756472714787888, 'colsample_bytree': 0.8522321037804622, 'gamma': 2.1428621555386105, 'reg_alpha': 0.4372104630694985, 'reg_lambda': 0.5499003641593354}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:59,830] Trial 115 finished with value: 0.755952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.18232205452907493, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7904237098225475, 'colsample_bytree': 0.8722694681776992, 'gamma': 0.8185687902822432, 'reg_alpha': 0.3711766478340966, 'reg_lambda': 0.9041425342557576}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:40:00,157] Trial 116 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 186, 'learning_rate': 0.18455572994321057, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.778468127446742, 'colsample_bytree': 0.8890266694573448, 'gamma': 1.3439367393123627, 'reg_alpha': 0.37185990438906386, 'reg_lambda': 1.4068320040577456}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:40:00,544] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 196, 'learning_rate': 0.15732107963101707, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.88496824181526, 'colsample_bytree': 0.8736025547031919, 'gamma': 0.11613858086895434, 'reg_alpha': 0.38850345496972805, 'reg_lambda': 1.0002389915409375}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:40:00,912] Trial 118 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 213, 'learning_rate': 0.14070601149119738, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8960156725557451, 'colsample_bytree': 0.8633345717555791, 'gamma': 1.1017364275414916, 'reg_alpha': 0.3171710074034284, 'reg_lambda': 1.5579014081347542}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:01,346] Trial 119 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 224, 'learning_rate': 0.14100820086983473, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7597612653759761, 'colsample_bytree': 0.845538651114666, 'gamma': 1.074951732221061, 'reg_alpha': 0.3037899638078035, 'reg_lambda': 1.5939668263071773}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:01,694] Trial 120 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.1709996548746124, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.794571291337455, 'colsample_bytree': 0.8739852663776929, 'gamma': 1.2274595125815204, 'reg_alpha': 0.3476808503718301, 'reg_lambda': 0.8985292721627434}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:01,984] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.1953735115474982, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9044089069421356, 'colsample_bytree': 0.8617954532927776, 'gamma': 0.8922467697535388, 'reg_alpha': 0.33198077370001405, 'reg_lambda': 1.0642059509750752}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:02,358] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 205, 'learning_rate': 0.011940867701428281, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8981754743683366, 'colsample_bytree': 0.9016491543868232, 'gamma': 0.9472483517443233, 'reg_alpha': 0.2792130726529963, 'reg_lambda': 0.9557649855906272}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:02,751] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.1467290122549925, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7905056607153194, 'colsample_bytree': 0.8355050438203023, 'gamma': 1.1589035602352082, 'reg_alpha': 0.40425142023100163, 'reg_lambda': 1.703070410434335}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:03,050] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 99, 'learning_rate': 0.13289924948417522, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8593844579641442, 'colsample_bytree': 0.8826232200747466, 'gamma': 0.5398459004491666, 'reg_alpha': 0.22041229290590383, 'reg_lambda': 1.1295116018409936}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:03,452] Trial 125 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 243, 'learning_rate': 0.11584738778134257, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9702303050886697, 'colsample_bytree': 0.7829842607574363, 'gamma': 4.28314106405229, 'reg_alpha': 0.665368140243454, 'reg_lambda': 1.2445227342323553}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:03,858] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.21140914766076752, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9861925125776513, 'colsample_bytree': 0.8527165528214086, 'gamma': 0.8307671789260236, 'reg_alpha': 0.31308845400546126, 'reg_lambda': 1.4768163659893967}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:04,095] Trial 127 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 45, 'learning_rate': 0.1609429233837129, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9154733128065902, 'colsample_bytree': 0.8237135029485217, 'gamma': 1.057912193139037, 'reg_alpha': 0.36241534457974217, 'reg_lambda': 0.611972254003621}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:04,519] Trial 128 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 212, 'learning_rate': 0.1754104846062416, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.934586588502811, 'colsample_bytree': 0.8905281786330169, 'gamma': 2.282467673067557, 'reg_alpha': 0.47420583951299966, 'reg_lambda': 1.7911832137926724}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:04,845] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 195, 'learning_rate': 0.12413380585655365, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8906837735600164, 'colsample_bytree': 0.671027832862275, 'gamma': 0.42080443793185557, 'reg_alpha': 0.38198662460004335, 'reg_lambda': 1.0809834368817066}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:05,208] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.10790282775296317, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8078084089332864, 'colsample_bytree': 0.9120770628970796, 'gamma': 1.8157364966903917, 'reg_alpha': 0.43179475232539477, 'reg_lambda': 0.9269604819740083}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:05,591] Trial 131 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 181, 'learning_rate': 0.07566040128398432, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8371704389343813, 'colsample_bytree': 0.7986268475408476, 'gamma': 0.7931838725944207, 'reg_alpha': 0.9401072998437213, 'reg_lambda': 0.7835327446565188}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:05,940] Trial 132 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 169, 'learning_rate': 0.08510278599075889, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8739353446687158, 'colsample_bytree': 0.7770041708128845, 'gamma': 0.6839201127329029, 'reg_alpha': 0.4021783580368144, 'reg_lambda': 0.840311465257583}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:06,322] Trial 133 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 183, 'learning_rate': 0.1386735556247391, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8499298288498238, 'colsample_bytree': 0.8151387027992409, 'gamma': 0.9839608628968508, 'reg_alpha': 0.9946442202223478, 'reg_lambda': 1.009819471180158}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:06,662] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.15014190289958165, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8673544728607407, 'colsample_bytree': 0.769510855408668, 'gamma': 0.7747373169173013, 'reg_alpha': 0.7360086631642384, 'reg_lambda': 0.671407997393257}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:06,968] Trial 135 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 172, 'learning_rate': 0.1986757433081401, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8444540436097094, 'colsample_bytree': 0.9244451600749948, 'gamma': 1.360812125547266, 'reg_alpha': 0.3246616855094513, 'reg_lambda': 1.8438397465258514}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:07,382] Trial 136 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 190, 'learning_rate': 0.09077354665990069, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8184608391952397, 'colsample_bytree': 0.8660152339805727, 'gamma': 2.036241347922105, 'reg_alpha': 0.5166907478993804, 'reg_lambda': 1.9274745261309816}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:07,756] Trial 137 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 208, 'learning_rate': 0.26444241618549436, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8311135660163128, 'colsample_bytree': 0.78892003399629, 'gamma': 0.5881206448746744, 'reg_alpha': 0.36428062523868177, 'reg_lambda': 0.8926470154852904}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:08,112] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.06911469425942557, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8618304299742727, 'colsample_bytree': 0.8777418707243398, 'gamma': 1.243997564999764, 'reg_alpha': 0.4536020584075349, 'reg_lambda': 0.9654700819844368}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:08,441] Trial 139 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.1030396034656105, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8799741675756495, 'colsample_bytree': 0.8297750024376026, 'gamma': 3.089860474298723, 'reg_alpha': 0.41800154653046917, 'reg_lambda': 1.1670437415945831}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:08,797] Trial 140 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 187, 'learning_rate': 0.22703134469702393, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8564046389590954, 'colsample_bytree': 0.7536782893380325, 'gamma': 0.28689251963541174, 'reg_alpha': 0.8804725129987361, 'reg_lambda': 0.7298508026524323}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:09,144] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.11739852010379773, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8964662622106153, 'colsample_bytree': 0.8393541433543835, 'gamma': 0.9903009409331869, 'reg_alpha': 0.34506918136736914, 'reg_lambda': 0.6442520758630301}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:09,555] Trial 142 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 198, 'learning_rate': 0.12418789929042393, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8686442682444357, 'colsample_bytree': 0.8178553657156417, 'gamma': 1.0854809815839268, 'reg_alpha': 0.37835321866453536, 'reg_lambda': 2.0673346448573224}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:09,983] Trial 143 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.11181418255039237, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8434843784468015, 'colsample_bytree': 0.8051944537869424, 'gamma': 0.9216933116638106, 'reg_alpha': 0.921347405873745, 'reg_lambda': 0.8038636647391022}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:10,385] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 204, 'learning_rate': 0.13150949747791155, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8865564199829076, 'colsample_bytree': 0.8546510296271427, 'gamma': 0.8370660594001226, 'reg_alpha': 0.3897674279775076, 'reg_lambda': 0.6024076087285478}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:10,655] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.08191778371948386, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8640500987837408, 'colsample_bytree': 0.8226582349277561, 'gamma': 1.1141980505736002, 'reg_alpha': 0.2867637582748548, 'reg_lambda': 0.5473416297835515}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:10,994] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 194, 'learning_rate': 0.097943818928396, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8766965356068431, 'colsample_bytree': 0.8622258465096254, 'gamma': 0.4429914660171266, 'reg_alpha': 0.4389866178862213, 'reg_lambda': 1.0279678999352881}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:11,311] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.16405946972953572, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8501525057892059, 'colsample_bytree': 0.7946916568867196, 'gamma': 1.4320873506101455, 'reg_alpha': 0.9760412052186006, 'reg_lambda': 0.8977598358747536}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:11,678] Trial 148 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 184, 'learning_rate': 0.14216458151985611, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7738553470867618, 'colsample_bytree': 0.8928076164804618, 'gamma': 0.6740644049998491, 'reg_alpha': 0.252966091333172, 'reg_lambda': 0.7091022881633372}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:12,064] Trial 149 finished with value: 0.744047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.18255883624037886, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8032627240902738, 'colsample_bytree': 0.81179228318979, 'gamma': 1.27236504109467, 'reg_alpha': 0.4810417331663165, 'reg_lambda': 0.8492896158117528}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:12,485] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.09023290480572074, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8224646372724673, 'colsample_bytree': 0.9020019388373408, 'gamma': 0.7514345227453733, 'reg_alpha': 0.4155043045535031, 'reg_lambda': 1.081613268984889}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:12,826] Trial 151 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.06050606043353967, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8735122783414186, 'colsample_bytree': 0.8882133085180993, 'gamma': 0.19599764091734706, 'reg_alpha': 0.17071993221758275, 'reg_lambda': 0.9542241103970556}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:13,125] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 93, 'learning_rate': 0.06208852955060816, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8362622213186767, 'colsample_bytree': 0.884022889307976, 'gamma': 0.12693508837990852, 'reg_alpha': 0.16632984943216875, 'reg_lambda': 0.9826567245332885}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:13,541] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 106, 'learning_rate': 0.0732731674548777, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8842157726898914, 'colsample_bytree': 0.8706242216214375, 'gamma': 0.22774020112582424, 'reg_alpha': 0.046987035434773144, 'reg_lambda': 0.918868147851913}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:13,924] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.15106984124248277, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8727774554537847, 'colsample_bytree': 0.8998077297566466, 'gamma': 0.37135802094706805, 'reg_alpha': 0.3540817806131612, 'reg_lambda': 1.0293981185835004}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:14,278] Trial 155 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 102, 'learning_rate': 0.08025608591756221, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8568140762766332, 'colsample_bytree': 0.9175159466809848, 'gamma': 0.609021898144293, 'reg_alpha': 0.10152832613798451, 'reg_lambda': 0.7646824786667324}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:14,592] Trial 156 finished with value: 0.755952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.12111969922990433, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9962849326750515, 'colsample_bytree': 0.7849626540111508, 'gamma': 1.0024694493250412, 'reg_alpha': 0.3974884901527981, 'reg_lambda': 0.9473712129394166}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:14,932] Trial 157 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 100, 'learning_rate': 0.10460927477562723, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9962184053226005, 'colsample_bytree': 0.7724940923056491, 'gamma': 0.5188060538162642, 'reg_alpha': 0.44564124336717226, 'reg_lambda': 1.1094425535170505}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:15,241] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.056801466763320395, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9755740196152879, 'colsample_bytree': 0.7894705769707201, 'gamma': 0.8866789693155669, 'reg_alpha': 0.013496762442697818, 'reg_lambda': 0.9661390923619747}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:15,632] Trial 159 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 87, 'learning_rate': 0.03750521660579914, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9963387116709789, 'colsample_bytree': 0.8711788520391751, 'gamma': 0.040050871118268945, 'reg_alpha': 0.7943969229373694, 'reg_lambda': 0.8834297133806266}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:15,953] Trial 160 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 98, 'learning_rate': 0.04656618053048529, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9024575826762756, 'colsample_bytree': 0.7793836900298317, 'gamma': 1.1766908145347101, 'reg_alpha': 0.4949611829846043, 'reg_lambda': 1.5400475538020968}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:16,255] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.12723593431404484, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8918297408226247, 'colsample_bytree': 0.846915494195494, 'gamma': 1.0013906159335317, 'reg_alpha': 0.3786424369545251, 'reg_lambda': 0.8109468791482308}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:16,573] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.11752067089759147, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8662924687990146, 'colsample_bytree': 0.8869353941049044, 'gamma': 1.031545752000722, 'reg_alpha': 0.400357129129767, 'reg_lambda': 1.0484433809034743}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:16,891] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 106, 'learning_rate': 0.06615850689852128, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9537968639743631, 'colsample_bytree': 0.7995224330093343, 'gamma': 0.826554461964653, 'reg_alpha': 0.3304445561285675, 'reg_lambda': 0.5036980564462747}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:17,190] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 195, 'learning_rate': 0.09641257315269078, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8812262126582474, 'colsample_bytree': 0.7847446099676276, 'gamma': 0.7386300214060684, 'reg_alpha': 0.4277178773830943, 'reg_lambda': 1.7240492168733772}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:17,546] Trial 165 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 182, 'learning_rate': 0.07716372975080087, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.848528889629518, 'colsample_bytree': 0.6221186225040595, 'gamma': 0.9227921647430717, 'reg_alpha': 0.36952111739777777, 'reg_lambda': 0.9218834979479851}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:17,880] Trial 166 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 179, 'learning_rate': 0.07687117038886727, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8461339242146401, 'colsample_bytree': 0.6826121661093599, 'gamma': 0.9264948270716175, 'reg_alpha': 0.3096552470639254, 'reg_lambda': 0.9400372622650793}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:18,198] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.07640572050903714, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8482274567484304, 'colsample_bytree': 0.6287987195422767, 'gamma': 0.9263917071581346, 'reg_alpha': 0.318251353079781, 'reg_lambda': 0.9929616394575012}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:18,574] Trial 168 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 180, 'learning_rate': 0.06713880691992716, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9805838591173645, 'colsample_bytree': 0.6417129206948967, 'gamma': 1.186796138240147, 'reg_alpha': 0.2985335620839893, 'reg_lambda': 1.1843670924417176}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:18,906] Trial 169 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 184, 'learning_rate': 0.08329486336300951, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.830197620270772, 'colsample_bytree': 0.613881276482422, 'gamma': 2.5271630706155332, 'reg_alpha': 0.3450034780911685, 'reg_lambda': 0.9447189372982073}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:19,234] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 171, 'learning_rate': 0.07147572312198656, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8574350337440728, 'colsample_bytree': 0.6776929623213354, 'gamma': 1.090732218265237, 'reg_alpha': 0.36496614709012626, 'reg_lambda': 2.9998226974489874}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:19,548] Trial 171 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 173, 'learning_rate': 0.08945759174507517, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8401661371703775, 'colsample_bytree': 0.7639772640442041, 'gamma': 0.6865840903538674, 'reg_alpha': 0.39226759331765904, 'reg_lambda': 0.8643570930903883}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:19,875] Trial 172 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.07773050320174718, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9882437135530278, 'colsample_bytree': 0.653788226891106, 'gamma': 0.926345312862995, 'reg_alpha': 0.41685447737142256, 'reg_lambda': 0.904903586350654}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:20,222] Trial 173 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 187, 'learning_rate': 0.058818080997027705, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8460993613876608, 'colsample_bytree': 0.7154560995407809, 'gamma': 0.5531416844933048, 'reg_alpha': 0.33425261400264417, 'reg_lambda': 0.9526606398822607}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:20,603] Trial 174 finished with value: 0.761904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.15464000757484841, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8128117493073898, 'colsample_bytree': 0.7008083794186402, 'gamma': 0.7888763654039974, 'reg_alpha': 0.3619384938252502, 'reg_lambda': 1.0177881814986585}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:21,027] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.15490835971086875, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.811428616705474, 'colsample_bytree': 0.6666802469519622, 'gamma': 1.9247742777235974, 'reg_alpha': 0.3077894216116931, 'reg_lambda': 1.1162278768998024}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:21,432] Trial 176 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 153, 'learning_rate': 0.162682664865366, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8247015061952012, 'colsample_bytree': 0.7078799315523233, 'gamma': 0.7828701685682903, 'reg_alpha': 0.46065666976488145, 'reg_lambda': 1.0153682340840637}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:21,742] Trial 177 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 96, 'learning_rate': 0.1672452417041056, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7859053165228678, 'colsample_bytree': 0.6905067833801248, 'gamma': 0.8750771975508147, 'reg_alpha': 0.3665862836994951, 'reg_lambda': 1.0674038316199734}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:22,079] Trial 178 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.13978819296115874, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8729210315550837, 'colsample_bytree': 0.6960460763943722, 'gamma': 1.3132348715687794, 'reg_alpha': 0.27738117042346383, 'reg_lambda': 1.137342849940549}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:22,445] Trial 179 finished with value: 0.738095238095238 and parameters: {'n_estimators': 181, 'learning_rate': 0.1372154442476353, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8542906249144995, 'colsample_bytree': 0.6588202161241086, 'gamma': 1.3342900519894412, 'reg_alpha': 0.2711304807612097, 'reg_lambda': 1.261891913693847}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:22,836] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.14665922618212957, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8750209416500849, 'colsample_bytree': 0.686244670192086, 'gamma': 1.5381447041370877, 'reg_alpha': 0.35101083227625623, 'reg_lambda': 0.9914778825906855}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:23,217] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.18264336585215335, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8695803691840258, 'colsample_bytree': 0.6942789262897482, 'gamma': 1.1364744780612381, 'reg_alpha': 0.14780587989677935, 'reg_lambda': 1.14413363412175}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:23,597] Trial 182 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 192, 'learning_rate': 0.15233876499153706, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.965441371956552, 'colsample_bytree': 0.7397355993355038, 'gamma': 1.0153828300047254, 'reg_alpha': 0.40321184015890726, 'reg_lambda': 1.0460770402335975}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:23,985] Trial 183 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 179, 'learning_rate': 0.14238336506398822, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8906231307193521, 'colsample_bytree': 0.702228470371657, 'gamma': 1.2195893809423004, 'reg_alpha': 0.31463677665245005, 'reg_lambda': 1.2158964317600551}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:24,275] Trial 184 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.05021089924539667, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8607604207928444, 'colsample_bytree': 0.7102036338321374, 'gamma': 0.6381423455818152, 'reg_alpha': 0.23073247812061148, 'reg_lambda': 0.9409420069571413}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:24,718] Trial 185 finished with value: 0.75 and parameters: {'n_estimators': 168, 'learning_rate': 0.13386415849329514, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8846257645232523, 'colsample_bytree': 0.6784173094737245, 'gamma': 1.4294437813060186, 'reg_alpha': 0.6870275426913672, 'reg_lambda': 1.0877435958793151}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:25,095] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.17653490770584718, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7992288929620106, 'colsample_bytree': 0.6989336372836467, 'gamma': 2.3767926091111122, 'reg_alpha': 0.10769117116992842, 'reg_lambda': 1.9597912028995235}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:25,458] Trial 187 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 174, 'learning_rate': 0.018930133185012448, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.815996086705093, 'colsample_bytree': 0.884544591072162, 'gamma': 1.2923883095725364, 'reg_alpha': 0.3802858194961692, 'reg_lambda': 1.325152888592067}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:25,793] Trial 188 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 202, 'learning_rate': 0.08467520820488272, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.831967141891682, 'colsample_bytree': 0.7286137428473158, 'gamma': 4.954149023981375, 'reg_alpha': 0.2959227965489004, 'reg_lambda': 0.997511930366062}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:26,226] Trial 189 finished with value: 0.75 and parameters: {'n_estimators': 186, 'learning_rate': 0.07482800692502699, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8725110612123644, 'colsample_bytree': 0.6779345946659852, 'gamma': 0.016874597540885716, 'reg_alpha': 0.3381948559600408, 'reg_lambda': 0.8681174036394458}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:26,612] Trial 190 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 197, 'learning_rate': 0.1581333397863031, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9180087346042656, 'colsample_bytree': 0.9064005025204519, 'gamma': 0.3343555554701641, 'reg_alpha': 0.2633679806472129, 'reg_lambda': 1.6482706941132286}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:26,954] Trial 191 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 177, 'learning_rate': 0.08720663732121947, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8394410821112313, 'colsample_bytree': 0.8754492317057541, 'gamma': 0.8537392891551334, 'reg_alpha': 0.19893504044657634, 'reg_lambda': 0.9230447187000563}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:27,325] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.09620030629188339, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8487540687058142, 'colsample_bytree': 0.7317172974421421, 'gamma': 0.7406799558803431, 'reg_alpha': 0.3648258804545645, 'reg_lambda': 0.8197763405010158}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:27,602] Trial 193 finished with value: 0.738095238095238 and parameters: {'n_estimators': 175, 'learning_rate': 0.08297189734617208, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8635190623208502, 'colsample_bytree': 0.6811614487192643, 'gamma': 0.9752598206536737, 'reg_alpha': 0.4097158565738177, 'reg_lambda': 0.8567581783103293}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:27,855] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 91, 'learning_rate': 0.07764685405890592, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8361124353724589, 'colsample_bytree': 0.9955038663312367, 'gamma': 1.0692963336227508, 'reg_alpha': 0.8264203940338907, 'reg_lambda': 0.9336671527736654}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:28,305] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.12644322009810266, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.897811114799463, 'colsample_bytree': 0.7201685637056773, 'gamma': 0.7885944887769866, 'reg_alpha': 0.4328362164125048, 'reg_lambda': 1.0251749690613352}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:28,757] Trial 196 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.1444638352526724, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8547429981307181, 'colsample_bytree': 0.8927584580541728, 'gamma': 0.4910240481302906, 'reg_alpha': 0.39185383256109246, 'reg_lambda': 1.1208767371674764}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:29,116] Trial 197 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.10974469334549254, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.82677999500063, 'colsample_bytree': 0.8601124533609789, 'gamma': 0.9397674662732247, 'reg_alpha': 0.325562328979356, 'reg_lambda': 0.9831369737209557}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:29,431] Trial 198 finished with value: 0.738095238095238 and parameters: {'n_estimators': 169, 'learning_rate': 0.07269325070305639, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.875962971800195, 'colsample_bytree': 0.7950140936240192, 'gamma': 0.6537428348603647, 'reg_alpha': 0.9061002168713816, 'reg_lambda': 0.7677296508630393}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:29,864] Trial 199 finished with value: 0.761904761904762 and parameters: {'n_estimators': 194, 'learning_rate': 0.09069894938543181, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8416954653930895, 'colsample_bytree': 0.668669589079864, 'gamma': 0.8634704404610397, 'reg_alpha': 0.8580199601502505, 'reg_lambda': 0.9054816110618}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:29,868] A new study created in memory with name: no-name-2b4a6dc4-7646-435a-b8dd-eba8b3c15d4b
[I 2025-11-03 20:40:30,248] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.17808976952546277, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.9213298495462295, 'colsample_bytree': 0.9502927293518811, 'gamma': 0.30828546944849267, 'reg_alpha': 0.5363612299024983, 'reg_lambda': 2.0164999794461353}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:40:30,634] Trial 1 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 105, 'learning_rate': 0.12335918710163492, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.668386195715098, 'colsample_bytree': 0.8835825599427076, 'gamma': 3.1697326886719024, 'reg_alpha': 0.06111846911936136, 'reg_lambda': 1.8081105031819233}. Best is trial 1 with value: 0.6636904761904763.
[I 2025-11-03 20:40:31,063] Trial 2 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 224, 'learning_rate': 0.05494003485646285, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9102340133655834, 'colsample_bytree': 0.9059224086360977, 'gamma': 0.8088583464593768, 'reg_alpha': 0.5267030841310971, 'reg_lambda': 1.3827151959560264}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:31,459] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.026227134534857626, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.9026101457140104, 'colsample_bytree': 0.7341430352865816, 'gamma': 0.5670364184185483, 'reg_alpha': 0.9677467078993308, 'reg_lambda': 0.8317856778228987}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:31,544] Trial 4 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 36, 'learning_rate': 0.04095868316223952, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9958347316190417, 'colsample_bytree': 0.7357441265500405, 'gamma': 1.5183794616709716, 'reg_alpha': 0.928511900964686, 'reg_lambda': 1.4906416937889166}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:31,876] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 172, 'learning_rate': 0.023865358709654127, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8633813622190001, 'colsample_bytree': 0.8620627473332405, 'gamma': 4.442135427033151, 'reg_alpha': 0.47847098892210815, 'reg_lambda': 1.0187408709988581}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:32,136] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.1398828150613378, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.7641101469277883, 'colsample_bytree': 0.7474714855779876, 'gamma': 2.763764413614549, 'reg_alpha': 0.7001546273308954, 'reg_lambda': 2.804282754333192}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:32,443] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.22805773842224902, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.6598115803492701, 'colsample_bytree': 0.6249129309200603, 'gamma': 4.770635895418143, 'reg_alpha': 0.5364104110707009, 'reg_lambda': 2.4053837850552195}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:32,701] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.03568908182972778, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.6630579828754214, 'colsample_bytree': 0.7187229841011109, 'gamma': 2.9713168806374752, 'reg_alpha': 0.931667548820901, 'reg_lambda': 0.9146506361903843}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:33,138] Trial 9 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 195, 'learning_rate': 0.010595742922087923, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8916035592513952, 'colsample_bytree': 0.8607678946534014, 'gamma': 2.736007563881366, 'reg_alpha': 0.2390092089808542, 'reg_lambda': 1.62472530240877}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:40:33,579] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 176, 'learning_rate': 0.010611651352475203, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7802770669323579, 'colsample_bytree': 0.9999502847598815, 'gamma': 1.927275241582217, 'reg_alpha': 0.10093890192032609, 'reg_lambda': 2.22970267391694}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:40:34,050] Trial 11 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.07553803715554021, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9961238554489698, 'colsample_bytree': 0.8574548905032483, 'gamma': 1.2482433807855524, 'reg_alpha': 0.2796671785610758, 'reg_lambda': 1.330185072931247}. Best is trial 11 with value: 0.7380952380952381.
[I 2025-11-03 20:40:34,459] Trial 12 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 249, 'learning_rate': 0.07941279286197626, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9769089146894017, 'colsample_bytree': 0.8244149467022176, 'gamma': 1.9699111473079174, 'reg_alpha': 0.2574367623665485, 'reg_lambda': 1.377967760398692}. Best is trial 11 with value: 0.7380952380952381.
[I 2025-11-03 20:40:34,957] Trial 13 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 248, 'learning_rate': 0.06907447875192235, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9845838457347863, 'colsample_bytree': 0.8105120802331475, 'gamma': 1.5694713443352306, 'reg_alpha': 0.2814057430819244, 'reg_lambda': 1.2517744639980481}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:35,365] Trial 14 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.08342102273925212, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8386877780470061, 'colsample_bytree': 0.7953005133234171, 'gamma': 1.2947812822886542, 'reg_alpha': 0.30460195361105424, 'reg_lambda': 0.5196097820714907}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:35,743] Trial 15 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 148, 'learning_rate': 0.09090440208238924, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8329858717408465, 'colsample_bytree': 0.7961381995225782, 'gamma': 0.00885130187954597, 'reg_alpha': 0.3637772190578233, 'reg_lambda': 0.5649087155408745}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:36,145] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 192, 'learning_rate': 0.05418924562101314, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7356069202405909, 'colsample_bytree': 0.6628088152986862, 'gamma': 3.8058109035630077, 'reg_alpha': 0.1575606723181029, 'reg_lambda': 0.5114556600599406}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:36,348] Trial 17 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 23, 'learning_rate': 0.2822892029478872, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8228503809946015, 'colsample_bytree': 0.8033099831191715, 'gamma': 2.0347938942603068, 'reg_alpha': 0.36893253590927133, 'reg_lambda': 1.0558927417438988}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:36,741] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.11101684044066513, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.9464135765543417, 'colsample_bytree': 0.7776780779703873, 'gamma': 1.1106393169446398, 'reg_alpha': 0.7182326254352593, 'reg_lambda': 0.7173029257776151}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:37,148] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.01876119787711465, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7173396863555026, 'colsample_bytree': 0.6846356629810231, 'gamma': 1.5243531290901502, 'reg_alpha': 0.4310728523928266, 'reg_lambda': 1.1553393792420354}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:37,515] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 246, 'learning_rate': 0.05774718196845511, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8543855269784214, 'colsample_bytree': 0.9222300694201342, 'gamma': 2.223758859143271, 'reg_alpha': 0.6530375452212427, 'reg_lambda': 2.9560808566503134}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:37,948] Trial 21 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 250, 'learning_rate': 0.0775630098358236, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9524740404993289, 'colsample_bytree': 0.839371438861834, 'gamma': 1.2943642137256415, 'reg_alpha': 0.2656095368677256, 'reg_lambda': 1.1487238666115878}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:38,279] Trial 22 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 207, 'learning_rate': 0.07077709104070944, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9911773776015814, 'colsample_bytree': 0.7788977589521199, 'gamma': 0.9489973916862965, 'reg_alpha': 0.19438555235082872, 'reg_lambda': 1.2561235800732875}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:38,758] Trial 23 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 230, 'learning_rate': 0.16157396326325507, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9540001028087054, 'colsample_bytree': 0.8211354249130142, 'gamma': 1.5763652747226902, 'reg_alpha': 0.015757163943211694, 'reg_lambda': 1.7937294662501488}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:39,096] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 208, 'learning_rate': 0.040358994317940725, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6003860317328659, 'colsample_bytree': 0.8549658696133594, 'gamma': 0.6707433703246835, 'reg_alpha': 0.33018942122273376, 'reg_lambda': 0.783087541007065}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:39,584] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.10979331062819896, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8784057369894035, 'colsample_bytree': 0.7611084405259637, 'gamma': 2.249490365603772, 'reg_alpha': 0.13817687553638744, 'reg_lambda': 1.5563017256039755}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:39,897] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.09443767496504149, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.933400295781455, 'colsample_bytree': 0.69914878247335, 'gamma': 1.2179636089418624, 'reg_alpha': 0.30694361236978734, 'reg_lambda': 1.2973967135876565}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:40,356] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 213, 'learning_rate': 0.06222825538903448, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8122600006342424, 'colsample_bytree': 0.8943285308084615, 'gamma': 1.744351066413122, 'reg_alpha': 0.41370450485741195, 'reg_lambda': 0.6734316750013609}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:40,750] Trial 28 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 238, 'learning_rate': 0.041836080667593686, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9753057672902384, 'colsample_bytree': 0.944455324953472, 'gamma': 2.4249201245679686, 'reg_alpha': 0.1989247446320892, 'reg_lambda': 2.0173721137278156}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:41,196] Trial 29 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 221, 'learning_rate': 0.19014722161851952, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9190611060535259, 'colsample_bytree': 0.807659579056938, 'gamma': 0.39325662930316296, 'reg_alpha': 0.626759061143497, 'reg_lambda': 0.9585849865792966}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:41,475] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 55, 'learning_rate': 0.14435019299668866, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9999134150787351, 'colsample_bytree': 0.877982169658129, 'gamma': 0.9193937649625716, 'reg_alpha': 0.30060838457178024, 'reg_lambda': 2.04901177310561}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:41,819] Trial 31 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 156, 'learning_rate': 0.0904937493658033, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8387644093555, 'colsample_bytree': 0.775255245408236, 'gamma': 0.09131963816912769, 'reg_alpha': 0.3817163954958709, 'reg_lambda': 0.585447349627845}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:42,073] Trial 32 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 132, 'learning_rate': 0.09495570496206242, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7884676458958261, 'colsample_bytree': 0.8412975368633615, 'gamma': 0.32284165981840274, 'reg_alpha': 0.47302429713240246, 'reg_lambda': 0.5011065129895145}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:42,369] Trial 33 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 114, 'learning_rate': 0.04971231814646721, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7527508574100547, 'colsample_bytree': 0.7885329600732895, 'gamma': 0.016686849555771266, 'reg_alpha': 0.35185129045099417, 'reg_lambda': 1.6750753722244007}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:42,620] Trial 34 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 78, 'learning_rate': 0.12224733643531012, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.873156913370944, 'colsample_bytree': 0.8159016549628361, 'gamma': 0.6447991180406385, 'reg_alpha': 0.5541184216246847, 'reg_lambda': 0.8215923436270536}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:42,792] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 66, 'learning_rate': 0.12326319688318418, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.894473578545671, 'colsample_bytree': 0.9115629491085947, 'gamma': 0.7255861597225952, 'reg_alpha': 0.07433834098210959, 'reg_lambda': 0.8492025517528616}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:43,106] Trial 36 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 113, 'learning_rate': 0.21283289395307584, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9239915970992626, 'colsample_bytree': 0.8807952004636924, 'gamma': 1.3918980519036095, 'reg_alpha': 0.5567208087581694, 'reg_lambda': 1.0910462694558958}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:43,385] Trial 37 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 58, 'learning_rate': 0.06727371556522369, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8696258672439069, 'colsample_bytree': 0.7515544108347897, 'gamma': 3.4465948355920553, 'reg_alpha': 0.850092760876095, 'reg_lambda': 1.3989563260094457}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:43,660] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 53, 'learning_rate': 0.031114386967975183, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8660341061638901, 'colsample_bytree': 0.7493248803287272, 'gamma': 3.6373822469260593, 'reg_alpha': 0.7248188567093401, 'reg_lambda': 1.4406683819355097}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:44,019] Trial 39 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 94, 'learning_rate': 0.04806004835982134, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8486452443677136, 'colsample_bytree': 0.7016813582738777, 'gamma': 3.270148072541148, 'reg_alpha': 0.9036324035678102, 'reg_lambda': 0.9078867921595994}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:44,258] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.06920468063319797, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8011870336596739, 'colsample_bytree': 0.7179778651179575, 'gamma': 3.8867580467800433, 'reg_alpha': 0.8598483809808068, 'reg_lambda': 0.7170343007849534}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:44,386] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 40, 'learning_rate': 0.06372823038998265, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8766206252685762, 'colsample_bytree': 0.8287626341070933, 'gamma': 4.200276297044963, 'reg_alpha': 0.8202842420189862, 'reg_lambda': 1.2639201286064774}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:44,650] Trial 42 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 86, 'learning_rate': 0.1339763439932654, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9037951065162229, 'colsample_bytree': 0.8176309395787741, 'gamma': 0.5077702153493793, 'reg_alpha': 0.8005824055215406, 'reg_lambda': 1.8785353223901622}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:44,926] Trial 43 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 84, 'learning_rate': 0.1370915900343211, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9095418746846384, 'colsample_bytree': 0.7611129389307816, 'gamma': 0.6240331207203459, 'reg_alpha': 0.7556265942277806, 'reg_lambda': 1.907238109526614}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:45,226] Trial 44 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 64, 'learning_rate': 0.10822428291751086, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8860570300886937, 'colsample_bytree': 0.8064263112017132, 'gamma': 0.43212525808139174, 'reg_alpha': 0.8022645045442324, 'reg_lambda': 2.217590861626041}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:45,356] Trial 45 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 42, 'learning_rate': 0.15662857064117675, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9001051607051006, 'colsample_bytree': 0.7330523857329883, 'gamma': 1.0570905297468889, 'reg_alpha': 0.5962347620270871, 'reg_lambda': 1.6912708787699182}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:45,603] Trial 46 finished with value: 0.7172619047619047 and parameters: {'n_estimators': 20, 'learning_rate': 0.08534053249591106, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8594218662403683, 'colsample_bytree': 0.81799137190071, 'gamma': 4.894962311657923, 'reg_alpha': 0.9725441364465144, 'reg_lambda': 1.4955582681321957}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:45,882] Trial 47 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 109, 'learning_rate': 0.12287757333520564, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9379857175061571, 'colsample_bytree': 0.7608454604407472, 'gamma': 3.2201776606971744, 'reg_alpha': 0.875325458527402, 'reg_lambda': 2.618595330545678}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:46,190] Trial 48 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.23971574578704674, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.968545235222214, 'colsample_bytree': 0.8420610664045722, 'gamma': 2.6847917623540107, 'reg_alpha': 0.4988815773961444, 'reg_lambda': 1.8624713067806173}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:46,566] Trial 49 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 99, 'learning_rate': 0.1064486866358668, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8223823500042815, 'colsample_bytree': 0.6110328187665528, 'gamma': 0.8627731413860201, 'reg_alpha': 0.6732422806439259, 'reg_lambda': 1.5900989978026807}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:46,839] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.1803861732211556, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8422220705085791, 'colsample_bytree': 0.6574602909840785, 'gamma': 2.9508209294438394, 'reg_alpha': 0.9941407686760182, 'reg_lambda': 0.6260686710779771}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:47,297] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.07144451512355209, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9593682942577301, 'colsample_bytree': 0.866998436007966, 'gamma': 1.7051786613458477, 'reg_alpha': 0.21704828803204873, 'reg_lambda': 1.3710252672643304}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:47,639] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.07915749837718074, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9237309681686846, 'colsample_bytree': 0.8661144488765247, 'gamma': 1.74199942215102, 'reg_alpha': 0.20322527307329208, 'reg_lambda': 1.4360655911243527}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:47,911] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.06804442358662673, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9612522097738022, 'colsample_bytree': 0.8625996746652184, 'gamma': 1.6736944317047362, 'reg_alpha': 0.2213465323563687, 'reg_lambda': 1.3850931450114883}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:48,050] Trial 54 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 32, 'learning_rate': 0.055306736550462005, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9285197702654168, 'colsample_bytree': 0.8715582403208463, 'gamma': 1.8571825022345931, 'reg_alpha': 0.14086426216714856, 'reg_lambda': 1.1902956663272193}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:48,333] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 49, 'learning_rate': 0.07974597157396145, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9034217915801599, 'colsample_bytree': 0.8981396939002713, 'gamma': 1.500498968651811, 'reg_alpha': 0.8070538008598054, 'reg_lambda': 1.5068057237839292}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:48,591] Trial 56 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 61, 'learning_rate': 0.06014485896155532, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9432558608746783, 'colsample_bytree': 0.9411551736285364, 'gamma': 2.0538091301749266, 'reg_alpha': 0.16929303945466395, 'reg_lambda': 1.4059324926670589}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:48,850] Trial 57 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 71, 'learning_rate': 0.04438875712034013, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9766414537141547, 'colsample_bytree': 0.8522635283614307, 'gamma': 2.3178072615788423, 'reg_alpha': 0.09830609530323842, 'reg_lambda': 1.7204708028679927}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:49,176] Trial 58 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 79, 'learning_rate': 0.01568027509115043, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.914486800456693, 'colsample_bytree': 0.8337240455958698, 'gamma': 2.599441719782051, 'reg_alpha': 0.016398983107653198, 'reg_lambda': 1.2170281649446935}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:49,520] Trial 59 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 91, 'learning_rate': 0.03410587388600746, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9580669233306963, 'colsample_bytree': 0.7881166083087352, 'gamma': 3.4260993142429794, 'reg_alpha': 0.7632908007682903, 'reg_lambda': 1.0449872160898077}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:49,645] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.07220168369785485, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.8691563513655922, 'colsample_bytree': 0.8136515750454887, 'gamma': 2.8906888415120005, 'reg_alpha': 0.9302010248156574, 'reg_lambda': 1.901028704532475}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:50,011] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 239, 'learning_rate': 0.10218659545317581, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9844213724300053, 'colsample_bytree': 0.7914603403824221, 'gamma': 1.1165805012459529, 'reg_alpha': 0.23394477074295209, 'reg_lambda': 1.3405687471568344}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:50,322] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.0834714507382572, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8884230183612404, 'colsample_bytree': 0.9838842817537656, 'gamma': 1.7759002458776263, 'reg_alpha': 0.4291797772433329, 'reg_lambda': 0.8197221288498782}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:50,695] Trial 63 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 245, 'learning_rate': 0.13692558365479085, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.877448367365889, 'colsample_bytree': 0.7712910726506734, 'gamma': 1.3242412871913327, 'reg_alpha': 0.27718812929513204, 'reg_lambda': 0.968870246664995}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:51,101] Trial 64 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.052150262333177, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8290659324345239, 'colsample_bytree': 0.7972448018309877, 'gamma': 1.4503548242281652, 'reg_alpha': 0.16968461854167327, 'reg_lambda': 2.119360253483021}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:51,522] Trial 65 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.12276873792089937, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9442923254416129, 'colsample_bytree': 0.7429365954340484, 'gamma': 0.557748381536471, 'reg_alpha': 0.31899277382673885, 'reg_lambda': 1.6250276612001429}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:51,794] Trial 66 finished with value: 0.75 and parameters: {'n_estimators': 101, 'learning_rate': 0.09859073036238329, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8515926558228665, 'colsample_bytree': 0.8670264274747508, 'gamma': 2.176166688276722, 'reg_alpha': 0.20622344569637333, 'reg_lambda': 1.1140138127474113}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:52,159] Trial 67 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 101, 'learning_rate': 0.09201984839514372, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9193524145026378, 'colsample_bytree': 0.8680051416155959, 'gamma': 2.1216522721373132, 'reg_alpha': 0.11252125498085852, 'reg_lambda': 1.13660495212306}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:52,435] Trial 68 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 59, 'learning_rate': 0.15550905515800936, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6861467094856708, 'colsample_bytree': 0.8893265640971012, 'gamma': 2.3918311618324353, 'reg_alpha': 0.2416435585623605, 'reg_lambda': 1.3174993498936205}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:52,767] Trial 69 finished with value: 0.75 and parameters: {'n_estimators': 122, 'learning_rate': 0.07367740814101535, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9332751694729404, 'colsample_bytree': 0.9277049994612612, 'gamma': 1.6547161086864142, 'reg_alpha': 0.20482372279219552, 'reg_lambda': 1.766365712251256}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:53,093] Trial 70 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 82, 'learning_rate': 0.11689474289375906, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.854914445618848, 'colsample_bytree': 0.8446152244878778, 'gamma': 1.9152488248053163, 'reg_alpha': 0.047013718755771955, 'reg_lambda': 1.476577563402404}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:53,497] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.07631570848237584, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9327063049227553, 'colsample_bytree': 0.9292074498629792, 'gamma': 0.1839003393223269, 'reg_alpha': 0.1897489156014534, 'reg_lambda': 1.8013974708467244}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:53,933] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 130, 'learning_rate': 0.0652134721579795, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9646756650087156, 'colsample_bytree': 0.9095426657974995, 'gamma': 1.6470132768595211, 'reg_alpha': 0.20173642680244835, 'reg_lambda': 1.5535061969814778}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:54,249] Trial 73 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 121, 'learning_rate': 0.09593817538671918, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9868319082680357, 'colsample_bytree': 0.9702980556217884, 'gamma': 2.1317973455524206, 'reg_alpha': 0.2598403198588661, 'reg_lambda': 1.957079851440157}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:54,525] Trial 74 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 108, 'learning_rate': 0.056727609000849756, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9108784983472034, 'colsample_bytree': 0.9581260676010693, 'gamma': 4.557899163385455, 'reg_alpha': 0.12846501346426797, 'reg_lambda': 1.104612576342815}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:54,875] Trial 75 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 167, 'learning_rate': 0.09919779311219386, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8970648005499655, 'colsample_bytree': 0.9232319512464533, 'gamma': 1.8748971778735997, 'reg_alpha': 0.28512248819804253, 'reg_lambda': 0.9956081180913812}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:55,172] Trial 76 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 89, 'learning_rate': 0.08448568875161948, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9511231496350856, 'colsample_bytree': 0.8211929056406855, 'gamma': 2.5517140723250615, 'reg_alpha': 0.33823879453167893, 'reg_lambda': 1.2131132313344648}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:55,950] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.07013511478261256, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8772674098516081, 'colsample_bytree': 0.8817061645438611, 'gamma': 0.7711265254328166, 'reg_alpha': 0.5480950427150741, 'reg_lambda': 1.7494986206763532}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:56,271] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 97, 'learning_rate': 0.1362865118694541, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9231876036524443, 'colsample_bytree': 0.8536316849187542, 'gamma': 1.0132903385478738, 'reg_alpha': 0.8328201438119774, 'reg_lambda': 1.6442285700250043}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:56,577] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.07685226954871509, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8132927468288187, 'colsample_bytree': 0.8303519005961076, 'gamma': 1.1635978823513913, 'reg_alpha': 0.393673557800384, 'reg_lambda': 1.425140228473327}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:56,832] Trial 80 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.04638376506114662, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.865935450063567, 'colsample_bytree': 0.9023644283457928, 'gamma': 1.7347092614613833, 'reg_alpha': 0.45965373263610476, 'reg_lambda': 1.298804508410801}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:57,223] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.06070867364903841, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9330246196039365, 'colsample_bytree': 0.9274910226560654, 'gamma': 0.22566341891250047, 'reg_alpha': 0.21215379583766844, 'reg_lambda': 1.8393991869735973}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:57,548] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 145, 'learning_rate': 0.07363019526570976, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9097422909689499, 'colsample_bytree': 0.9581391711600552, 'gamma': 0.45226007375185984, 'reg_alpha': 0.17305183684927378, 'reg_lambda': 2.0792866133563765}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:57,921] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 148, 'learning_rate': 0.08719637186721835, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8863625376533174, 'colsample_bytree': 0.9618799091284724, 'gamma': 1.578311064359142, 'reg_alpha': 0.17430878016158022, 'reg_lambda': 2.0775591688460815}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:58,217] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.07435181921649538, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9057526216880734, 'colsample_bytree': 0.8098313141527373, 'gamma': 0.47955441192906134, 'reg_alpha': 0.24145763700790046, 'reg_lambda': 2.2702039142245263}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:58,561] Trial 85 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 102, 'learning_rate': 0.11035570501723396, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8955555712044083, 'colsample_bytree': 0.9377507439414045, 'gamma': 0.8494739363754202, 'reg_alpha': 0.08049540480262338, 'reg_lambda': 2.2842538075470915}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:58,803] Trial 86 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 28, 'learning_rate': 0.06592639933653752, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9724906654315416, 'colsample_bytree': 0.9894540713506998, 'gamma': 1.9837086572830762, 'reg_alpha': 0.1486049134989333, 'reg_lambda': 2.1557100304605936}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:59,050] Trial 87 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 113, 'learning_rate': 0.05245333786495324, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6012988466419469, 'colsample_bytree': 0.9153046993529949, 'gamma': 2.217133003252412, 'reg_alpha': 0.5904998681848017, 'reg_lambda': 1.9512489779292184}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:59,499] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.10251177288150955, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8506316003594669, 'colsample_bytree': 0.871775655586858, 'gamma': 0.28592150728232135, 'reg_alpha': 0.899936425396151, 'reg_lambda': 2.514088772407318}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:59,859] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.11588728705079321, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.851406275035357, 'colsample_bytree': 0.8480642026234309, 'gamma': 0.34973401514962393, 'reg_alpha': 0.8954973871879379, 'reg_lambda': 2.7107352534295828}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:00,431] Trial 90 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 236, 'learning_rate': 0.10179062801866362, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8412050552289553, 'colsample_bytree': 0.8860227925566049, 'gamma': 0.5684074428584112, 'reg_alpha': 0.8385654659858129, 'reg_lambda': 2.5595222938030893}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:00,864] Trial 91 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 218, 'learning_rate': 0.0789648657452293, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8679077441061295, 'colsample_bytree': 0.8676291917907631, 'gamma': 0.18120127369119826, 'reg_alpha': 0.7799441691557967, 'reg_lambda': 2.9211537126496583}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:01,196] Trial 92 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 231, 'learning_rate': 0.09158074238605472, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.870089383543577, 'colsample_bytree': 0.867901756199516, 'gamma': 0.27646140985106604, 'reg_alpha': 0.7710793127375352, 'reg_lambda': 2.798947431952202}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:01,638] Trial 93 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.08113121059658737, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.857433009049908, 'colsample_bytree': 0.8360802013096863, 'gamma': 0.10616021287096139, 'reg_alpha': 0.9484821424864736, 'reg_lambda': 2.4442941364654516}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:01,986] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.13187726399403807, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8845909639319318, 'colsample_bytree': 0.8744403279548748, 'gamma': 0.4925029786494436, 'reg_alpha': 0.7266816910789256, 'reg_lambda': 2.389145624127495}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:02,401] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.1469598619083228, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8294109512747169, 'colsample_bytree': 0.8599939756196612, 'gamma': 0.6868860942054744, 'reg_alpha': 0.8655021395404012, 'reg_lambda': 2.532978789517471}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:02,785] Trial 96 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 229, 'learning_rate': 0.174014520677371, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8487368997745073, 'colsample_bytree': 0.825944572294602, 'gamma': 0.02600674748320375, 'reg_alpha': 0.9006300279973193, 'reg_lambda': 2.7920792164172648}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:03,144] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.0625411743649597, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9016466667581907, 'colsample_bytree': 0.7836504055489414, 'gamma': 0.35916634145716564, 'reg_alpha': 0.7797925507176116, 'reg_lambda': 1.3630171796401271}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:03,382] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.10342240469603318, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8734802524537039, 'colsample_bytree': 0.8011613435485359, 'gamma': 0.1674447199183678, 'reg_alpha': 0.8755839351792589, 'reg_lambda': 2.9661521782544913}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:03,790] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.12715642854853781, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7816505058467468, 'colsample_bytree': 0.7277744923014556, 'gamma': 1.3826274954476334, 'reg_alpha': 0.6886687576271775, 'reg_lambda': 2.9017063314670057}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:04,226] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 77, 'learning_rate': 0.08584579289738765, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8616250163512176, 'colsample_bytree': 0.8920681163615753, 'gamma': 4.157727421632581, 'reg_alpha': 0.6410019643374644, 'reg_lambda': 0.9316726263233259}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:04,524] Trial 101 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 94, 'learning_rate': 0.07267310259560386, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9134208112637601, 'colsample_bytree': 0.9509182265095344, 'gamma': 0.9576447885623851, 'reg_alpha': 0.1252624699049324, 'reg_lambda': 1.5402144667330415}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:04,815] Trial 102 finished with value: 0.738095238095238 and parameters: {'n_estimators': 84, 'learning_rate': 0.06857401199577164, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9167016143255372, 'colsample_bytree': 0.9708481616330618, 'gamma': 0.9223129112227062, 'reg_alpha': 0.1078549013084058, 'reg_lambda': 1.548273697024842}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:05,076] Trial 103 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 91, 'learning_rate': 0.07858554141913078, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8904074243444626, 'colsample_bytree': 0.9493018708838769, 'gamma': 0.6833835094954204, 'reg_alpha': 0.7445866574101708, 'reg_lambda': 1.269877837969637}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:05,541] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.05698333857081073, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8847769600522306, 'colsample_bytree': 0.9567725359177324, 'gamma': 0.8049769220768802, 'reg_alpha': 0.7941239689583827, 'reg_lambda': 1.2727073792976624}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:05,819] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.0815440449514732, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9125773795422625, 'colsample_bytree': 0.9451533028766795, 'gamma': 0.6119932703130345, 'reg_alpha': 0.7420333333017697, 'reg_lambda': 1.4511765823616734}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:06,114] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.05971853393314346, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9245419124881866, 'colsample_bytree': 0.9946543739143104, 'gamma': 0.46062894424192, 'reg_alpha': 0.8409832696514334, 'reg_lambda': 1.3821567678367037}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:06,552] Trial 107 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.06180492847217908, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9404452762634948, 'colsample_bytree': 0.9872359983605652, 'gamma': 0.4400366262768638, 'reg_alpha': 0.8143429306942765, 'reg_lambda': 1.1855281423753659}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:06,827] Trial 108 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 68, 'learning_rate': 0.040610444626045954, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.93881523192972, 'colsample_bytree': 0.9961351661033899, 'gamma': 0.44236668647509136, 'reg_alpha': 0.8474535927428065, 'reg_lambda': 1.174243957830934}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:07,229] Trial 109 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 185, 'learning_rate': 0.05268736124391806, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8932043779799779, 'colsample_bytree': 0.9773765154975386, 'gamma': 0.6911952175783086, 'reg_alpha': 0.8232537807272379, 'reg_lambda': 2.70155107920812}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:07,531] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 80, 'learning_rate': 0.06026774258745073, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9046028466841702, 'colsample_bytree': 0.9514959652808875, 'gamma': 0.2980574865324323, 'reg_alpha': 0.8101461498853837, 'reg_lambda': 2.903988574970134}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:07,814] Trial 111 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.07251885318721389, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9571827468527354, 'colsample_bytree': 0.9852407169912191, 'gamma': 0.4933598841531763, 'reg_alpha': 0.9081718734641507, 'reg_lambda': 1.2274242807187283}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:08,268] Trial 112 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 233, 'learning_rate': 0.06500152599983908, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.99223526432037, 'colsample_bytree': 0.9643038451187954, 'gamma': 0.5629141013817084, 'reg_alpha': 0.8523857755275469, 'reg_lambda': 1.3440830716674197}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:08,643] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.04986625698636624, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9821636443931977, 'colsample_bytree': 0.9972281379910863, 'gamma': 1.0090977523956308, 'reg_alpha': 0.793485301105101, 'reg_lambda': 1.3877764505440322}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:09,024] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.05799580057995047, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9255118121412728, 'colsample_bytree': 0.9724982259638258, 'gamma': 0.7550274317303226, 'reg_alpha': 0.7527573406714705, 'reg_lambda': 1.4984086843942785}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:09,383] Trial 115 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.06962074618658064, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.947213287798022, 'colsample_bytree': 0.980445858863174, 'gamma': 0.3892572573776305, 'reg_alpha': 0.8813763092270841, 'reg_lambda': 1.6009003092386394}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:09,671] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.08941444852563415, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9633879633492686, 'colsample_bytree': 0.9374592085822051, 'gamma': 0.24461395955856502, 'reg_alpha': 0.939156223026221, 'reg_lambda': 1.0405370085997825}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:10,057] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.06441463706684007, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9999355782287255, 'colsample_bytree': 0.8151668251069848, 'gamma': 0.1217983495754793, 'reg_alpha': 0.9696301393757206, 'reg_lambda': 1.2535792692570367}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:10,367] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.1138707824990885, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8785384834433261, 'colsample_bytree': 0.7645115007132096, 'gamma': 0.6939924479445365, 'reg_alpha': 0.7143587829477297, 'reg_lambda': 1.5318778476103758}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:10,666] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.07809352516230973, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8915308188757455, 'colsample_bytree': 0.946404698852466, 'gamma': 1.210023465036168, 'reg_alpha': 0.825508256082604, 'reg_lambda': 0.7696999149351571}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:11,013] Trial 120 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 219, 'learning_rate': 0.07356723779976646, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9386648451508259, 'colsample_bytree': 0.9901956111963828, 'gamma': 3.0914199918774115, 'reg_alpha': 0.7824059087723125, 'reg_lambda': 1.6891529969502574}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:11,290] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.0811434751109953, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9264401469839345, 'colsample_bytree': 0.9654415240585907, 'gamma': 0.6151812530373272, 'reg_alpha': 0.1258429357117811, 'reg_lambda': 1.4324725240410277}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:11,564] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.06081616503201151, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9159227079506721, 'colsample_bytree': 0.9021410975081952, 'gamma': 0.3134620156071756, 'reg_alpha': 0.9138648450204835, 'reg_lambda': 1.32696630506602}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:11,811] Trial 123 finished with value: 0.738095238095238 and parameters: {'n_estimators': 71, 'learning_rate': 0.06778318826640824, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9505237202291801, 'colsample_bytree': 0.6669280353602506, 'gamma': 0.9195024465824893, 'reg_alpha': 0.5018151995066561, 'reg_lambda': 1.4648812685282715}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:12,020] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.09403875601350775, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9071743130010865, 'colsample_bytree': 0.8454881093641207, 'gamma': 0.4534094968165395, 'reg_alpha': 0.16272078265193687, 'reg_lambda': 1.2965689833975103}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:12,470] Trial 125 finished with value: 0.738095238095238 and parameters: {'n_estimators': 227, 'learning_rate': 0.054267658332743884, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9243239571264038, 'colsample_bytree': 0.9765877024289052, 'gamma': 0.19215451595007665, 'reg_alpha': 0.23096983470044932, 'reg_lambda': 1.3864286471625469}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:12,794] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 80, 'learning_rate': 0.04392920286884263, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.864785418262192, 'colsample_bytree': 0.8031454318074304, 'gamma': 0.8007069480687845, 'reg_alpha': 0.18101774184377284, 'reg_lambda': 1.1600665856894374}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:12,945] Trial 127 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 63, 'learning_rate': 0.07703671009502788, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9703214272953239, 'colsample_bytree': 0.7494204551273099, 'gamma': 0.5446453967093634, 'reg_alpha': 0.5983569289425428, 'reg_lambda': 1.6010510430218108}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:13,359] Trial 128 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 238, 'learning_rate': 0.0887930986851233, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8979761198575885, 'colsample_bytree': 0.9135697742133171, 'gamma': 3.5488914010407893, 'reg_alpha': 0.7435647420397877, 'reg_lambda': 2.354251758574918}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:13,611] Trial 129 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 52, 'learning_rate': 0.07150804160474693, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9164774775130191, 'colsample_bytree': 0.953869433103132, 'gamma': 0.06856737482676845, 'reg_alpha': 0.8539518440862908, 'reg_lambda': 1.0974126164366877}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:14,035] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 247, 'learning_rate': 0.04892535497248072, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8793590524490579, 'colsample_bytree': 0.8561083549711084, 'gamma': 1.0502860408348764, 'reg_alpha': 0.6927637076476685, 'reg_lambda': 1.2494558049379592}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:14,292] Trial 131 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 88, 'learning_rate': 0.10563552396697881, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8474035700937579, 'colsample_bytree': 0.8706299142250696, 'gamma': 0.4038544843518141, 'reg_alpha': 0.19117252791557024, 'reg_lambda': 1.0822385804546384}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:14,666] Trial 132 finished with value: 0.761904761904762 and parameters: {'n_estimators': 108, 'learning_rate': 0.09814954397569696, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8458981154558649, 'colsample_bytree': 0.8787023987502581, 'gamma': 0.4235423128904697, 'reg_alpha': 0.14870967560893378, 'reg_lambda': 0.898768454368696}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:14,932] Trial 133 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 95, 'learning_rate': 0.12014125849884821, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8149543330374035, 'colsample_bytree': 0.8353119780230024, 'gamma': 0.39566275808144974, 'reg_alpha': 0.08411101044803235, 'reg_lambda': 0.8224486471266436}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:15,232] Trial 134 finished with value: 0.755952380952381 and parameters: {'n_estimators': 90, 'learning_rate': 0.10613108688724361, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8395462271578124, 'colsample_bytree': 0.8768520219038688, 'gamma': 0.3026793888220081, 'reg_alpha': 0.06141127521108396, 'reg_lambda': 0.9066127434686602}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:15,626] Trial 135 finished with value: 0.761904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.1076268840805603, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8365944655766947, 'colsample_bytree': 0.8811056443829344, 'gamma': 0.28493066773528647, 'reg_alpha': 0.04059505088028012, 'reg_lambda': 0.887526072615345}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:15,871] Trial 136 finished with value: 0.738095238095238 and parameters: {'n_estimators': 104, 'learning_rate': 0.10749592797623758, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8023534308730458, 'colsample_bytree': 0.8740494826037554, 'gamma': 0.007229195471223804, 'reg_alpha': 0.05098325757986682, 'reg_lambda': 0.6646696640492713}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:16,161] Trial 137 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 89, 'learning_rate': 0.09850548480379076, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8358283271342553, 'colsample_bytree': 0.8808805740357056, 'gamma': 0.2620893967072534, 'reg_alpha': 0.030793369126798715, 'reg_lambda': 0.8999021750219969}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:16,566] Trial 138 finished with value: 0.761904761904762 and parameters: {'n_estimators': 108, 'learning_rate': 0.1444745442238743, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8251091497831483, 'colsample_bytree': 0.8951243826702496, 'gamma': 0.3836473295518912, 'reg_alpha': 0.002144198160069416, 'reg_lambda': 0.8533075164719519}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:16,931] Trial 139 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.12885467335392256, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8236364275778421, 'colsample_bytree': 0.8890110191142747, 'gamma': 0.204922240136983, 'reg_alpha': 0.018968690932233762, 'reg_lambda': 0.8811225531223319}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:17,220] Trial 140 finished with value: 0.755952380952381 and parameters: {'n_estimators': 96, 'learning_rate': 0.14982845377926102, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8417948667551989, 'colsample_bytree': 0.8989478975547508, 'gamma': 0.3342131955896512, 'reg_alpha': 0.03841247543559205, 'reg_lambda': 0.760817665801148}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:17,514] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 115, 'learning_rate': 0.14210420824512635, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8433292845422538, 'colsample_bytree': 0.8974719060546738, 'gamma': 0.3537401344138672, 'reg_alpha': 0.06105832723877452, 'reg_lambda': 0.7219371917848476}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:17,891] Trial 142 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 116, 'learning_rate': 0.14459535115533076, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8464618585003704, 'colsample_bytree': 0.8970455187745648, 'gamma': 0.33052084299056905, 'reg_alpha': 0.0034818412040002675, 'reg_lambda': 0.7745985435658943}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 20:41:18,264] Trial 143 finished with value: 0.744047619047619 and parameters: {'n_estimators': 118, 'learning_rate': 0.14874895822942488, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8311536039713948, 'colsample_bytree': 0.8947940361221537, 'gamma': 0.34898362599539967, 'reg_alpha': 0.05815480087897176, 'reg_lambda': 0.7335737627172907}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 20:41:18,591] Trial 144 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 112, 'learning_rate': 0.17416635695505145, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8392672468658514, 'colsample_bytree': 0.8957962555730342, 'gamma': 0.6614094426237358, 'reg_alpha': 0.0029436841344933394, 'reg_lambda': 0.7843959045463869}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 20:41:18,941] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 127, 'learning_rate': 0.14120759982398243, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8411500323000981, 'colsample_bytree': 0.9046706063878747, 'gamma': 0.6424033624797659, 'reg_alpha': 0.006489537510169979, 'reg_lambda': 0.7638504406999199}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 20:41:19,231] Trial 146 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 98, 'learning_rate': 0.16094645972936708, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8461367669384066, 'colsample_bytree': 0.8977071693890352, 'gamma': 0.1510650258721856, 'reg_alpha': 0.03296725581413372, 'reg_lambda': 0.5713296709407769}. Best is trial 146 with value: 0.7857142857142857.
[I 2025-11-03 20:41:19,592] Trial 147 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 112, 'learning_rate': 0.18961498117709885, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8444574769299074, 'colsample_bytree': 0.9167149686662578, 'gamma': 0.08067913668546928, 'reg_alpha': 0.03642547699705251, 'reg_lambda': 0.593386764879013}. Best is trial 147 with value: 0.7976190476190476.
[I 2025-11-03 20:41:19,962] Trial 148 finished with value: 0.8035714285714285 and parameters: {'n_estimators': 116, 'learning_rate': 0.2107105156942442, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8427128139688779, 'colsample_bytree': 0.9189268347548201, 'gamma': 0.12458579393280508, 'reg_alpha': 0.03496994789549951, 'reg_lambda': 0.5427937443383275}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:20,355] Trial 149 finished with value: 0.761904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.20926304347448482, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8198553703993909, 'colsample_bytree': 0.9162321352710903, 'gamma': 0.15896754527380116, 'reg_alpha': 0.06854773604066884, 'reg_lambda': 0.5586215334417062}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:20,686] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 117, 'learning_rate': 0.20617217527082765, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8215606400730533, 'colsample_bytree': 0.9185716534166585, 'gamma': 0.14770863778028998, 'reg_alpha': 0.07452890190650335, 'reg_lambda': 0.5554098517908201}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:21,024] Trial 151 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 110, 'learning_rate': 0.27130307645268154, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8066577600827786, 'colsample_bytree': 0.9082411760397444, 'gamma': 0.004435502502414451, 'reg_alpha': 0.006730159959318124, 'reg_lambda': 0.6035967191311572}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:21,310] Trial 152 finished with value: 0.744047619047619 and parameters: {'n_estimators': 110, 'learning_rate': 0.2269100956827373, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8135312348814818, 'colsample_bytree': 0.9105519610318423, 'gamma': 0.0954345901062258, 'reg_alpha': 0.0020333665633475856, 'reg_lambda': 0.5953962610960241}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:21,555] Trial 153 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 105, 'learning_rate': 0.29407254923627185, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7929193902010259, 'colsample_bytree': 0.933667979567522, 'gamma': 0.034002176112350624, 'reg_alpha': 0.0271355799804434, 'reg_lambda': 0.6510549217683614}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:21,849] Trial 154 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 115, 'learning_rate': 0.2628091312904822, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8210813041103779, 'colsample_bytree': 0.9060729837671153, 'gamma': 0.19712438486471917, 'reg_alpha': 0.09471229568197378, 'reg_lambda': 0.5422366960966334}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:22,121] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 116, 'learning_rate': 0.203756718593065, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8030298001617, 'colsample_bytree': 0.9208638813484363, 'gamma': 0.16903142189835224, 'reg_alpha': 0.10429299427923011, 'reg_lambda': 0.514803674197371}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:22,417] Trial 156 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 127, 'learning_rate': 0.258088879029231, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8204217821845513, 'colsample_bytree': 0.9060587355953841, 'gamma': 0.1103587045830783, 'reg_alpha': 0.04455631278096471, 'reg_lambda': 0.6076595950686389}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:22,693] Trial 157 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 105, 'learning_rate': 0.2669682961272783, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8584208344858456, 'colsample_bytree': 0.8840283718939294, 'gamma': 0.011786321388768527, 'reg_alpha': 0.08980807075722395, 'reg_lambda': 0.7084887248509535}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:22,979] Trial 158 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.19200995496610426, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8295279099099315, 'colsample_bytree': 0.9227299153669123, 'gamma': 0.2167451397529549, 'reg_alpha': 0.06647589033033503, 'reg_lambda': 0.5527579705447863}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:23,318] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.1919887420623585, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8242903146788391, 'colsample_bytree': 0.9181087618848559, 'gamma': 0.19020113900068064, 'reg_alpha': 0.11898014104523577, 'reg_lambda': 0.5538491453880591}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:23,651] Trial 160 finished with value: 0.761904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.18348181655097867, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8317811602925178, 'colsample_bytree': 0.9296109268815974, 'gamma': 0.25092089592052963, 'reg_alpha': 0.036382921297754015, 'reg_lambda': 0.6732374309982223}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:23,979] Trial 161 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 99, 'learning_rate': 0.16189867676508307, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8060346230932659, 'colsample_bytree': 0.9330303201460329, 'gamma': 0.21656992713131884, 'reg_alpha': 0.02107562481479309, 'reg_lambda': 0.6324209668842043}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:24,316] Trial 162 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.23117341710318937, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8298570082474069, 'colsample_bytree': 0.9257077492750312, 'gamma': 0.10973695654813687, 'reg_alpha': 0.07384535981058538, 'reg_lambda': 0.5052318301285428}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:24,726] Trial 163 finished with value: 0.744047619047619 and parameters: {'n_estimators': 121, 'learning_rate': 0.18896491532443635, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7901560890766693, 'colsample_bytree': 0.8884471448384242, 'gamma': 0.24312006067650777, 'reg_alpha': 0.03971653495267207, 'reg_lambda': 0.683502093580852}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:25,130] Trial 164 finished with value: 0.761904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.1668881799234758, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8319071592896047, 'colsample_bytree': 0.9099925342760343, 'gamma': 0.1117016117763947, 'reg_alpha': 0.1412702039417596, 'reg_lambda': 0.5679506742273034}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:25,468] Trial 165 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 99, 'learning_rate': 0.1673847350036134, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8324600277711874, 'colsample_bytree': 0.9047827762426436, 'gamma': 0.00846049034283719, 'reg_alpha': 0.09572643130398303, 'reg_lambda': 0.565375919959199}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:25,775] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.17079191656671516, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7666103000620268, 'colsample_bytree': 0.9039953960646333, 'gamma': 0.022551904643194842, 'reg_alpha': 0.1412260687395997, 'reg_lambda': 0.562769917077736}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:26,167] Trial 167 finished with value: 0.738095238095238 and parameters: {'n_estimators': 100, 'learning_rate': 0.21500746197225268, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8081242362197572, 'colsample_bytree': 0.9119555918366087, 'gamma': 9.454634356617642e-05, 'reg_alpha': 0.1000117668993298, 'reg_lambda': 0.6042642605173827}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:26,458] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 137, 'learning_rate': 0.24850624380578865, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8323371804580855, 'colsample_bytree': 0.9187736533729728, 'gamma': 0.13796823977900985, 'reg_alpha': 0.06829963122693004, 'reg_lambda': 0.5577047921131654}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:26,819] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.16243734401238408, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8183324538680313, 'colsample_bytree': 0.929635901424617, 'gamma': 0.22206292371165381, 'reg_alpha': 0.027087986712543123, 'reg_lambda': 0.6736794230214382}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:27,142] Trial 170 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 98, 'learning_rate': 0.18090201544377074, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7948485674891097, 'colsample_bytree': 0.9103180972666586, 'gamma': 0.10975122854935458, 'reg_alpha': 0.04736610383209437, 'reg_lambda': 0.6289196613491912}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:27,535] Trial 171 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 125, 'learning_rate': 0.19470946715786203, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8334220349133302, 'colsample_bytree': 0.9408552753796665, 'gamma': 0.277115824664398, 'reg_alpha': 0.000663968244872519, 'reg_lambda': 0.5311504689516503}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:27,861] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 104, 'learning_rate': 0.21575410539806392, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8530187833961946, 'colsample_bytree': 0.9237266724652119, 'gamma': 0.11787650044357056, 'reg_alpha': 0.0950848832385816, 'reg_lambda': 0.5870602275181317}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:28,214] Trial 173 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.274200575574142, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8262821782293082, 'colsample_bytree': 0.9073060927504494, 'gamma': 0.25257416468008714, 'reg_alpha': 0.03522603401945741, 'reg_lambda': 0.5098704266020484}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:28,531] Trial 174 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 93, 'learning_rate': 0.1826835281281733, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8157827143430397, 'colsample_bytree': 0.8914173873048529, 'gamma': 0.5233113812799268, 'reg_alpha': 0.12200589243717205, 'reg_lambda': 0.847730489917365}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:28,858] Trial 175 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 98, 'learning_rate': 0.1656905763857555, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8483616979398425, 'colsample_bytree': 0.8999562747840679, 'gamma': 0.3325053524062818, 'reg_alpha': 0.08088648476658644, 'reg_lambda': 0.6415409946427889}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:29,178] Trial 176 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 120, 'learning_rate': 0.16249456184409364, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8465676484900924, 'colsample_bytree': 0.9014324220885938, 'gamma': 0.18676013388064017, 'reg_alpha': 0.08454117290961113, 'reg_lambda': 0.6560075730783735}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:29,598] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 132, 'learning_rate': 0.16587419581914425, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8343998378327736, 'colsample_bytree': 0.9000202201469021, 'gamma': 0.36404414036278093, 'reg_alpha': 0.08233760631074025, 'reg_lambda': 0.6547653408395464}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:29,933] Trial 178 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 119, 'learning_rate': 0.1995030290695978, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8472352012557186, 'colsample_bytree': 0.9154172480586559, 'gamma': 0.08918953008388751, 'reg_alpha': 0.06409357636016515, 'reg_lambda': 0.694011236072587}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:30,355] Trial 179 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 119, 'learning_rate': 0.2035736794431347, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8476890184034372, 'colsample_bytree': 0.9160604221750401, 'gamma': 0.01793528551538323, 'reg_alpha': 0.05889311128708515, 'reg_lambda': 0.6878760626309763}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:30,680] Trial 180 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 119, 'learning_rate': 0.19817482601541092, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8451806938077032, 'colsample_bytree': 0.918035693317136, 'gamma': 0.005434266414037216, 'reg_alpha': 0.0636030183083634, 'reg_lambda': 0.6855303389255686}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:31,096] Trial 181 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 120, 'learning_rate': 0.2248126201390807, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8479849483720657, 'colsample_bytree': 0.9168725583161114, 'gamma': 0.03462367094662566, 'reg_alpha': 0.06310735764357182, 'reg_lambda': 0.6960008927901423}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:31,406] Trial 182 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 113, 'learning_rate': 0.19965161495066, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8580980144682759, 'colsample_bytree': 0.9264095541398858, 'gamma': 0.014020890439476432, 'reg_alpha': 0.05124380311861056, 'reg_lambda': 0.6210030243506217}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:31,718] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 123, 'learning_rate': 0.18214351319014443, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8459817348305294, 'colsample_bytree': 0.9013056555307657, 'gamma': 0.1923901073306137, 'reg_alpha': 0.02501923929837465, 'reg_lambda': 0.7234190414141848}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:32,004] Trial 184 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 118, 'learning_rate': 0.23495276520844288, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8502651763218783, 'colsample_bytree': 0.9166960881879205, 'gamma': 0.3232372280219489, 'reg_alpha': 0.08578681621612713, 'reg_lambda': 0.8076173753040304}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:32,360] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.21937962078887854, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8521394374558001, 'colsample_bytree': 0.9164549681640967, 'gamma': 0.31838554735529534, 'reg_alpha': 0.08661815843329689, 'reg_lambda': 0.7888901038317706}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:32,793] Trial 186 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.24144266082255608, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.844943126529571, 'colsample_bytree': 0.9069531248919656, 'gamma': 0.12793493307129616, 'reg_alpha': 0.1129626857774492, 'reg_lambda': 0.8283118701447425}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:33,021] Trial 187 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 110, 'learning_rate': 0.25404406247797967, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8569989807269514, 'colsample_bytree': 0.8926374494579957, 'gamma': 0.0018562097437765934, 'reg_alpha': 0.06584861733922576, 'reg_lambda': 0.975393875036407}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:33,351] Trial 188 finished with value: 0.761904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.24944423390932555, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.861108750811388, 'colsample_bytree': 0.885320009737234, 'gamma': 0.01615366910292175, 'reg_alpha': 0.08868171711959291, 'reg_lambda': 0.8768484932242873}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:33,638] Trial 189 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 124, 'learning_rate': 0.296097192482971, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.853837037080321, 'colsample_bytree': 0.8939101050486995, 'gamma': 0.41410191744978464, 'reg_alpha': 0.059045786132000184, 'reg_lambda': 0.7554131452494587}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:33,958] Trial 190 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 108, 'learning_rate': 0.2383948426371332, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.839000772989481, 'colsample_bytree': 0.8982941840893036, 'gamma': 0.2828306844156448, 'reg_alpha': 0.017304809726210457, 'reg_lambda': 0.9565057172572013}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:34,317] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 117, 'learning_rate': 0.20656061007405263, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8236495172067417, 'colsample_bytree': 0.9113431009669246, 'gamma': 0.14296945427217275, 'reg_alpha': 0.061875154633308935, 'reg_lambda': 0.5993751261627093}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:34,618] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 113, 'learning_rate': 0.15371025351628642, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8461757612626778, 'colsample_bytree': 0.9194827682008675, 'gamma': 0.006911231970391518, 'reg_alpha': 0.0767420142480438, 'reg_lambda': 0.9959368126866829}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:34,950] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.2635123672802384, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8628465797973371, 'colsample_bytree': 0.8823214190498796, 'gamma': 0.18254158434164086, 'reg_alpha': 0.109979612267225, 'reg_lambda': 0.6389089071277462}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:35,311] Trial 194 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.2015044971987601, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.809919182889764, 'colsample_bytree': 0.8913705481582409, 'gamma': 0.22681914461826524, 'reg_alpha': 0.04574710465606908, 'reg_lambda': 0.7054917150968262}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:35,632] Trial 195 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 103, 'learning_rate': 0.28040074393229514, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8380168424115647, 'colsample_bytree': 0.9355459111562736, 'gamma': 0.0867677073166793, 'reg_alpha': 0.015808270504099803, 'reg_lambda': 0.8023059571961438}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:35,965] Trial 196 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.23329250191623044, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8567443194377733, 'colsample_bytree': 0.9051200411371431, 'gamma': 0.3563475172329347, 'reg_alpha': 0.07001937792447309, 'reg_lambda': 0.5582907443726106}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:36,379] Trial 197 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 113, 'learning_rate': 0.19335021202124442, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.826445020894552, 'colsample_bytree': 0.8990362788406362, 'gamma': 0.10750111311576808, 'reg_alpha': 0.09943467492035345, 'reg_lambda': 0.5056125386231235}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:36,667] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.17299000895905958, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8476187706301382, 'colsample_bytree': 0.9224359482788065, 'gamma': 0.25438529279725736, 'reg_alpha': 0.001409235001652659, 'reg_lambda': 0.6237542773362884}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:36,982] Trial 199 finished with value: 0.755952380952381 and parameters: {'n_estimators': 104, 'learning_rate': 0.15347078466308453, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8396194096085741, 'colsample_bytree': 0.9123708727817339, 'gamma': 0.0028734065434635504, 'reg_alpha': 0.0419489909600723, 'reg_lambda': 0.6877688041120887}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:36,985] A new study created in memory with name: no-name-dbe06e0c-d434-428b-acc5-d061f9694ee6
[I 2025-11-03 20:41:37,373] Trial 0 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 215, 'learning_rate': 0.236764862051702, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7476309200389291, 'colsample_bytree': 0.7713408601043009, 'gamma': 4.531558886355225, 'reg_alpha': 0.7213354705251377, 'reg_lambda': 1.5957677938372254}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 20:41:37,675] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 151, 'learning_rate': 0.010436196710113128, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8386251694198438, 'colsample_bytree': 0.7485439052833681, 'gamma': 0.9590982373920448, 'reg_alpha': 0.6559256701432815, 'reg_lambda': 2.2333295413684677}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 20:41:38,033] Trial 2 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 189, 'learning_rate': 0.2402332665982809, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6187733532484786, 'colsample_bytree': 0.8316012833298012, 'gamma': 1.7279594067274384, 'reg_alpha': 0.8892464158717418, 'reg_lambda': 1.4854882847491568}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:41:38,330] Trial 3 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 32, 'learning_rate': 0.21486596607703567, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7017105461884885, 'colsample_bytree': 0.9098199508494663, 'gamma': 0.7160817665473901, 'reg_alpha': 0.07081103274334033, 'reg_lambda': 1.6640989458346105}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:41:38,599] Trial 4 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.026205028462421877, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9676365276551298, 'colsample_bytree': 0.9100615400371845, 'gamma': 3.086705056639114, 'reg_alpha': 0.6748716798268016, 'reg_lambda': 2.743088159510755}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:41:38,980] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 191, 'learning_rate': 0.16600189384601796, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9249675192399461, 'colsample_bytree': 0.6647688112845908, 'gamma': 0.5440128821717327, 'reg_alpha': 0.6352201825619688, 'reg_lambda': 0.5528235202713784}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:41:39,290] Trial 6 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 212, 'learning_rate': 0.06394931334780495, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7812395701432052, 'colsample_bytree': 0.8975028143601589, 'gamma': 0.9154977118515739, 'reg_alpha': 0.5967839621248241, 'reg_lambda': 1.0795864814170666}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:41:39,754] Trial 7 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 135, 'learning_rate': 0.2877198812859919, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9059810921561434, 'colsample_bytree': 0.6721570075800911, 'gamma': 2.5076596639762405, 'reg_alpha': 0.2467386054774493, 'reg_lambda': 2.67016498755917}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:41:40,062] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 142, 'learning_rate': 0.030073900522545414, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9916218580078249, 'colsample_bytree': 0.8603821936549161, 'gamma': 0.34072736826118666, 'reg_alpha': 0.2403602318138699, 'reg_lambda': 2.1124873417167542}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 20:41:40,461] Trial 9 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.046332149253718334, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9091995662540147, 'colsample_bytree': 0.6505276956717208, 'gamma': 2.1419176697822713, 'reg_alpha': 0.11306016162293386, 'reg_lambda': 2.273934958222524}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:40,733] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.08190813263943983, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8660804504633818, 'colsample_bytree': 0.6045116648632074, 'gamma': 3.6809905623296104, 'reg_alpha': 0.35335628539855407, 'reg_lambda': 2.250038588610502}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:40,949] Trial 11 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.030162446895545928, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9999142866840688, 'colsample_bytree': 0.9994019322330958, 'gamma': 0.07088712906647848, 'reg_alpha': 0.009245289996364953, 'reg_lambda': 2.182759373523511}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:41,395] Trial 12 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 242, 'learning_rate': 0.03152467546042621, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9461487975171312, 'colsample_bytree': 0.826883630577368, 'gamma': 1.9822740740482094, 'reg_alpha': 0.2443783920154039, 'reg_lambda': 2.073779435992526}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:41,709] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 163, 'learning_rate': 0.0158569084794792, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8807865157380778, 'colsample_bytree': 0.7420365123290102, 'gamma': 1.615248114565281, 'reg_alpha': 0.37248314572689056, 'reg_lambda': 2.5116635739240993}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:42,120] Trial 14 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 115, 'learning_rate': 0.10454605278382974, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9717172677490489, 'colsample_bytree': 0.6957443503877037, 'gamma': 3.5715413077258757, 'reg_alpha': 0.14432324802743132, 'reg_lambda': 1.949937626113331}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:42,384] Trial 15 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 83, 'learning_rate': 0.04777945316381469, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8255917915846014, 'colsample_bytree': 0.8558661852539632, 'gamma': 4.976356362795408, 'reg_alpha': 0.4122172184136531, 'reg_lambda': 2.940323259809542}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:42,777] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 161, 'learning_rate': 0.045008680888940084, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9940384228238714, 'colsample_bytree': 0.9971191525584323, 'gamma': 2.6730264440912075, 'reg_alpha': 0.1825176782306442, 'reg_lambda': 1.2478936327366168}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:43,083] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.04674970408463117, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9071733155597401, 'colsample_bytree': 0.9980558303494733, 'gamma': 2.7188679515387473, 'reg_alpha': 0.14075886414189823, 'reg_lambda': 1.1238477941830054}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:43,402] Trial 18 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 187, 'learning_rate': 0.1203728063338047, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9015792456674067, 'colsample_bytree': 0.6027742264379827, 'gamma': 3.3181716625779405, 'reg_alpha': 0.5108913119063037, 'reg_lambda': 0.809339468473409}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:43,871] Trial 19 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 237, 'learning_rate': 0.020031733872447055, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7889673951213829, 'colsample_bytree': 0.9583815080094732, 'gamma': 2.0423972390339062, 'reg_alpha': 0.006002290912398844, 'reg_lambda': 1.3439447716478194}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:44,228] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 168, 'learning_rate': 0.06735449789716876, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.842793346936405, 'colsample_bytree': 0.7852130538075625, 'gamma': 4.20473974009481, 'reg_alpha': 0.13983980400700044, 'reg_lambda': 0.9453491699215526}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:44,593] Trial 21 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 172, 'learning_rate': 0.04435764213619496, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9408277597057404, 'colsample_bytree': 0.9999748049554992, 'gamma': 2.673544690286298, 'reg_alpha': 0.1498914424977018, 'reg_lambda': 1.2347779834075097}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:44,842] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.04205674311261207, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9380207636492036, 'colsample_bytree': 0.954077182506894, 'gamma': 2.848562254256833, 'reg_alpha': 0.2970099257275597, 'reg_lambda': 1.8628548669030018}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:45,125] Trial 23 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 111, 'learning_rate': 0.04270000685046343, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9027553991908674, 'colsample_bytree': 0.9717908958924116, 'gamma': 1.3389530868057198, 'reg_alpha': 0.320916908167076, 'reg_lambda': 1.7684207400968235}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:45,408] Trial 24 finished with value: 0.738095238095238 and parameters: {'n_estimators': 63, 'learning_rate': 0.0851559139496867, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8736832608690344, 'colsample_bytree': 0.9443423338399153, 'gamma': 2.995732012068573, 'reg_alpha': 0.4677401330390921, 'reg_lambda': 1.8555994573261314}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:45,611] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 46, 'learning_rate': 0.08945948647689433, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.868719143655548, 'colsample_bytree': 0.9372511839711557, 'gamma': 2.969874601198375, 'reg_alpha': 0.49308044986401145, 'reg_lambda': 1.9275859174369852}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:45,837] Trial 26 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 59, 'learning_rate': 0.14334512768447358, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9497094652308401, 'colsample_bytree': 0.9423130763821345, 'gamma': 3.83655258550794, 'reg_alpha': 0.4694810217656198, 'reg_lambda': 1.787232399792892}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:46,132] Trial 27 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 86, 'learning_rate': 0.06410315465109646, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8224535299172566, 'colsample_bytree': 0.8721786874800572, 'gamma': 3.0085523013247397, 'reg_alpha': 0.2923534808550972, 'reg_lambda': 1.4272385534689405}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:46,424] Trial 28 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.022229022080224668, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7403450138410058, 'colsample_bytree': 0.9663474188713397, 'gamma': 2.3792292379711886, 'reg_alpha': 0.8699025504076159, 'reg_lambda': 0.6364049885458437}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:46,753] Trial 29 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 115, 'learning_rate': 0.03543409551502027, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8674540032817277, 'colsample_bytree': 0.9299279993875962, 'gamma': 4.18509380368196, 'reg_alpha': 0.5435639389102397, 'reg_lambda': 1.5653287298825063}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:46,990] Trial 30 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 60, 'learning_rate': 0.08704836580407932, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6537913965010129, 'colsample_bytree': 0.8822349658826523, 'gamma': 3.3476862147757394, 'reg_alpha': 0.8078776299207339, 'reg_lambda': 2.468597309752784}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:47,358] Trial 31 finished with value: 0.738095238095238 and parameters: {'n_estimators': 205, 'learning_rate': 0.055766892190554876, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9152048355172019, 'colsample_bytree': 0.9682715967962188, 'gamma': 2.2998116972684683, 'reg_alpha': 0.10403273719098305, 'reg_lambda': 1.9048366145565492}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:47,707] Trial 32 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 219, 'learning_rate': 0.05726491030166534, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9255911663632017, 'colsample_bytree': 0.9723791125698946, 'gamma': 2.2862842728138966, 'reg_alpha': 0.09415315522476597, 'reg_lambda': 1.8539010929215989}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:48,106] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.037355239240014514, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8857600293832009, 'colsample_bytree': 0.9296476406297329, 'gamma': 2.685783459319839, 'reg_alpha': 0.4255962124728474, 'reg_lambda': 1.5760499421935354}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:48,496] Trial 34 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 233, 'learning_rate': 0.0709310550095415, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8487957200701789, 'colsample_bytree': 0.9751531530409796, 'gamma': 1.667749028000016, 'reg_alpha': 0.2117162247065354, 'reg_lambda': 1.748567345956662}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:48,938] Trial 35 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 148, 'learning_rate': 0.05476916680339535, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9685933317948503, 'colsample_bytree': 0.9121361968614874, 'gamma': 2.8744709236504016, 'reg_alpha': 0.04832321508876333, 'reg_lambda': 2.0102530020244074}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:49,280] Trial 36 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.10622793672236212, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9368332449872196, 'colsample_bytree': 0.951159384753963, 'gamma': 3.335958258239648, 'reg_alpha': 0.07465617788883583, 'reg_lambda': 1.6630312283820385}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:49,626] Trial 37 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 127, 'learning_rate': 0.17222369702496393, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7550726756204899, 'colsample_bytree': 0.8953029446779417, 'gamma': 1.236482799146795, 'reg_alpha': 0.1946821517317744, 'reg_lambda': 1.074805397113789}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:49,854] Trial 38 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.010278995245660559, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8099745429621268, 'colsample_bytree': 0.9798196631138912, 'gamma': 3.1833899874661458, 'reg_alpha': 0.29449564252637817, 'reg_lambda': 1.4980605528173572}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:50,224] Trial 39 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 224, 'learning_rate': 0.056847754397759895, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9285849720895933, 'colsample_bytree': 0.9215940933920898, 'gamma': 1.891391059066055, 'reg_alpha': 0.7551931953378772, 'reg_lambda': 1.8408498399658866}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:50,555] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 201, 'learning_rate': 0.024484062840151317, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.9646782622375232, 'colsample_bytree': 0.8299449027241868, 'gamma': 2.3819798035009194, 'reg_alpha': 0.9913133623746708, 'reg_lambda': 1.6558891526925228}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:50,953] Trial 41 finished with value: 0.738095238095238 and parameters: {'n_estimators': 205, 'learning_rate': 0.05340359950164993, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9175815307352382, 'colsample_bytree': 0.9588473762067155, 'gamma': 2.3095447029986627, 'reg_alpha': 0.09621255150256369, 'reg_lambda': 1.881879936219479}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:51,374] Trial 42 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 182, 'learning_rate': 0.07852840809492212, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8940246174756071, 'colsample_bytree': 0.9856055459953968, 'gamma': 2.841964574278556, 'reg_alpha': 0.04648058160314377, 'reg_lambda': 2.331703279717933}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:51,730] Trial 43 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 223, 'learning_rate': 0.03976694260070833, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9166204793327052, 'colsample_bytree': 0.949591888265817, 'gamma': 2.231135626020762, 'reg_alpha': 0.589293387289763, 'reg_lambda': 2.0610357953347895}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:52,078] Trial 44 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 198, 'learning_rate': 0.05521489292768148, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9624273579613208, 'colsample_bytree': 0.8965799910397685, 'gamma': 2.6023849341666727, 'reg_alpha': 0.25210578789226273, 'reg_lambda': 2.385195910105918}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:52,364] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.03362486556606994, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8800229780536816, 'colsample_bytree': 0.9822263007435135, 'gamma': 1.4442329355165566, 'reg_alpha': 0.11756048508150942, 'reg_lambda': 2.155628938470069}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:52,772] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.07298369942954094, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9268247323824326, 'colsample_bytree': 0.7483698530613129, 'gamma': 3.662258644838853, 'reg_alpha': 0.1868191539680108, 'reg_lambda': 1.4276816124134974}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:53,175] Trial 47 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 132, 'learning_rate': 0.013913580618754699, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8514324380087268, 'colsample_bytree': 0.9168636020899352, 'gamma': 1.8687461183467255, 'reg_alpha': 0.3679139624992305, 'reg_lambda': 1.9629661731948735}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:53,522] Trial 48 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 208, 'learning_rate': 0.027547506470889476, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6057279378513003, 'colsample_bytree': 0.9487512690304438, 'gamma': 2.496291951059832, 'reg_alpha': 0.04668042725194263, 'reg_lambda': 1.7322728412753912}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:53,894] Trial 49 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 177, 'learning_rate': 0.09535821398121397, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9826602797771445, 'colsample_bytree': 0.8451330566093962, 'gamma': 2.1007186741193067, 'reg_alpha': 0.434333199476961, 'reg_lambda': 2.231224786683564}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:54,223] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 97, 'learning_rate': 0.13057377337146547, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9511424457130154, 'colsample_bytree': 0.8080224245310987, 'gamma': 3.1695580826094094, 'reg_alpha': 0.2677289557553805, 'reg_lambda': 2.0847361124980535}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:54,591] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.05798244477851799, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.920948708690608, 'colsample_bytree': 0.9631024027583172, 'gamma': 2.2895464870711386, 'reg_alpha': 0.09337847679081238, 'reg_lambda': 1.908992054095198}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:54,943] Trial 52 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 217, 'learning_rate': 0.05193734748538836, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9090674430589916, 'colsample_bytree': 0.9688302815685679, 'gamma': 2.7112794292230316, 'reg_alpha': 0.09850626513491584, 'reg_lambda': 1.9908311233014977}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:55,328] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 193, 'learning_rate': 0.062182742445571204, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8930291245719552, 'colsample_bytree': 0.9901881421204852, 'gamma': 2.2478785474968577, 'reg_alpha': 0.015253123901726492, 'reg_lambda': 1.850511744926415}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:55,710] Trial 54 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 158, 'learning_rate': 0.061980376720933456, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8933256655846628, 'colsample_bytree': 0.9925839345502055, 'gamma': 1.808014135315551, 'reg_alpha': 0.14114981831445195, 'reg_lambda': 1.8339959217610449}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:56,074] Trial 55 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 160, 'learning_rate': 0.06241066926951706, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8971055607371992, 'colsample_bytree': 0.9933398474262117, 'gamma': 1.5923915296048126, 'reg_alpha': 0.0005417392947396626, 'reg_lambda': 1.6872158982309933}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:56,439] Trial 56 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.06163264968280038, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8945129724188303, 'colsample_bytree': 0.9900532120283858, 'gamma': 0.7456107200873991, 'reg_alpha': 0.020789933446790185, 'reg_lambda': 1.345698464233994}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:56,764] Trial 57 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.06132109163091831, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8904782538606569, 'colsample_bytree': 0.9888828709667182, 'gamma': 1.057595533134764, 'reg_alpha': 0.011205388063418946, 'reg_lambda': 1.3525152805052842}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:57,165] Trial 58 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.07387534063251618, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8624040610281992, 'colsample_bytree': 0.9861121320135372, 'gamma': 1.16523917862562, 'reg_alpha': 0.02362784280006765, 'reg_lambda': 1.6765781872817784}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:57,499] Trial 59 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 190, 'learning_rate': 0.07670880095717042, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8356247363475818, 'colsample_bytree': 0.981301855422712, 'gamma': 1.1748473281461316, 'reg_alpha': 0.06421542938109717, 'reg_lambda': 1.6088793464993592}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:57,816] Trial 60 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 175, 'learning_rate': 0.10297844849583085, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8629336924377804, 'colsample_bytree': 0.7249537857226617, 'gamma': 1.039284901309677, 'reg_alpha': 0.15628239976938757, 'reg_lambda': 1.4994450170754583}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:58,156] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 194, 'learning_rate': 0.06317597635568313, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8827606429518979, 'colsample_bytree': 0.9995058043290205, 'gamma': 1.5275516547844878, 'reg_alpha': 0.012824125518746229, 'reg_lambda': 1.7157415787969377}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:58,544] Trial 62 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.048384782896220634, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8555499366512981, 'colsample_bytree': 0.9994654144827312, 'gamma': 0.49671219997639604, 'reg_alpha': 0.02401155948067116, 'reg_lambda': 1.8372474094126985}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:58,880] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 139, 'learning_rate': 0.06739901521645746, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8851481061287959, 'colsample_bytree': 0.9654741183143606, 'gamma': 0.8882239820006228, 'reg_alpha': 0.07644780226973415, 'reg_lambda': 1.3075249105792013}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:59,272] Trial 64 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.061342724070450674, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8358383035409663, 'colsample_bytree': 0.9816074963602999, 'gamma': 1.9347846029128628, 'reg_alpha': 0.03500600347531985, 'reg_lambda': 1.5769709760127668}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:59,647] Trial 65 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.07457031809822354, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8810336952742327, 'colsample_bytree': 0.9595969089230009, 'gamma': 1.4033124751955146, 'reg_alpha': 0.1276647359139787, 'reg_lambda': 1.7665638835247548}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:00,006] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.0799988318854908, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8173990407336417, 'colsample_bytree': 0.9347787021344781, 'gamma': 0.17483688084806792, 'reg_alpha': 0.0004381662071605702, 'reg_lambda': 1.7644361885452555}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:00,437] Trial 67 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 216, 'learning_rate': 0.09532385839976143, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7916766631230809, 'colsample_bytree': 0.6316392949246644, 'gamma': 1.425403773465087, 'reg_alpha': 0.08548330965251304, 'reg_lambda': 1.1769026067549815}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:00,860] Trial 68 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 242, 'learning_rate': 0.11361045224236958, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8738792418891269, 'colsample_bytree': 0.9591843766619238, 'gamma': 0.9714439980691305, 'reg_alpha': 0.16669033695175361, 'reg_lambda': 1.6923312220778115}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:01,354] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 194, 'learning_rate': 0.049501526377346845, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9276707741212273, 'colsample_bytree': 0.9735765186339724, 'gamma': 1.5196262053588692, 'reg_alpha': 0.06684754510952151, 'reg_lambda': 2.0131001216072177}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:01,884] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 210, 'learning_rate': 0.07169289695060946, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8547889961604035, 'colsample_bytree': 0.9264527215048121, 'gamma': 0.665921389443512, 'reg_alpha': 0.11022303056310379, 'reg_lambda': 0.99147892916662}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:02,249] Trial 71 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 225, 'learning_rate': 0.05975362340048073, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8956506633613869, 'colsample_bytree': 0.9886715926937404, 'gamma': 1.7422212752716157, 'reg_alpha': 0.1230979439983323, 'reg_lambda': 1.7997170377407474}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:02,594] Trial 72 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 221, 'learning_rate': 0.06837629061178217, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8781908379628149, 'colsample_bytree': 0.9574408576332123, 'gamma': 1.7331458391385535, 'reg_alpha': 0.22712178040292963, 'reg_lambda': 1.9368485603485919}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:02,978] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.09102825492676635, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9068895715076262, 'colsample_bytree': 0.9380529946938494, 'gamma': 1.2048961504747604, 'reg_alpha': 0.20429366122544368, 'reg_lambda': 1.940331258312844}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:03,450] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 226, 'learning_rate': 0.08970195206945729, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8774961895484414, 'colsample_bytree': 0.9062661090206479, 'gamma': 1.2169974169169377, 'reg_alpha': 0.21529317740227785, 'reg_lambda': 2.1517296913206807}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:03,858] Trial 75 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 227, 'learning_rate': 0.087720684084336, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8781278148199028, 'colsample_bytree': 0.9395320279036781, 'gamma': 1.1525341826542337, 'reg_alpha': 0.20192665467706133, 'reg_lambda': 2.141950615833959}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:04,287] Trial 76 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 237, 'learning_rate': 0.12577953961902819, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8664083984670641, 'colsample_bytree': 0.9084617559829271, 'gamma': 1.7277019786999757, 'reg_alpha': 0.2409643913692674, 'reg_lambda': 1.443136816300201}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:04,742] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 249, 'learning_rate': 0.1444730713204904, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8314377895551962, 'colsample_bytree': 0.8768214153907735, 'gamma': 1.2969959602698786, 'reg_alpha': 0.21940430343877992, 'reg_lambda': 2.683629476966984}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:05,146] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.08130110902920151, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.9056197476548743, 'colsample_bytree': 0.9047577446560462, 'gamma': 0.8239110390644266, 'reg_alpha': 0.3318521993373985, 'reg_lambda': 2.2424068211368717}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:05,588] Trial 79 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.07005152254480444, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8477498567522037, 'colsample_bytree': 0.9546362299291464, 'gamma': 1.0821509524968602, 'reg_alpha': 0.12791279478134668, 'reg_lambda': 2.057648876008143}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:05,932] Trial 80 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 222, 'learning_rate': 0.10261867096258456, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7686037822653263, 'colsample_bytree': 0.9770715341008313, 'gamma': 1.3194854308531045, 'reg_alpha': 0.17108473992844492, 'reg_lambda': 1.6219143624265189}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:06,268] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 212, 'learning_rate': 0.06859667785324508, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8606582517806057, 'colsample_bytree': 0.9449427541202897, 'gamma': 1.0499843044561763, 'reg_alpha': 0.11920272814405847, 'reg_lambda': 2.069146022883905}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:06,616] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.09434595492380157, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8660415111622383, 'colsample_bytree': 0.9369794047734374, 'gamma': 1.4908414164516461, 'reg_alpha': 0.22361728121615693, 'reg_lambda': 2.2025553566368075}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:06,974] Trial 83 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 245, 'learning_rate': 0.07705579724786493, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8830595092433959, 'colsample_bytree': 0.94626320628039, 'gamma': 0.5394351976122684, 'reg_alpha': 0.053996969531254047, 'reg_lambda': 2.3668531058780475}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:07,441] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 234, 'learning_rate': 0.06731240187237632, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8585727632542623, 'colsample_bytree': 0.9598255885667664, 'gamma': 1.6145770433534616, 'reg_alpha': 0.17217330050151822, 'reg_lambda': 1.953930001048458}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:07,807] Trial 85 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 203, 'learning_rate': 0.08801618044006577, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6456015709655166, 'colsample_bytree': 0.9253055197337653, 'gamma': 1.0094166937637827, 'reg_alpha': 0.12243414624876414, 'reg_lambda': 1.5280581475860002}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:08,202] Trial 86 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 211, 'learning_rate': 0.11011929797575092, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8752335686451396, 'colsample_bytree': 0.8885802225146949, 'gamma': 1.3742476270363786, 'reg_alpha': 0.03478956139551122, 'reg_lambda': 1.7759001224065227}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:08,573] Trial 87 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 210, 'learning_rate': 0.18462096853642473, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8454981046101582, 'colsample_bytree': 0.7711883695237061, 'gamma': 1.7575485389058056, 'reg_alpha': 0.038622611635932655, 'reg_lambda': 1.7865049366557786}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:08,930] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 214, 'learning_rate': 0.1076727773573884, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9081653787114982, 'colsample_bytree': 0.8892147006403733, 'gamma': 1.3566992395320845, 'reg_alpha': 0.14455350760568897, 'reg_lambda': 1.7168086076169171}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:09,305] Trial 89 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 219, 'learning_rate': 0.1376232094940008, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.886430156223528, 'colsample_bytree': 0.862092965944228, 'gamma': 0.3994145047242894, 'reg_alpha': 0.06872436890994629, 'reg_lambda': 1.7994405302766394}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:09,698] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 181, 'learning_rate': 0.07560293925460115, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.901082540343904, 'colsample_bytree': 0.984460673250726, 'gamma': 0.658629792547978, 'reg_alpha': 0.1204647802297577, 'reg_lambda': 1.9379438711416197}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:10,148] Trial 91 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.08386103927323015, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8756240422199083, 'colsample_bytree': 0.9194917663131827, 'gamma': 1.1185424616870208, 'reg_alpha': 0.27653922035498063, 'reg_lambda': 2.045617752972058}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:10,604] Trial 92 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 234, 'learning_rate': 0.09622573044931572, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8056372203908309, 'colsample_bytree': 0.9454590977229393, 'gamma': 1.2456817431769849, 'reg_alpha': 0.032480411069815154, 'reg_lambda': 2.3093440263057614}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:10,973] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 206, 'learning_rate': 0.07128456368627449, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8694631643303485, 'colsample_bytree': 0.9695202024727385, 'gamma': 0.8673998528081637, 'reg_alpha': 0.19534036768434093, 'reg_lambda': 2.1171085583753406}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:11,311] Trial 94 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.0518506514544814, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.717494010040021, 'colsample_bytree': 0.9047476082819017, 'gamma': 2.0161725969971878, 'reg_alpha': 0.08436218664546219, 'reg_lambda': 1.6535232566983482}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:11,706] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 226, 'learning_rate': 0.1176260648779092, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8893374811176493, 'colsample_bytree': 0.9557857640172673, 'gamma': 1.438892608080971, 'reg_alpha': 0.05645729703371628, 'reg_lambda': 2.4623786937487884}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:12,100] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.044098664463857816, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9152617922611898, 'colsample_bytree': 0.9989744524325992, 'gamma': 1.5673960808289078, 'reg_alpha': 0.2271690678745317, 'reg_lambda': 1.9657298138376396}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:12,509] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.0660837987202725, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8614014112680397, 'colsample_bytree': 0.9303225030093244, 'gamma': 1.2079724357439185, 'reg_alpha': 0.6957874803784493, 'reg_lambda': 1.8923107198235867}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:12,957] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.040447493513147026, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9364150942363908, 'colsample_bytree': 0.9868989807799584, 'gamma': 0.7841415823227501, 'reg_alpha': 0.3197230313254973, 'reg_lambda': 2.0243008251249024}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:13,374] Trial 99 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 186, 'learning_rate': 0.05855894107342611, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8266498167021784, 'colsample_bytree': 0.9776922821064908, 'gamma': 1.6771216304502006, 'reg_alpha': 0.1470202317168334, 'reg_lambda': 2.8974486379570665}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:13,755] Trial 100 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 214, 'learning_rate': 0.08199288295201161, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8427122426350424, 'colsample_bytree': 0.8178933243732271, 'gamma': 1.3463258057766234, 'reg_alpha': 0.01805838494066197, 'reg_lambda': 1.7348141390781835}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:14,246] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 231, 'learning_rate': 0.07030298059745069, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8772917367341667, 'colsample_bytree': 0.9508888459813476, 'gamma': 1.0714714339330944, 'reg_alpha': 0.13176946308420046, 'reg_lambda': 2.1284833785906163}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:14,655] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.07383667190139848, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.877689682554977, 'colsample_bytree': 0.9430563576260663, 'gamma': 0.9556226381833498, 'reg_alpha': 0.11042534414621877, 'reg_lambda': 2.1325880757256597}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:15,019] Trial 103 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.28660381564008774, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.901099255203468, 'colsample_bytree': 0.9681688980725159, 'gamma': 1.047243000124504, 'reg_alpha': 0.17371478965204804, 'reg_lambda': 2.184702305155337}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:15,390] Trial 104 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.09247571711811521, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8890331044367619, 'colsample_bytree': 0.914177518374676, 'gamma': 1.18747594645863, 'reg_alpha': 0.13072007468046326, 'reg_lambda': 0.7556261816394544}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:15,875] Trial 105 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.06425396880303366, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8712062594349171, 'colsample_bytree': 0.9547295942935164, 'gamma': 1.4160089669652105, 'reg_alpha': 0.2690734193735361, 'reg_lambda': 2.0821841587275114}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:16,324] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 230, 'learning_rate': 0.05108668814142128, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9122699375273143, 'colsample_bytree': 0.9891131983710784, 'gamma': 1.8424638473727373, 'reg_alpha': 0.03136353756925095, 'reg_lambda': 1.901372778293474}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:16,807] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.050796704289872534, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9174912611743724, 'colsample_bytree': 0.9878545938406292, 'gamma': 1.5437217071393483, 'reg_alpha': 0.04133940672838584, 'reg_lambda': 1.9083488668538382}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:17,267] Trial 108 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.06045873780306537, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9105496988118736, 'colsample_bytree': 0.9631828545788361, 'gamma': 1.8404832101297364, 'reg_alpha': 0.002788082173471297, 'reg_lambda': 1.7817720523976037}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:17,610] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.05655652173159973, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8972723409825575, 'colsample_bytree': 0.9728377950128666, 'gamma': 1.7188412545199572, 'reg_alpha': 0.08903290002764525, 'reg_lambda': 1.989290991385713}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:17,960] Trial 110 finished with value: 0.6875 and parameters: {'n_estimators': 191, 'learning_rate': 0.05329524753815704, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9300425378726879, 'colsample_bytree': 0.9954872891905037, 'gamma': 4.9146350179570994, 'reg_alpha': 0.06703879926300033, 'reg_lambda': 1.378364283022192}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:18,460] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 224, 'learning_rate': 0.04708698301130125, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8840694324904371, 'colsample_bytree': 0.9348622096324422, 'gamma': 1.2779338597254986, 'reg_alpha': 0.02646077450508529, 'reg_lambda': 1.8037040964418007}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:18,886] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.06566636339426, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8780792076021832, 'colsample_bytree': 0.9779969461506635, 'gamma': 1.145184385712941, 'reg_alpha': 0.10405410800857756, 'reg_lambda': 1.8671305080261278}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:19,284] Trial 113 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.099720433359357, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8552169372234156, 'colsample_bytree': 0.9896019122526085, 'gamma': 0.9219513697279941, 'reg_alpha': 0.15609989154347628, 'reg_lambda': 1.5480271687746991}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:19,639] Trial 114 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 232, 'learning_rate': 0.11303352105296749, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.902453037757433, 'colsample_bytree': 0.9631216428129074, 'gamma': 2.132372659932992, 'reg_alpha': 0.20610161646778502, 'reg_lambda': 1.9186735329866842}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:20,141] Trial 115 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 227, 'learning_rate': 0.08610783743945345, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8622415670452931, 'colsample_bytree': 0.9998923872437121, 'gamma': 1.9658451883907124, 'reg_alpha': 0.08227857110859071, 'reg_lambda': 1.6422820402416047}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:20,595] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.06844511758958104, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.946345465934004, 'colsample_bytree': 0.9521036033462464, 'gamma': 1.3925074262573203, 'reg_alpha': 0.05129632744563907, 'reg_lambda': 2.0927224632768557}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:21,060] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 246, 'learning_rate': 0.07840509133177248, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8964915006309725, 'colsample_bytree': 0.8860744071902776, 'gamma': 1.5036624395296516, 'reg_alpha': 0.18900507015687723, 'reg_lambda': 1.7402390411299984}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:21,389] Trial 118 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 125, 'learning_rate': 0.0721855899745998, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8872811692755549, 'colsample_bytree': 0.9823607085535623, 'gamma': 1.6524205484923105, 'reg_alpha': 0.019232672311614712, 'reg_lambda': 1.7009491932594298}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:21,835] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 204, 'learning_rate': 0.08980837688305571, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9099108550385356, 'colsample_bytree': 0.8406291500206279, 'gamma': 1.0893078149510067, 'reg_alpha': 0.2464829351005906, 'reg_lambda': 1.978476781911555}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:22,257] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.05781727848635589, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8706266812583753, 'colsample_bytree': 0.9425790168338353, 'gamma': 1.267252351173163, 'reg_alpha': 0.12877273452061938, 'reg_lambda': 2.1658262958968786}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:22,637] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 196, 'learning_rate': 0.057717997418681104, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8726528451013399, 'colsample_bytree': 0.9483208555080835, 'gamma': 1.2685499996171827, 'reg_alpha': 0.12771614219467137, 'reg_lambda': 2.2455227179239814}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:23,032] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 195, 'learning_rate': 0.04623035741940166, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8700357378598902, 'colsample_bytree': 0.9469826959330856, 'gamma': 1.28781199344218, 'reg_alpha': 0.13371482048612374, 'reg_lambda': 2.2285327880839363}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:23,467] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.057065149626230736, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8530221347870977, 'colsample_bytree': 0.971470267851252, 'gamma': 1.0132929250386162, 'reg_alpha': 0.09878182027909245, 'reg_lambda': 2.2890005993499316}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:23,837] Trial 124 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.06013156652130839, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8921923815591141, 'colsample_bytree': 0.9383229106517756, 'gamma': 1.802631791256747, 'reg_alpha': 0.06639041819770392, 'reg_lambda': 1.8311037548440894}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:24,250] Trial 125 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.04939682333810711, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8368663763495963, 'colsample_bytree': 0.9612849100601598, 'gamma': 1.462022686066176, 'reg_alpha': 0.16322607543267237, 'reg_lambda': 2.027241640392675}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:24,731] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.05498632318313471, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8631552677455456, 'colsample_bytree': 0.923172415458058, 'gamma': 0.657894226705366, 'reg_alpha': 0.0007674082941440778, 'reg_lambda': 2.394419973382173}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:25,079] Trial 127 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.03761225629867255, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8818102780767451, 'colsample_bytree': 0.6891636865482298, 'gamma': 1.6031244840852332, 'reg_alpha': 0.11548150120054479, 'reg_lambda': 2.197063871887398}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:25,441] Trial 128 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.06570778485041325, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8447736664461208, 'colsample_bytree': 0.9909480251075924, 'gamma': 0.818289327270446, 'reg_alpha': 0.03673616663483615, 'reg_lambda': 1.2524601338687902}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:25,937] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 216, 'learning_rate': 0.07597583331379759, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8716889262227583, 'colsample_bytree': 0.9524104686009204, 'gamma': 1.3590352993784363, 'reg_alpha': 0.13687223277490573, 'reg_lambda': 1.8799365570408648}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:26,261] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.06894998699668714, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9221671859404506, 'colsample_bytree': 0.9777274627475255, 'gamma': 1.1147779540499063, 'reg_alpha': 0.0804807423415442, 'reg_lambda': 1.9342049689878233}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:26,654] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.08211834160936642, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8772116253079466, 'colsample_bytree': 0.9282187484530129, 'gamma': 1.2902193612409947, 'reg_alpha': 0.05458611131726507, 'reg_lambda': 2.1507852741131743}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:27,018] Trial 132 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.06175293109051386, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.859497175686687, 'colsample_bytree': 0.8981763643639494, 'gamma': 1.1918502683702037, 'reg_alpha': 0.2135116294546095, 'reg_lambda': 2.0894116186077936}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:27,423] Trial 133 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 213, 'learning_rate': 0.05198132924175645, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8892685117435847, 'colsample_bytree': 0.943964647441095, 'gamma': 0.9052390873345793, 'reg_alpha': 0.17973930820361592, 'reg_lambda': 2.25779771909025}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:27,765] Trial 134 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.073361363168694, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9060731540530589, 'colsample_bytree': 0.9680796674179404, 'gamma': 1.2164872260968682, 'reg_alpha': 0.15501304891382037, 'reg_lambda': 1.6048300012494174}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:28,134] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.05854181152876187, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8807394436977424, 'colsample_bytree': 0.9365746241103224, 'gamma': 1.5077245686114498, 'reg_alpha': 0.10427354215891824, 'reg_lambda': 2.350588887565111}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:28,506] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.057024824951180664, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8985747868112749, 'colsample_bytree': 0.9354731221317802, 'gamma': 1.5709116964052119, 'reg_alpha': 0.10553331166725553, 'reg_lambda': 2.3273331509272928}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:28,879] Trial 137 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.06390588714776664, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8676684833452785, 'colsample_bytree': 0.9577329452857088, 'gamma': 1.8617322639557676, 'reg_alpha': 0.02706049725043515, 'reg_lambda': 2.4365876613413966}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:29,270] Trial 138 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 238, 'learning_rate': 0.05424960553179714, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8934286221321914, 'colsample_bytree': 0.983659545907401, 'gamma': 1.4738639458653027, 'reg_alpha': 0.12009848246227368, 'reg_lambda': 1.8162947238511715}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:29,635] Trial 139 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 189, 'learning_rate': 0.06867800049381036, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8819705077924519, 'colsample_bytree': 0.9187608279106872, 'gamma': 1.7668452888138988, 'reg_alpha': 0.6013053022721282, 'reg_lambda': 2.627351364287009}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:30,079] Trial 140 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 204, 'learning_rate': 0.042846061483643734, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8531957582914861, 'colsample_bytree': 0.9491093782847199, 'gamma': 1.0300327466741577, 'reg_alpha': 0.07277445127288473, 'reg_lambda': 2.3637975676460665}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:30,452] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 228, 'learning_rate': 0.059504616275447356, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.875037090992119, 'colsample_bytree': 0.9408163305316597, 'gamma': 1.3735585041648044, 'reg_alpha': 0.04075115314128837, 'reg_lambda': 2.513528986010318}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:30,858] Trial 142 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 224, 'learning_rate': 0.059944038864502176, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8744148788437217, 'colsample_bytree': 0.9318740493884172, 'gamma': 1.398637695678671, 'reg_alpha': 0.047721654561163986, 'reg_lambda': 2.5124554782097936}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:31,237] Trial 143 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 229, 'learning_rate': 0.06408091542411959, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8831021249721716, 'colsample_bytree': 0.940837120590218, 'gamma': 1.6757020508219393, 'reg_alpha': 0.016103713564757503, 'reg_lambda': 2.4842619314264582}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:31,653] Trial 144 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 217, 'learning_rate': 0.04922596620365791, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.864660509843, 'colsample_bytree': 0.9390387749754121, 'gamma': 1.5991421697705404, 'reg_alpha': 0.023865548284454127, 'reg_lambda': 2.5232272790791064}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:32,037] Trial 145 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.04881895512097566, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8483294679576281, 'colsample_bytree': 0.9394993327975177, 'gamma': 1.6232786772636145, 'reg_alpha': 0.017774363922075098, 'reg_lambda': 2.5681523137177247}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:32,385] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 197, 'learning_rate': 0.044751854183854634, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8635864867836031, 'colsample_bytree': 0.9163358518753768, 'gamma': 1.5236793173077279, 'reg_alpha': 0.0021742802877316204, 'reg_lambda': 2.5736652601647956}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:32,779] Trial 147 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 234, 'learning_rate': 0.05241612008752763, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.87077085277723, 'colsample_bytree': 0.9285868324876572, 'gamma': 1.2965918474198177, 'reg_alpha': 0.0376666433816268, 'reg_lambda': 2.536710406025064}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:33,160] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.05757976732845156, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8828188632471076, 'colsample_bytree': 0.9230110018403043, 'gamma': 1.6850141693793868, 'reg_alpha': 0.05692550056595768, 'reg_lambda': 2.451716728060769}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:33,585] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.06317664845316431, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8563770427815269, 'colsample_bytree': 0.9437450060429535, 'gamma': 1.1107691708937704, 'reg_alpha': 0.02688188519995617, 'reg_lambda': 2.605924252823723}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:34,048] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 221, 'learning_rate': 0.04876543665686244, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8879378552360501, 'colsample_bytree': 0.9518915670185458, 'gamma': 1.9039536213896535, 'reg_alpha': 0.08714287023199359, 'reg_lambda': 2.3973979642840306}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:34,467] Trial 151 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 214, 'learning_rate': 0.059207433818066924, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8994492400772429, 'colsample_bytree': 0.9668603293753842, 'gamma': 2.0026052433730492, 'reg_alpha': 0.01660776656315715, 'reg_lambda': 2.7876974069758247}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:34,819] Trial 152 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 226, 'learning_rate': 0.06552416794534814, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9122608343333611, 'colsample_bytree': 0.9917918818512296, 'gamma': 1.7170857374005448, 'reg_alpha': 0.06714190300332507, 'reg_lambda': 2.5187613710787042}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:35,173] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.05470281873899373, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8736696337934016, 'colsample_bytree': 0.9389304935957947, 'gamma': 1.472483174111354, 'reg_alpha': 0.03887125047905893, 'reg_lambda': 2.3167944705090195}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:35,643] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 231, 'learning_rate': 0.07031670778791455, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8930299068237836, 'colsample_bytree': 0.9760418914406733, 'gamma': 1.386656719666032, 'reg_alpha': 0.09594247589080482, 'reg_lambda': 2.6827649442100485}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:36,035] Trial 155 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 217, 'learning_rate': 0.06021019499877932, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8643078676524645, 'colsample_bytree': 0.9586508445524667, 'gamma': 0.9447198113712018, 'reg_alpha': 0.04997633379260015, 'reg_lambda': 2.4406314976662835}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:36,427] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.05098629797249348, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8822326457356008, 'colsample_bytree': 0.9994916675001747, 'gamma': 1.2738124680469514, 'reg_alpha': 0.0141669702441919, 'reg_lambda': 2.2861594295631362}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:36,844] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 210, 'learning_rate': 0.07900584284118888, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9046943910972178, 'colsample_bytree': 0.9323139821048101, 'gamma': 1.5770763493049857, 'reg_alpha': 8.790328293493792e-05, 'reg_lambda': 2.0353504633847783}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:37,204] Trial 158 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 201, 'learning_rate': 0.0657082350481249, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8181285418789844, 'colsample_bytree': 0.9118294101140058, 'gamma': 1.7822436875339767, 'reg_alpha': 0.06767868257806081, 'reg_lambda': 2.7331756263020033}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:37,616] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 227, 'learning_rate': 0.056093357019384976, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9173794340472964, 'colsample_bytree': 0.9468456508786408, 'gamma': 1.1559943155585266, 'reg_alpha': 0.08874711843398479, 'reg_lambda': 2.1886976752448013}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:38,048] Trial 160 finished with value: 0.75 and parameters: {'n_estimators': 234, 'learning_rate': 0.046306573680600774, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8752145103766995, 'colsample_bytree': 0.9834058789148602, 'gamma': 1.0466088606313844, 'reg_alpha': 0.03490040490431355, 'reg_lambda': 1.0467651933037403}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:38,515] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.07370735858920348, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8888081286305622, 'colsample_bytree': 0.9670786460675356, 'gamma': 1.3878591693076248, 'reg_alpha': 0.1325020997300804, 'reg_lambda': 1.7665971441224717}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:38,923] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 230, 'learning_rate': 0.0689201218093021, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8798592101116957, 'colsample_bytree': 0.9584419592585897, 'gamma': 1.4857288145969132, 'reg_alpha': 0.11803885696934176, 'reg_lambda': 1.882205675772549}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:39,299] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.06273037003705922, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8585556513088191, 'colsample_bytree': 0.957992930334919, 'gamma': 1.6210064400214401, 'reg_alpha': 0.11184352600229826, 'reg_lambda': 1.9549330565657053}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:39,715] Trial 164 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.06587256812064428, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8708842290275179, 'colsample_bytree': 0.7944885227551731, 'gamma': 1.4724001598474121, 'reg_alpha': 0.3982752930478969, 'reg_lambda': 1.8529994821221636}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:40,136] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.06906036172091282, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8997048169127008, 'colsample_bytree': 0.9510998038337424, 'gamma': 1.2497274294112832, 'reg_alpha': 0.14935163331507836, 'reg_lambda': 1.999426451347155}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:40,465] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.0533386330317808, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8805594481705442, 'colsample_bytree': 0.9747333951132225, 'gamma': 1.6693643826875233, 'reg_alpha': 0.07308793233501387, 'reg_lambda': 1.6829038180882523}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:40,778] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.05346761743583132, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8807740332577204, 'colsample_bytree': 0.9744293341958392, 'gamma': 1.337422739540557, 'reg_alpha': 0.05746918709088486, 'reg_lambda': 2.4800638673867823}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:41,157] Trial 168 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 190, 'learning_rate': 0.07813210567413319, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8388029060108206, 'colsample_bytree': 0.9615018498951028, 'gamma': 1.5003336955032516, 'reg_alpha': 0.9970844053657959, 'reg_lambda': 1.689100911593098}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:41,459] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 167, 'learning_rate': 0.040680916451264, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8653213111074233, 'colsample_bytree': 0.9413886771372494, 'gamma': 1.167067957466639, 'reg_alpha': 0.08068343729672353, 'reg_lambda': 2.0960091313360536}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:41,794] Trial 170 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 177, 'learning_rate': 0.057778866733315865, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8520845500109235, 'colsample_bytree': 0.9707456309920579, 'gamma': 0.9766925601590598, 'reg_alpha': 0.038817288613954296, 'reg_lambda': 2.248718418876571}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:42,257] Trial 171 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 235, 'learning_rate': 0.06156474521050803, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8895414031494803, 'colsample_bytree': 0.9900243987260229, 'gamma': 1.691145042519321, 'reg_alpha': 0.10647172336004804, 'reg_lambda': 1.9016440195041173}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:42,642] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.052967413162704896, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8778922872514681, 'colsample_bytree': 0.9820588031994867, 'gamma': 1.8490556369099038, 'reg_alpha': 0.022650061274156752, 'reg_lambda': 1.8470230692255583}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:43,021] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.017576059761744395, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8929505781332233, 'colsample_bytree': 0.951165577435426, 'gamma': 1.5766745029884934, 'reg_alpha': 0.07180435302623245, 'reg_lambda': 1.727937264476934}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:43,348] Trial 174 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 174, 'learning_rate': 0.06974189224361191, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.904545998184153, 'colsample_bytree': 0.9921324650966629, 'gamma': 2.050232561310977, 'reg_alpha': 0.12372311456509652, 'reg_lambda': 1.6538370105433828}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:44,088] Trial 175 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 195, 'learning_rate': 0.05896776828725274, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.870124961129924, 'colsample_bytree': 0.9763641414385641, 'gamma': 1.715785423194924, 'reg_alpha': 0.09511622324437999, 'reg_lambda': 2.1394973224102203}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:44,439] Trial 176 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 205, 'learning_rate': 0.04842059580788571, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8837318871692886, 'colsample_bytree': 0.9353254096885425, 'gamma': 1.3325428117521179, 'reg_alpha': 0.9053597006070535, 'reg_lambda': 2.0570947263407025}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:44,797] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 162, 'learning_rate': 0.06314106577224418, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8581025295603731, 'colsample_bytree': 0.9625426385751, 'gamma': 1.916999679605147, 'reg_alpha': 0.05598681377568351, 'reg_lambda': 1.79577785352439}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:45,211] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.07507816907668309, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8748738135709155, 'colsample_bytree': 0.9442996286918569, 'gamma': 1.487470257936485, 'reg_alpha': 0.520230881950786, 'reg_lambda': 1.9349902334525564}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:45,566] Trial 179 finished with value: 0.5 and parameters: {'n_estimators': 218, 'learning_rate': 0.05604567033992144, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8972137823306457, 'colsample_bytree': 0.9265132547387789, 'gamma': 0.756503000322727, 'reg_alpha': 0.1770856621565697, 'reg_lambda': 2.4008208593353153}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:45,946] Trial 180 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 222, 'learning_rate': 0.0839001998020794, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8666379200687344, 'colsample_bytree': 0.9839558605390899, 'gamma': 1.6389296391198955, 'reg_alpha': 0.000745769086174717, 'reg_lambda': 1.8925492423850445}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:46,324] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 231, 'learning_rate': 0.0733881466022685, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8837052829215257, 'colsample_bytree': 0.9541185414846356, 'gamma': 1.3933538332809343, 'reg_alpha': 0.1325914412775127, 'reg_lambda': 1.7446812603087052}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:46,891] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.06780097027057565, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8787590651317929, 'colsample_bytree': 0.9655234319616314, 'gamma': 1.21637640551439, 'reg_alpha': 0.15946284528632546, 'reg_lambda': 1.7849892291914384}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:47,394] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.06352130871268578, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8882763760673491, 'colsample_bytree': 0.9407963988002913, 'gamma': 1.5288323816758314, 'reg_alpha': 0.10887081620011314, 'reg_lambda': 1.5858934317459747}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:47,835] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.059565804873886526, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8656573937597531, 'colsample_bytree': 0.9734382592712766, 'gamma': 1.116975877686914, 'reg_alpha': 0.14501127161443048, 'reg_lambda': 1.8091322684349267}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:48,224] Trial 185 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 200, 'learning_rate': 0.011895188865810796, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.910400777691359, 'colsample_bytree': 0.9596062552410686, 'gamma': 1.7899878155938778, 'reg_alpha': 0.03020420797931708, 'reg_lambda': 1.4736683997450588}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:48,640] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 214, 'learning_rate': 0.0708843242845883, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8760630029707731, 'colsample_bytree': 0.8693910680400188, 'gamma': 1.3894375807978934, 'reg_alpha': 0.08454141902037951, 'reg_lambda': 1.9955922118040892}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:49,005] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.051128637804154366, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8487276175694307, 'colsample_bytree': 0.8709258828866594, 'gamma': 1.2690209879825618, 'reg_alpha': 0.08246644061442251, 'reg_lambda': 1.9895844773566145}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:49,315] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.07022813698320429, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8771301296471884, 'colsample_bytree': 0.8620435573317012, 'gamma': 1.4398994541780987, 'reg_alpha': 0.050415888634797644, 'reg_lambda': 2.045605065322137}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:49,799] Trial 189 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 208, 'learning_rate': 0.05633681349472121, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8943439307750152, 'colsample_bytree': 0.9994559384048939, 'gamma': 1.0666055252298732, 'reg_alpha': 0.06721519520123515, 'reg_lambda': 2.1806952061885676}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:50,182] Trial 190 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 217, 'learning_rate': 0.06529868188015922, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8601601978113776, 'colsample_bytree': 0.7697585104926873, 'gamma': 1.6310555952637964, 'reg_alpha': 0.018337000242796577, 'reg_lambda': 1.9522057079973625}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:50,584] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.08009619201004446, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8863637697316301, 'colsample_bytree': 0.9489014487915811, 'gamma': 1.2933030475294616, 'reg_alpha': 0.12529675159180553, 'reg_lambda': 1.7081909829022306}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:50,936] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.07408075866049108, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8718922195332021, 'colsample_bytree': 0.9319533985859559, 'gamma': 1.4218681518157548, 'reg_alpha': 0.10623041458041736, 'reg_lambda': 1.1695449854802458}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:51,398] Trial 193 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 234, 'learning_rate': 0.06027069972113341, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6756679609817748, 'colsample_bytree': 0.8475916676151816, 'gamma': 1.5530624712302499, 'reg_alpha': 0.09291803241924412, 'reg_lambda': 0.5347470408530284}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:51,765] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.12349263313412555, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8796573659520303, 'colsample_bytree': 0.987406998288145, 'gamma': 1.3593851458512645, 'reg_alpha': 0.04413790044884448, 'reg_lambda': 1.8359224780991652}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:52,155] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 226, 'learning_rate': 0.08546552992644849, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8990502050227288, 'colsample_bytree': 0.9551479637906192, 'gamma': 1.7496775591720308, 'reg_alpha': 0.14317862115567864, 'reg_lambda': 1.9031644914400276}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:52,602] Trial 196 finished with value: 0.75 and parameters: {'n_estimators': 213, 'learning_rate': 0.06850347795893233, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8718355063659171, 'colsample_bytree': 0.9390977239219961, 'gamma': 1.220007874695132, 'reg_alpha': 0.07238768745065899, 'reg_lambda': 1.636049517759235}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:52,961] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 198, 'learning_rate': 0.10901442918633458, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8888495468748733, 'colsample_bytree': 0.9664221501114066, 'gamma': 1.5556180095472163, 'reg_alpha': 0.023264994280062866, 'reg_lambda': 2.4895545670672097}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:53,347] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.05388245346501529, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.88389561428538, 'colsample_bytree': 0.7230467319777023, 'gamma': 0.9889565578682387, 'reg_alpha': 0.16595184239904454, 'reg_lambda': 2.126894759948918}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:53,756] Trial 199 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.06413198938907012, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.863365564594528, 'colsample_bytree': 0.9187922100836796, 'gamma': 1.1494913480595965, 'reg_alpha': 0.12027187057105534, 'reg_lambda': 2.612673602505373}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:53,759] A new study created in memory with name: no-name-9d7c6c1e-12de-45d2-9f8a-4e758eb81581
[I 2025-11-03 20:42:54,090] Trial 0 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 214, 'learning_rate': 0.07921825773526404, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8339274043442106, 'colsample_bytree': 0.7542263329214095, 'gamma': 2.7101006658994455, 'reg_alpha': 0.42813653381848304, 'reg_lambda': 0.9641239726178115}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 20:42:54,430] Trial 1 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.24946771724125014, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9668096969220564, 'colsample_bytree': 0.9030720072460299, 'gamma': 0.4340652687178631, 'reg_alpha': 0.07653948001918698, 'reg_lambda': 2.831835192218021}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:42:54,701] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 27, 'learning_rate': 0.03723487055910023, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.940816042223904, 'colsample_bytree': 0.7761270703916053, 'gamma': 1.5128063003528474, 'reg_alpha': 0.8572595507911559, 'reg_lambda': 1.8713543919014894}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:42:55,053] Trial 3 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.05565153311625561, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8749232894723895, 'colsample_bytree': 0.9534515373610043, 'gamma': 2.1823832842385253, 'reg_alpha': 0.2363661677365413, 'reg_lambda': 1.9441447701685401}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:42:55,490] Trial 4 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 244, 'learning_rate': 0.14305825989793394, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8079136928103317, 'colsample_bytree': 0.7989166070777964, 'gamma': 3.995797999290116, 'reg_alpha': 0.25051278249251097, 'reg_lambda': 1.0996060628198394}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:42:55,674] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.026546296292012942, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.6097696049452157, 'colsample_bytree': 0.8478668245307982, 'gamma': 1.924222368252787, 'reg_alpha': 0.8805142678102287, 'reg_lambda': 0.6986791425731399}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:42:55,896] Trial 6 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 72, 'learning_rate': 0.12577837969056127, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.776546714068596, 'colsample_bytree': 0.9353637211195137, 'gamma': 4.770310108820812, 'reg_alpha': 0.3913825071450726, 'reg_lambda': 1.4094666596966992}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:42:56,667] Trial 7 finished with value: 0.755952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.19661588877615788, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8009482069357924, 'colsample_bytree': 0.8180354238813184, 'gamma': 0.43063763598944815, 'reg_alpha': 0.5063770266768777, 'reg_lambda': 1.484570293196112}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:57,055] Trial 8 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 84, 'learning_rate': 0.05020229630722502, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9354814261797579, 'colsample_bytree': 0.8810241840097304, 'gamma': 1.7879654812194197, 'reg_alpha': 0.8346305151627825, 'reg_lambda': 2.822302387927349}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:57,500] Trial 9 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 226, 'learning_rate': 0.14802426239754055, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6949487107631988, 'colsample_bytree': 0.8772839122389806, 'gamma': 2.9710224863253147, 'reg_alpha': 0.3188584508234882, 'reg_lambda': 1.0050597910764163}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:57,865] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.014596537297233739, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.7307413153785709, 'colsample_bytree': 0.6382122788927532, 'gamma': 0.029326590530122765, 'reg_alpha': 0.6421156639062109, 'reg_lambda': 2.4127274141735318}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:58,185] Trial 11 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 108, 'learning_rate': 0.27019366674379, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8994998212334296, 'colsample_bytree': 0.6807594803177279, 'gamma': 1.0825342659256445, 'reg_alpha': 0.624874915700991, 'reg_lambda': 2.891010916838625}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:58,448] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 89, 'learning_rate': 0.025210581382265156, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9992282446906211, 'colsample_bytree': 0.8409250194206859, 'gamma': 0.9360454950702668, 'reg_alpha': 0.6258296474988053, 'reg_lambda': 1.5779361070075744}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:58,793] Trial 13 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 163, 'learning_rate': 0.06728206433563118, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8888797692076597, 'colsample_bytree': 0.9979518475335247, 'gamma': 3.3270071399045946, 'reg_alpha': 0.9619400421810467, 'reg_lambda': 2.2971674228576044}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:59,142] Trial 14 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 151, 'learning_rate': 0.010774372412522751, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6719425653272134, 'colsample_bytree': 0.7082862873656628, 'gamma': 0.9646493870710874, 'reg_alpha': 0.7388192697006075, 'reg_lambda': 2.2219668454293533}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:59,397] Trial 15 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 54, 'learning_rate': 0.10371075959827103, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7648750897506236, 'colsample_bytree': 0.8317520246611393, 'gamma': 1.6119442842540654, 'reg_alpha': 0.5474467437421208, 'reg_lambda': 1.3751410982560217}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:59,790] Trial 16 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 107, 'learning_rate': 0.03887566741262222, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8400125900161703, 'colsample_bytree': 0.7377849385980175, 'gamma': 0.14238929985290805, 'reg_alpha': 0.7545765349023779, 'reg_lambda': 2.601224614291659}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:00,017] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.1911627486190266, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.934073261862659, 'colsample_bytree': 0.8791891927698235, 'gamma': 0.6995681787993655, 'reg_alpha': 0.13489345764717753, 'reg_lambda': 1.9597740220789013}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:00,302] Trial 18 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 21, 'learning_rate': 0.09094502716440775, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6136791055011225, 'colsample_bytree': 0.6088966888764434, 'gamma': 1.3931418034239116, 'reg_alpha': 0.993729627158571, 'reg_lambda': 0.5625077366079868}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:00,663] Trial 19 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 167, 'learning_rate': 0.042448749345037264, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8531532390812465, 'colsample_bytree': 0.8066528553963149, 'gamma': 2.2858069897475115, 'reg_alpha': 0.47714627976635593, 'reg_lambda': 1.6336564115185839}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:00,901] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.021595299893437996, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7339951137029312, 'colsample_bytree': 0.9293540807758149, 'gamma': 3.3191880725691933, 'reg_alpha': 0.7734451292813967, 'reg_lambda': 2.5395040700252753}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:01,290] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 191, 'learning_rate': 0.24192325479607327, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9951701614068996, 'colsample_bytree': 0.8840811518529806, 'gamma': 0.4287186226892883, 'reg_alpha': 0.04880777094329192, 'reg_lambda': 2.8765338161805034}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:01,762] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 108, 'learning_rate': 0.1933640373356731, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9950127610306648, 'colsample_bytree': 0.8798739447797297, 'gamma': 0.5436004026088752, 'reg_alpha': 0.003062625457076182, 'reg_lambda': 2.949534222962939}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:02,238] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.20718928311226767, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.923049195398222, 'colsample_bytree': 0.9635776189274768, 'gamma': 0.3747412257427256, 'reg_alpha': 0.1655274259557749, 'reg_lambda': 2.6655313590956964}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:02,518] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 66, 'learning_rate': 0.2989385980877696, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9692162823480144, 'colsample_bytree': 0.8993182851854683, 'gamma': 1.2925707687496175, 'reg_alpha': 0.5504550087856397, 'reg_lambda': 1.2578666642017102}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:02,776] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 42, 'learning_rate': 0.11542518890045193, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9582285819948443, 'colsample_bytree': 0.8159831299558993, 'gamma': 1.881863015353627, 'reg_alpha': 0.3202262678298099, 'reg_lambda': 2.061929271229952}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:03,118] Trial 26 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 94, 'learning_rate': 0.05338436829421432, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9087737652343882, 'colsample_bytree': 0.857524045208496, 'gamma': 0.7672716572222458, 'reg_alpha': 0.682070335861649, 'reg_lambda': 2.7095804966063883}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:03,547] Trial 27 finished with value: 0.738095238095238 and parameters: {'n_estimators': 147, 'learning_rate': 0.16345363085442144, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.805918962854168, 'colsample_bytree': 0.7743025138327428, 'gamma': 0.053125178191104294, 'reg_alpha': 0.8567095056153912, 'reg_lambda': 2.162381121664084}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:03,921] Trial 28 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 122, 'learning_rate': 0.0735883680428955, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8628818751204519, 'colsample_bytree': 0.9150572516800939, 'gamma': 1.7705204476070464, 'reg_alpha': 0.3777112960638465, 'reg_lambda': 1.7479129397586213}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:04,314] Trial 29 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.09519043505323779, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8248656184049146, 'colsample_bytree': 0.7299814003644446, 'gamma': 2.747433281610479, 'reg_alpha': 0.48748912466543254, 'reg_lambda': 2.4331393437285858}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:04,683] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 94, 'learning_rate': 0.22210106858732942, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9810167769677169, 'colsample_bytree': 0.7820534875129022, 'gamma': 1.1214157002038698, 'reg_alpha': 0.022972985863898954, 'reg_lambda': 0.8218234892207543}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:05,129] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.19742940173215742, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9238003218891311, 'colsample_bytree': 0.9782234065763221, 'gamma': 0.4509365306961587, 'reg_alpha': 0.17974945726569852, 'reg_lambda': 2.743499112338582}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:05,610] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 193, 'learning_rate': 0.22801713867785808, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9453058698878871, 'colsample_bytree': 0.9630071512183485, 'gamma': 0.31234969281080766, 'reg_alpha': 0.10358541924774947, 'reg_lambda': 2.990399701302624}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:06,007] Trial 33 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 211, 'learning_rate': 0.16320847836745692, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9199491039513158, 'colsample_bytree': 0.8939431410291527, 'gamma': 0.6240946536837927, 'reg_alpha': 0.06364767715507608, 'reg_lambda': 2.707128644788276}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:06,357] Trial 34 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.29753142855221876, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9673178633088153, 'colsample_bytree': 0.9337270374323093, 'gamma': 0.44624725881625726, 'reg_alpha': 0.18456056255525283, 'reg_lambda': 2.8261576425074857}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:06,684] Trial 35 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.2642113737318926, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9640676445838454, 'colsample_bytree': 0.9322465357776278, 'gamma': 1.271782503858836, 'reg_alpha': 0.2897763636880099, 'reg_lambda': 2.8687668703135083}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:07,223] Trial 36 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 234, 'learning_rate': 0.054991309517530625, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8888735283678291, 'colsample_bytree': 0.8638902167478775, 'gamma': 0.848030082327974, 'reg_alpha': 0.20681899848921462, 'reg_lambda': 2.4482407046378833}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:07,589] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.1341716307607871, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9828539027652134, 'colsample_bytree': 0.911720142345047, 'gamma': 2.120260825005544, 'reg_alpha': 0.41429543811382163, 'reg_lambda': 2.8131909857867137}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:07,885] Trial 38 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 144, 'learning_rate': 0.28718383590982016, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9525915056986095, 'colsample_bytree': 0.8219741818657883, 'gamma': 4.78825093865289, 'reg_alpha': 0.086428559556257, 'reg_lambda': 1.1916836044296257}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:08,134] Trial 39 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 62, 'learning_rate': 0.17073146796745112, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6540960043685432, 'colsample_bytree': 0.7911916909318162, 'gamma': 3.848295529597663, 'reg_alpha': 0.2449338204621372, 'reg_lambda': 1.801502243223721}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:08,278] Trial 40 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 37, 'learning_rate': 0.030885511712283105, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7881558342838179, 'colsample_bytree': 0.9471315395422647, 'gamma': 2.538671716110433, 'reg_alpha': 0.5438909930799757, 'reg_lambda': 2.5460193782508402}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:08,648] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 188, 'learning_rate': 0.23559312751284284, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9390304330154975, 'colsample_bytree': 0.9839597020149198, 'gamma': 0.36726534716849146, 'reg_alpha': 0.13872307155134558, 'reg_lambda': 2.6949807529423775}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:09,035] Trial 42 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 178, 'learning_rate': 0.21397086890725112, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8735729729979419, 'colsample_bytree': 0.9604335776822366, 'gamma': 0.2526808498969431, 'reg_alpha': 0.17203180108684987, 'reg_lambda': 2.986780938611629}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:09,429] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 204, 'learning_rate': 0.047014923658081784, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9802585319121128, 'colsample_bytree': 0.9157388045829904, 'gamma': 0.5413096590890536, 'reg_alpha': 0.29421900460279016, 'reg_lambda': 2.6388440294906688}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:09,841] Trial 44 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 225, 'learning_rate': 0.250253576700568, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9177204244487192, 'colsample_bytree': 0.8476667106871161, 'gamma': 1.5766058312141409, 'reg_alpha': 0.04110971064456494, 'reg_lambda': 1.4942736444298712}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:10,201] Trial 45 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 158, 'learning_rate': 0.06314527213926865, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9958882688159824, 'colsample_bytree': 0.8899980740185699, 'gamma': 0.05930603810637969, 'reg_alpha': 0.9168340745850443, 'reg_lambda': 2.8154160791648444}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:10,582] Trial 46 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.12281596952107558, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7521633599518518, 'colsample_bytree': 0.9464997109234274, 'gamma': 1.089042619742354, 'reg_alpha': 0.13285128877212363, 'reg_lambda': 2.836042183539249}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:10,949] Trial 47 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.14655689817692186, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8941895076366765, 'colsample_bytree': 0.867470160122627, 'gamma': 0.807348638165049, 'reg_alpha': 0.36760517549978583, 'reg_lambda': 2.383367749071626}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:11,247] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.1419960716622153, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.8902222611890164, 'colsample_bytree': 0.8627045100428774, 'gamma': 0.8412022427655093, 'reg_alpha': 0.3521556400224622, 'reg_lambda': 2.4421904239448664}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:11,613] Trial 49 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 120, 'learning_rate': 0.17690032342382195, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8352906585822422, 'colsample_bytree': 0.8363777962477609, 'gamma': 0.6700162588579806, 'reg_alpha': 0.439461230396723, 'reg_lambda': 2.322605111858578}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:12,023] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.0790193936587446, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.9387504515457831, 'colsample_bytree': 0.7625379742181972, 'gamma': 1.4583621096801647, 'reg_alpha': 0.8395384998727533, 'reg_lambda': 2.076397817633983}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:12,523] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.26466716134796237, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9662402372776612, 'colsample_bytree': 0.8677159836617564, 'gamma': 0.24011796117743156, 'reg_alpha': 0.2212050711782206, 'reg_lambda': 2.6356573600110456}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:13,026] Trial 52 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.24910097056268804, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9698398973754176, 'colsample_bytree': 0.8726324745266932, 'gamma': 0.2619532525503332, 'reg_alpha': 0.22451650956318936, 'reg_lambda': 2.5562979337560954}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:13,531] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 226, 'learning_rate': 0.29127213713159944, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9668908024344542, 'colsample_bytree': 0.8715417662815074, 'gamma': 0.20018479792568794, 'reg_alpha': 0.2414794639320009, 'reg_lambda': 2.5444424979640528}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:13,934] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.26525023075760995, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9015054847518371, 'colsample_bytree': 0.8278526883349616, 'gamma': 0.0016270916814513647, 'reg_alpha': 0.27940516648929414, 'reg_lambda': 2.3242086880348762}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:14,362] Trial 55 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 236, 'learning_rate': 0.1515913794606381, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7055262326911953, 'colsample_bytree': 0.85167726153234, 'gamma': 1.0211759295334866, 'reg_alpha': 0.341854428116235, 'reg_lambda': 2.5750130088301724}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:14,667] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.18304969194576204, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9486183113561922, 'colsample_bytree': 0.8082370734939524, 'gamma': 0.6193192484594572, 'reg_alpha': 0.21850597770368288, 'reg_lambda': 1.6307721283514802}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:15,067] Trial 57 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 203, 'learning_rate': 0.10927531226412239, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9723416939188446, 'colsample_bytree': 0.9040822503385741, 'gamma': 0.2409742109439464, 'reg_alpha': 0.8043607257165997, 'reg_lambda': 2.7552670822450995}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:15,466] Trial 58 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.08662520276844698, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9796929594490705, 'colsample_bytree': 0.9038309737713582, 'gamma': 4.568653314320358, 'reg_alpha': 0.8008346826159013, 'reg_lambda': 2.7586446242459597}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:15,787] Trial 59 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 218, 'learning_rate': 0.10783177965984941, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9698607290501231, 'colsample_bytree': 0.9347475709224209, 'gamma': 0.206109448742878, 'reg_alpha': 0.9031698123330205, 'reg_lambda': 1.4717320782627874}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:16,241] Trial 60 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 231, 'learning_rate': 0.032875110378326224, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9324880548225325, 'colsample_bytree': 0.8402051701763409, 'gamma': 0.4627194086421742, 'reg_alpha': 0.7187955482001052, 'reg_lambda': 2.9322890923521436}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:16,677] Trial 61 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 216, 'learning_rate': 0.21564622227657704, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9509589972600913, 'colsample_bytree': 0.8704100323474373, 'gamma': 0.8130930405752086, 'reg_alpha': 0.7956592610875228, 'reg_lambda': 2.498249335969992}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:17,035] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 202, 'learning_rate': 0.25235416371934843, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9598689531619625, 'colsample_bytree': 0.9182030889023409, 'gamma': 0.20121417149822632, 'reg_alpha': 0.4585255531020888, 'reg_lambda': 2.2450795090765108}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:17,440] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 156, 'learning_rate': 0.15449957308248397, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8168589297077924, 'colsample_bytree': 0.886642346950714, 'gamma': 0.32111663357247977, 'reg_alpha': 0.5954493165233237, 'reg_lambda': 2.5991338167225466}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:17,814] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.04604731127860758, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.910171628720094, 'colsample_bytree': 0.9020708767870825, 'gamma': 0.5252515610216968, 'reg_alpha': 0.6985517993169102, 'reg_lambda': 1.3128509845062228}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:18,054] Trial 65 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.06423607701966301, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9867121137529541, 'colsample_bytree': 0.8763088657968252, 'gamma': 0.6864156463425782, 'reg_alpha': 0.6563985319391592, 'reg_lambda': 2.7910377801140673}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:18,409] Trial 66 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.1309400820085624, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9275525430326049, 'colsample_bytree': 0.8555509248902398, 'gamma': 0.9210109878200792, 'reg_alpha': 0.39725140130728903, 'reg_lambda': 2.647042685694955}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:18,766] Trial 67 finished with value: 0.75 and parameters: {'n_estimators': 102, 'learning_rate': 0.19458110614193533, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8569789549767544, 'colsample_bytree': 0.9231566089345161, 'gamma': 0.01229246124606001, 'reg_alpha': 0.5204193447586436, 'reg_lambda': 2.3746317749268537}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:18,984] Trial 68 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 105, 'learning_rate': 0.2090735733559412, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8468717732155546, 'colsample_bytree': 0.9274550624810965, 'gamma': 3.130719866518594, 'reg_alpha': 0.5198185969993935, 'reg_lambda': 2.9231954734931396}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:19,431] Trial 69 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 101, 'learning_rate': 0.1948113336103313, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8765876168114204, 'colsample_bytree': 0.9015894574937243, 'gamma': 0.11045049099723447, 'reg_alpha': 0.5872951853105487, 'reg_lambda': 0.9961182511522766}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:19,719] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.29071308731050854, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.754904246274526, 'colsample_bytree': 0.9448003491524088, 'gamma': 1.2028224281917033, 'reg_alpha': 0.8358600876446273, 'reg_lambda': 2.163405670665054}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:19,979] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.24441610253475318, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8601866006589766, 'colsample_bytree': 0.8876512571303949, 'gamma': 0.3264322923384514, 'reg_alpha': 0.2749926356042239, 'reg_lambda': 2.3656057818091503}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:20,258] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.23921591727459066, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7869564261454384, 'colsample_bytree': 0.8908716670145237, 'gamma': 0.3815936737812202, 'reg_alpha': 0.27086079332806307, 'reg_lambda': 2.508264355971585}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:20,554] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 76, 'learning_rate': 0.2717246427367535, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8603858720676413, 'colsample_bytree': 0.92253470559931, 'gamma': 0.1609401992231998, 'reg_alpha': 0.19408267532972556, 'reg_lambda': 1.9278914943308114}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:20,880] Trial 74 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 114, 'learning_rate': 0.020227296124928622, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8192393895012764, 'colsample_bytree': 0.6807039799572003, 'gamma': 0.017316322278377705, 'reg_alpha': 0.972456891191411, 'reg_lambda': 2.7393400706713287}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:21,082] Trial 75 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 42, 'learning_rate': 0.23184361341909762, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7951372182590544, 'colsample_bytree': 0.9118886408901836, 'gamma': 0.3138060001881362, 'reg_alpha': 0.10715758136694409, 'reg_lambda': 2.3603234076618507}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:21,334] Trial 76 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 60, 'learning_rate': 0.18837603289784136, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9734527916325023, 'colsample_bytree': 0.9061486322677454, 'gamma': 0.5134834790445945, 'reg_alpha': 0.31530455455471296, 'reg_lambda': 2.6704219956704582}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:21,534] Trial 77 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 85, 'learning_rate': 0.2587253308460523, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.769217577281635, 'colsample_bytree': 0.9759896544246134, 'gamma': 2.0844739037924263, 'reg_alpha': 0.21591101277022434, 'reg_lambda': 2.260127517903835}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:21,830] Trial 78 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 95, 'learning_rate': 0.17231380761937645, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9558701823855066, 'colsample_bytree': 0.8844618994116157, 'gamma': 1.7359488972767978, 'reg_alpha': 0.511571529871816, 'reg_lambda': 2.8630052035275506}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:22,196] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.29774938530107, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.874562649701901, 'colsample_bytree': 0.815559902672151, 'gamma': 0.4356810640460541, 'reg_alpha': 0.9271052334309697, 'reg_lambda': 1.0845816266680375}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:22,339] Trial 80 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 38, 'learning_rate': 0.20885740256544114, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9994917399262818, 'colsample_bytree': 0.7956229554202902, 'gamma': 0.6111946624346833, 'reg_alpha': 0.5774826130914987, 'reg_lambda': 1.769562581526564}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:22,561] Trial 81 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.22733749342589474, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8857687903811358, 'colsample_bytree': 0.8656376778113857, 'gamma': 0.3228976176152885, 'reg_alpha': 0.25418643102644817, 'reg_lambda': 2.3803382410913114}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:22,955] Trial 82 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 169, 'learning_rate': 0.14342063603531896, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8515959028582267, 'colsample_bytree': 0.8452528138074739, 'gamma': 0.7614728041114638, 'reg_alpha': 0.1420558924444578, 'reg_lambda': 2.463058166882298}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:23,276] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.16294352697480785, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9017611466297872, 'colsample_bytree': 0.8774766841167758, 'gamma': 0.14958536437706976, 'reg_alpha': 0.3609444045723146, 'reg_lambda': 2.1816094249511977}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:23,642] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.19833956827968166, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9422707881900498, 'colsample_bytree': 0.8940110128787246, 'gamma': 0.9031814377504397, 'reg_alpha': 0.3227589288203477, 'reg_lambda': 2.6158692008431643}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:24,135] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.010692120255179889, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8277135940600391, 'colsample_bytree': 0.9404510671611809, 'gamma': 0.013267438302738188, 'reg_alpha': 0.4122607591726031, 'reg_lambda': 2.037702289645144}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:24,343] Trial 86 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 21, 'learning_rate': 0.27226229755465964, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9888538621628281, 'colsample_bytree': 0.8585012527107672, 'gamma': 2.434263957201421, 'reg_alpha': 0.46075899100418954, 'reg_lambda': 2.3800918983595007}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:24,734] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 177, 'learning_rate': 0.1195045049419089, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9739791303514008, 'colsample_bytree': 0.9240568476648958, 'gamma': 0.7242617480081213, 'reg_alpha': 0.22635564079205506, 'reg_lambda': 2.7325818957401555}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:25,021] Trial 88 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 82, 'learning_rate': 0.03759664010394271, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9135326600833285, 'colsample_bytree': 0.9537897689515247, 'gamma': 0.23431288081599327, 'reg_alpha': 0.757406563308852, 'reg_lambda': 2.5076599820719054}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:25,411] Trial 89 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.10518364569642946, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9603040689399928, 'colsample_bytree': 0.8315977706428069, 'gamma': 1.355351726449109, 'reg_alpha': 0.16092524626891647, 'reg_lambda': 2.807579686015596}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:25,830] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 227, 'learning_rate': 0.049643339625295275, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9264883454722964, 'colsample_bytree': 0.8698946151746061, 'gamma': 0.564567649068761, 'reg_alpha': 0.1945407243995967, 'reg_lambda': 2.6033823267606873}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:26,229] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 248, 'learning_rate': 0.24446335277961898, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9647612789830925, 'colsample_bytree': 0.8748860122167682, 'gamma': 0.21210120902972177, 'reg_alpha': 0.2725644475495504, 'reg_lambda': 2.5562301176161517}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:26,651] Trial 92 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.28020336232145066, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8650986556341829, 'colsample_bytree': 0.850479871818888, 'gamma': 0.41814420011359416, 'reg_alpha': 0.24482641827658902, 'reg_lambda': 2.421939034001501}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:27,095] Trial 93 finished with value: 0.5 and parameters: {'n_estimators': 221, 'learning_rate': 0.22273891395155704, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8633727657921609, 'colsample_bytree': 0.8516340147668543, 'gamma': 0.4494857104417005, 'reg_alpha': 0.8715894406428676, 'reg_lambda': 2.2888428510465815}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:27,491] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.2751168699733562, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8473866103012205, 'colsample_bytree': 0.8243310444445895, 'gamma': 0.38516743882440707, 'reg_alpha': 0.2578814289731149, 'reg_lambda': 2.4254383068960914}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:27,867] Trial 95 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 231, 'learning_rate': 0.259457757353337, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8354757571190798, 'colsample_bytree': 0.8382839847147199, 'gamma': 1.040313717149859, 'reg_alpha': 0.2906186284393506, 'reg_lambda': 2.68233747682358}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:28,499] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.041171335818703324, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8647655994284165, 'colsample_bytree': 0.8937420730478659, 'gamma': 0.11220814762709236, 'reg_alpha': 0.3068070762413996, 'reg_lambda': 2.878314003315711}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:28,818] Trial 97 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 90, 'learning_rate': 0.18392612560233537, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8957993869903609, 'colsample_bytree': 0.8166039350116779, 'gamma': 0.30879273342046554, 'reg_alpha': 0.15965917749875475, 'reg_lambda': 2.474450200719425}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:29,158] Trial 98 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.20230594642640584, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8827810983815988, 'colsample_bytree': 0.8824560267279791, 'gamma': 0.604601784159839, 'reg_alpha': 0.19352145353396544, 'reg_lambda': 2.2004707987091243}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:29,478] Trial 99 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 182, 'learning_rate': 0.24294103075375115, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9354599588623915, 'colsample_bytree': 0.909880162674171, 'gamma': 3.6430821196198013, 'reg_alpha': 0.3769982533594434, 'reg_lambda': 1.5597620446079985}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:29,723] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 49, 'learning_rate': 0.07131418068009247, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9874915483584076, 'colsample_bytree': 0.860028510397478, 'gamma': 0.7843066189527921, 'reg_alpha': 0.3410453371479394, 'reg_lambda': 0.8369970847482273}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:30,155] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.28002658868759983, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9704859335055259, 'colsample_bytree': 0.8456781543804798, 'gamma': 0.25708759423100014, 'reg_alpha': 0.24545525138760205, 'reg_lambda': 2.533490025574766}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:30,563] Trial 102 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 215, 'learning_rate': 0.2857381002985309, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9463045030440463, 'colsample_bytree': 0.8650504375339299, 'gamma': 0.4985493163016079, 'reg_alpha': 0.23759128092653775, 'reg_lambda': 2.347636856322755}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:31,028] Trial 103 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.2510843812814884, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8042789733974357, 'colsample_bytree': 0.8980208021053123, 'gamma': 0.1291022695931301, 'reg_alpha': 0.21904487723001717, 'reg_lambda': 2.778819727978189}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:31,487] Trial 104 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.21973642737321164, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8150500231594314, 'colsample_bytree': 0.9316741888039705, 'gamma': 0.0952480821342443, 'reg_alpha': 0.20998203807589744, 'reg_lambda': 2.7721792637240616}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:32,015] Trial 105 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 236, 'learning_rate': 0.2192253850672324, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8023142858472427, 'colsample_bytree': 0.9366189486208802, 'gamma': 0.11344304501427485, 'reg_alpha': 0.1061283389969972, 'reg_lambda': 2.9794029139157927}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:32,482] Trial 106 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 231, 'learning_rate': 0.2568671668413592, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8124985655648995, 'colsample_bytree': 0.8957546364956992, 'gamma': 0.07455126699007505, 'reg_alpha': 0.20225179969937393, 'reg_lambda': 2.7718620916761725}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:32,898] Trial 107 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.25873284496936594, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8148955674554141, 'colsample_bytree': 0.91892502056232, 'gamma': 0.05219725150548879, 'reg_alpha': 0.08131432343445855, 'reg_lambda': 2.7724007581579335}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:33,286] Trial 108 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.23379201419488793, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8095229106663666, 'colsample_bytree': 0.9304143105151437, 'gamma': 0.1312958687632772, 'reg_alpha': 0.12648756668388955, 'reg_lambda': 2.90435640160272}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:33,682] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 230, 'learning_rate': 0.060637916895772366, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7849556999804664, 'colsample_bytree': 0.8965917904527839, 'gamma': 0.00018821365119567335, 'reg_alpha': 0.18819845702700294, 'reg_lambda': 2.8256954630440676}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:34,146] Trial 110 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 233, 'learning_rate': 0.2964706565762206, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7719489892617812, 'colsample_bytree': 0.909542949076353, 'gamma': 0.43931466766893235, 'reg_alpha': 0.8096109018736027, 'reg_lambda': 2.7065843025395067}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:34,622] Trial 111 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 220, 'learning_rate': 0.24902078641187203, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.794026997194782, 'colsample_bytree': 0.9534560346195772, 'gamma': 0.2907347738579825, 'reg_alpha': 0.2112657417612009, 'reg_lambda': 2.7679337122508993}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:34,976] Trial 112 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.21278733749280587, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7972333733252338, 'colsample_bytree': 0.9725368838882575, 'gamma': 0.25155663380225707, 'reg_alpha': 0.20977963746867478, 'reg_lambda': 2.760983154479884}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:35,318] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 220, 'learning_rate': 0.2145915245266538, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7947744020811011, 'colsample_bytree': 0.956241490510733, 'gamma': 0.2494293505658466, 'reg_alpha': 0.15726690654047626, 'reg_lambda': 2.756797434912033}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:35,642] Trial 114 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 223, 'learning_rate': 0.2127789915058568, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7796710637206129, 'colsample_bytree': 0.9866928425253675, 'gamma': 0.2661235575031587, 'reg_alpha': 0.17221248603483139, 'reg_lambda': 2.6339239044111036}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:36,074] Trial 115 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 218, 'learning_rate': 0.23021001125510446, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7581777103959596, 'colsample_bytree': 0.9660528942595945, 'gamma': 0.3792953785516534, 'reg_alpha': 0.20741243597943093, 'reg_lambda': 2.7715819505717088}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:36,420] Trial 116 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 209, 'learning_rate': 0.2584217232189144, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7990485577476243, 'colsample_bytree': 0.9970704734574266, 'gamma': 0.202735500551146, 'reg_alpha': 0.22426056408434641, 'reg_lambda': 2.844003451398602}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:36,802] Trial 117 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 239, 'learning_rate': 0.2594679476268354, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.740595682343677, 'colsample_bytree': 0.9975670258442367, 'gamma': 0.2070765503625981, 'reg_alpha': 0.14137430159248027, 'reg_lambda': 2.953032891208551}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:37,083] Trial 118 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.17377296544155998, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7983223578598229, 'colsample_bytree': 0.9538082220519467, 'gamma': 0.13554806541781522, 'reg_alpha': 0.22453010775932541, 'reg_lambda': 2.898507334003032}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:37,440] Trial 119 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 206, 'learning_rate': 0.20456382611950896, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8087056059226214, 'colsample_bytree': 0.9675788309877529, 'gamma': 0.5438004418345248, 'reg_alpha': 0.1539250093348155, 'reg_lambda': 2.8541367930038883}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:37,760] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.24837680295121908, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.7937005022818159, 'colsample_bytree': 0.9491756986682668, 'gamma': 0.6795806219509712, 'reg_alpha': 0.11923896894279819, 'reg_lambda': 2.718741246911668}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:38,124] Trial 121 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 218, 'learning_rate': 0.2995499720024518, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8293226888879284, 'colsample_bytree': 0.9734890937002643, 'gamma': 0.26848130564982586, 'reg_alpha': 0.20552279744360774, 'reg_lambda': 2.6727863994091097}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:38,479] Trial 122 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 227, 'learning_rate': 0.27494746934485553, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7800023877235823, 'colsample_bytree': 0.9870575921544888, 'gamma': 0.40952514398424866, 'reg_alpha': 0.1851025645280037, 'reg_lambda': 2.7722694923422853}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:38,884] Trial 123 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.2194219078332981, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8226136586044935, 'colsample_bytree': 0.9597111141256452, 'gamma': 0.11447937297066207, 'reg_alpha': 0.2291834733483658, 'reg_lambda': 2.8476074192914185}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:39,247] Trial 124 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 190, 'learning_rate': 0.24018348608960294, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7913965694281083, 'colsample_bytree': 0.9952252131767978, 'gamma': 0.32790381873993757, 'reg_alpha': 0.26285970712128365, 'reg_lambda': 2.7973445444204468}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:39,659] Trial 125 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 190, 'learning_rate': 0.18541260179312588, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.797959487436187, 'colsample_bytree': 0.9803879367298084, 'gamma': 0.21102986149932432, 'reg_alpha': 0.159233066513397, 'reg_lambda': 2.8190496403450283}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:40,064] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 190, 'learning_rate': 0.16235629884170558, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7895557587543393, 'colsample_bytree': 0.9971571676332421, 'gamma': 0.32005877495640045, 'reg_alpha': 0.16504688292524655, 'reg_lambda': 2.9280314512827577}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:40,419] Trial 127 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 185, 'learning_rate': 0.2322856784512072, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8030733034007852, 'colsample_bytree': 0.981494043091833, 'gamma': 4.334722227097494, 'reg_alpha': 0.21107394940746782, 'reg_lambda': 2.8103497384730844}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:40,930] Trial 128 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 242, 'learning_rate': 0.1833677150091305, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7659673333685316, 'colsample_bytree': 0.9774935485736264, 'gamma': 0.18326391017052573, 'reg_alpha': 0.1805453773032968, 'reg_lambda': 2.7282611789080327}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:41,333] Trial 129 finished with value: 0.625 and parameters: {'n_estimators': 229, 'learning_rate': 0.24952700341120762, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6352028833120817, 'colsample_bytree': 0.9916137015852422, 'gamma': 0.5047000222161924, 'reg_alpha': 0.058479716062950424, 'reg_lambda': 1.6921144951198195}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:41,761] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.1984373397755995, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8106379292526977, 'colsample_bytree': 0.9572158612865074, 'gamma': 0.10538550333828153, 'reg_alpha': 0.25862714001724063, 'reg_lambda': 2.8025050002519736}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:42,189] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 198, 'learning_rate': 0.22026044790065613, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7949926484585133, 'colsample_bytree': 0.9668978766348375, 'gamma': 0.2473096988943852, 'reg_alpha': 0.21573104471080456, 'reg_lambda': 2.6750564998800024}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:42,578] Trial 132 finished with value: 0.6577380952380953 and parameters: {'n_estimators': 203, 'learning_rate': 0.2396488124447766, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7802613449132427, 'colsample_bytree': 0.9435255280872246, 'gamma': 4.991045412379735, 'reg_alpha': 0.09130331971317322, 'reg_lambda': 2.989249045301697}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:42,944] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 192, 'learning_rate': 0.263510764974733, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8021625087057315, 'colsample_bytree': 0.9683698901424097, 'gamma': 0.3606675587153839, 'reg_alpha': 0.14921099812846936, 'reg_lambda': 2.7626204689207294}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:43,387] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.19043273855302417, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7743462097773524, 'colsample_bytree': 0.991651667534143, 'gamma': 0.005082869185786043, 'reg_alpha': 0.17194424844083067, 'reg_lambda': 2.5903931334719297}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:43,725] Trial 135 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 208, 'learning_rate': 0.2101151062173698, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7051424852894677, 'colsample_bytree': 0.9994686124426002, 'gamma': 0.6158658633654552, 'reg_alpha': 0.2649667397421431, 'reg_lambda': 2.873825167246036}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:44,102] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.25345077884311495, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8181459889100213, 'colsample_bytree': 0.977103939589061, 'gamma': 0.22157673970971942, 'reg_alpha': 0.23170698862547504, 'reg_lambda': 1.405126024356983}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:44,435] Trial 137 finished with value: 0.761904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.23514419755340993, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7928446073630575, 'colsample_bytree': 0.9370920480036536, 'gamma': 0.4931806405128555, 'reg_alpha': 0.19633049421760224, 'reg_lambda': 2.654078358746035}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:44,818] Trial 138 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.014619245289457187, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7909970435525626, 'colsample_bytree': 0.9362469337554417, 'gamma': 0.4832551641774775, 'reg_alpha': 0.19508280824433966, 'reg_lambda': 2.639020676315431}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:45,282] Trial 139 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 234, 'learning_rate': 0.22671096211953848, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8118677848573039, 'colsample_bytree': 0.9482556627449403, 'gamma': 0.3273869654895835, 'reg_alpha': 0.11912476707457637, 'reg_lambda': 2.7156296201679613}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:45,617] Trial 140 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 173, 'learning_rate': 0.2678300336972055, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8409632315385103, 'colsample_bytree': 0.9715449585591271, 'gamma': 2.7864831560214305, 'reg_alpha': 0.28607111833877236, 'reg_lambda': 2.8461264989401553}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:46,010] Trial 141 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 154, 'learning_rate': 0.2405803690068649, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.797339992968466, 'colsample_bytree': 0.9288462825424464, 'gamma': 0.17071180475675823, 'reg_alpha': 0.20686568176435394, 'reg_lambda': 2.76914341349063}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:46,344] Trial 142 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 161, 'learning_rate': 0.2066844693655866, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7619429798766798, 'colsample_bytree': 0.9570655576928809, 'gamma': 0.30289527535026695, 'reg_alpha': 0.1756646519385019, 'reg_lambda': 2.9160024185561606}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:46,808] Trial 143 finished with value: 0.738095238095238 and parameters: {'n_estimators': 181, 'learning_rate': 0.17891089861577583, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7865126817378171, 'colsample_bytree': 0.9860332718733537, 'gamma': 0.08823042767943762, 'reg_alpha': 0.23995969951430365, 'reg_lambda': 2.6820474108420225}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:47,143] Trial 144 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 187, 'learning_rate': 0.2760621395557327, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8048556800787067, 'colsample_bytree': 0.9409442332316466, 'gamma': 0.41627497905251193, 'reg_alpha': 0.14400321886613052, 'reg_lambda': 2.826010521965933}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:47,511] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 201, 'learning_rate': 0.22677016150120546, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8195070501310864, 'colsample_bytree': 0.9159164786064393, 'gamma': 0.5786810163341564, 'reg_alpha': 0.3010241379331804, 'reg_lambda': 2.5871058393767803}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:47,890] Trial 146 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 220, 'learning_rate': 0.19302560784889294, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7421654390787726, 'colsample_bytree': 0.6160442457435088, 'gamma': 0.22099973297374803, 'reg_alpha': 0.2224532109255436, 'reg_lambda': 2.733991986081385}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:48,265] Trial 147 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 217, 'learning_rate': 0.19315116182352002, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7458119446726135, 'colsample_bytree': 0.6016030731090323, 'gamma': 0.17556136655959448, 'reg_alpha': 0.23091840181626172, 'reg_lambda': 1.2127580211774815}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:48,718] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.1564774446910541, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.829896884588339, 'colsample_bytree': 0.6751863275114843, 'gamma': 0.0008118848479934937, 'reg_alpha': 0.19752090849095646, 'reg_lambda': 2.634863950903459}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:49,099] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 220, 'learning_rate': 0.21368383841927976, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7226832976871689, 'colsample_bytree': 0.9622822789808866, 'gamma': 0.4416318598110063, 'reg_alpha': 0.2573489976714384, 'reg_lambda': 2.7355061411733463}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:49,426] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.1702012011717745, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7715490203860361, 'colsample_bytree': 0.6299298191753984, 'gamma': 0.6930527413506082, 'reg_alpha': 0.1600802363819195, 'reg_lambda': 2.8988379900214882}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:49,800] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.24652282997540323, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.681094597821204, 'colsample_bytree': 0.7402512805618471, 'gamma': 0.25828901724873915, 'reg_alpha': 0.21404400585381095, 'reg_lambda': 2.794210844118968}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:50,165] Trial 152 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 207, 'learning_rate': 0.26224073820584204, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7991640663279154, 'colsample_bytree': 0.6567379742219766, 'gamma': 0.36094449365897746, 'reg_alpha': 0.1810164758682057, 'reg_lambda': 2.7338021140101545}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:50,558] Trial 153 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 208, 'learning_rate': 0.2614182493904416, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.786383092232398, 'colsample_bytree': 0.6399470094759432, 'gamma': 0.3506020541251309, 'reg_alpha': 0.18526529288063448, 'reg_lambda': 2.706344177707383}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:50,982] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.29875798914378937, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.798796099380094, 'colsample_bytree': 0.6265315190162635, 'gamma': 0.5200672011145713, 'reg_alpha': 0.13279163779728326, 'reg_lambda': 1.8625739672598602}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:51,464] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.23468258857433288, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8091889733868314, 'colsample_bytree': 0.6508717044872079, 'gamma': 0.08891766535113454, 'reg_alpha': 0.5401352796613199, 'reg_lambda': 2.8414405390743234}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:51,843] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 194, 'learning_rate': 0.2808399055809044, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7785801259513576, 'colsample_bytree': 0.6915029991749876, 'gamma': 0.24066788986347215, 'reg_alpha': 0.48910638075008456, 'reg_lambda': 2.6496630696739634}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:52,163] Trial 157 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 231, 'learning_rate': 0.20445077383920215, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.823223398556716, 'colsample_bytree': 0.6580861637877364, 'gamma': 0.34711385866898614, 'reg_alpha': 0.22002062801014985, 'reg_lambda': 1.3362068540478973}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:52,564] Trial 158 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 216, 'learning_rate': 0.2547856133136184, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7264506203272408, 'colsample_bytree': 0.7142051455829813, 'gamma': 0.1328105729604715, 'reg_alpha': 0.1808087965932664, 'reg_lambda': 2.777844476733875}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:52,978] Trial 159 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 224, 'learning_rate': 0.2256465626676189, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7910603269264243, 'colsample_bytree': 0.7563826271784031, 'gamma': 0.4753448505749922, 'reg_alpha': 0.2737152466760562, 'reg_lambda': 2.5633124017425297}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:53,319] Trial 160 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 220, 'learning_rate': 0.2707023293777713, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8029018138612222, 'colsample_bytree': 0.9786189325374735, 'gamma': 0.1898136121029321, 'reg_alpha': 0.15664364953996715, 'reg_lambda': 2.7302013426535696}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:53,694] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 203, 'learning_rate': 0.09579312650093268, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9793844495010885, 'colsample_bytree': 0.6201333443506811, 'gamma': 0.27727633168984944, 'reg_alpha': 0.24312775281763155, 'reg_lambda': 2.8023127908827905}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:54,070] Trial 162 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 199, 'learning_rate': 0.24052426734111543, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8144121942675275, 'colsample_bytree': 0.9017748629590877, 'gamma': 0.3767508902936172, 'reg_alpha': 0.20196521678998774, 'reg_lambda': 2.7533621335381775}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:54,489] Trial 163 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.21360955910331816, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.796287702583901, 'colsample_bytree': 0.924718739591092, 'gamma': 0.0906783306508887, 'reg_alpha': 0.222665374367902, 'reg_lambda': 2.870961577297898}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:54,835] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.18962903691243826, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7848040007687265, 'colsample_bytree': 0.804509652005677, 'gamma': 0.20205575345924698, 'reg_alpha': 0.6269594657981079, 'reg_lambda': 2.942182130217139}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:55,255] Trial 165 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 214, 'learning_rate': 0.24567185325090654, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9579478458167282, 'colsample_bytree': 0.9480848063259124, 'gamma': 0.5768707545917773, 'reg_alpha': 0.174637778843769, 'reg_lambda': 2.669797598283533}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:55,647] Trial 166 finished with value: 0.744047619047619 and parameters: {'n_estimators': 196, 'learning_rate': 0.2637226194961815, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8067861871424482, 'colsample_bytree': 0.9914468881059844, 'gamma': 0.42183772181756785, 'reg_alpha': 0.2541887191749297, 'reg_lambda': 2.704636796763323}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:56,098] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 229, 'learning_rate': 0.223427544498066, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7763035116734572, 'colsample_bytree': 0.9398732853876421, 'gamma': 0.2873608011773154, 'reg_alpha': 0.19667393059907265, 'reg_lambda': 2.826358154034122}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:56,500] Trial 168 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 204, 'learning_rate': 0.20049604850272365, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7519260930579235, 'colsample_bytree': 0.8858791706570768, 'gamma': 0.09644773395648025, 'reg_alpha': 0.23523760848681294, 'reg_lambda': 2.733844068662723}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:56,852] Trial 169 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 241, 'learning_rate': 0.28127114847809515, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8395241800003757, 'colsample_bytree': 0.9330345395068572, 'gamma': 0.1916114031285583, 'reg_alpha': 0.1467691927019712, 'reg_lambda': 2.888738208427842}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:57,269] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 173, 'learning_rate': 0.1831497032971929, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.816034257742585, 'colsample_bytree': 0.7745460421906785, 'gamma': 0.3415008887985751, 'reg_alpha': 0.21419128133841484, 'reg_lambda': 2.6275607189705985}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:57,700] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 222, 'learning_rate': 0.2819437366078781, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7954028039134128, 'colsample_bytree': 0.8977200966577562, 'gamma': 0.4805415410889188, 'reg_alpha': 0.25039698992279874, 'reg_lambda': 2.7841056363679826}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:58,148] Trial 172 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 211, 'learning_rate': 0.2555543484455305, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8258511535504754, 'colsample_bytree': 0.7849003744853733, 'gamma': 0.4102306486108469, 'reg_alpha': 0.19367523313800147, 'reg_lambda': 1.4847237923253076}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:58,536] Trial 173 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 226, 'learning_rate': 0.2351629564499345, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8062228931655736, 'colsample_bytree': 0.8784257757899802, 'gamma': 0.0036654327132670805, 'reg_alpha': 0.2755826898903442, 'reg_lambda': 2.605459930768349}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:58,973] Trial 174 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.23155863868894513, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6021633524898528, 'colsample_bytree': 0.9078767526801349, 'gamma': 0.002926268313593272, 'reg_alpha': 0.17049801983112295, 'reg_lambda': 2.610752859065123}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:59,389] Trial 175 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 226, 'learning_rate': 0.2159346894376376, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8015836300181924, 'colsample_bytree': 0.8796693792092966, 'gamma': 0.14468551393231494, 'reg_alpha': 0.27770257527981523, 'reg_lambda': 2.6751200403056896}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:59,793] Trial 176 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 217, 'learning_rate': 0.23884847817023636, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7149038066063679, 'colsample_bytree': 0.8751127234672369, 'gamma': 0.23209023745347732, 'reg_alpha': 0.2272782172545058, 'reg_lambda': 2.528511023900598}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:00,211] Trial 177 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 237, 'learning_rate': 0.298327094525605, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7890917148257127, 'colsample_bytree': 0.612119125726042, 'gamma': 0.0007913291871408366, 'reg_alpha': 0.3234915168314245, 'reg_lambda': 2.7553030135735193}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:00,656] Trial 178 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 232, 'learning_rate': 0.25374408764199957, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7650430609516916, 'colsample_bytree': 0.8931092213500857, 'gamma': 0.28198424968036606, 'reg_alpha': 0.6720308974578919, 'reg_lambda': 2.8368344392925846}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:00,937] Trial 179 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.21032587063216038, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8102545613596362, 'colsample_bytree': 0.9824031722212982, 'gamma': 0.08773553676608095, 'reg_alpha': 0.11076789134261711, 'reg_lambda': 2.6720051198361543}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:01,492] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.20340980332455189, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8100773302296812, 'colsample_bytree': 0.9793764105041242, 'gamma': 0.07715686373445751, 'reg_alpha': 0.10360169550325463, 'reg_lambda': 2.582303838313027}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:01,863] Trial 181 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 220, 'learning_rate': 0.2208209502529135, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8020484562592015, 'colsample_bytree': 0.9870658848710117, 'gamma': 0.15669457344214555, 'reg_alpha': 0.12158436357592378, 'reg_lambda': 0.5905007590029903}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:02,229] Trial 182 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 151, 'learning_rate': 0.23920613199357146, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8174834322400082, 'colsample_bytree': 0.9691924363170501, 'gamma': 0.3024474228980249, 'reg_alpha': 0.06856599272893665, 'reg_lambda': 2.7021925280629495}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:02,585] Trial 183 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.23105789450631242, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8223000532986258, 'colsample_bytree': 0.9727596606308835, 'gamma': 0.31861837332089066, 'reg_alpha': 0.0779214148837871, 'reg_lambda': 2.6928011745379887}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:02,897] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 163, 'learning_rate': 0.2644780976953927, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8129822320143495, 'colsample_bytree': 0.9611102251117661, 'gamma': 0.08847554740785848, 'reg_alpha': 0.05711206012503198, 'reg_lambda': 2.651155817315662}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:03,201] Trial 185 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 113, 'learning_rate': 0.1969535463119524, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7923846921739802, 'colsample_bytree': 0.9520919717374399, 'gamma': 0.17889279849023648, 'reg_alpha': 0.13218020846427878, 'reg_lambda': 2.722443820583669}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:03,497] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.24458077135465114, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8335838187275071, 'colsample_bytree': 0.9941503981811056, 'gamma': 0.3736556020732458, 'reg_alpha': 0.02302418718722698, 'reg_lambda': 2.80153540091559}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:03,899] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.2154552808741382, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.782057612517866, 'colsample_bytree': 0.9687160369524898, 'gamma': 0.259142978341892, 'reg_alpha': 0.03254470211369032, 'reg_lambda': 2.6269485094392455}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:04,196] Trial 188 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 135, 'learning_rate': 0.17337366967080214, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7851374588934172, 'colsample_bytree': 0.9669979893823653, 'gamma': 0.585837168486652, 'reg_alpha': 0.0914402481805918, 'reg_lambda': 2.7624365770560293}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:04,497] Trial 189 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 131, 'learning_rate': 0.21029577781807843, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8054834292476174, 'colsample_bytree': 0.9827611830910242, 'gamma': 0.2538096404441147, 'reg_alpha': 0.01870734031012885, 'reg_lambda': 2.8633352336469744}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:04,807] Trial 190 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 162, 'learning_rate': 0.1909095615491764, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7965658291734468, 'colsample_bytree': 0.9566803242856976, 'gamma': 0.47683843689190963, 'reg_alpha': 0.16399392148237196, 'reg_lambda': 2.6905164849443293}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:05,162] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 156, 'learning_rate': 0.22195270396264888, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8180157006488672, 'colsample_bytree': 0.9686079590874034, 'gamma': 0.18280634723686412, 'reg_alpha': 0.03260586633281631, 'reg_lambda': 2.5048315747147885}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:05,476] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.2363788388565332, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7835248857047692, 'colsample_bytree': 0.9986839032666308, 'gamma': 0.08595777951599008, 'reg_alpha': 0.20348313305990595, 'reg_lambda': 2.600960522215388}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:05,804] Trial 193 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 167, 'learning_rate': 0.26072691085378624, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8087407994626209, 'colsample_bytree': 0.9746229168880682, 'gamma': 0.30015758122142777, 'reg_alpha': 0.1893032632206727, 'reg_lambda': 2.6443507883679125}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:06,169] Trial 194 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 136, 'learning_rate': 0.21507750260251288, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7972898345598612, 'colsample_bytree': 0.9802338359120331, 'gamma': 0.400282511894714, 'reg_alpha': 0.05058775559852617, 'reg_lambda': 2.7906580055985652}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:06,468] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.24690419726935675, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7736203043700286, 'colsample_bytree': 0.9612571012962874, 'gamma': 0.24352146393261706, 'reg_alpha': 0.008013318997490738, 'reg_lambda': 2.5475029350076914}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:06,808] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.2729959572002145, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7900349045416779, 'colsample_bytree': 0.9896739980356113, 'gamma': 0.09411456252857284, 'reg_alpha': 0.2167196030758558, 'reg_lambda': 2.7248687040877586}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:07,205] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.23228946302393239, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8000789118471621, 'colsample_bytree': 0.9479484892865819, 'gamma': 0.3343308632887813, 'reg_alpha': 0.07276323136394569, 'reg_lambda': 1.5560644530867658}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:07,474] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.19983688409648528, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8143237066779957, 'colsample_bytree': 0.9844576920506424, 'gamma': 0.01680657067552406, 'reg_alpha': 0.23244595479803087, 'reg_lambda': 2.8263004490208896}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:07,855] Trial 199 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 174, 'learning_rate': 0.25047212425067344, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.736474554441342, 'colsample_bytree': 0.9743614432570101, 'gamma': 0.15792700586311964, 'reg_alpha': 0.10901984523317072, 'reg_lambda': 2.676609505607871}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:07,859] A new study created in memory with name: no-name-fcf3052c-e88a-4db9-af2b-e85be6aecf54
[I 2025-11-03 20:44:08,233] Trial 0 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 148, 'learning_rate': 0.1946529922536294, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9537926787166329, 'colsample_bytree': 0.8412998002664192, 'gamma': 4.302422626111851, 'reg_alpha': 0.720576458445871, 'reg_lambda': 0.8680544135899061}. Best is trial 0 with value: 0.7113095238095238.
[I 2025-11-03 20:44:08,463] Trial 1 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 87, 'learning_rate': 0.019525913640621183, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6337063497888267, 'colsample_bytree': 0.8220185428319975, 'gamma': 4.859677456740787, 'reg_alpha': 0.31994079525009544, 'reg_lambda': 0.9344041357969664}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 20:44:08,766] Trial 2 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 63, 'learning_rate': 0.035102814483699826, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9054565519436192, 'colsample_bytree': 0.9222108195601062, 'gamma': 0.3877013192869072, 'reg_alpha': 0.39165587134783164, 'reg_lambda': 2.05614319158605}. Best is trial 2 with value: 0.7202380952380952.
[I 2025-11-03 20:44:09,132] Trial 3 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 220, 'learning_rate': 0.04096280573706521, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9816250517718268, 'colsample_bytree': 0.7181997821958226, 'gamma': 1.4320383754196304, 'reg_alpha': 0.1482580317320824, 'reg_lambda': 1.0399498480266485}. Best is trial 2 with value: 0.7202380952380952.
[I 2025-11-03 20:44:09,598] Trial 4 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 243, 'learning_rate': 0.12774561845449106, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9625134050318659, 'colsample_bytree': 0.6251714193441723, 'gamma': 4.052071466335514, 'reg_alpha': 0.4893714032722446, 'reg_lambda': 0.5714328596753588}. Best is trial 2 with value: 0.7202380952380952.
[I 2025-11-03 20:44:09,917] Trial 5 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.07708127155467688, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6738006213494316, 'colsample_bytree': 0.7639905492610549, 'gamma': 4.8626248661486855, 'reg_alpha': 0.10149684844205531, 'reg_lambda': 2.0125808380538768}. Best is trial 2 with value: 0.7202380952380952.
[I 2025-11-03 20:44:10,274] Trial 6 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.07416794210677187, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7811776455024394, 'colsample_bytree': 0.9168912206124369, 'gamma': 0.8610214764952762, 'reg_alpha': 0.9183483941419702, 'reg_lambda': 2.7246048114254964}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:10,748] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 246, 'learning_rate': 0.12488278844718097, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8959159341974152, 'colsample_bytree': 0.8141122441215068, 'gamma': 0.39731101195401575, 'reg_alpha': 0.7488583955687912, 'reg_lambda': 2.0822228469794952}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:11,072] Trial 8 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 104, 'learning_rate': 0.010711465781394734, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.883521864965219, 'colsample_bytree': 0.9212451384227678, 'gamma': 3.2069405661156165, 'reg_alpha': 0.6254771264014332, 'reg_lambda': 1.5680453317517755}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:11,463] Trial 9 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 211, 'learning_rate': 0.11336397833879645, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6645304084869875, 'colsample_bytree': 0.8400288390150393, 'gamma': 4.01167815810112, 'reg_alpha': 0.10100506546175658, 'reg_lambda': 1.7882769233123403}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:11,565] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.06201353275731047, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7727270690702267, 'colsample_bytree': 0.9672623749595277, 'gamma': 1.6822368274545298, 'reg_alpha': 0.9525910175018213, 'reg_lambda': 2.895555848661539}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:11,825] Trial 11 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.010813246365388027, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.7987257180911974, 'colsample_bytree': 0.91650480580434, 'gamma': 2.6842455918244026, 'reg_alpha': 0.7132510744831805, 'reg_lambda': 2.8991964773877}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:12,162] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 165, 'learning_rate': 0.02090186218963558, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7502629124450336, 'colsample_bytree': 0.992933534325586, 'gamma': 2.861877693316727, 'reg_alpha': 0.9647656673955041, 'reg_lambda': 1.4029015300552812}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:12,550] Trial 13 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.0249251404843564, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8599130221561332, 'colsample_bytree': 0.9009269525646354, 'gamma': 1.7226242311439464, 'reg_alpha': 0.8136383762685967, 'reg_lambda': 2.4148057510578336}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:12,945] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.010312687992148385, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8370195582986757, 'colsample_bytree': 0.882433812102933, 'gamma': 3.3042507337393907, 'reg_alpha': 0.5628436972707711, 'reg_lambda': 2.4797862041155527}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:13,337] Trial 15 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 190, 'learning_rate': 0.07826562715233444, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7275561026254392, 'colsample_bytree': 0.956331690025695, 'gamma': 0.939557966622023, 'reg_alpha': 0.568308774996895, 'reg_lambda': 1.4190774875589058}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:13,652] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.26765126257041805, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8334860163165518, 'colsample_bytree': 0.7146149756797672, 'gamma': 2.2333897647941896, 'reg_alpha': 0.8613610307368844, 'reg_lambda': 1.5204539174806402}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:13,945] Trial 17 finished with value: 0.738095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.04435979651938801, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.707882992994316, 'colsample_bytree': 0.8772534910591196, 'gamma': 3.112630462647949, 'reg_alpha': 0.6340742867458506, 'reg_lambda': 2.5044325608463334}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:14,252] Trial 18 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 55, 'learning_rate': 0.04376191331634588, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7164055786355412, 'colsample_bytree': 0.8738743947715281, 'gamma': 2.2968942777751167, 'reg_alpha': 0.2697750575665669, 'reg_lambda': 2.5200440817978498}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:14,542] Trial 19 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 59, 'learning_rate': 0.030752801208357432, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.600438718038933, 'colsample_bytree': 0.7563667843117265, 'gamma': 0.9811608259524351, 'reg_alpha': 0.866604206944449, 'reg_lambda': 2.6433115476150166}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:14,806] Trial 20 finished with value: 0.5863095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.0550592420076799, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6965428681921979, 'colsample_bytree': 0.6372511616609613, 'gamma': 0.13553556979171866, 'reg_alpha': 0.4363961048353851, 'reg_lambda': 2.207884789517312}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:15,211] Trial 21 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 59, 'learning_rate': 0.04316877081642754, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7209751358140847, 'colsample_bytree': 0.8725123706837343, 'gamma': 2.20552729774753, 'reg_alpha': 0.23904347688570687, 'reg_lambda': 2.6892486834274743}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:15,473] Trial 22 finished with value: 0.744047619047619 and parameters: {'n_estimators': 85, 'learning_rate': 0.08544408980598944, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7772103934060562, 'colsample_bytree': 0.8603155047556709, 'gamma': 3.417291060055439, 'reg_alpha': 0.2286294098919452, 'reg_lambda': 2.373123297896171}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:15,701] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.08602775977768042, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7853880769936861, 'colsample_bytree': 0.7894317488008706, 'gamma': 3.3801288946356762, 'reg_alpha': 0.02286619907990642, 'reg_lambda': 2.3256313843424405}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:15,999] Trial 24 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 92, 'learning_rate': 0.08591427876022556, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.775286443181739, 'colsample_bytree': 0.7754962808772421, 'gamma': 3.5435084687199074, 'reg_alpha': 0.011029326104022965, 'reg_lambda': 2.3081900394784722}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:16,373] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 139, 'learning_rate': 0.18177216193339737, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8096505676572864, 'colsample_bytree': 0.710191035380008, 'gamma': 3.5287557299306207, 'reg_alpha': 0.1845698921174369, 'reg_lambda': 2.748318414033018}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:16,500] Trial 26 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 41, 'learning_rate': 0.10445343193804703, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7595522115882246, 'colsample_bytree': 0.7969867273134414, 'gamma': 3.8282868869137445, 'reg_alpha': 0.03782355010530754, 'reg_lambda': 1.7583251272258367}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:16,724] Trial 27 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 84, 'learning_rate': 0.16184664640013108, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8028182613674408, 'colsample_bytree': 0.957126762371802, 'gamma': 4.377087255675259, 'reg_alpha': 0.3505445308594619, 'reg_lambda': 2.9509541879647316}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:17,100] Trial 28 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 189, 'learning_rate': 0.06274379259970249, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8241727893773525, 'colsample_bytree': 0.8527235774674544, 'gamma': 2.8165891570840453, 'reg_alpha': 0.2028548876633442, 'reg_lambda': 2.285898595758013}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:17,399] Trial 29 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.24742808987902867, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9282198312061556, 'colsample_bytree': 0.6642347844349266, 'gamma': 4.380166677741263, 'reg_alpha': 0.0874674981128643, 'reg_lambda': 1.9020626708054778}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:17,759] Trial 30 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.1492575302733834, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8535946460519143, 'colsample_bytree': 0.8403264430531846, 'gamma': 2.501041814962594, 'reg_alpha': 0.003780821673449092, 'reg_lambda': 2.6872343211014638}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:18,025] Trial 31 finished with value: 0.738095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.09171223407523928, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7410439725636613, 'colsample_bytree': 0.8943477925136734, 'gamma': 3.076894214811722, 'reg_alpha': 0.6627928004507482, 'reg_lambda': 2.502619146456463}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:18,317] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.05869307828185994, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7836328900866922, 'colsample_bytree': 0.7966849682018586, 'gamma': 3.754900942910177, 'reg_alpha': 0.28865319734063566, 'reg_lambda': 2.1868228927409685}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:18,597] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 80, 'learning_rate': 0.04767892462800745, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6930309122336951, 'colsample_bytree': 0.8621631359442037, 'gamma': 3.4029279083195907, 'reg_alpha': 0.40970919359662766, 'reg_lambda': 2.38161929076802}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:18,835] Trial 34 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 46, 'learning_rate': 0.06827359189384698, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6360062025410472, 'colsample_bytree': 0.8267691412620739, 'gamma': 2.9864719813852245, 'reg_alpha': 0.3393506382342151, 'reg_lambda': 2.8050404030829683}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:19,159] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 124, 'learning_rate': 0.030644910862781694, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7034489262877499, 'colsample_bytree': 0.9358871557436532, 'gamma': 2.5232346943092225, 'reg_alpha': 0.4798795424136971, 'reg_lambda': 2.5812720646207667}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:19,423] Trial 36 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 70, 'learning_rate': 0.09890589557021459, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7384351147920082, 'colsample_bytree': 0.7332769363199624, 'gamma': 1.8793824902396077, 'reg_alpha': 0.5467087732925124, 'reg_lambda': 2.023899436784606}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:19,650] Trial 37 finished with value: 0.738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.07175946195361024, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.666663747946322, 'colsample_bytree': 0.8992105803642487, 'gamma': 1.1232169229622286, 'reg_alpha': 0.7733760082973732, 'reg_lambda': 2.158878756103758}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:19,930] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 98, 'learning_rate': 0.03694554498356744, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8688482821812411, 'colsample_bytree': 0.8129174034395871, 'gamma': 4.6679686012689, 'reg_alpha': 0.6857236687061512, 'reg_lambda': 0.5092870654348283}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:20,153] Trial 39 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 77, 'learning_rate': 0.1287175892635375, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7922857212878202, 'colsample_bytree': 0.9369274145630858, 'gamma': 4.09120080213501, 'reg_alpha': 0.13759217382098288, 'reg_lambda': 1.8884849685008156}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:20,506] Trial 40 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 213, 'learning_rate': 0.04978938811907355, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9930069664555821, 'colsample_bytree': 0.7780397826881221, 'gamma': 3.1096352443000503, 'reg_alpha': 0.056382343829855665, 'reg_lambda': 2.3848811337173217}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:20,791] Trial 41 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 74, 'learning_rate': 0.08801738178438799, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7552139583482963, 'colsample_bytree': 0.8950541569706, 'gamma': 3.716804007234715, 'reg_alpha': 0.6403877321420273, 'reg_lambda': 2.5140792274272306}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:21,189] Trial 42 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 69, 'learning_rate': 0.08426250941464311, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7646847123947617, 'colsample_bytree': 0.8506847053330056, 'gamma': 3.1275717759116715, 'reg_alpha': 0.906198570834736, 'reg_lambda': 2.8411822602813404}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:21,520] Trial 43 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 111, 'learning_rate': 0.09426235334325511, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7426348945475607, 'colsample_bytree': 0.9193545975971207, 'gamma': 0.5854186567085224, 'reg_alpha': 0.6561183120155949, 'reg_lambda': 2.5951753314517947}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:21,774] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.1243573333615349, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8206512787557148, 'colsample_bytree': 0.890886867546987, 'gamma': 2.794868439178181, 'reg_alpha': 0.7804984585359656, 'reg_lambda': 1.1013549395944955}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:22,113] Trial 45 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 169, 'learning_rate': 0.07661500301730675, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6772819633208769, 'colsample_bytree': 0.8272289596728429, 'gamma': 3.354323348342052, 'reg_alpha': 0.6143504553749064, 'reg_lambda': 2.9865991115672226}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:22,508] Trial 46 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 181, 'learning_rate': 0.06843926641116921, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6461718688780893, 'colsample_bytree': 0.8229485569060451, 'gamma': 3.40095166871473, 'reg_alpha': 0.5918320487310871, 'reg_lambda': 2.937561327725721}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:22,930] Trial 47 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.05276066870139233, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6804733973036531, 'colsample_bytree': 0.8315678317040124, 'gamma': 4.089224912919816, 'reg_alpha': 0.514368612651233, 'reg_lambda': 2.768694510351052}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:23,328] Trial 48 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 199, 'learning_rate': 0.016058240964744744, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6560789763769912, 'colsample_bytree': 0.7493449877878543, 'gamma': 3.619866840954048, 'reg_alpha': 0.9973753370925997, 'reg_lambda': 2.9767323789666524}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:23,750] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 168, 'learning_rate': 0.11164120021202699, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.611621207372199, 'colsample_bytree': 0.9956627590083623, 'gamma': 2.0437835448001946, 'reg_alpha': 0.462436314219425, 'reg_lambda': 0.6861189651388346}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:24,184] Trial 50 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 156, 'learning_rate': 0.03475923858637964, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6832833387721158, 'colsample_bytree': 0.8083360235161723, 'gamma': 2.6159644280880743, 'reg_alpha': 0.7228521219908687, 'reg_lambda': 2.3009840779395}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:24,434] Trial 51 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 51, 'learning_rate': 0.0803519446133357, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7331000257727704, 'colsample_bytree': 0.912221691583908, 'gamma': 2.991139857319927, 'reg_alpha': 0.6259574933189695, 'reg_lambda': 2.4806819187574956}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:24,775] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 173, 'learning_rate': 0.06380235621450689, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.703265368574374, 'colsample_bytree': 0.8612625757098836, 'gamma': 3.215148366598905, 'reg_alpha': 0.675010961962731, 'reg_lambda': 2.619226676377881}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:24,907] Trial 53 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 31, 'learning_rate': 0.07483212854878726, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7780971828480441, 'colsample_bytree': 0.8783671428991031, 'gamma': 3.852740258614366, 'reg_alpha': 0.5233023941805552, 'reg_lambda': 2.822260727568263}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:25,170] Trial 54 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 151, 'learning_rate': 0.14810127886357272, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7160594925431042, 'colsample_bytree': 0.9377978758699563, 'gamma': 3.3328163324997924, 'reg_alpha': 0.8112025132928196, 'reg_lambda': 2.425416808018689}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:25,418] Trial 55 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 65, 'learning_rate': 0.11636081579083561, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7470547446901611, 'colsample_bytree': 0.9078626236579996, 'gamma': 2.969222559595419, 'reg_alpha': 0.5958909495412082, 'reg_lambda': 2.728722107283581}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:25,766] Trial 56 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 107, 'learning_rate': 0.09684116103550039, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7883532735598767, 'colsample_bytree': 0.7870648272136662, 'gamma': 3.4616724206950877, 'reg_alpha': 0.37827348083921697, 'reg_lambda': 2.067634622438669}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:26,036] Trial 57 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 130, 'learning_rate': 0.0564885513236103, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7689780593429151, 'colsample_bytree': 0.8692511773331659, 'gamma': 1.3703914371480033, 'reg_alpha': 0.73321481829224, 'reg_lambda': 2.5505630319801535}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:26,458] Trial 58 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.03896871916650091, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8132589227913456, 'colsample_bytree': 0.9735350247775446, 'gamma': 2.7220099333201966, 'reg_alpha': 0.138151561786169, 'reg_lambda': 2.872353933907613}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:26,808] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.04713560336964011, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.7153122605134279, 'colsample_bytree': 0.8468560678035152, 'gamma': 2.3508079186579356, 'reg_alpha': 0.5993255096077513, 'reg_lambda': 2.2499663635576534}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:27,218] Trial 60 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 115, 'learning_rate': 0.21778435872991592, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7285263037396295, 'colsample_bytree': 0.8861636468345523, 'gamma': 0.004330970071642515, 'reg_alpha': 0.8791319396835325, 'reg_lambda': 1.6081728298709164}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:27,557] Trial 61 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 35, 'learning_rate': 0.07197427183718015, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6782197096558465, 'colsample_bytree': 0.9015375086227112, 'gamma': 1.1969442427379695, 'reg_alpha': 0.7698490024449383, 'reg_lambda': 2.148618347921167}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:27,832] Trial 62 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 44, 'learning_rate': 0.07304739339057646, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6305413963723304, 'colsample_bytree': 0.9261806472646232, 'gamma': 0.9600896194669302, 'reg_alpha': 0.6909811526119235, 'reg_lambda': 2.3665889865217267}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:28,148] Trial 63 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 53, 'learning_rate': 0.08786463291617223, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6633778457881404, 'colsample_bytree': 0.8353278988799796, 'gamma': 0.5644858542747502, 'reg_alpha': 0.8246538723264016, 'reg_lambda': 2.6770494496030355}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:28,256] Trial 64 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.06264513918390671, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.802185503895605, 'colsample_bytree': 0.8616730627188096, 'gamma': 1.6520702976193866, 'reg_alpha': 0.9437645154508413, 'reg_lambda': 2.439711011605017}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:28,540] Trial 65 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.10714906948835594, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.6922128230966683, 'colsample_bytree': 0.95113090550929, 'gamma': 0.6707649749643483, 'reg_alpha': 0.783844830256609, 'reg_lambda': 1.9234670033730787}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:28,806] Trial 66 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 92, 'learning_rate': 0.07995253488701426, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.667522942643862, 'colsample_bytree': 0.8835570505703508, 'gamma': 0.37706433904235936, 'reg_alpha': 0.1880369264454212, 'reg_lambda': 2.124577994725564}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:29,124] Trial 67 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 82, 'learning_rate': 0.13679827219896626, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8470821878145421, 'colsample_bytree': 0.9065439738459048, 'gamma': 3.2422169078638468, 'reg_alpha': 0.8377036588175979, 'reg_lambda': 2.2468301267852784}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:29,401] Trial 68 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 101, 'learning_rate': 0.09266760428931058, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.754748133750102, 'colsample_bytree': 0.9254345244689294, 'gamma': 3.9503469671887697, 'reg_alpha': 0.5449502398570115, 'reg_lambda': 2.99564630648456}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:29,644] Trial 69 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 38, 'learning_rate': 0.0663728506059406, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7065182995395943, 'colsample_bytree': 0.6953977396190324, 'gamma': 3.5883919563127677, 'reg_alpha': 0.7534282810697919, 'reg_lambda': 2.3335111916140834}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:30,018] Trial 70 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 163, 'learning_rate': 0.05772550991383332, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6519160750150157, 'colsample_bytree': 0.9755859066552539, 'gamma': 1.2008230893529326, 'reg_alpha': 0.9064925541029842, 'reg_lambda': 2.513878281155682}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:30,308] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 148, 'learning_rate': 0.06233614651866597, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7066852543383451, 'colsample_bytree': 0.8624039557567471, 'gamma': 3.171607585742447, 'reg_alpha': 0.6703018458028478, 'reg_lambda': 2.615772902828294}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:30,682] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 183, 'learning_rate': 0.05269956575384943, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6892869008188707, 'colsample_bytree': 0.8042948579123156, 'gamma': 2.938059438725171, 'reg_alpha': 0.6998783138271105, 'reg_lambda': 2.650938395534575}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:30,965] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 178, 'learning_rate': 0.04342809511744702, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7240834123314721, 'colsample_bytree': 0.8564780117926165, 'gamma': 3.3118789017754082, 'reg_alpha': 0.649339358984237, 'reg_lambda': 2.7608709037024908}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:31,279] Trial 74 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 169, 'learning_rate': 0.07731776656230469, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7407933608456745, 'colsample_bytree': 0.8715462816848859, 'gamma': 3.1333593694940367, 'reg_alpha': 0.6211813199436489, 'reg_lambda': 2.5653637353517666}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:31,741] Trial 75 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 174, 'learning_rate': 0.10252221692171429, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7701143997010258, 'colsample_bytree': 0.8187602816249495, 'gamma': 0.8118226301054431, 'reg_alpha': 0.6717618199669886, 'reg_lambda': 2.8665660897286234}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:32,089] Trial 76 finished with value: 0.744047619047619 and parameters: {'n_estimators': 189, 'learning_rate': 0.06668872708225905, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7957520096025149, 'colsample_bytree': 0.8938298332818952, 'gamma': 3.6947363449595745, 'reg_alpha': 0.580685959669414, 'reg_lambda': 2.4712460048422633}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:32,549] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 199, 'learning_rate': 0.08476583859691586, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7980830128613154, 'colsample_bytree': 0.8980844469817272, 'gamma': 3.7118754229777657, 'reg_alpha': 0.2349402316559882, 'reg_lambda': 2.478559463359049}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:32,795] Trial 78 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 74, 'learning_rate': 0.07018886931870394, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8375096267266384, 'colsample_bytree': 0.8902770351591757, 'gamma': 4.191693185262245, 'reg_alpha': 0.5765452959870037, 'reg_lambda': 2.421364454776176}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:33,142] Trial 79 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 188, 'learning_rate': 0.09339219556926205, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7600385468890017, 'colsample_bytree': 0.8471236826309461, 'gamma': 3.916641768205999, 'reg_alpha': 0.3072713749960919, 'reg_lambda': 2.186540515356894}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:33,513] Trial 80 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 207, 'learning_rate': 0.04726285433443669, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7843803692095587, 'colsample_bytree': 0.9465265466272678, 'gamma': 3.514359633564052, 'reg_alpha': 0.5038050672167906, 'reg_lambda': 2.348291515346627}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:33,920] Trial 81 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.06561425143231629, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8240366047064817, 'colsample_bytree': 0.8776510582889882, 'gamma': 3.6708725902615162, 'reg_alpha': 0.620922980195074, 'reg_lambda': 2.7215389137392356}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:34,225] Trial 82 finished with value: 0.738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.05865014573251463, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7005447469009249, 'colsample_bytree': 0.6023762700795661, 'gamma': 3.0501154931828647, 'reg_alpha': 0.547149021252904, 'reg_lambda': 2.612481231428288}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:34,498] Trial 83 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 67, 'learning_rate': 0.05640778269630633, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7759692946360623, 'colsample_bytree': 0.6498350877133985, 'gamma': 3.0547107942727094, 'reg_alpha': 0.46716906792088775, 'reg_lambda': 2.4623263070489196}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:34,874] Trial 84 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 89, 'learning_rate': 0.033646639818361884, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7931382735690787, 'colsample_bytree': 0.6976912311815218, 'gamma': 2.7258774343977326, 'reg_alpha': 0.5471962347057762, 'reg_lambda': 2.560113995364059}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:35,177] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 60, 'learning_rate': 0.07900784647788205, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6416896634649759, 'colsample_bytree': 0.9040409891970443, 'gamma': 3.3020590091828748, 'reg_alpha': 0.42167184685761566, 'reg_lambda': 2.2638064888086045}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:35,388] Trial 86 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 77, 'learning_rate': 0.11961699494663715, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6697387892670937, 'colsample_bytree': 0.6138091478815584, 'gamma': 2.8855391070191057, 'reg_alpha': 0.06947237429171696, 'reg_lambda': 1.261144856593126}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:35,690] Trial 87 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 50, 'learning_rate': 0.040571280638721834, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7483180224409233, 'colsample_bytree': 0.9165591874472554, 'gamma': 3.4515323923341814, 'reg_alpha': 0.5693854768235169, 'reg_lambda': 1.9822808837487025}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:35,990] Trial 88 finished with value: 0.738095238095238 and parameters: {'n_estimators': 71, 'learning_rate': 0.050081574071889276, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7349015276044759, 'colsample_bytree': 0.8390843819412052, 'gamma': 3.811567831056723, 'reg_alpha': 0.024397096175072613, 'reg_lambda': 2.644761868030648}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:36,334] Trial 89 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 86, 'learning_rate': 0.059365232928172994, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8096574520263626, 'colsample_bytree': 0.6643234557758697, 'gamma': 3.381092873385294, 'reg_alpha': 0.5262200029665346, 'reg_lambda': 2.81086806497568}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:36,684] Trial 90 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 58, 'learning_rate': 0.02770350306167325, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6222822202427786, 'colsample_bytree': 0.7324930188236295, 'gamma': 2.8207944107737584, 'reg_alpha': 0.4419381309035849, 'reg_lambda': 2.9324388648343214}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:37,005] Trial 91 finished with value: 0.738095238095238 and parameters: {'n_estimators': 72, 'learning_rate': 0.05243559610580227, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7345643107515197, 'colsample_bytree': 0.8406479431512538, 'gamma': 3.8241823934946306, 'reg_alpha': 0.03368541910570508, 'reg_lambda': 2.6805236289765224}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:37,274] Trial 92 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.07206145240400678, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6992588925931478, 'colsample_bytree': 0.824318275371676, 'gamma': 4.587341872351028, 'reg_alpha': 0.1047512515478405, 'reg_lambda': 2.5282540042662194}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:37,601] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 65, 'learning_rate': 0.08542119576684329, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7143245555005956, 'colsample_bytree': 0.6008657773349417, 'gamma': 3.6017307462037937, 'reg_alpha': 0.10566096253124693, 'reg_lambda': 2.6288394082178295}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:37,948] Trial 94 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 95, 'learning_rate': 0.048166665392776725, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7643967589662066, 'colsample_bytree': 0.8707799436124288, 'gamma': 2.4006583311633776, 'reg_alpha': 0.6014884816364297, 'reg_lambda': 2.381719062719473}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:38,170] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.043558744153203884, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.6756658957742815, 'colsample_bytree': 0.8932994318950087, 'gamma': 3.0726151348153947, 'reg_alpha': 0.6442436774256961, 'reg_lambda': 2.5923036134799684}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:38,423] Trial 96 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 56, 'learning_rate': 0.1029091542915572, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7239267033813597, 'colsample_bytree': 0.9289603264469739, 'gamma': 3.7913262427875596, 'reg_alpha': 0.026069123969853305, 'reg_lambda': 2.782261244941818}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:38,701] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 79, 'learning_rate': 0.06809614519188917, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.6590457359710553, 'colsample_bytree': 0.8308498595686251, 'gamma': 4.143813535928932, 'reg_alpha': 0.15891180958861342, 'reg_lambda': 2.4937653194483262}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:39,031] Trial 98 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 30, 'learning_rate': 0.09036505149803765, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7493327804172287, 'colsample_bytree': 0.7949074269153951, 'gamma': 2.5978980610003126, 'reg_alpha': 0.059769394585170846, 'reg_lambda': 2.3024749817367853}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:39,290] Trial 99 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 70, 'learning_rate': 0.05062168090117644, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6846491757755917, 'colsample_bytree': 0.8839161350857481, 'gamma': 4.00349024954094, 'reg_alpha': 0.7136482111159425, 'reg_lambda': 2.712493878880173}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:39,589] Trial 100 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 192, 'learning_rate': 0.059453171511189395, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7821062281591585, 'colsample_bytree': 0.855666486528902, 'gamma': 2.0984446980294287, 'reg_alpha': 0.25115545166431225, 'reg_lambda': 2.423564513124981}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:39,804] Trial 101 finished with value: 0.738095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.053605154548145746, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7342666106242047, 'colsample_bytree': 0.8411841783125825, 'gamma': 3.830582801246124, 'reg_alpha': 0.00034895356270525993, 'reg_lambda': 2.6731239032662404}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:40,101] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 63, 'learning_rate': 0.03774998730790902, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7334134751459382, 'colsample_bytree': 0.8160107109792386, 'gamma': 4.249767475035363, 'reg_alpha': 0.044460906388656476, 'reg_lambda': 2.6338508514104317}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:40,269] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 42, 'learning_rate': 0.07520854439459326, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7109330659400461, 'colsample_bytree': 0.8398971885666453, 'gamma': 3.504829403275309, 'reg_alpha': 0.076533447853362, 'reg_lambda': 2.5530343229458294}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:40,524] Trial 104 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 70, 'learning_rate': 0.04600027877447276, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9272472572806223, 'colsample_bytree': 0.767272925593282, 'gamma': 3.2381128007338607, 'reg_alpha': 0.028612778861560093, 'reg_lambda': 2.914513703253215}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:40,845] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 101, 'learning_rate': 0.08333990020801701, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9034848921583112, 'colsample_bytree': 0.9132621054892058, 'gamma': 3.2501244170513166, 'reg_alpha': 0.5834281398946867, 'reg_lambda': 2.8935605587895514}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:41,133] Trial 106 finished with value: 0.681547619047619 and parameters: {'n_estimators': 54, 'learning_rate': 0.11115072675923879, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9691399642616102, 'colsample_bytree': 0.7767359829030646, 'gamma': 3.4128113524927457, 'reg_alpha': 0.023041361988023326, 'reg_lambda': 2.804530529519958}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:41,485] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.0446810146248252, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9400611334738449, 'colsample_bytree': 0.7656637431303652, 'gamma': 1.091703509615013, 'reg_alpha': 0.08976450206940967, 'reg_lambda': 2.937195585782166}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:41,840] Trial 108 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.04654716722906056, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7912254506443126, 'colsample_bytree': 0.7454733215601103, 'gamma': 1.1902980057479065, 'reg_alpha': 0.08897182532280759, 'reg_lambda': 2.921438626475406}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:42,169] Trial 109 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 145, 'learning_rate': 0.03178457100604439, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9503767759098661, 'colsample_bytree': 0.7654901431437876, 'gamma': 1.0518659891145588, 'reg_alpha': 0.12341490343145237, 'reg_lambda': 2.9932121012221358}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:42,516] Trial 110 finished with value: 0.738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.06441031185313424, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.926374535124539, 'colsample_bytree': 0.7876508678147257, 'gamma': 1.493068374785148, 'reg_alpha': 0.4950509463720172, 'reg_lambda': 2.882192005214112}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:42,865] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 185, 'learning_rate': 0.044833250295697985, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9559712552501114, 'colsample_bytree': 0.8025294000265384, 'gamma': 1.3141424672419655, 'reg_alpha': 0.0421957930242141, 'reg_lambda': 1.6829442668214887}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:43,400] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.04070658871702435, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.941770552279468, 'colsample_bytree': 0.7925087264791857, 'gamma': 1.4171360933038453, 'reg_alpha': 0.615168078215811, 'reg_lambda': 1.6134689642330866}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:43,752] Trial 113 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.03814344793437907, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9371650812209091, 'colsample_bytree': 0.770875179161127, 'gamma': 1.3814480154842461, 'reg_alpha': 0.610883408210357, 'reg_lambda': 1.7110449923067328}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:44,292] Trial 114 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 185, 'learning_rate': 0.04070668899126442, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9428325677895671, 'colsample_bytree': 0.7673918871296851, 'gamma': 1.2811822927966796, 'reg_alpha': 0.6088508978100621, 'reg_lambda': 1.7166429112832893}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:44,629] Trial 115 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 175, 'learning_rate': 0.03542950337681367, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9265941927734451, 'colsample_bytree': 0.755106757529327, 'gamma': 1.5718280361894796, 'reg_alpha': 0.16972962745793843, 'reg_lambda': 1.5735529024143955}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:45,054] Trial 116 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 193, 'learning_rate': 0.02776276653810618, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9368695571861896, 'colsample_bytree': 0.7842493175808136, 'gamma': 0.845655833837458, 'reg_alpha': 0.051410294310825694, 'reg_lambda': 1.6777334270840434}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:45,391] Trial 117 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 168, 'learning_rate': 0.04476259002999774, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9136657204848294, 'colsample_bytree': 0.7965911505756906, 'gamma': 1.3554150268613179, 'reg_alpha': 0.12144279976479612, 'reg_lambda': 1.8076075318851195}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:45,764] Trial 118 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 181, 'learning_rate': 0.038543807178149044, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9631827374630548, 'colsample_bytree': 0.8071928481628309, 'gamma': 1.7973680455149712, 'reg_alpha': 0.6395957899628845, 'reg_lambda': 1.5254540875105638}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:46,210] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.03551381821300921, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.882522198634422, 'colsample_bytree': 0.770353049664152, 'gamma': 1.1030406946601008, 'reg_alpha': 0.20685359079356835, 'reg_lambda': 1.7982349154836745}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:46,478] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 155, 'learning_rate': 0.033069401787238065, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8736997665657438, 'colsample_bytree': 0.7700525338101204, 'gamma': 0.7599670991051694, 'reg_alpha': 0.22246669794916596, 'reg_lambda': 1.4571479368281426}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:46,948] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.02871884497928706, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9812537469133826, 'colsample_bytree': 0.7698420363685389, 'gamma': 0.822496992992275, 'reg_alpha': 0.22601444975079504, 'reg_lambda': 1.4100062424901507}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:47,315] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 153, 'learning_rate': 0.029971136865792013, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9894042552467913, 'colsample_bytree': 0.7720439329113267, 'gamma': 0.7247140210537836, 'reg_alpha': 0.1981928201652841, 'reg_lambda': 1.2998606788041616}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:47,628] Trial 123 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 135, 'learning_rate': 0.025050940488692407, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8784933593241776, 'colsample_bytree': 0.7406463343052773, 'gamma': 0.41711400694023504, 'reg_alpha': 0.20724186158112318, 'reg_lambda': 1.2750308115344664}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:48,031] Trial 124 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.020633036730341784, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9752697360985506, 'colsample_bytree': 0.7586947899891369, 'gamma': 0.9723731114048695, 'reg_alpha': 0.3360498011348043, 'reg_lambda': 1.3426540690753939}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:48,397] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.03176325684389806, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9998828253125199, 'colsample_bytree': 0.7838578196216359, 'gamma': 0.7434789360770233, 'reg_alpha': 0.2799282463854596, 'reg_lambda': 1.63357939077929}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:48,743] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 178, 'learning_rate': 0.03562933198017283, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9517517287007813, 'colsample_bytree': 0.7735557245895884, 'gamma': 1.0814786954850506, 'reg_alpha': 0.2567840426340954, 'reg_lambda': 1.4640351796971958}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:49,062] Trial 127 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 177, 'learning_rate': 0.03459134244297078, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8870897136955108, 'colsample_bytree': 0.7780247086195805, 'gamma': 1.068518627200943, 'reg_alpha': 0.2648587421482981, 'reg_lambda': 1.4539648344441598}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:49,434] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 153, 'learning_rate': 0.02476637686618871, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.916981740862066, 'colsample_bytree': 0.7581755147085993, 'gamma': 0.535836457066988, 'reg_alpha': 0.20682955403701214, 'reg_lambda': 1.2120272667895529}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:49,797] Trial 129 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 172, 'learning_rate': 0.041613652050397486, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9572383963054839, 'colsample_bytree': 0.7878420715132609, 'gamma': 0.8882892830864972, 'reg_alpha': 0.3151607225504043, 'reg_lambda': 1.4674975401891102}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:50,164] Trial 130 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.029817574042868493, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.950791213645471, 'colsample_bytree': 0.7921847263840206, 'gamma': 0.7344489342392264, 'reg_alpha': 0.18609538142275855, 'reg_lambda': 1.3435332174405301}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:50,626] Trial 131 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 183, 'learning_rate': 0.03678271059615155, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9408596082867087, 'colsample_bytree': 0.7710699088293015, 'gamma': 1.3083852658235087, 'reg_alpha': 0.15114681327976592, 'reg_lambda': 1.802361530452623}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:51,105] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 204, 'learning_rate': 0.03250681930561366, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.935564642731098, 'colsample_bytree': 0.752929749738964, 'gamma': 1.4709648091603575, 'reg_alpha': 0.2966656829094244, 'reg_lambda': 1.6588201036977794}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:51,552] Trial 133 finished with value: 0.761904761904762 and parameters: {'n_estimators': 210, 'learning_rate': 0.03179349536739312, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9626056861636451, 'colsample_bytree': 0.727510035501293, 'gamma': 1.0911562278163691, 'reg_alpha': 0.22373105202736063, 'reg_lambda': 1.5101326430806623}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:51,956] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 202, 'learning_rate': 0.032569701036586234, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9873365405077958, 'colsample_bytree': 0.7309017731796997, 'gamma': 1.4706333687127495, 'reg_alpha': 0.30317676787721115, 'reg_lambda': 1.5347600336819094}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:52,332] Trial 135 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 196, 'learning_rate': 0.02610413275021941, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9664626663661927, 'colsample_bytree': 0.7507257229653661, 'gamma': 0.29596684945577234, 'reg_alpha': 0.22320560649513632, 'reg_lambda': 1.469675919366245}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:52,710] Trial 136 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 212, 'learning_rate': 0.030287321678748064, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8605752133620846, 'colsample_bytree': 0.7144783822114654, 'gamma': 0.6561126432880533, 'reg_alpha': 0.25957245744295865, 'reg_lambda': 1.622216387082786}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:53,097] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 206, 'learning_rate': 0.03625895787272691, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9164413507916944, 'colsample_bytree': 0.7368722802569854, 'gamma': 0.9668433683998066, 'reg_alpha': 0.38323371794350314, 'reg_lambda': 1.7520724673648518}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:53,433] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 215, 'learning_rate': 0.03391764463544314, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9180682208208608, 'colsample_bytree': 0.7242243917774749, 'gamma': 0.917226446729636, 'reg_alpha': 0.387288428293257, 'reg_lambda': 1.85021935465433}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:53,894] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.03395918548151056, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8935317228361277, 'colsample_bytree': 0.7392703111329787, 'gamma': 0.991873986711934, 'reg_alpha': 0.39550135422350396, 'reg_lambda': 1.8867097417298289}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:54,342] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 241, 'learning_rate': 0.0341640141522671, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9002810603828453, 'colsample_bytree': 0.7221976312248682, 'gamma': 0.9592601353033758, 'reg_alpha': 0.38340030648493034, 'reg_lambda': 1.7570971705581175}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:54,759] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 249, 'learning_rate': 0.03452467674869153, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9046522189355556, 'colsample_bytree': 0.7255335922907757, 'gamma': 1.003412549004385, 'reg_alpha': 0.35564859053828496, 'reg_lambda': 1.8857773035664933}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:55,269] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.03433795368789689, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8991560626878217, 'colsample_bytree': 0.7025739018503446, 'gamma': 1.0128164698395015, 'reg_alpha': 0.36969376862676984, 'reg_lambda': 1.8728598563408483}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:55,672] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 248, 'learning_rate': 0.022770731333443605, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8949947067291842, 'colsample_bytree': 0.7222939934274445, 'gamma': 0.9743004981928562, 'reg_alpha': 0.37516273018513346, 'reg_lambda': 1.8697398129099618}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:56,076] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.02348014732501555, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8968770993941849, 'colsample_bytree': 0.7230700995356697, 'gamma': 0.98059715123493, 'reg_alpha': 0.3749820919941883, 'reg_lambda': 1.8519547283770195}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:56,518] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.01853252106594954, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8925109642655097, 'colsample_bytree': 0.7243023618040277, 'gamma': 0.952222660705319, 'reg_alpha': 0.3811310784767483, 'reg_lambda': 1.8674035501631643}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:57,564] Trial 146 finished with value: 0.738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.014385138863333206, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9008971352296756, 'colsample_bytree': 0.7233688962257842, 'gamma': 1.1766611851062114, 'reg_alpha': 0.3653748170760797, 'reg_lambda': 1.8691355544777688}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:57,973] Trial 147 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.0175834256437716, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8775476006803195, 'colsample_bytree': 0.697055902814889, 'gamma': 0.8981365957427434, 'reg_alpha': 0.36891811683037573, 'reg_lambda': 1.9830096584879304}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:58,332] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 237, 'learning_rate': 0.017493277295063045, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8780907532623062, 'colsample_bytree': 0.7039773280366941, 'gamma': 0.8757616540277803, 'reg_alpha': 0.3602212566161215, 'reg_lambda': 1.9712957425924513}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:58,743] Trial 149 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.02177617022863702, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8694964189782477, 'colsample_bytree': 0.6890480620658281, 'gamma': 0.7398511991655009, 'reg_alpha': 0.39812147290443883, 'reg_lambda': 1.8475255522626544}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:59,206] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 229, 'learning_rate': 0.023169411435772117, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9115129495613778, 'colsample_bytree': 0.6863566715261561, 'gamma': 0.9400736354757161, 'reg_alpha': 0.3385172787448621, 'reg_lambda': 1.7608099639374801}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:44:59,569] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.01906495773072215, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8934752568044099, 'colsample_bytree': 0.7209020436926118, 'gamma': 1.050557076151595, 'reg_alpha': 0.3755431667815777, 'reg_lambda': 1.9620190164424187}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:00,039] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 248, 'learning_rate': 0.016338922207038392, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8872429606727644, 'colsample_bytree': 0.6784845938907107, 'gamma': 0.6176676885870983, 'reg_alpha': 0.4274951474738239, 'reg_lambda': 1.9321696211981225}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:00,465] Trial 153 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.015465564885128352, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9072231653468578, 'colsample_bytree': 0.6775135827081599, 'gamma': 0.4762219609108047, 'reg_alpha': 0.42269044115407717, 'reg_lambda': 1.8249097888837018}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:00,956] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.013526282598425823, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8840438983380052, 'colsample_bytree': 0.7141524257955048, 'gamma': 0.6709441980202936, 'reg_alpha': 0.38415098427423394, 'reg_lambda': 1.9243856948585363}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:01,389] Trial 155 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 239, 'learning_rate': 0.01808565187791242, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8703420102905587, 'colsample_bytree': 0.7272629530816054, 'gamma': 0.9464605797324696, 'reg_alpha': 0.43324061170646366, 'reg_lambda': 2.045817265146241}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:01,861] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.012869959060382784, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9182426495363603, 'colsample_bytree': 0.7031808619488262, 'gamma': 1.2530986799711112, 'reg_alpha': 0.34777132099067937, 'reg_lambda': 1.74633431960106}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:02,216] Trial 157 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 234, 'learning_rate': 0.022257107260519354, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8917578729580199, 'colsample_bytree': 0.7064823850849028, 'gamma': 0.6153246394025225, 'reg_alpha': 0.4493241671405037, 'reg_lambda': 2.0132087106651513}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:02,747] Trial 158 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 233, 'learning_rate': 0.022575915278476858, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8947467145414303, 'colsample_bytree': 0.7078957955340853, 'gamma': 0.2552151916766036, 'reg_alpha': 0.4491295167269165, 'reg_lambda': 2.114053724729194}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:03,114] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.022427282208954166, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8985171634207405, 'colsample_bytree': 0.70554854802045, 'gamma': 0.6343725066077552, 'reg_alpha': 0.4572000058490589, 'reg_lambda': 1.9136752228152691}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:03,470] Trial 160 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 225, 'learning_rate': 0.019693881315417258, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8892153099686211, 'colsample_bytree': 0.6761415007384042, 'gamma': 0.2691032583095232, 'reg_alpha': 0.40032230749132575, 'reg_lambda': 2.1048907618024137}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:03,911] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.01999757168043663, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8876099963765582, 'colsample_bytree': 0.7180947584499918, 'gamma': 0.18659480350952512, 'reg_alpha': 0.4087959338175501, 'reg_lambda': 2.123991072939735}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:04,315] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.017448658745572332, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8895017826565541, 'colsample_bytree': 0.6746524199185695, 'gamma': 0.20971747453879383, 'reg_alpha': 0.40801797460999134, 'reg_lambda': 2.070545585416268}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:04,805] Trial 163 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.019491339990774962, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.8916529810774776, 'colsample_bytree': 0.6721103490829634, 'gamma': 0.1747764549607297, 'reg_alpha': 0.4116531866150598, 'reg_lambda': 2.057801158884709}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:05,173] Trial 164 finished with value: 0.738095238095238 and parameters: {'n_estimators': 216, 'learning_rate': 0.01710716391472873, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.906934058410882, 'colsample_bytree': 0.6520089961309316, 'gamma': 0.028729129832190253, 'reg_alpha': 0.4550031482177462, 'reg_lambda': 2.0806428646971145}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:05,621] Trial 165 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 229, 'learning_rate': 0.020605778906462494, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8573994958017415, 'colsample_bytree': 0.7099166905931148, 'gamma': 0.2846151620621511, 'reg_alpha': 0.4048358247883177, 'reg_lambda': 2.117805540998764}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:06,011] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.015293176491186883, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8886788711912289, 'colsample_bytree': 0.6895517942050213, 'gamma': 0.28151943527857043, 'reg_alpha': 0.3712682421446278, 'reg_lambda': 2.033409823808039}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:06,479] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 247, 'learning_rate': 0.023430829436700225, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8995175439854913, 'colsample_bytree': 0.6972905573920652, 'gamma': 0.08081230542123866, 'reg_alpha': 0.4787277824384533, 'reg_lambda': 2.0015243972055243}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:06,945] Trial 168 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 246, 'learning_rate': 0.02328094746923645, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8992222682672667, 'colsample_bytree': 0.6808442188129827, 'gamma': 0.13181267554782883, 'reg_alpha': 0.48120169027391013, 'reg_lambda': 1.9980280893367834}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:07,412] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 247, 'learning_rate': 0.02404776117901084, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9012761335815774, 'colsample_bytree': 0.6957632047536894, 'gamma': 0.09855146051529982, 'reg_alpha': 0.4894714601476437, 'reg_lambda': 1.99105401939844}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:07,834] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 241, 'learning_rate': 0.021035881551319142, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9203959330309708, 'colsample_bytree': 0.7209853953692689, 'gamma': 0.4344698616867858, 'reg_alpha': 0.4748270484484348, 'reg_lambda': 1.9336685656074686}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:08,164] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 226, 'learning_rate': 0.018318750570399008, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8957318989379771, 'colsample_bytree': 0.6829896474940675, 'gamma': 0.19754855026847892, 'reg_alpha': 0.4385682467632436, 'reg_lambda': 2.1335554698897443}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:08,628] Trial 172 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 247, 'learning_rate': 0.01657898271324827, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.905420062755762, 'colsample_bytree': 0.667649967194425, 'gamma': 0.10958114532154536, 'reg_alpha': 0.3954319827425591, 'reg_lambda': 2.010727351494969}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:09,026] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.02641804911397705, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8850351547941169, 'colsample_bytree': 0.6993594986890709, 'gamma': 0.33177241908650157, 'reg_alpha': 0.3256592128563704, 'reg_lambda': 2.1967315695337537}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:09,400] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.02305863033923385, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9098193689558867, 'colsample_bytree': 0.6583149533857874, 'gamma': 0.21756090219008167, 'reg_alpha': 0.4202662765806616, 'reg_lambda': 2.096125710180648}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:09,839] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 245, 'learning_rate': 0.020255369427230354, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8994765175127786, 'colsample_bytree': 0.7369656811639265, 'gamma': 0.5095418284681554, 'reg_alpha': 0.3818148471294703, 'reg_lambda': 1.8522621243022834}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:10,233] Trial 176 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.022184667311658576, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8639031365401624, 'colsample_bytree': 0.6787183130804474, 'gamma': 0.06845514592639332, 'reg_alpha': 0.35891591913618903, 'reg_lambda': 1.9554119928461529}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:10,652] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.019371539126305886, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8782260095975548, 'colsample_bytree': 0.7091971511695966, 'gamma': 0.5967792323892797, 'reg_alpha': 0.44083212140068695, 'reg_lambda': 2.011577836665826}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:11,042] Trial 178 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 249, 'learning_rate': 0.019118559288438277, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8743235941123839, 'colsample_bytree': 0.7161724765213401, 'gamma': 0.8360229645149556, 'reg_alpha': 0.4546652314091025, 'reg_lambda': 1.8863954520083557}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:11,485] Trial 179 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 242, 'learning_rate': 0.026554579695420518, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8798667638825034, 'colsample_bytree': 0.7088526119575443, 'gamma': 0.6139995484587183, 'reg_alpha': 0.4388489386282369, 'reg_lambda': 1.990750736782848}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:11,872] Trial 180 finished with value: 0.738095238095238 and parameters: {'n_estimators': 237, 'learning_rate': 0.02399263112158442, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9156427426648259, 'colsample_bytree': 0.7267528824422425, 'gamma': 0.36805097559693967, 'reg_alpha': 0.5088898444014531, 'reg_lambda': 1.8361212316256128}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:12,298] Trial 181 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.018305925090462062, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8898057838434905, 'colsample_bytree': 0.6918989929484428, 'gamma': 0.19082868300971847, 'reg_alpha': 0.4109368989624737, 'reg_lambda': 2.023404981789088}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:12,779] Trial 182 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.01621831062956475, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8494160059859874, 'colsample_bytree': 0.7167992465623002, 'gamma': 0.5502031171843136, 'reg_alpha': 0.38870535942533657, 'reg_lambda': 1.7485009507757223}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:13,185] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.019655257723785693, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8961200975839305, 'colsample_bytree': 0.6995896078533973, 'gamma': 0.9075786176665966, 'reg_alpha': 0.46981496867616324, 'reg_lambda': 1.895286284879121}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:13,590] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.02134804775161926, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8870908122477353, 'colsample_bytree': 0.7305743675170208, 'gamma': 0.4044786538575758, 'reg_alpha': 0.421319973172407, 'reg_lambda': 2.0782257151298986}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:14,064] Trial 185 finished with value: 0.738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.022269563935570214, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9048473748226729, 'colsample_bytree': 0.7078485111790769, 'gamma': 0.9966605361670916, 'reg_alpha': 0.3518997148298238, 'reg_lambda': 2.174302962654847}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:14,504] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 226, 'learning_rate': 0.017689734459724226, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8774195469565722, 'colsample_bytree': 0.6739985250543808, 'gamma': 0.10969998581085291, 'reg_alpha': 0.443131390089478, 'reg_lambda': 1.9656550052163704}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:15,054] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.024666599411949305, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8919161317938666, 'colsample_bytree': 0.6824263315589756, 'gamma': 0.006710700967336447, 'reg_alpha': 0.40174372202677855, 'reg_lambda': 1.7740346743877247}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:15,472] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.019155903807991006, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8670809768150183, 'colsample_bytree': 0.7218434868360578, 'gamma': 0.2443049749213665, 'reg_alpha': 0.3690992497558483, 'reg_lambda': 1.927186248797285}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:15,905] Trial 189 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 237, 'learning_rate': 0.01484196222207166, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9240475378858226, 'colsample_bytree': 0.6934601598011748, 'gamma': 0.8210876634902482, 'reg_alpha': 0.48633334995003863, 'reg_lambda': 2.03623018922704}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:16,224] Trial 190 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 217, 'learning_rate': 0.027879991683743218, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9109299259901406, 'colsample_bytree': 0.7131476681195006, 'gamma': 0.47959344208421983, 'reg_alpha': 0.32479708568502386, 'reg_lambda': 2.1179407403571786}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:16,617] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.02814650463988352, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9098709960891131, 'colsample_bytree': 0.7114619181399722, 'gamma': 0.4511312075329245, 'reg_alpha': 0.3297958736693889, 'reg_lambda': 2.118551348477342}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:17,033] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.02682188227590455, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8997333228579997, 'colsample_bytree': 0.7403716856828174, 'gamma': 0.564300171155816, 'reg_alpha': 0.3860231515984947, 'reg_lambda': 2.234094240013679}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:17,404] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 223, 'learning_rate': 0.020299002290450736, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8834180720810834, 'colsample_bytree': 0.7015109470139406, 'gamma': 1.140508428971742, 'reg_alpha': 0.3513692407294338, 'reg_lambda': 1.857686040381493}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:17,805] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.023456924974533843, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9129096375076421, 'colsample_bytree': 0.7007961529818382, 'gamma': 1.1627968098090167, 'reg_alpha': 0.349372483082553, 'reg_lambda': 1.8543143251098764}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:18,279] Trial 195 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.020831161457785127, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8795696992559566, 'colsample_bytree': 0.7219058184761665, 'gamma': 1.0333561178822965, 'reg_alpha': 0.32464594422038295, 'reg_lambda': 1.8035021014707613}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:18,820] Trial 196 finished with value: 0.5 and parameters: {'n_estimators': 246, 'learning_rate': 0.02943231605644506, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.9004735238921865, 'colsample_bytree': 0.7331433885477849, 'gamma': 0.8993147088569408, 'reg_alpha': 0.3699420410553216, 'reg_lambda': 1.9268658483489882}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:19,247] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.025031825216219872, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9203614741391534, 'colsample_bytree': 0.7127867669768408, 'gamma': 1.1003471033847672, 'reg_alpha': 0.4275733419872587, 'reg_lambda': 1.996400899036257}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:19,698] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.021752189049819178, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8957871594453077, 'colsample_bytree': 0.7033953709105883, 'gamma': 0.694144256697837, 'reg_alpha': 0.34994801886142596, 'reg_lambda': 1.8746215229744425}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:20,085] Trial 199 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 235, 'learning_rate': 0.019985730645568522, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8840101956777614, 'colsample_bytree': 0.6865618704525451, 'gamma': 0.8185454702297552, 'reg_alpha': 0.3767835272101926, 'reg_lambda': 1.720693411367698}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 20:45:20,088] A new study created in memory with name: no-name-95b954e3-8383-4f5c-a10d-1cd6da01a795
[I 2025-11-03 20:45:20,446] Trial 0 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.2614373938592825, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6464698536086684, 'colsample_bytree': 0.8966573151595085, 'gamma': 0.4833802078585886, 'reg_alpha': 0.7834728765065098, 'reg_lambda': 2.9815797548234255}. Best is trial 0 with value: 0.7321428571428572.
[I 2025-11-03 20:45:20,704] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.05286038631062237, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.7089373935073855, 'colsample_bytree': 0.638788186769239, 'gamma': 4.808050828063839, 'reg_alpha': 0.14895680552200186, 'reg_lambda': 2.240329058118355}. Best is trial 0 with value: 0.7321428571428572.
[I 2025-11-03 20:45:21,130] Trial 2 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 144, 'learning_rate': 0.1355771185930185, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9911132425423919, 'colsample_bytree': 0.6362340953611739, 'gamma': 1.4077017190723706, 'reg_alpha': 0.3653864990237701, 'reg_lambda': 2.0879489165520297}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:21,468] Trial 3 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 192, 'learning_rate': 0.02965519841400547, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9099346761686762, 'colsample_bytree': 0.9807874833987422, 'gamma': 1.7807630630061244, 'reg_alpha': 0.5161505215264274, 'reg_lambda': 2.548956369814682}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:21,841] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.014054330172223265, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.6831260870368039, 'colsample_bytree': 0.9002689347185799, 'gamma': 3.768289003345921, 'reg_alpha': 0.9686557000300071, 'reg_lambda': 2.479650597010418}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:22,112] Trial 5 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 33, 'learning_rate': 0.08412247137182083, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7526519565307201, 'colsample_bytree': 0.6055804645542734, 'gamma': 4.486215072961803, 'reg_alpha': 0.838477270291363, 'reg_lambda': 1.709790469611777}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:22,590] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 246, 'learning_rate': 0.017178966411292348, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7791544294257833, 'colsample_bytree': 0.9337171185564601, 'gamma': 0.8370828160701388, 'reg_alpha': 0.4108721918375745, 'reg_lambda': 1.2248673626127013}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:22,910] Trial 7 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 105, 'learning_rate': 0.1254944371583355, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7214738189090899, 'colsample_bytree': 0.6741912859724356, 'gamma': 0.9698996328660214, 'reg_alpha': 0.2882175387978023, 'reg_lambda': 0.721740108000372}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:23,061] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 79, 'learning_rate': 0.09437584857423449, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8454134412757158, 'colsample_bytree': 0.9831539537589359, 'gamma': 4.798867272089446, 'reg_alpha': 0.0780364983069538, 'reg_lambda': 1.498926301330259}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:23,436] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.13443521761546295, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8048398307291449, 'colsample_bytree': 0.7874502457008146, 'gamma': 3.7900346704581276, 'reg_alpha': 0.08135336234916102, 'reg_lambda': 2.608184343282308}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:23,705] Trial 10 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 85, 'learning_rate': 0.28676906802582375, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.956715396004795, 'colsample_bytree': 0.7560635819169381, 'gamma': 2.3227888404670747, 'reg_alpha': 0.5380636058033057, 'reg_lambda': 1.9858101544665172}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:24,062] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 207, 'learning_rate': 0.2601147987101994, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6011671784416326, 'colsample_bytree': 0.8667087709849834, 'gamma': 0.046300236292937, 'reg_alpha': 0.7580475097066524, 'reg_lambda': 2.7269480663037773}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:24,485] Trial 12 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 224, 'learning_rate': 0.19386365156633262, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9991197276642473, 'colsample_bytree': 0.7192171007500839, 'gamma': 1.3320502982263895, 'reg_alpha': 0.6405617858948511, 'reg_lambda': 2.958036021375321}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:24,956] Trial 13 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 180, 'learning_rate': 0.05084359134482123, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6191498301690613, 'colsample_bytree': 0.841937183664976, 'gamma': 0.24228820400647488, 'reg_alpha': 0.30540667235529334, 'reg_lambda': 2.062339161707783}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:25,193] Trial 14 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 117, 'learning_rate': 0.16526395920414264, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8842747138625574, 'colsample_bytree': 0.8249822886109912, 'gamma': 2.3189853461305048, 'reg_alpha': 0.6877226265468354, 'reg_lambda': 1.207397519230633}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:25,616] Trial 15 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 220, 'learning_rate': 0.08018868834873934, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6573251015043099, 'colsample_bytree': 0.7260371534552617, 'gamma': 1.4835585251548224, 'reg_alpha': 0.9270044868262611, 'reg_lambda': 2.9987552297041558}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:25,939] Trial 16 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 140, 'learning_rate': 0.21063216966620144, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8327973490202458, 'colsample_bytree': 0.9127278426815945, 'gamma': 0.8331560713490622, 'reg_alpha': 0.3783850927508199, 'reg_lambda': 2.2397276646257738}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:26,277] Trial 17 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 246, 'learning_rate': 0.03166710571157119, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9237193523577417, 'colsample_bytree': 0.7888175298777952, 'gamma': 3.0249598813008074, 'reg_alpha': 0.642611564168464, 'reg_lambda': 1.7127378706399532}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:26,525] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.11422666693208416, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.9863373651513173, 'colsample_bytree': 0.701004362256572, 'gamma': 0.3746773884571239, 'reg_alpha': 0.21941273282630233, 'reg_lambda': 0.9521848692274583}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:26,860] Trial 19 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 178, 'learning_rate': 0.29708820810856484, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8667110143559765, 'colsample_bytree': 0.8750940796437799, 'gamma': 1.9180981344558132, 'reg_alpha': 0.4391939401238858, 'reg_lambda': 2.2421841672874727}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:27,231] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 167, 'learning_rate': 0.17531619625274994, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8593641406408257, 'colsample_bytree': 0.6658995066450387, 'gamma': 2.9968651145275116, 'reg_alpha': 0.40567789716613745, 'reg_lambda': 1.9396805776295936}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:27,611] Trial 21 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 193, 'learning_rate': 0.29432362929368616, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9474751158557623, 'colsample_bytree': 0.8875505333226189, 'gamma': 1.8110163941740685, 'reg_alpha': 0.5468091985111247, 'reg_lambda': 2.2859749744848386}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:27,859] Trial 22 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 123, 'learning_rate': 0.24034717564770594, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7999160340740092, 'colsample_bytree': 0.9522301498788268, 'gamma': 1.8655003764173217, 'reg_alpha': 0.44938475687179186, 'reg_lambda': 2.6931334619748806}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:28,207] Trial 23 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 152, 'learning_rate': 0.163940397984158, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8838541079224814, 'colsample_bytree': 0.8383989812747744, 'gamma': 1.275042000520845, 'reg_alpha': 0.3153877857434557, 'reg_lambda': 2.355057457747707}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:28,617] Trial 24 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 184, 'learning_rate': 0.21590492223683205, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.6407861538686637, 'colsample_bytree': 0.870190494674244, 'gamma': 0.574945603610783, 'reg_alpha': 0.5869906272750856, 'reg_lambda': 2.7681662261153113}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:28,919] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 209, 'learning_rate': 0.1507477789371291, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7440247443946783, 'colsample_bytree': 0.930350364287564, 'gamma': 2.5234882105439835, 'reg_alpha': 0.7930258243325543, 'reg_lambda': 1.4390299539347018}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:29,284] Trial 26 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 173, 'learning_rate': 0.0740858637365118, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.947185601213955, 'colsample_bytree': 0.8135534216197178, 'gamma': 1.109536636530275, 'reg_alpha': 0.21596321689021586, 'reg_lambda': 2.0908599238037553}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:29,619] Trial 27 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 98, 'learning_rate': 0.10814883767086472, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9013489835207115, 'colsample_bytree': 0.7631231759060417, 'gamma': 0.534125151846585, 'reg_alpha': 0.47107815926499114, 'reg_lambda': 1.7631917855698545}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:29,956] Trial 28 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 64, 'learning_rate': 0.29781040781037943, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8246900538859836, 'colsample_bytree': 0.8608647910152252, 'gamma': 1.6065972763505936, 'reg_alpha': 0.8821836169658542, 'reg_lambda': 2.378827574134684}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:30,290] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 154, 'learning_rate': 0.05705984260706349, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.6922158422493985, 'colsample_bytree': 0.6167458892048674, 'gamma': 2.1203900766368484, 'reg_alpha': 0.16361628469511608, 'reg_lambda': 1.9048971710604985}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:30,738] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.21958125432534678, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9727261940099358, 'colsample_bytree': 0.6432611273770823, 'gamma': 2.726515747011278, 'reg_alpha': 0.7279895861046313, 'reg_lambda': 2.2189959493808975}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:31,223] Trial 31 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.027156083985703468, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.927114041598149, 'colsample_bytree': 0.78943210011083, 'gamma': 3.2926408625931494, 'reg_alpha': 0.6328929632334301, 'reg_lambda': 1.449335795549294}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:31,629] Trial 32 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 231, 'learning_rate': 0.03297515660748704, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9293731693745033, 'colsample_bytree': 0.9986231417621974, 'gamma': 3.3562328346722277, 'reg_alpha': 0.6118632603675308, 'reg_lambda': 1.6655518022928946}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:32,043] Trial 33 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 201, 'learning_rate': 0.02403996099501668, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8817087773434396, 'colsample_bytree': 0.9498698046351763, 'gamma': 2.0818301589967843, 'reg_alpha': 0.8129147464409167, 'reg_lambda': 1.8559191152474792}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:32,493] Trial 34 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 234, 'learning_rate': 0.03385541122181936, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9090618524960247, 'colsample_bytree': 0.9014200298011873, 'gamma': 2.8529562456190956, 'reg_alpha': 0.9966177365292297, 'reg_lambda': 2.4954768915687517}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:32,942] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.01003886183935088, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9165725317342126, 'colsample_bytree': 0.7619301706794895, 'gamma': 3.903561959372439, 'reg_alpha': 0.7165238767651443, 'reg_lambda': 1.6103308377719343}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:33,272] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.04192716004360884, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9564510120004412, 'colsample_bytree': 0.8821110768556797, 'gamma': 3.252402325865771, 'reg_alpha': 0.4977634944087678, 'reg_lambda': 2.1653239503809285}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:33,742] Trial 37 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.021005275436888703, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8657618912738421, 'colsample_bytree': 0.9173590116436754, 'gamma': 4.142889528742703, 'reg_alpha': 0.36889728570047847, 'reg_lambda': 1.7901473718680054}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:34,140] Trial 38 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 194, 'learning_rate': 0.06625234745770262, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7462788536355222, 'colsample_bytree': 0.9639874590414514, 'gamma': 0.6544016170722595, 'reg_alpha': 0.011585442756548714, 'reg_lambda': 1.3402325089239984}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:34,510] Trial 39 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 163, 'learning_rate': 0.13549873313210398, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7821733750609385, 'colsample_bytree': 0.8501153827832997, 'gamma': 1.5687624722576987, 'reg_alpha': 0.8695174961828747, 'reg_lambda': 1.1153470784337733}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:34,858] Trial 40 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 143, 'learning_rate': 0.09907478854547441, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9977596312613501, 'colsample_bytree': 0.8050228621500679, 'gamma': 2.543502990613896, 'reg_alpha': 0.6716430386379798, 'reg_lambda': 2.4429264085419966}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:35,270] Trial 41 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 247, 'learning_rate': 0.022703882706999412, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9307086585623526, 'colsample_bytree': 0.7878007250707075, 'gamma': 3.4981183667969415, 'reg_alpha': 0.5462082999480333, 'reg_lambda': 1.547543874416684}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:35,670] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.02794581588119068, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9707000417074545, 'colsample_bytree': 0.7390307677991551, 'gamma': 2.9797918615508694, 'reg_alpha': 0.5863244039260267, 'reg_lambda': 1.4016651854489925}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:36,077] Trial 43 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.016262055561351102, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9757494235312599, 'colsample_bytree': 0.7401661196214943, 'gamma': 2.023936766960698, 'reg_alpha': 0.5769636966523143, 'reg_lambda': 2.8406194271928555}. Best is trial 2 with value: 0.7380952380952381.
[I 2025-11-03 20:45:36,526] Trial 44 finished with value: 0.75 and parameters: {'n_estimators': 216, 'learning_rate': 0.04261280392342994, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9718781865239393, 'colsample_bytree': 0.6770358053553963, 'gamma': 2.965990108029723, 'reg_alpha': 0.4468321701015321, 'reg_lambda': 0.8314160561143951}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:36,985] Trial 45 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 215, 'learning_rate': 0.039881631104491895, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.970640589338348, 'colsample_bytree': 0.6823963295846952, 'gamma': 2.3152047708999977, 'reg_alpha': 0.45411333461756, 'reg_lambda': 0.6288334894039057}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:37,341] Trial 46 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 199, 'learning_rate': 0.04328420543279091, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7264449984050707, 'colsample_bytree': 0.6450495481934512, 'gamma': 1.05672113010423, 'reg_alpha': 0.33982267601717064, 'reg_lambda': 0.8574330845869742}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:37,671] Trial 47 finished with value: 0.6875 and parameters: {'n_estimators': 176, 'learning_rate': 0.2565338748103464, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9860422414447975, 'colsample_bytree': 0.6044498267489586, 'gamma': 2.766380870175994, 'reg_alpha': 0.25663136009214677, 'reg_lambda': 0.979394009752682}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:38,072] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.05495290130613769, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.6669156865647575, 'colsample_bytree': 0.6958102108202537, 'gamma': 0.21879338846501273, 'reg_alpha': 0.49905074049899245, 'reg_lambda': 0.7341122588041817}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:38,489] Trial 49 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 203, 'learning_rate': 0.18819687665201681, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9576250775377126, 'colsample_bytree': 0.6253997574078023, 'gamma': 0.8406359219516748, 'reg_alpha': 0.3800703357170031, 'reg_lambda': 0.5201848090894421}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:38,867] Trial 50 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 229, 'learning_rate': 0.019951875428274073, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9976782515165056, 'colsample_bytree': 0.6550131768575346, 'gamma': 3.6148510072199667, 'reg_alpha': 0.42242936111899315, 'reg_lambda': 2.583873502231665}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:39,318] Trial 51 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 241, 'learning_rate': 0.033265747592442066, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9423315387504723, 'colsample_bytree': 0.7216432088173864, 'gamma': 3.070698388184917, 'reg_alpha': 0.6630697778658587, 'reg_lambda': 2.0542304844651493}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:39,706] Trial 52 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 215, 'learning_rate': 0.027968124565688843, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9660795859353005, 'colsample_bytree': 0.740060443106259, 'gamma': 3.01606889388566, 'reg_alpha': 0.7732223510474765, 'reg_lambda': 1.71095393578272}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:40,120] Trial 53 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.045563422523498626, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8954050032354368, 'colsample_bytree': 0.6257685401564905, 'gamma': 2.6679550851942104, 'reg_alpha': 0.5170760325336522, 'reg_lambda': 1.2567793763278914}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:40,482] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 184, 'learning_rate': 0.04714935611925049, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8413860142015293, 'colsample_bytree': 0.6311516788474312, 'gamma': 2.2724871808073446, 'reg_alpha': 0.44008760333001146, 'reg_lambda': 1.3143273446290842}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:40,864] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.0625855861055062, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.817042746960777, 'colsample_bytree': 0.6689195927464122, 'gamma': 2.58079909222661, 'reg_alpha': 0.5154432803713273, 'reg_lambda': 1.1653055738944984}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:41,282] Trial 56 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.060635863319468936, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8216901742332653, 'colsample_bytree': 0.6669463503718855, 'gamma': 2.6180694930035036, 'reg_alpha': 0.5253380249189425, 'reg_lambda': 1.1050514880066336}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:41,647] Trial 57 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 107, 'learning_rate': 0.08131608445808418, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8579269875315149, 'colsample_bytree': 0.6952318339351182, 'gamma': 1.8986198197279924, 'reg_alpha': 0.4886151343417814, 'reg_lambda': 1.1204528446258792}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:42,248] Trial 58 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.09218007900168754, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8941794666597814, 'colsample_bytree': 0.6849351518754943, 'gamma': 2.4461138367492183, 'reg_alpha': 0.575600373208212, 'reg_lambda': 0.9676740570503274}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:42,643] Trial 59 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 216, 'learning_rate': 0.038364996977038816, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.78608745218925, 'colsample_bytree': 0.6210859602365572, 'gamma': 2.8298385397728296, 'reg_alpha': 0.334527604257205, 'reg_lambda': 0.8748825558640446}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:43,034] Trial 60 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 189, 'learning_rate': 0.049170857148482294, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8490283391132514, 'colsample_bytree': 0.6510967403306872, 'gamma': 1.692156259595889, 'reg_alpha': 0.2855584001785406, 'reg_lambda': 1.3201330477833362}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:43,430] Trial 61 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 209, 'learning_rate': 0.06472188881589315, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7683427641728211, 'colsample_bytree': 0.7074539202622665, 'gamma': 1.3571976523852447, 'reg_alpha': 0.5310653681423196, 'reg_lambda': 1.240860247922555}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:43,765] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.23772119586386503, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8782858113722622, 'colsample_bytree': 0.6702562862125359, 'gamma': 2.242982281333381, 'reg_alpha': 0.39377624791231863, 'reg_lambda': 1.04954241369691}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:44,238] Trial 63 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 165, 'learning_rate': 0.14670001193662785, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9405418387727149, 'colsample_bytree': 0.60481146293595, 'gamma': 0.05280739593261724, 'reg_alpha': 0.4170968007532689, 'reg_lambda': 1.1994136845106609}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:44,568] Trial 64 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 147, 'learning_rate': 0.14313671295287855, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.938557838693725, 'colsample_bytree': 0.6105067206065898, 'gamma': 3.1041006531517907, 'reg_alpha': 0.4154398985923413, 'reg_lambda': 1.2341253135259056}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:45,047] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.12443976793090118, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9829359807544905, 'colsample_bytree': 0.6331772764342949, 'gamma': 0.047266445225766424, 'reg_alpha': 0.6018711955629535, 'reg_lambda': 0.7858412417904308}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:45,414] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 133, 'learning_rate': 0.036976864804907424, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8988418966455917, 'colsample_bytree': 0.6817167883031534, 'gamma': 2.610179369271359, 'reg_alpha': 0.4821963058536385, 'reg_lambda': 1.375020986278662}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:45,683] Trial 67 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 161, 'learning_rate': 0.04616193771176584, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9151577435062893, 'colsample_bytree': 0.6566293974424924, 'gamma': 4.9712932542556905, 'reg_alpha': 0.45608869670367236, 'reg_lambda': 1.5021949031298882}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:46,045] Trial 68 finished with value: 0.744047619047619 and parameters: {'n_estimators': 170, 'learning_rate': 0.10910686547732214, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9614630362274678, 'colsample_bytree': 0.637632174436126, 'gamma': 2.9375541187938294, 'reg_alpha': 0.3459861726895868, 'reg_lambda': 1.4137242871028144}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:46,359] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.11891073318839443, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9586090321899431, 'colsample_bytree': 0.6354486895164828, 'gamma': 3.2633735588158235, 'reg_alpha': 0.3514320405736413, 'reg_lambda': 1.5905742628854205}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:46,732] Trial 70 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 158, 'learning_rate': 0.07249585195549235, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9491279681506106, 'colsample_bytree': 0.6007970621552391, 'gamma': 3.4571886213929393, 'reg_alpha': 0.2679875750438119, 'reg_lambda': 1.4248415100886298}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:47,068] Trial 71 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 152, 'learning_rate': 0.10577983745819015, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9841433637071623, 'colsample_bytree': 0.6210215470166867, 'gamma': 2.9096192728822725, 'reg_alpha': 0.4289984769871464, 'reg_lambda': 1.2090393956712182}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:47,487] Trial 72 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 137, 'learning_rate': 0.16258658999070838, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8731473290468539, 'colsample_bytree': 0.6628721651993326, 'gamma': 2.421530435352801, 'reg_alpha': 0.5533404596518808, 'reg_lambda': 1.170866427371152}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:47,831] Trial 73 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 172, 'learning_rate': 0.1856594087335924, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9349696895602437, 'colsample_bytree': 0.6424020285175154, 'gamma': 2.628906188319413, 'reg_alpha': 0.3113928335926434, 'reg_lambda': 1.0269836930071812}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:48,274] Trial 74 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 243, 'learning_rate': 0.1504783532261443, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9664122591181095, 'colsample_bytree': 0.6156075356279019, 'gamma': 3.1248977763275847, 'reg_alpha': 0.5121281938147317, 'reg_lambda': 1.2798590782858077}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:48,640] Trial 75 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 145, 'learning_rate': 0.09733691830905189, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.919298985925922, 'colsample_bytree': 0.7708740747018633, 'gamma': 2.926973925770011, 'reg_alpha': 0.39938028505968537, 'reg_lambda': 1.3866367611620694}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:48,942] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.08545839061918777, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8172239207753035, 'colsample_bytree': 0.7125416466547654, 'gamma': 2.7123971438715078, 'reg_alpha': 0.23833675600769977, 'reg_lambda': 1.5011290165075626}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:49,367] Trial 77 finished with value: 0.738095238095238 and parameters: {'n_estimators': 232, 'learning_rate': 0.03019550515268969, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8940711823541858, 'colsample_bytree': 0.6438726429845109, 'gamma': 1.9945984315552985, 'reg_alpha': 0.3640063212073366, 'reg_lambda': 0.8881276164871227}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:49,740] Trial 78 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 48, 'learning_rate': 0.07466898533240576, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8061352312768929, 'colsample_bytree': 0.6768896522388905, 'gamma': 2.1575862499401595, 'reg_alpha': 0.567567900645161, 'reg_lambda': 2.3077801832415785}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:50,133] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 205, 'learning_rate': 0.05355229261642334, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9927886923426266, 'colsample_bytree': 0.7311800245603299, 'gamma': 2.4360281243516084, 'reg_alpha': 0.4727769316228948, 'reg_lambda': 2.1594571235819267}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:50,523] Trial 80 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 179, 'learning_rate': 0.12930280469316488, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9773733265647176, 'colsample_bytree': 0.6297622071869573, 'gamma': 4.017398839142402, 'reg_alpha': 0.6256936309466359, 'reg_lambda': 2.0181902078786664}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:50,887] Trial 81 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 167, 'learning_rate': 0.12100179794407384, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9804132276432524, 'colsample_bytree': 0.634967728591309, 'gamma': 0.1131150711853284, 'reg_alpha': 0.6060140722184527, 'reg_lambda': 0.7442171603485677}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:51,239] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 167, 'learning_rate': 0.1098724609092192, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9514823730299371, 'colsample_bytree': 0.6112881927865801, 'gamma': 0.38093329276425125, 'reg_alpha': 0.520496874189674, 'reg_lambda': 0.8207839378155166}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:51,538] Trial 83 finished with value: 0.75 and parameters: {'n_estimators': 147, 'learning_rate': 0.11146387036431316, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9501882464821185, 'colsample_bytree': 0.6101260285784301, 'gamma': 0.45306059630719747, 'reg_alpha': 0.5169671825866002, 'reg_lambda': 1.0368125174035134}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:51,892] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.11326144659266175, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9506705977868085, 'colsample_bytree': 0.6104571017642944, 'gamma': 0.2664672684918128, 'reg_alpha': 0.4475440028969545, 'reg_lambda': 0.6313337746812555}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:52,174] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 132, 'learning_rate': 0.11195913000818698, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9509457954421017, 'colsample_bytree': 0.605382083845855, 'gamma': 0.37503361867833496, 'reg_alpha': 0.4571907093324536, 'reg_lambda': 0.5554952942293199}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:52,616] Trial 86 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 149, 'learning_rate': 0.10594371922381368, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9540147080859745, 'colsample_bytree': 0.6084174397480026, 'gamma': 0.3977087442630883, 'reg_alpha': 0.4485088013076154, 'reg_lambda': 0.6286432440301819}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:52,934] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 129, 'learning_rate': 0.08853765532045148, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9626258054005634, 'colsample_bytree': 0.6092355514964204, 'gamma': 0.7026386149005557, 'reg_alpha': 0.3884021499795186, 'reg_lambda': 0.6312939686246364}. Best is trial 44 with value: 0.75.
[I 2025-11-03 20:45:53,210] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.1111144945577008, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9079339571962786, 'colsample_bytree': 0.61710048869747, 'gamma': 0.29993070872503097, 'reg_alpha': 0.4122951146587298, 'reg_lambda': 0.6754248614638294}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:53,538] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.11407901824592014, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9270195985737176, 'colsample_bytree': 0.6020732113824676, 'gamma': 0.2638002389868179, 'reg_alpha': 0.41064231923058603, 'reg_lambda': 0.8056942186650532}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:53,820] Trial 90 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 120, 'learning_rate': 0.11221046099812187, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9463298723862433, 'colsample_bytree': 0.6015928870406346, 'gamma': 0.30250738402013333, 'reg_alpha': 0.4143011369785189, 'reg_lambda': 0.5463062148128448}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:54,239] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 118, 'learning_rate': 0.14061121012458455, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9451971895167074, 'colsample_bytree': 0.6025250041947952, 'gamma': 0.27444949652961176, 'reg_alpha': 0.40903620213286584, 'reg_lambda': 0.5001337109207439}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:54,512] Trial 92 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 106, 'learning_rate': 0.13956086677935642, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9257110238709432, 'colsample_bytree': 0.6024064518027256, 'gamma': 0.31914513832521657, 'reg_alpha': 0.4191678528516249, 'reg_lambda': 0.5068940266989269}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:54,875] Trial 93 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.11456156467946782, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9436407965639014, 'colsample_bytree': 0.6166802288674156, 'gamma': 0.46991334719007244, 'reg_alpha': 0.47302252041178494, 'reg_lambda': 0.5710293735405099}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:55,220] Trial 94 finished with value: 0.75 and parameters: {'n_estimators': 97, 'learning_rate': 0.15442364937082084, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9046957218113851, 'colsample_bytree': 0.6127424525157313, 'gamma': 0.19431854735668197, 'reg_alpha': 0.4048389103668939, 'reg_lambda': 0.7858997833743635}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:55,501] Trial 95 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 94, 'learning_rate': 0.16873960081279873, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9106196997818844, 'colsample_bytree': 0.6133151022689656, 'gamma': 0.10930605317791306, 'reg_alpha': 0.45887879394238246, 'reg_lambda': 0.6848957353491222}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:55,748] Trial 96 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 81, 'learning_rate': 0.1493736428760556, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9451061171917433, 'colsample_bytree': 0.6235858890950533, 'gamma': 0.6197173791280537, 'reg_alpha': 0.32424533296500946, 'reg_lambda': 0.5870217754199654}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:56,076] Trial 97 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 99, 'learning_rate': 0.20488414130969632, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9324928230875661, 'colsample_bytree': 0.6135495527980374, 'gamma': 0.4486643306495982, 'reg_alpha': 0.371464119704051, 'reg_lambda': 0.6908202355438283}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:56,451] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.12922422564136354, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9523980471145552, 'colsample_bytree': 0.6227220956158441, 'gamma': 0.7400234181211919, 'reg_alpha': 0.49604286478563003, 'reg_lambda': 0.8052095239029611}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:56,811] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.10060072692010483, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9399525307711011, 'colsample_bytree': 0.6512761726815711, 'gamma': 0.18805405598047992, 'reg_alpha': 0.43782607395093354, 'reg_lambda': 0.5534159869753676}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:57,144] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.1598148846297148, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9070634209072947, 'colsample_bytree': 0.6080878915608815, 'gamma': 0.9247308412403533, 'reg_alpha': 0.5456386265447979, 'reg_lambda': 0.9024974119179859}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:57,511] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 123, 'learning_rate': 0.1147165465730898, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9206600841542721, 'colsample_bytree': 0.6003834983954901, 'gamma': 0.294247718238982, 'reg_alpha': 0.40527260736715953, 'reg_lambda': 0.7942564728713283}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:57,946] Trial 102 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 124, 'learning_rate': 0.13691493914950714, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9293488038476725, 'colsample_bytree': 0.6277472601567652, 'gamma': 0.027805178724324697, 'reg_alpha': 0.4236569680391375, 'reg_lambda': 0.6752199619109109}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:58,305] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 111, 'learning_rate': 0.09148375294466973, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9526995650502619, 'colsample_bytree': 0.6018731744034597, 'gamma': 0.5239917923077906, 'reg_alpha': 0.36169033630806363, 'reg_lambda': 0.8308150623337143}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:58,625] Trial 104 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 72, 'learning_rate': 0.1264804557824356, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9361696361029871, 'colsample_bytree': 0.6188058340191621, 'gamma': 0.19673190771281646, 'reg_alpha': 0.38880685486393085, 'reg_lambda': 0.6105010720664236}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:58,931] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 99, 'learning_rate': 0.17478194452423457, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9708431256210099, 'colsample_bytree': 0.6003052666810941, 'gamma': 0.4073033883292263, 'reg_alpha': 0.46024629167429537, 'reg_lambda': 0.7548428867533841}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:59,333] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.1995141899031571, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9703163023286198, 'colsample_bytree': 0.6099805176110135, 'gamma': 0.36136391053327965, 'reg_alpha': 0.4666897452861013, 'reg_lambda': 0.7445642456075222}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:59,698] Trial 107 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 86, 'learning_rate': 0.17589295686905118, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9740296145080432, 'colsample_bytree': 0.6388900401226701, 'gamma': 0.39769206253404643, 'reg_alpha': 0.4743416506023263, 'reg_lambda': 0.7394994673839341}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:45:59,988] Trial 108 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 96, 'learning_rate': 0.202385350889835, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9908780737630584, 'colsample_bytree': 0.6294901575157735, 'gamma': 0.5748437468733691, 'reg_alpha': 0.5036321372067541, 'reg_lambda': 0.5402400731103391}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:00,250] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 87, 'learning_rate': 0.23521581275953093, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9602067936956526, 'colsample_bytree': 0.647176092644615, 'gamma': 0.7523481820597173, 'reg_alpha': 0.4580351952895738, 'reg_lambda': 0.9510415073541745}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:00,511] Trial 110 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 103, 'learning_rate': 0.18053993147305472, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9717873735582481, 'colsample_bytree': 0.615343455083237, 'gamma': 0.002744014486093349, 'reg_alpha': 0.29056065185569224, 'reg_lambda': 0.7531376544435195}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:00,881] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.15547710939188503, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9461266353486815, 'colsample_bytree': 0.6101365080233859, 'gamma': 0.33691621643986386, 'reg_alpha': 0.43404390075289706, 'reg_lambda': 0.6711744462693878}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:01,215] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.22335573368880188, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9689615431145521, 'colsample_bytree': 0.6219986238390324, 'gamma': 0.18412830225284918, 'reg_alpha': 0.4899306336046169, 'reg_lambda': 0.9058376034030573}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:01,606] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 157, 'learning_rate': 0.22472084137299111, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9654475691106877, 'colsample_bytree': 0.6594897918796168, 'gamma': 0.14567358403115813, 'reg_alpha': 0.4864628150454764, 'reg_lambda': 0.9209153729240525}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:01,985] Trial 114 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 125, 'learning_rate': 0.1680377308074807, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9872558277835829, 'colsample_bytree': 0.6253267466869574, 'gamma': 0.5332468596428392, 'reg_alpha': 0.5295224796497652, 'reg_lambda': 1.0357573792839663}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:02,288] Trial 115 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 74, 'learning_rate': 0.2662731877390806, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9370685604700686, 'colsample_bytree': 0.6217406184549517, 'gamma': 1.169068504665213, 'reg_alpha': 0.5114804543862573, 'reg_lambda': 0.8529100706734696}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:02,658] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 134, 'learning_rate': 0.19592555221014746, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9983053521724228, 'colsample_bytree': 0.6329384679853386, 'gamma': 0.4170755139692168, 'reg_alpha': 0.5623527651915267, 'reg_lambda': 0.708693627910119}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:02,961] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.21225150673706208, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9999607858214348, 'colsample_bytree': 0.635247289717384, 'gamma': 0.6404718987596787, 'reg_alpha': 0.38212594221170937, 'reg_lambda': 0.5015443392986847}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:03,363] Trial 118 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 112, 'learning_rate': 0.19645715092081653, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9793624088938121, 'colsample_bytree': 0.643256210203941, 'gamma': 0.10648368085920043, 'reg_alpha': 0.5597064675143639, 'reg_lambda': 0.7304143485118112}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:03,665] Trial 119 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 143, 'learning_rate': 0.2628870193951126, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9917186143033168, 'colsample_bytree': 0.618285650363961, 'gamma': 0.8268746874673629, 'reg_alpha': 0.3996853974558289, 'reg_lambda': 0.9948367502431409}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:03,886] Trial 120 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 92, 'learning_rate': 0.14492679988777377, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9738188041660039, 'colsample_bytree': 0.6004810085312323, 'gamma': 0.5055108882654578, 'reg_alpha': 0.46765288168131897, 'reg_lambda': 0.5838943266538883}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:04,222] Trial 121 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 161, 'learning_rate': 0.1798078192415861, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9653474591413456, 'colsample_bytree': 0.6090796490544838, 'gamma': 0.3155173769434434, 'reg_alpha': 0.534672553926952, 'reg_lambda': 0.9304139761966952}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:04,580] Trial 122 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 100, 'learning_rate': 0.13517306966923087, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9593861821308722, 'colsample_bytree': 0.6291979554257514, 'gamma': 0.3962067403929187, 'reg_alpha': 0.49383484830536145, 'reg_lambda': 0.6727237075173468}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:04,929] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.15692309459759066, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9795889889354441, 'colsample_bytree': 0.6153387876138331, 'gamma': 0.2041640980878688, 'reg_alpha': 0.43232928394826003, 'reg_lambda': 0.7623167209909617}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:05,265] Trial 124 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 133, 'learning_rate': 0.19358627156562777, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9705872023386272, 'colsample_bytree': 0.6087492627059249, 'gamma': 0.4355354273980729, 'reg_alpha': 0.5857109201744949, 'reg_lambda': 0.8383596741211246}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:05,634] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 146, 'learning_rate': 0.2172389058814716, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9513797974655233, 'colsample_bytree': 0.6386366231470544, 'gamma': 0.22184440212389694, 'reg_alpha': 0.47686870844862844, 'reg_lambda': 0.7077175052873501}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:05,916] Trial 126 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 90, 'learning_rate': 0.1445924244214176, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9037102988585485, 'colsample_bytree': 0.6213605546454897, 'gamma': 0.09138677336296001, 'reg_alpha': 0.41569495410295987, 'reg_lambda': 1.094982834837757}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:06,334] Trial 127 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.10379482647926291, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9190961491534307, 'colsample_bytree': 0.6003394689032925, 'gamma': 0.35242257666011056, 'reg_alpha': 0.5203794066688241, 'reg_lambda': 0.6482640431086835}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:06,707] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.09881932753301473, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8897013409189446, 'colsample_bytree': 0.6293881984883323, 'gamma': 0.5921568986390942, 'reg_alpha': 0.4484409665023277, 'reg_lambda': 0.6434362430550233}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:06,990] Trial 129 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 114, 'learning_rate': 0.24705596665958207, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9155129874356699, 'colsample_bytree': 0.6001173325514222, 'gamma': 0.9337797939223844, 'reg_alpha': 0.3493144262108617, 'reg_lambda': 0.5597701307847269}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:07,437] Trial 130 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 110, 'learning_rate': 0.12308638026360201, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9403216526458626, 'colsample_bytree': 0.6487702902240097, 'gamma': 4.465063767119348, 'reg_alpha': 0.5547123115171746, 'reg_lambda': 0.8804074746210825}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:07,789] Trial 131 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 102, 'learning_rate': 0.10697376188014407, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9552207045986497, 'colsample_bytree': 0.6076665673003394, 'gamma': 0.3524213969412935, 'reg_alpha': 0.5241612916667651, 'reg_lambda': 0.7719553059383539}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:08,066] Trial 132 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 120, 'learning_rate': 0.10045877254956223, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9206526460913314, 'colsample_bytree': 0.6162169519506495, 'gamma': 0.46675478119569247, 'reg_alpha': 0.5057685663942043, 'reg_lambda': 0.7096941662790632}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:08,465] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.13112659350218137, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9283573589980938, 'colsample_bytree': 0.6077136862371607, 'gamma': 0.013484764539515637, 'reg_alpha': 0.4626568306449553, 'reg_lambda': 0.8223154402554753}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:08,789] Trial 134 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 128, 'learning_rate': 0.13477943334252307, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9230250864714764, 'colsample_bytree': 0.6000309086764017, 'gamma': 0.03204899224934388, 'reg_alpha': 0.4600036700118948, 'reg_lambda': 0.6090591693677075}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:09,116] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 125, 'learning_rate': 0.17540641931066794, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9334495716068133, 'colsample_bytree': 0.6236824369682793, 'gamma': 0.1760841889129211, 'reg_alpha': 0.4353294616391129, 'reg_lambda': 0.5026053687837737}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:09,479] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.18765543030623355, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9093109458734973, 'colsample_bytree': 0.6240942502154929, 'gamma': 0.17764063115122602, 'reg_alpha': 0.49148507047376566, 'reg_lambda': 0.5087428962406609}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:09,808] Trial 137 finished with value: 0.75 and parameters: {'n_estimators': 116, 'learning_rate': 0.17474826800430016, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9320146470445985, 'colsample_bytree': 0.6338166516018079, 'gamma': 0.2651089168820865, 'reg_alpha': 0.43833205524603586, 'reg_lambda': 0.566887138615663}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:10,137] Trial 138 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.1640266813383622, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.966305080805311, 'colsample_bytree': 0.6185020431226789, 'gamma': 0.6817036828880656, 'reg_alpha': 0.40602730777651586, 'reg_lambda': 0.6506305246060085}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:10,462] Trial 139 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 125, 'learning_rate': 0.11980813774035662, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9881968614982015, 'colsample_bytree': 0.6083731425851882, 'gamma': 0.2605855634498151, 'reg_alpha': 0.3722370485405926, 'reg_lambda': 0.607655811678244}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:10,719] Trial 140 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 108, 'learning_rate': 0.23014626113675288, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9423373840286746, 'colsample_bytree': 0.6285857291142247, 'gamma': 0.14043152454788488, 'reg_alpha': 0.4762175911520755, 'reg_lambda': 0.7216787741412057}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:11,055] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.17943020407081536, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9132161813135673, 'colsample_bytree': 0.6409300518864546, 'gamma': 0.28990517911409536, 'reg_alpha': 0.43276952030396654, 'reg_lambda': 0.5942269124531693}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:11,434] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 120, 'learning_rate': 0.16895685591924603, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.933882696457148, 'colsample_bytree': 0.6161591817361669, 'gamma': 0.49875291773458597, 'reg_alpha': 0.44245173541659966, 'reg_lambda': 0.5344731552376554}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:11,680] Trial 143 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 121, 'learning_rate': 0.15447845139418542, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9299035272295739, 'colsample_bytree': 0.6152468695148505, 'gamma': 0.47054663451961026, 'reg_alpha': 0.45822897301419097, 'reg_lambda': 0.5392034269325242}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:11,967] Trial 144 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 133, 'learning_rate': 0.20023034600152018, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9472693047521077, 'colsample_bytree': 0.6213843901242908, 'gamma': 0.5731937613997852, 'reg_alpha': 0.3932104280249552, 'reg_lambda': 0.6700004899034523}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:12,255] Trial 145 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 138, 'learning_rate': 0.130205258863644, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.934165817682054, 'colsample_bytree': 0.6001711562223727, 'gamma': 0.361103875720388, 'reg_alpha': 0.49441340994900707, 'reg_lambda': 0.7809313597875944}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:12,612] Trial 146 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 127, 'learning_rate': 0.16820428131611279, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9237832768156342, 'colsample_bytree': 0.6101451583029178, 'gamma': 0.16289221718189106, 'reg_alpha': 0.4236972402832445, 'reg_lambda': 0.5314378891697951}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:12,903] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.010156684167801914, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.95817336459706, 'colsample_bytree': 0.6331133853125475, 'gamma': 0.4522132787583515, 'reg_alpha': 0.5406547523887516, 'reg_lambda': 0.8432375109253681}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:13,167] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 122, 'learning_rate': 0.275219840588484, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9007481812885216, 'colsample_bytree': 0.6247123064484329, 'gamma': 0.7402285885399215, 'reg_alpha': 0.46358381855376307, 'reg_lambda': 0.6437069588066214}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:13,479] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 104, 'learning_rate': 0.21336349056194295, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.886191095826707, 'colsample_bytree': 0.6149931605062222, 'gamma': 0.004993218295133495, 'reg_alpha': 0.48338445465516, 'reg_lambda': 0.7154571703124663}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:13,728] Trial 150 finished with value: 0.738095238095238 and parameters: {'n_estimators': 142, 'learning_rate': 0.14207731596980092, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9799480839464261, 'colsample_bytree': 0.606567133071315, 'gamma': 0.34992926388164236, 'reg_alpha': 0.5142436927673689, 'reg_lambda': 0.5077434809691257}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:14,030] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.1723609994190373, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9325283677679936, 'colsample_bytree': 0.6354811360428174, 'gamma': 0.27185635048312295, 'reg_alpha': 0.43296845557729446, 'reg_lambda': 0.5668184279866421}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:14,377] Trial 152 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 111, 'learning_rate': 0.19012771231473427, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9459698118811103, 'colsample_bytree': 0.6550096911703137, 'gamma': 0.23383778087967222, 'reg_alpha': 0.4455740729242157, 'reg_lambda': 0.5754157395764594}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:14,708] Trial 153 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.15303188167181903, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9199262573202521, 'colsample_bytree': 0.6309658963888986, 'gamma': 0.12405930223673789, 'reg_alpha': 0.40568662837729486, 'reg_lambda': 0.6043695069120278}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:15,057] Trial 154 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 133, 'learning_rate': 0.12609183356766424, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9362095079246562, 'colsample_bytree': 0.6177506584461125, 'gamma': 0.5510980650780968, 'reg_alpha': 0.44486081988059234, 'reg_lambda': 0.7950214849591093}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:15,331] Trial 155 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 82, 'learning_rate': 0.17326836131880344, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9624932819441792, 'colsample_bytree': 0.6460024379560169, 'gamma': 0.38531311077848296, 'reg_alpha': 0.3793658742437701, 'reg_lambda': 0.7079066349389805}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:15,681] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.20419168030800233, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9700149477994224, 'colsample_bytree': 0.6095828130856135, 'gamma': 0.27656254672778996, 'reg_alpha': 0.4197203635528448, 'reg_lambda': 0.5524129761558982}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:16,053] Trial 157 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 93, 'learning_rate': 0.16275117503399614, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9272815319218733, 'colsample_bytree': 0.6246741438957739, 'gamma': 0.002671033439301973, 'reg_alpha': 0.471472307553845, 'reg_lambda': 0.6470336347011912}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:16,311] Trial 158 finished with value: 0.75 and parameters: {'n_estimators': 108, 'learning_rate': 0.10370892188736686, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9102615906169682, 'colsample_bytree': 0.6372044853898012, 'gamma': 0.18383845341995614, 'reg_alpha': 0.44676431824033985, 'reg_lambda': 0.8901456152933721}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:16,588] Trial 159 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 118, 'learning_rate': 0.09270038201559956, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9558647411493874, 'colsample_bytree': 0.6081016436369263, 'gamma': 0.5003586103335825, 'reg_alpha': 0.3942082577770911, 'reg_lambda': 0.7534225948775108}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:17,027] Trial 160 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 130, 'learning_rate': 0.11836179987106134, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6156022457188978, 'colsample_bytree': 0.6000189996350314, 'gamma': 0.6348633843743976, 'reg_alpha': 0.33466604172339237, 'reg_lambda': 0.6794012813528233}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:17,426] Trial 161 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 108, 'learning_rate': 0.035113975873910734, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9117519090573474, 'colsample_bytree': 0.6340717832925484, 'gamma': 0.17413682139097286, 'reg_alpha': 0.4496432221469278, 'reg_lambda': 0.9036649541957607}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:17,705] Trial 162 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 104, 'learning_rate': 0.08352837782909016, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8966348696023281, 'colsample_bytree': 0.6173474316616849, 'gamma': 0.3179143499066953, 'reg_alpha': 0.43617684658169864, 'reg_lambda': 0.9880685872444744}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:18,135] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 113, 'learning_rate': 0.10914628061456211, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.942215139183652, 'colsample_bytree': 0.6406680844390291, 'gamma': 0.2083962526911986, 'reg_alpha': 0.4913734865287591, 'reg_lambda': 0.8709102142345319}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:18,448] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 100, 'learning_rate': 0.10513385608753702, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9083480025802372, 'colsample_bytree': 0.6246150215611069, 'gamma': 0.10687782131342642, 'reg_alpha': 0.4659909898881124, 'reg_lambda': 0.9433906242731729}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:18,831] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.18142255408138655, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9297847002792771, 'colsample_bytree': 0.6133994055434958, 'gamma': 0.40727167035702966, 'reg_alpha': 0.506018769313292, 'reg_lambda': 0.8138421343733826}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:19,119] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.138973037892527, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9179394989224212, 'colsample_bytree': 0.8337875313939366, 'gamma': 0.23560338327535918, 'reg_alpha': 0.4325523525166296, 'reg_lambda': 0.5949561944778804}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:19,421] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.09648487331144456, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9512925511222957, 'colsample_bytree': 0.6072157171941847, 'gamma': 0.464182340989306, 'reg_alpha': 0.4129255350077593, 'reg_lambda': 0.7724446442411188}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:19,692] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.13160941262024656, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9394750886244724, 'colsample_bytree': 0.6503822401673116, 'gamma': 0.10108725531977208, 'reg_alpha': 0.3580843291544889, 'reg_lambda': 0.5171075726719702}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:19,966] Trial 169 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 97, 'learning_rate': 0.22496788373951973, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9945934824581879, 'colsample_bytree': 0.6275779165002705, 'gamma': 0.3458317756434844, 'reg_alpha': 0.12488963323024244, 'reg_lambda': 0.6371470173402449}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:20,336] Trial 170 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 108, 'learning_rate': 0.14801283609318128, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6974555270902062, 'colsample_bytree': 0.6207260636203963, 'gamma': 0.7924236415328152, 'reg_alpha': 0.4768955375526057, 'reg_lambda': 0.8655169687311617}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:20,692] Trial 171 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.11965215497904949, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9371789695494273, 'colsample_bytree': 0.6064941329364882, 'gamma': 0.005149055741737074, 'reg_alpha': 0.4146099777215254, 'reg_lambda': 1.0606375372822567}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:21,100] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.16112726349422285, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9449601569041822, 'colsample_bytree': 0.614364316883536, 'gamma': 0.1098716144201358, 'reg_alpha': 0.4501947594826396, 'reg_lambda': 0.7039789688328092}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:21,435] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 146, 'learning_rate': 0.16140819153478858, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9613112216728095, 'colsample_bytree': 0.600205367852941, 'gamma': 0.21225444149286535, 'reg_alpha': 0.4606907267391753, 'reg_lambda': 0.7062450932004356}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:21,730] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.1923418217605329, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9473220340648283, 'colsample_bytree': 0.6155883229853529, 'gamma': 0.3145580579898191, 'reg_alpha': 0.5649215425839524, 'reg_lambda': 0.5016022909275727}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:21,980] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.1533548217241067, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9744539797672142, 'colsample_bytree': 0.633886906580502, 'gamma': 0.139688495196569, 'reg_alpha': 0.5302376581834195, 'reg_lambda': 0.5731967787462743}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:22,292] Trial 176 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 122, 'learning_rate': 0.17337813117597523, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9235479389139598, 'colsample_bytree': 0.6131645765953302, 'gamma': 0.5347261694718344, 'reg_alpha': 0.44563560950994907, 'reg_lambda': 0.765139858895837}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:22,647] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.20610846845425326, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9563562978078919, 'colsample_bytree': 0.620958212285221, 'gamma': 0.3601442783135144, 'reg_alpha': 0.39240866987108264, 'reg_lambda': 0.8217799147462904}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:23,021] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.2474646959237454, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9840528611647995, 'colsample_bytree': 0.62432740824452, 'gamma': 0.4196980723216581, 'reg_alpha': 0.381501138426334, 'reg_lambda': 0.8206849298835085}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:23,382] Trial 179 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 131, 'learning_rate': 0.04259865022774376, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9654662300587831, 'colsample_bytree': 0.6070416462421226, 'gamma': 0.643364970815388, 'reg_alpha': 0.4046974294220727, 'reg_lambda': 0.6816417713057414}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:23,785] Trial 180 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.21544118082966682, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.9551720294736975, 'colsample_bytree': 0.6198922439781912, 'gamma': 0.32363036714511484, 'reg_alpha': 0.4880409860211419, 'reg_lambda': 0.61500299166054}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:24,190] Trial 181 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.19843294893748176, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9462173531794947, 'colsample_bytree': 0.6385228938529678, 'gamma': 0.2037260822140211, 'reg_alpha': 0.4254420715356444, 'reg_lambda': 0.9118217191563234}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:24,497] Trial 182 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.17859351077494687, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9276642349952868, 'colsample_bytree': 0.6142335712242388, 'gamma': 0.09799496814815446, 'reg_alpha': 0.44945201667369866, 'reg_lambda': 0.7308594018668602}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:24,823] Trial 183 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 147, 'learning_rate': 0.1028693460859874, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.971777645635069, 'colsample_bytree': 0.629017154852204, 'gamma': 3.666644729514453, 'reg_alpha': 0.3934026657450718, 'reg_lambda': 0.8296646330638844}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:25,134] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 144, 'learning_rate': 0.1137086818442886, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9342909596352822, 'colsample_bytree': 0.6003310714116217, 'gamma': 0.4142263737413631, 'reg_alpha': 0.5090383167457602, 'reg_lambda': 0.560581388926239}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:25,377] Trial 185 finished with value: 0.75 and parameters: {'n_estimators': 102, 'learning_rate': 0.20743262511402114, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9015304326667812, 'colsample_bytree': 0.6612277825792952, 'gamma': 0.26078095797074347, 'reg_alpha': 0.4752136664258931, 'reg_lambda': 0.6563517597725933}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:25,694] Trial 186 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 113, 'learning_rate': 0.1928939622465789, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.957400335729983, 'colsample_bytree': 0.6207694229730875, 'gamma': 0.49855231556293267, 'reg_alpha': 0.4334695544738014, 'reg_lambda': 0.7874532941536381}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:26,086] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 124, 'learning_rate': 0.1379628099012513, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.944979673801578, 'colsample_bytree': 0.61004832440077, 'gamma': 0.08577147206114982, 'reg_alpha': 0.37646967062844744, 'reg_lambda': 0.7204755801529872}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:26,398] Trial 188 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 126, 'learning_rate': 0.14014394541579378, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9492847267360605, 'colsample_bytree': 0.6074102689280834, 'gamma': 0.06158648849502424, 'reg_alpha': 0.36460911408784713, 'reg_lambda': 0.7322930271446807}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:26,677] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.160450447758799, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9408246256070908, 'colsample_bytree': 0.6109522515359246, 'gamma': 0.29713611142845653, 'reg_alpha': 0.3797908612474894, 'reg_lambda': 0.6050316548695045}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:27,033] Trial 190 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 140, 'learning_rate': 0.13010902031578048, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9650427085580396, 'colsample_bytree': 0.6193158028964786, 'gamma': 0.3882625406670689, 'reg_alpha': 0.4032145643545002, 'reg_lambda': 0.6710459862658771}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:27,434] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.13005564361925503, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.96648148262003, 'colsample_bytree': 0.6165145535140782, 'gamma': 0.38024267869613626, 'reg_alpha': 0.40961631206662796, 'reg_lambda': 0.6898882431528224}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:27,751] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.14668519495276536, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.956733287465647, 'colsample_bytree': 0.6056796004918269, 'gamma': 0.13568655575387667, 'reg_alpha': 0.39335437139889523, 'reg_lambda': 0.6381428114447237}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:28,083] Trial 193 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 134, 'learning_rate': 0.12112960164590932, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9787234458399003, 'colsample_bytree': 0.6253772698345298, 'gamma': 0.5812860289477014, 'reg_alpha': 0.4219353816061658, 'reg_lambda': 0.7647909072155693}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:28,504] Trial 194 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 129, 'learning_rate': 0.16790459692504925, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9480351590645449, 'colsample_bytree': 0.6141100246292007, 'gamma': 0.4097372377455525, 'reg_alpha': 0.3465276664393481, 'reg_lambda': 0.5713573574385203}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:28,875] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.13648274206162614, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9616313692672839, 'colsample_bytree': 0.6064120519849452, 'gamma': 0.24630304649815452, 'reg_alpha': 0.3747134970005369, 'reg_lambda': 0.6887166913991956}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:29,232] Trial 196 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 124, 'learning_rate': 0.18402688475140921, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.932365372610056, 'colsample_bytree': 0.6002177878777, 'gamma': 0.4956973400114576, 'reg_alpha': 0.4594435981692049, 'reg_lambda': 0.5025906543247908}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:29,523] Trial 197 finished with value: 0.5 and parameters: {'n_estimators': 49, 'learning_rate': 0.12591412033307478, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9432928105719083, 'colsample_bytree': 0.6300543675243117, 'gamma': 0.31657444730004847, 'reg_alpha': 0.4272876864572656, 'reg_lambda': 0.5502490217272592}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:29,852] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.15374400702408253, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9681601269880267, 'colsample_bytree': 0.6163909832759158, 'gamma': 0.08992117196012123, 'reg_alpha': 0.318236034609079, 'reg_lambda': 0.7303522681337581}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:30,131] Trial 199 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 136, 'learning_rate': 0.23438387779474967, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9870281401152956, 'colsample_bytree': 0.6222365002009314, 'gamma': 0.2664977652298147, 'reg_alpha': 0.4029789260167973, 'reg_lambda': 0.6367350452365806}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 20:46:30,135] A new study created in memory with name: no-name-589401a3-4dcd-4991-b635-2f4b6a42d956
[I 2025-11-03 20:46:30,429] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 38, 'learning_rate': 0.297814611395583, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9095877681639343, 'colsample_bytree': 0.8752673514672031, 'gamma': 1.8691483441968355, 'reg_alpha': 0.351094652573682, 'reg_lambda': 1.014090258010589}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:46:30,715] Trial 1 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 121, 'learning_rate': 0.019618907346375912, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7568325700069621, 'colsample_bytree': 0.8568894802836776, 'gamma': 3.2681756887707865, 'reg_alpha': 0.09013083552338341, 'reg_lambda': 0.7308305228162213}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 20:46:31,109] Trial 2 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 162, 'learning_rate': 0.030460491842677493, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8000484108060628, 'colsample_bytree': 0.9212401031431081, 'gamma': 3.9924024667870492, 'reg_alpha': 0.11382305846011243, 'reg_lambda': 1.4665273972138362}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 20:46:31,375] Trial 3 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 97, 'learning_rate': 0.24098896784755938, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9818236114322441, 'colsample_bytree': 0.9901599700616078, 'gamma': 2.6949139814961818, 'reg_alpha': 0.07997372038823514, 'reg_lambda': 1.9802431400250478}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 20:46:31,608] Trial 4 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 41, 'learning_rate': 0.01804174730906587, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.982734476791446, 'colsample_bytree': 0.7507711220971215, 'gamma': 3.923613581852555, 'reg_alpha': 0.7450971726462073, 'reg_lambda': 1.6046649303772649}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 20:46:31,968] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.2278520448260229, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.8547355424077466, 'colsample_bytree': 0.7588241009743347, 'gamma': 2.010515952892926, 'reg_alpha': 0.3841825558995936, 'reg_lambda': 1.895856719235618}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 20:46:32,293] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 104, 'learning_rate': 0.012818771395854241, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.9779402116877688, 'colsample_bytree': 0.9689675860996252, 'gamma': 1.9371584374186857, 'reg_alpha': 0.7583793864794652, 'reg_lambda': 1.2013944014315145}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 20:46:32,671] Trial 7 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 133, 'learning_rate': 0.22073864888588307, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9271306354344752, 'colsample_bytree': 0.8977853500917505, 'gamma': 0.9921603260783879, 'reg_alpha': 0.5323194684007327, 'reg_lambda': 0.5061368591024535}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 20:46:32,994] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.18631491384381432, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.7870920305027735, 'colsample_bytree': 0.8504518997888504, 'gamma': 2.2808168645778073, 'reg_alpha': 0.8488733295833512, 'reg_lambda': 2.495760369530884}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 20:46:33,378] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 188, 'learning_rate': 0.018032363537971836, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9493032472309539, 'colsample_bytree': 0.7549328305532922, 'gamma': 0.1583376184154206, 'reg_alpha': 0.10007217069575036, 'reg_lambda': 1.4275794234538723}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 20:46:33,679] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 79, 'learning_rate': 0.06745741615221468, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.6445664734371466, 'colsample_bytree': 0.6152841407588924, 'gamma': 4.876040005150179, 'reg_alpha': 0.9902162377216455, 'reg_lambda': 0.5750130392548551}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 20:46:34,069] Trial 11 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 161, 'learning_rate': 0.03874069377238108, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7302181018454347, 'colsample_bytree': 0.9257249912195472, 'gamma': 3.5076484146494207, 'reg_alpha': 0.001261455532462083, 'reg_lambda': 0.889226975681537}. Best is trial 11 with value: 0.7321428571428571.
[I 2025-11-03 20:46:34,419] Trial 12 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 153, 'learning_rate': 0.049458748468408795, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6918532891895335, 'colsample_bytree': 0.8156760669252153, 'gamma': 3.301915888251997, 'reg_alpha': 0.008867983123440434, 'reg_lambda': 0.9053053970308709}. Best is trial 11 with value: 0.7321428571428571.
[I 2025-11-03 20:46:34,714] Trial 13 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 206, 'learning_rate': 0.03990206638647727, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7215939252654165, 'colsample_bytree': 0.9489522497276175, 'gamma': 3.3386600813785976, 'reg_alpha': 0.28416676286667997, 'reg_lambda': 0.8023780783984954}. Best is trial 11 with value: 0.7321428571428571.
[I 2025-11-03 20:46:35,025] Trial 14 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 121, 'learning_rate': 0.10427448594152114, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.748909622964006, 'colsample_bytree': 0.8188176520220168, 'gamma': 4.941504413827786, 'reg_alpha': 0.22175852290494996, 'reg_lambda': 2.3930298544468247}. Best is trial 11 with value: 0.7321428571428571.
[I 2025-11-03 20:46:35,392] Trial 15 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 178, 'learning_rate': 0.02330591377667301, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6274654640701328, 'colsample_bytree': 0.645372224660463, 'gamma': 3.103725933648926, 'reg_alpha': 0.5096252470118288, 'reg_lambda': 2.9546641586050955}. Best is trial 11 with value: 0.7321428571428571.
[I 2025-11-03 20:46:35,602] Trial 16 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 73, 'learning_rate': 0.010556776352014166, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8416106644821544, 'colsample_bytree': 0.9160529183703671, 'gamma': 4.113159268441329, 'reg_alpha': 0.0018074430693675216, 'reg_lambda': 1.2285454702746277}. Best is trial 11 with value: 0.7321428571428571.
[I 2025-11-03 20:46:35,895] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.09652349588885412, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6733220715455198, 'colsample_bytree': 0.6969432064856621, 'gamma': 2.792062819138131, 'reg_alpha': 0.20353628905672483, 'reg_lambda': 0.7603100672338391}. Best is trial 11 with value: 0.7321428571428571.
[I 2025-11-03 20:46:36,301] Trial 18 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 118, 'learning_rate': 0.03212244174821753, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7438495238012924, 'colsample_bytree': 0.8639890139823162, 'gamma': 4.275302567808402, 'reg_alpha': 0.17187552453010413, 'reg_lambda': 1.1637338241945812}. Best is trial 11 with value: 0.7321428571428571.
[I 2025-11-03 20:46:36,637] Trial 19 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 180, 'learning_rate': 0.033107619373991676, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7077806021146643, 'colsample_bytree': 0.9413324392571556, 'gamma': 4.536156935902782, 'reg_alpha': 0.41465597415712263, 'reg_lambda': 1.1051690288872544}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:37,029] Trial 20 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 194, 'learning_rate': 0.0706903147316706, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.6865676235510394, 'colsample_bytree': 0.997964656759785, 'gamma': 4.56250629400251, 'reg_alpha': 0.601860502614947, 'reg_lambda': 1.7715284055013936}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:37,468] Trial 21 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 169, 'learning_rate': 0.034366677946969154, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6004321959880667, 'colsample_bytree': 0.9455601047022149, 'gamma': 4.343213792900636, 'reg_alpha': 0.3907007092133728, 'reg_lambda': 1.0862415953646858}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:37,916] Trial 22 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.025557324555566054, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7171520376405406, 'colsample_bytree': 0.8851746213245952, 'gamma': 3.6927284858835665, 'reg_alpha': 0.2141929375377491, 'reg_lambda': 1.2912198669194277}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:38,321] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.024368234331114808, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7137961837865999, 'colsample_bytree': 0.8971501660580226, 'gamma': 3.762739983603206, 'reg_alpha': 0.29898708900421966, 'reg_lambda': 1.351872454452416}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:38,626] Trial 24 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 211, 'learning_rate': 0.05149684226117113, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7865103606247071, 'colsample_bytree': 0.9366087922600788, 'gamma': 3.7316105252732337, 'reg_alpha': 0.6121162561501475, 'reg_lambda': 1.5731330772240377}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:39,026] Trial 25 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.042364535783731914, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.84069060876681, 'colsample_bytree': 0.9665684562961263, 'gamma': 4.597152273008252, 'reg_alpha': 0.4430956514713337, 'reg_lambda': 1.0006870700407977}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:39,367] Trial 26 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 190, 'learning_rate': 0.06662816256443586, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8468423905460248, 'colsample_bytree': 0.9630949447110314, 'gamma': 4.774302081441871, 'reg_alpha': 0.4427342295721463, 'reg_lambda': 1.0020234192204234}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:39,797] Trial 27 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 231, 'learning_rate': 0.042384399589696004, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8223554246000102, 'colsample_bytree': 0.9181994781890677, 'gamma': 4.4392967092429, 'reg_alpha': 0.6011885296570437, 'reg_lambda': 0.6988988221968855}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:40,173] Trial 28 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 175, 'learning_rate': 0.090756127516691, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8877730859840436, 'colsample_bytree': 0.9778260057606192, 'gamma': 4.587717864788557, 'reg_alpha': 0.4541522062940677, 'reg_lambda': 0.8919301694312471}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:40,435] Trial 29 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 143, 'learning_rate': 0.13197487188228554, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8776013357345636, 'colsample_bytree': 0.9979850186306427, 'gamma': 1.1821225532004127, 'reg_alpha': 0.31324815394605665, 'reg_lambda': 0.9054629750825743}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:40,819] Trial 30 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 169, 'learning_rate': 0.09426076359494347, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8918559459052886, 'colsample_bytree': 0.8362418949750164, 'gamma': 3.4887715528409857, 'reg_alpha': 0.6882237496197726, 'reg_lambda': 0.6246557510692767}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:41,157] Trial 31 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.05815533789510288, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9255535701701014, 'colsample_bytree': 0.9675007171957184, 'gamma': 4.574275984631682, 'reg_alpha': 0.44364512371063913, 'reg_lambda': 1.0210048312514763}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:41,530] Trial 32 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 173, 'learning_rate': 0.042459200280543674, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8169338218216058, 'colsample_bytree': 0.9713697506728296, 'gamma': 4.996515625601427, 'reg_alpha': 0.4396165473320906, 'reg_lambda': 0.8845641491560311}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:41,864] Trial 33 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 158, 'learning_rate': 0.13171293499609138, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7641936419976707, 'colsample_bytree': 0.9306356651451477, 'gamma': 4.604453962208382, 'reg_alpha': 0.5437673197051079, 'reg_lambda': 1.0897753433624586}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:42,331] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 205, 'learning_rate': 0.08141986963954988, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8892047874158244, 'colsample_bytree': 0.9078582360609964, 'gamma': 4.177380858918168, 'reg_alpha': 0.34993070066043136, 'reg_lambda': 0.8086651886467756}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:42,739] Trial 35 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 181, 'learning_rate': 0.030382376565493096, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8613207380810202, 'colsample_bytree': 0.8753587120204724, 'gamma': 2.873088268424021, 'reg_alpha': 0.4646881763367466, 'reg_lambda': 0.9908771428403998}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:43,001] Trial 36 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 132, 'learning_rate': 0.03990151523936322, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8158941491667152, 'colsample_bytree': 0.951300648871509, 'gamma': 4.0071410939294285, 'reg_alpha': 0.6745837232898285, 'reg_lambda': 1.5495142161867226}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:43,465] Trial 37 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 235, 'learning_rate': 0.019601519243698403, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7714901552000908, 'colsample_bytree': 0.9722071905295153, 'gamma': 3.5933329744047424, 'reg_alpha': 0.3856922842008401, 'reg_lambda': 0.6928300957504876}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:43,855] Trial 38 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 163, 'learning_rate': 0.05617332196965231, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6644644450454087, 'colsample_bytree': 0.7816493434886083, 'gamma': 3.959772191918912, 'reg_alpha': 0.8460549146862893, 'reg_lambda': 1.3684293401527272}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:44,287] Trial 39 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 248, 'learning_rate': 0.14429382584330208, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9579270301394285, 'colsample_bytree': 0.9783652375391182, 'gamma': 4.657873939130545, 'reg_alpha': 0.15485200623390066, 'reg_lambda': 2.063444638085027}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:44,727] Trial 40 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 222, 'learning_rate': 0.027616982468243054, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7318177153546507, 'colsample_bytree': 0.7253744393267257, 'gamma': 2.381198175959762, 'reg_alpha': 0.5599865704600113, 'reg_lambda': 0.5325632430547234}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:45,121] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.014605617877811184, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7078018662024286, 'colsample_bytree': 0.8940643038880022, 'gamma': 3.777719256035505, 'reg_alpha': 0.04999655436945892, 'reg_lambda': 1.1557833060907559}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:45,410] Trial 42 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 25, 'learning_rate': 0.02315791607767422, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7814491014623195, 'colsample_bytree': 0.8822255790177322, 'gamma': 3.0575220056534396, 'reg_alpha': 0.24875888377655397, 'reg_lambda': 1.2871455975236026}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:46:45,768] Trial 43 finished with value: 0.744047619047619 and parameters: {'n_estimators': 201, 'learning_rate': 0.034959320349002274, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6999706475002037, 'colsample_bytree': 0.9227191028428916, 'gamma': 4.289500685160913, 'reg_alpha': 0.13310541466985676, 'reg_lambda': 1.6665156051360377}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:46,154] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.036147829001960334, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.6981577802631521, 'colsample_bytree': 0.9292932574262396, 'gamma': 4.33438851636156, 'reg_alpha': 0.05268984011802425, 'reg_lambda': 2.006298023369096}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:46,495] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 183, 'learning_rate': 0.048802643127439524, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.660969759369449, 'colsample_bytree': 0.9518274210468116, 'gamma': 4.8084578145003345, 'reg_alpha': 0.08011275674151998, 'reg_lambda': 1.761823110306882}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:46,804] Trial 46 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 195, 'learning_rate': 0.02945287979903047, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9168427606788585, 'colsample_bytree': 0.9841092029368388, 'gamma': 4.191242301183578, 'reg_alpha': 0.1328372287706406, 'reg_lambda': 0.907703195358134}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:47,143] Trial 47 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 140, 'learning_rate': 0.07921972810726485, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6402723102520337, 'colsample_bytree': 0.8599138773709245, 'gamma': 4.429880498706754, 'reg_alpha': 0.402261162352329, 'reg_lambda': 1.4579231661325815}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:47,454] Trial 48 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 163, 'learning_rate': 0.04676226727384848, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8018175665206853, 'colsample_bytree': 0.9128924464018265, 'gamma': 3.9397298686183606, 'reg_alpha': 0.3511702389430319, 'reg_lambda': 2.1411995752801496}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:47,912] Trial 49 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 178, 'learning_rate': 0.0162241786671502, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7408307011552722, 'colsample_bytree': 0.9354476268831208, 'gamma': 1.4704188871737491, 'reg_alpha': 0.48518433979402203, 'reg_lambda': 2.2753378373985553}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:48,226] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.015708813805626935, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7382143406658522, 'colsample_bytree': 0.8396827100562977, 'gamma': 1.3578027072792456, 'reg_alpha': 0.48028252213068096, 'reg_lambda': 2.8383428398301334}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:48,591] Trial 51 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 155, 'learning_rate': 0.03716311787524271, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7577060236147695, 'colsample_bytree': 0.9388687489304683, 'gamma': 0.44072332273316217, 'reg_alpha': 0.5288738638367343, 'reg_lambda': 2.2709752592736137}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:49,076] Trial 52 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 200, 'learning_rate': 0.061913743308353156, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6816450996774525, 'colsample_bytree': 0.955613618725983, 'gamma': 1.705436570412284, 'reg_alpha': 0.4951543110755877, 'reg_lambda': 1.860057263387419}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:49,608] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 230, 'learning_rate': 0.012257572815393292, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.698885868118295, 'colsample_bytree': 0.9839688422861974, 'gamma': 1.7461718373665567, 'reg_alpha': 0.26015510520807805, 'reg_lambda': 2.3696401048831652}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:50,107] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 210, 'learning_rate': 0.016753441064292985, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7337980256470088, 'colsample_bytree': 0.9245669025997398, 'gamma': 0.6882661581117517, 'reg_alpha': 0.03622385001513469, 'reg_lambda': 2.6367496421930774}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:50,501] Trial 55 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.021206018772344393, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8670274025512145, 'colsample_bytree': 0.9031381698617365, 'gamma': 2.2424623834908983, 'reg_alpha': 0.4233270376246475, 'reg_lambda': 2.60122648900213}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:50,865] Trial 56 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 148, 'learning_rate': 0.03252849886445527, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7243989052237191, 'colsample_bytree': 0.9405322706920016, 'gamma': 3.4329051770964973, 'reg_alpha': 0.34928489597631796, 'reg_lambda': 0.8373987354861736}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:51,263] Trial 57 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 168, 'learning_rate': 0.026182376705530336, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7506545696594566, 'colsample_bytree': 0.9606427646288397, 'gamma': 4.8568206601551935, 'reg_alpha': 0.12318588744945885, 'reg_lambda': 1.6514598456047072}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:51,666] Trial 58 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 183, 'learning_rate': 0.0450105239069122, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8426915071105735, 'colsample_bytree': 0.9989692967741814, 'gamma': 4.105522317025853, 'reg_alpha': 0.191325056519854, 'reg_lambda': 0.6435706514865975}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:52,027] Trial 59 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 220, 'learning_rate': 0.011223542416152824, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8983550462866705, 'colsample_bytree': 0.920556426549509, 'gamma': 4.716764878927348, 'reg_alpha': 0.3210173367066953, 'reg_lambda': 1.6632058272318997}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:52,362] Trial 60 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 58, 'learning_rate': 0.18675256952055155, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8317400210004011, 'colsample_bytree': 0.9841074878149454, 'gamma': 3.1646754510214685, 'reg_alpha': 0.5650496125023468, 'reg_lambda': 1.0867601946673204}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:52,696] Trial 61 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 156, 'learning_rate': 0.03713075070850196, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7543732832426082, 'colsample_bytree': 0.9354263208783758, 'gamma': 0.0021747919106895885, 'reg_alpha': 0.6518441594182461, 'reg_lambda': 2.168245694062828}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:53,037] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.05132008949189733, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8013445986803615, 'colsample_bytree': 0.9486441284435428, 'gamma': 1.3287846688313594, 'reg_alpha': 0.4995264826202287, 'reg_lambda': 2.1184699856931113}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:53,394] Trial 63 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 131, 'learning_rate': 0.03801440719320581, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7641538429243375, 'colsample_bytree': 0.9412787992576648, 'gamma': 1.0538802532402953, 'reg_alpha': 0.5253752432835259, 'reg_lambda': 2.316609523926697}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:53,667] Trial 64 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.2852752991008922, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.716878917185757, 'colsample_bytree': 0.8898382224878784, 'gamma': 0.7350453867232768, 'reg_alpha': 0.5787323990681903, 'reg_lambda': 2.251754954766892}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:54,026] Trial 65 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 153, 'learning_rate': 0.031950043461406626, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7038217493015524, 'colsample_bytree': 0.9606931354966598, 'gamma': 0.7068780662189666, 'reg_alpha': 0.7216689648216528, 'reg_lambda': 0.9883420615202966}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:54,398] Trial 66 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 163, 'learning_rate': 0.04222214841062701, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7753219629245843, 'colsample_bytree': 0.9050371873490053, 'gamma': 0.4277661967150778, 'reg_alpha': 0.00904668489713123, 'reg_lambda': 2.5082685901220976}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:54,652] Trial 67 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 106, 'learning_rate': 0.028439450590225433, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.683910627673501, 'colsample_bytree': 0.9710218561881507, 'gamma': 4.45824177712341, 'reg_alpha': 0.4174524268082451, 'reg_lambda': 1.9187292685269428}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:54,942] Trial 68 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 196, 'learning_rate': 0.11114258771018716, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.743494870591418, 'colsample_bytree': 0.668980103213438, 'gamma': 2.597316840083282, 'reg_alpha': 0.4683134811906217, 'reg_lambda': 1.2211285182601919}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:55,253] Trial 69 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 149, 'learning_rate': 0.07787145293839498, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8767774064483931, 'colsample_bytree': 0.9283619644711428, 'gamma': 4.950765685381006, 'reg_alpha': 0.36709777946524036, 'reg_lambda': 0.7551794047694338}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:55,602] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.06196980500252972, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9438597014457751, 'colsample_bytree': 0.8753514386617128, 'gamma': 4.497308204214471, 'reg_alpha': 0.5071636055665645, 'reg_lambda': 1.8528999094582754}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:56,069] Trial 71 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 200, 'learning_rate': 0.06562108116787527, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6900930815916343, 'colsample_bytree': 0.9529914728335641, 'gamma': 1.6823505548576274, 'reg_alpha': 0.47915161296335035, 'reg_lambda': 2.232557326524894}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:56,412] Trial 72 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 189, 'learning_rate': 0.034942764278982866, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6506473193121314, 'colsample_bytree': 0.9623490843565945, 'gamma': 2.010636604222798, 'reg_alpha': 0.638304767826264, 'reg_lambda': 2.4648104272340334}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:56,764] Trial 73 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 175, 'learning_rate': 0.08969750068513856, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6788589514545825, 'colsample_bytree': 0.9122568059746262, 'gamma': 1.47560456343474, 'reg_alpha': 0.9644471187974215, 'reg_lambda': 0.9470606942199464}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:57,169] Trial 74 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 213, 'learning_rate': 0.05738596250535283, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6169600685340019, 'colsample_bytree': 0.9372997168772919, 'gamma': 2.1306426541601575, 'reg_alpha': 0.5474824381657909, 'reg_lambda': 1.8582837537642958}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:57,571] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 229, 'learning_rate': 0.07255763374817382, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6734307850196842, 'colsample_bytree': 0.9872132944186833, 'gamma': 0.8785945068668357, 'reg_alpha': 0.44849752712170515, 'reg_lambda': 1.9877980550390588}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:57,953] Trial 76 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 226, 'learning_rate': 0.07321553949166747, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7279036349127324, 'colsample_bytree': 0.9881911502376585, 'gamma': 0.3320294536316788, 'reg_alpha': 0.4539022560068025, 'reg_lambda': 1.982654599451827}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:58,471] Trial 77 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 239, 'learning_rate': 0.0522026474746513, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6685383224762999, 'colsample_bytree': 0.9771735638917417, 'gamma': 0.9307945486814779, 'reg_alpha': 0.5234448949838479, 'reg_lambda': 2.073660058763504}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:59,640] Trial 78 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 205, 'learning_rate': 0.11356157247188356, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7129349927167697, 'colsample_bytree': 0.9912528254669136, 'gamma': 0.49722958636455106, 'reg_alpha': 0.5836849396861747, 'reg_lambda': 1.0509152196124498}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:46:59,972] Trial 79 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 167, 'learning_rate': 0.08751204667042711, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7917814156353152, 'colsample_bytree': 0.6048587932603117, 'gamma': 4.2353299904153285, 'reg_alpha': 0.40528745434837155, 'reg_lambda': 1.1487941594329463}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:47:00,351] Trial 80 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 182, 'learning_rate': 0.04301377924480488, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6507813347372948, 'colsample_bytree': 0.9693547608791064, 'gamma': 0.27455472806104364, 'reg_alpha': 0.375321789409552, 'reg_lambda': 0.8399438657430665}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:47:00,734] Trial 81 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 199, 'learning_rate': 0.0623139423333612, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6945667980881389, 'colsample_bytree': 0.9515447577101294, 'gamma': 1.616784709625829, 'reg_alpha': 0.4822984283873284, 'reg_lambda': 1.5233534862787605}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:47:01,187] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 210, 'learning_rate': 0.04724137698346002, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6932623825476444, 'colsample_bytree': 0.9254403939921543, 'gamma': 0.9611231849008814, 'reg_alpha': 0.490162845392989, 'reg_lambda': 1.5113205732395605}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:47:01,605] Trial 83 finished with value: 0.738095238095238 and parameters: {'n_estimators': 189, 'learning_rate': 0.039437616672970986, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7594184787108413, 'colsample_bytree': 0.9462578036246663, 'gamma': 0.566315972302627, 'reg_alpha': 0.4390782037863382, 'reg_lambda': 1.3329096963278964}. Best is trial 43 with value: 0.744047619047619.
[I 2025-11-03 20:47:02,030] Trial 84 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 191, 'learning_rate': 0.07294537183748993, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7215583516610968, 'colsample_bytree': 0.7943244868522605, 'gamma': 1.512329877389077, 'reg_alpha': 0.4313306134871632, 'reg_lambda': 1.3955606980072903}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:02,504] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 191, 'learning_rate': 0.09833062325674914, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7245165127867964, 'colsample_bytree': 0.8181868478995029, 'gamma': 1.6121198488874167, 'reg_alpha': 0.28138785342066475, 'reg_lambda': 1.438510613841969}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:02,933] Trial 86 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.13453949181205332, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7404597635857608, 'colsample_bytree': 0.8221035449413604, 'gamma': 1.5412197528272626, 'reg_alpha': 0.2788848402707475, 'reg_lambda': 1.3755145654753609}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:03,337] Trial 87 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 196, 'learning_rate': 0.1141537574219854, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7226322788044816, 'colsample_bytree': 0.7877930198660034, 'gamma': 1.1335694994035237, 'reg_alpha': 0.22807736051998945, 'reg_lambda': 1.3022465685026197}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:03,781] Trial 88 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 178, 'learning_rate': 0.1028032876960718, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7069558075308128, 'colsample_bytree': 0.7518575628255156, 'gamma': 1.8152934868768171, 'reg_alpha': 0.3334509179098365, 'reg_lambda': 1.424419409801052}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:04,196] Trial 89 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.08290955222069435, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9971863041546829, 'colsample_bytree': 0.7370855652456766, 'gamma': 1.9675409589324067, 'reg_alpha': 0.10537170211263568, 'reg_lambda': 1.608496242793234}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:04,610] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 187, 'learning_rate': 0.08508122782299754, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9714461455352412, 'colsample_bytree': 0.7318081043026969, 'gamma': 2.0009615561869314, 'reg_alpha': 0.13360487820392025, 'reg_lambda': 1.6233009480109175}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:05,020] Trial 91 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 185, 'learning_rate': 0.08346993659737267, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9939486337967132, 'colsample_bytree': 0.7340573940118501, 'gamma': 1.9481300330623288, 'reg_alpha': 0.1033206059467042, 'reg_lambda': 1.6209139260485068}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:05,377] Trial 92 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 200, 'learning_rate': 0.10404243776534204, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9667317841517485, 'colsample_bytree': 0.7094227055005036, 'gamma': 2.399937549245681, 'reg_alpha': 0.16428592384172416, 'reg_lambda': 1.504555126176302}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:05,771] Trial 93 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 191, 'learning_rate': 0.09643035721559062, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9958555130850565, 'colsample_bytree': 0.7395867309623729, 'gamma': 1.5935321462462868, 'reg_alpha': 0.07267765584980337, 'reg_lambda': 1.6693168323192835}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:06,168] Trial 94 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 206, 'learning_rate': 0.06925196176461985, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9705290437596894, 'colsample_bytree': 0.7637867580982425, 'gamma': 2.066862034717207, 'reg_alpha': 0.1971253797980612, 'reg_lambda': 1.5775239396383867}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:06,536] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 193, 'learning_rate': 0.07748204764265462, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9855124167669801, 'colsample_bytree': 0.7050615573576223, 'gamma': 1.895943188244855, 'reg_alpha': 0.1373455232600057, 'reg_lambda': 1.7194590101699248}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:06,878] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.1227617783640131, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.980795359826701, 'colsample_bytree': 0.8096502253786247, 'gamma': 1.2356303335757617, 'reg_alpha': 0.07969676027913689, 'reg_lambda': 1.434201334607681}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:07,251] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 181, 'learning_rate': 0.15834968386993795, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9393828885009963, 'colsample_bytree': 0.7639460519974628, 'gamma': 2.23783805593032, 'reg_alpha': 0.025926370928065767, 'reg_lambda': 1.2778255352871564}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:07,611] Trial 98 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 186, 'learning_rate': 0.16106403072448702, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9514969768486503, 'colsample_bytree': 0.771548388500045, 'gamma': 2.19685008652261, 'reg_alpha': 0.025363725080038146, 'reg_lambda': 1.2984635605410555}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:07,952] Trial 99 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 179, 'learning_rate': 0.19578411379241625, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9384328584318185, 'colsample_bytree': 0.7895932626901034, 'gamma': 2.817821931298534, 'reg_alpha': 0.060208312070530325, 'reg_lambda': 1.511859058670308}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:08,521] Trial 100 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 216, 'learning_rate': 0.06116232302402338, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.701280048490119, 'colsample_bytree': 0.7416654839962175, 'gamma': 2.4586941946861685, 'reg_alpha': 0.11105810436971919, 'reg_lambda': 1.3849808106554853}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:08,857] Trial 101 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 160, 'learning_rate': 0.09023465555428864, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.96631919351007, 'colsample_bytree': 0.7247574871595723, 'gamma': 2.3187663108313337, 'reg_alpha': 0.15000092884648158, 'reg_lambda': 1.256695115571281}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:09,308] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 197, 'learning_rate': 0.08357012073484157, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9680611820382244, 'colsample_bytree': 0.6768886458038587, 'gamma': 2.6152536994748816, 'reg_alpha': 0.1516787955195153, 'reg_lambda': 1.2629756514164627}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:09,683] Trial 103 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 207, 'learning_rate': 0.14959023638647462, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9651077535134854, 'colsample_bytree': 0.6875664704719741, 'gamma': 2.684443607606969, 'reg_alpha': 0.14889149642742608, 'reg_lambda': 1.2736834738839653}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:09,981] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 197, 'learning_rate': 0.09555788418506449, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.986503011122729, 'colsample_bytree': 0.7166636768863782, 'gamma': 2.3014046693511503, 'reg_alpha': 0.23026852162662742, 'reg_lambda': 1.1416330282118903}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:10,382] Trial 105 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 191, 'learning_rate': 0.08543980896835847, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9535455296996476, 'colsample_bytree': 0.6585969971447034, 'gamma': 1.8098756519818704, 'reg_alpha': 0.1829542125259134, 'reg_lambda': 1.3425998157347547}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:10,806] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 201, 'learning_rate': 0.06570754549256284, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9354631628261436, 'colsample_bytree': 0.7592800522401945, 'gamma': 2.299353721784509, 'reg_alpha': 0.10404472501973641, 'reg_lambda': 1.7256807385779733}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:11,080] Trial 107 finished with value: 0.5 and parameters: {'n_estimators': 183, 'learning_rate': 0.06637046488411426, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.9605543828140922, 'colsample_bytree': 0.7607790562440692, 'gamma': 2.9494215842328275, 'reg_alpha': 0.0950847179409375, 'reg_lambda': 1.7622015639665283}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:11,438] Trial 108 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 202, 'learning_rate': 0.07822396420480401, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9277247839761426, 'colsample_bytree': 0.7324843351124912, 'gamma': 2.1318699517860447, 'reg_alpha': 0.1255678764819933, 'reg_lambda': 1.6926555524433238}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:11,846] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 168, 'learning_rate': 0.054018166032699336, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9372464428183063, 'colsample_bytree': 0.7733021485208246, 'gamma': 1.980281302491793, 'reg_alpha': 0.03250943320751955, 'reg_lambda': 1.5836884667119615}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:12,197] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.062318691910460536, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9086643903042672, 'colsample_bytree': 0.7197770491553751, 'gamma': 2.351205710478428, 'reg_alpha': 0.1734682409769498, 'reg_lambda': 1.4787544509151156}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:12,574] Trial 111 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 199, 'learning_rate': 0.07156014485461785, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9467217564991087, 'colsample_bytree': 0.6322989993220297, 'gamma': 1.6495267087879393, 'reg_alpha': 0.1468612947670396, 'reg_lambda': 1.2422853082243877}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:13,022] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.07464010347805031, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9709796301480276, 'colsample_bytree': 0.6869665074893744, 'gamma': 2.555208445369288, 'reg_alpha': 0.09697690853813305, 'reg_lambda': 1.552856196599408}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:13,408] Trial 113 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 205, 'learning_rate': 0.1013824683489596, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9768598442652419, 'colsample_bytree': 0.799808471834114, 'gamma': 2.5385256744678166, 'reg_alpha': 0.058940267705380606, 'reg_lambda': 1.5482189637860213}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:13,838] Trial 114 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 185, 'learning_rate': 0.07586082263314324, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9752794200435928, 'colsample_bytree': 0.7476636705922135, 'gamma': 1.82257024897048, 'reg_alpha': 0.12120983574558583, 'reg_lambda': 1.8212452734523046}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:14,187] Trial 115 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 194, 'learning_rate': 0.2437660612670274, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9952345032214913, 'colsample_bytree': 0.6939371967055765, 'gamma': 1.3632156663920028, 'reg_alpha': 0.08728798813209557, 'reg_lambda': 1.609329519597434}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:14,529] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 210, 'learning_rate': 0.29847023711561077, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9895992185218134, 'colsample_bytree': 0.6912718278913372, 'gamma': 1.5044757135518787, 'reg_alpha': 0.0868615990014138, 'reg_lambda': 1.6203656344097268}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:14,961] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.2754229511281411, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9943678281109509, 'colsample_bytree': 0.6915095105581563, 'gamma': 1.3250176786949508, 'reg_alpha': 0.09047126803123735, 'reg_lambda': 1.7289358847249512}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:15,336] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 219, 'learning_rate': 0.2582450017990291, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9987971018458393, 'colsample_bytree': 0.6895862821842558, 'gamma': 1.4613372757370406, 'reg_alpha': 0.08673109913928279, 'reg_lambda': 1.7233174432702074}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:15,831] Trial 119 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.22376299874896224, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9903523477019897, 'colsample_bytree': 0.6582597799487973, 'gamma': 1.1652427794835187, 'reg_alpha': 0.0034362651082054524, 'reg_lambda': 1.8013181709110386}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:16,300] Trial 120 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 211, 'learning_rate': 0.23001288276016685, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9930949968910129, 'colsample_bytree': 0.6438685346659353, 'gamma': 1.2853814078466315, 'reg_alpha': 0.0006069902322590423, 'reg_lambda': 1.8292296152284546}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:16,605] Trial 121 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 212, 'learning_rate': 0.2898771614453536, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.988064630830463, 'colsample_bytree': 0.6643552897374904, 'gamma': 1.412561239320109, 'reg_alpha': 0.036081062177560734, 'reg_lambda': 1.9239721993590377}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:17,003] Trial 122 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 224, 'learning_rate': 0.2537799633369187, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9847068057537538, 'colsample_bytree': 0.6799694865317405, 'gamma': 1.1452671259331555, 'reg_alpha': 0.06976646742445013, 'reg_lambda': 1.7701945684126557}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:17,434] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 215, 'learning_rate': 0.21284408946949607, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9801905789459063, 'colsample_bytree': 0.6992872934870403, 'gamma': 1.3713861444347388, 'reg_alpha': 0.01828381846481239, 'reg_lambda': 1.4097681085057352}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:17,806] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 203, 'learning_rate': 0.20706077493587674, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9999989305780079, 'colsample_bytree': 0.6504895153245903, 'gamma': 0.8418241820140819, 'reg_alpha': 0.05015573726884094, 'reg_lambda': 1.5990702514872532}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:18,162] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.21106166947129154, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.991497603287153, 'colsample_bytree': 0.6508564518829624, 'gamma': 1.118422140155555, 'reg_alpha': 0.051460723316606304, 'reg_lambda': 1.7991799261777452}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:18,617] Trial 126 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 203, 'learning_rate': 0.26446429475443695, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9790437053693414, 'colsample_bytree': 0.6466852330803624, 'gamma': 0.8354363448423799, 'reg_alpha': 0.056380589514613014, 'reg_lambda': 1.6273309046778257}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:18,959] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 207, 'learning_rate': 0.24086203540795056, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9994129164364238, 'colsample_bytree': 0.6256672736432997, 'gamma': 1.5394081772937016, 'reg_alpha': 0.10672618894361219, 'reg_lambda': 1.697557744204115}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:19,370] Trial 128 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.21012953165833223, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9585194118453427, 'colsample_bytree': 0.627691072560151, 'gamma': 1.0801679477029793, 'reg_alpha': 0.11223532567346452, 'reg_lambda': 1.642686404445004}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:19,715] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 193, 'learning_rate': 0.1788482585254084, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9611590305017236, 'colsample_bytree': 0.6220098088130264, 'gamma': 1.0218270446223938, 'reg_alpha': 0.0428138239764172, 'reg_lambda': 1.4676699160294997}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:20,174] Trial 130 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.1745651322508274, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9561273775596453, 'colsample_bytree': 0.6160464539509859, 'gamma': 1.0271087981873503, 'reg_alpha': 0.045325099395057744, 'reg_lambda': 1.4532101183076052}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:20,548] Trial 131 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 206, 'learning_rate': 0.2056922062535596, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9292732379627727, 'colsample_bytree': 0.6181328181514426, 'gamma': 1.0368754255972616, 'reg_alpha': 0.10277453329582753, 'reg_lambda': 1.6907229595528954}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:20,986] Trial 132 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 218, 'learning_rate': 0.17486659435743815, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9180450143765033, 'colsample_bytree': 0.625612496818559, 'gamma': 0.7669124041580773, 'reg_alpha': 0.07704945607067559, 'reg_lambda': 1.6833462516431865}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:21,353] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.24021162455454975, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9735445565244066, 'colsample_bytree': 0.6366025004160158, 'gamma': 1.5336710193151948, 'reg_alpha': 0.048992237812865984, 'reg_lambda': 1.555173217860327}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:21,818] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.1989148376718224, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9600292416240264, 'colsample_bytree': 0.6008582219954766, 'gamma': 1.2413275122868037, 'reg_alpha': 0.025195361488777483, 'reg_lambda': 1.649733296108661}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:22,223] Trial 135 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 202, 'learning_rate': 0.20315565915477363, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9587199429103141, 'colsample_bytree': 0.6058684263432164, 'gamma': 1.236134303470917, 'reg_alpha': 0.02837265264996216, 'reg_lambda': 1.5922568862724824}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:22,513] Trial 136 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 193, 'learning_rate': 0.1887511346406478, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9412413610864796, 'colsample_bytree': 0.6002999715904423, 'gamma': 0.834702140539893, 'reg_alpha': 0.06548107946748749, 'reg_lambda': 1.4712625477397216}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:22,867] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.24027255480665682, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9605044250350957, 'colsample_bytree': 0.6258423564858141, 'gamma': 0.5994810662973163, 'reg_alpha': 0.11700297265156324, 'reg_lambda': 1.6476920491978542}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:23,298] Trial 138 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 207, 'learning_rate': 0.17204730292814965, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9612217688078057, 'colsample_bytree': 0.6509150745876977, 'gamma': 1.1036210641198234, 'reg_alpha': 0.02202399818186791, 'reg_lambda': 1.557208456206248}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:23,692] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.24111619425273223, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9335776802919257, 'colsample_bytree': 0.6258364818719686, 'gamma': 0.960615997484636, 'reg_alpha': 0.11234867838820466, 'reg_lambda': 1.8916069424960797}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:24,163] Trial 140 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 227, 'learning_rate': 0.2987496106387726, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9528650548351366, 'colsample_bytree': 0.6333666346415743, 'gamma': 0.5808122400768055, 'reg_alpha': 0.08797639591661116, 'reg_lambda': 1.6361054237099129}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:24,561] Trial 141 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.2152628516326865, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9472790375429397, 'colsample_bytree': 0.6227641118079302, 'gamma': 1.2643483922354282, 'reg_alpha': 0.04443798864516396, 'reg_lambda': 1.781293022257345}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:24,900] Trial 142 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 214, 'learning_rate': 0.24380980865303195, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9838066226872136, 'colsample_bytree': 0.6106178814174272, 'gamma': 1.4050711657289674, 'reg_alpha': 0.12122777786287062, 'reg_lambda': 1.6623211577141868}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:25,205] Trial 143 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 198, 'learning_rate': 0.22356500878480653, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9738158352897799, 'colsample_bytree': 0.6403731380899994, 'gamma': 1.5196231798705582, 'reg_alpha': 0.0715063066879732, 'reg_lambda': 1.732953989036035}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:25,599] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.15640072180720432, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9999988579752993, 'colsample_bytree': 0.8335032497348419, 'gamma': 0.8958812447960431, 'reg_alpha': 0.10064980953878191, 'reg_lambda': 1.520208573514287}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:26,101] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.14847692996872858, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9996461367589606, 'colsample_bytree': 0.840702988312476, 'gamma': 0.6564527348385654, 'reg_alpha': 0.09494615961879443, 'reg_lambda': 1.5118794494339447}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:26,518] Trial 146 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 193, 'learning_rate': 0.16358797618543974, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.986705966286779, 'colsample_bytree': 0.8246101938284733, 'gamma': 0.8928790148343841, 'reg_alpha': 0.20903615888635924, 'reg_lambda': 1.395395724881594}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:27,014] Trial 147 finished with value: 0.738095238095238 and parameters: {'n_estimators': 203, 'learning_rate': 0.19378631551035216, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.978711749838925, 'colsample_bytree': 0.8540854667544054, 'gamma': 1.0987758317416154, 'reg_alpha': 0.042402448612648705, 'reg_lambda': 1.472220257368304}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:27,410] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.2762380889439129, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9633863642019501, 'colsample_bytree': 0.800339597387816, 'gamma': 1.2099776807936953, 'reg_alpha': 0.17096496413660922, 'reg_lambda': 1.6031140015471044}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:27,796] Trial 149 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 181, 'learning_rate': 0.20687578762594266, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9994390662477369, 'colsample_bytree': 0.6541964389530712, 'gamma': 0.7697571638280366, 'reg_alpha': 0.062347049327594925, 'reg_lambda': 1.5517677445133216}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:28,177] Trial 150 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 197, 'learning_rate': 0.24424344054937186, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9896417673561682, 'colsample_bytree': 0.6718295183135159, 'gamma': 1.7405524179642564, 'reg_alpha': 0.11608997756739031, 'reg_lambda': 1.4255233777891507}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:28,581] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 207, 'learning_rate': 0.1450121874942024, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9903241271243902, 'colsample_bytree': 0.83682626395198, 'gamma': 0.6578543167823513, 'reg_alpha': 0.09073128142583174, 'reg_lambda': 1.5024235247895048}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:28,942] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.1535820206664903, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9992488635709555, 'colsample_bytree': 0.8447195562537984, 'gamma': 0.6324802085556782, 'reg_alpha': 0.10042275892084367, 'reg_lambda': 1.513854135767932}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:29,457] Trial 153 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 205, 'learning_rate': 0.1308128930983857, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9719392599232329, 'colsample_bytree': 0.8261612070505303, 'gamma': 0.9855647889550635, 'reg_alpha': 0.017655369224168146, 'reg_lambda': 1.3353165564884333}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:29,878] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.15670609260426813, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9824827287009384, 'colsample_bytree': 0.8141495248900018, 'gamma': 0.8047142862265755, 'reg_alpha': 0.08026806840883248, 'reg_lambda': 1.6443605302563915}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:30,274] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 221, 'learning_rate': 0.17735350058732136, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9684563736628033, 'colsample_bytree': 0.8315452113450983, 'gamma': 0.3457105681743433, 'reg_alpha': 0.13365542571943778, 'reg_lambda': 1.575581808431195}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:30,491] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 89, 'learning_rate': 0.17915880227367387, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9653220822688491, 'colsample_bytree': 0.8059650911946825, 'gamma': 0.2753563908191012, 'reg_alpha': 0.1342872062981951, 'reg_lambda': 1.714467903788718}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:30,820] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 225, 'learning_rate': 0.18999387213103844, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9546451066009439, 'colsample_bytree': 0.8286079545844597, 'gamma': 0.5016073660695839, 'reg_alpha': 0.03804453253869847, 'reg_lambda': 1.5797356911758396}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:31,213] Trial 158 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.23006536129482058, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9194949352925308, 'colsample_bytree': 0.626973830055129, 'gamma': 0.07127728518324178, 'reg_alpha': 0.05700489946021063, 'reg_lambda': 1.6218435172687442}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:31,561] Trial 159 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 215, 'learning_rate': 0.2644311362052112, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9465895684472126, 'colsample_bytree': 0.6146178333308425, 'gamma': 1.6079220922817457, 'reg_alpha': 0.16542848579439762, 'reg_lambda': 1.7637882745819675}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:31,895] Trial 160 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 191, 'learning_rate': 0.16682632991740964, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.973174510498115, 'colsample_bytree': 0.6087145197326818, 'gamma': 1.3407849589628666, 'reg_alpha': 0.11648134804892883, 'reg_lambda': 1.1884091746141392}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:32,274] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.18030182618374718, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9996896562652384, 'colsample_bytree': 0.8652485500306003, 'gamma': 0.16386556553600684, 'reg_alpha': 0.0964414183886533, 'reg_lambda': 1.4533958870885813}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:32,722] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.13973713361086862, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.979648275134813, 'colsample_bytree': 0.633279929962204, 'gamma': 0.5120626948785305, 'reg_alpha': 0.07609513002345325, 'reg_lambda': 1.5428883893281178}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:33,140] Trial 163 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 204, 'learning_rate': 0.19799975058797242, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9904576483299805, 'colsample_bytree': 0.8432800072275094, 'gamma': 0.3759697127950035, 'reg_alpha': 0.1381048987168827, 'reg_lambda': 1.682123321053111}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:33,483] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 195, 'learning_rate': 0.22257777087183453, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9615222109830788, 'colsample_bytree': 0.8313083744237735, 'gamma': 0.7153804560468731, 'reg_alpha': 0.016458790231346623, 'reg_lambda': 1.5032523786350724}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:33,905] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.21057496778087323, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9900709476424551, 'colsample_bytree': 0.6187793843269407, 'gamma': 0.8938260953810431, 'reg_alpha': 0.1066886333784517, 'reg_lambda': 1.3898069841227991}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:34,265] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.18413772922626265, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9992825600920657, 'colsample_bytree': 0.8172212361977169, 'gamma': 1.0684034418005268, 'reg_alpha': 0.06416680081830267, 'reg_lambda': 1.5969783498686934}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:34,619] Trial 167 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 185, 'learning_rate': 0.16544279312646099, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9805886885539813, 'colsample_bytree': 0.7793275981574007, 'gamma': 1.4357224547671659, 'reg_alpha': 0.087118271066218, 'reg_lambda': 1.6402012951368223}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:35,070] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.12435181138776331, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9727201337043142, 'colsample_bytree': 0.6648016825795893, 'gamma': 2.72309967742477, 'reg_alpha': 0.0011777110310006444, 'reg_lambda': 1.8094381056694708}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:35,504] Trial 169 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 213, 'learning_rate': 0.2550521354883094, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9421261888485079, 'colsample_bytree': 0.8466843411827316, 'gamma': 1.1731667359136573, 'reg_alpha': 0.28715438940813715, 'reg_lambda': 1.5413828857475902}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:35,869] Trial 170 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 191, 'learning_rate': 0.23562994458382422, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9842288689927464, 'colsample_bytree': 0.7921713256715055, 'gamma': 2.4611285094587885, 'reg_alpha': 0.040965480194836784, 'reg_lambda': 1.444778961390691}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:36,242] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 207, 'learning_rate': 0.1460621826538006, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9911176565047274, 'colsample_bytree': 0.8359594893903782, 'gamma': 0.6789765708777182, 'reg_alpha': 0.09564245683452768, 'reg_lambda': 1.5088305512586564}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:36,634] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.15206263251468416, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9918884654756578, 'colsample_bytree': 0.8370559323270194, 'gamma': 0.607786363015035, 'reg_alpha': 0.08618532655551686, 'reg_lambda': 1.4933325336944188}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:36,987] Trial 173 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 196, 'learning_rate': 0.2029749570701554, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9662625871563734, 'colsample_bytree': 0.8658993694795863, 'gamma': 1.2716059288183719, 'reg_alpha': 0.11842941391744008, 'reg_lambda': 1.3454156955437628}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:37,336] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.16004613390934935, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9557831852981782, 'colsample_bytree': 0.6420396853832218, 'gamma': 0.4767512948209146, 'reg_alpha': 0.14299084791669972, 'reg_lambda': 1.574376440532725}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:37,829] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 210, 'learning_rate': 0.14040029291688946, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9851070812302799, 'colsample_bytree': 0.6804254892783907, 'gamma': 0.9934946155103019, 'reg_alpha': 0.06943517492779964, 'reg_lambda': 1.6890479408642678}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:38,221] Trial 176 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 197, 'learning_rate': 0.18793715955720924, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.976176762811988, 'colsample_bytree': 0.8156080103980161, 'gamma': 0.9207978830286914, 'reg_alpha': 0.052557799875455044, 'reg_lambda': 1.723817117531039}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:38,629] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 216, 'learning_rate': 0.21564554197911365, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9944297568355035, 'colsample_bytree': 0.8543340045469611, 'gamma': 0.6806963498680082, 'reg_alpha': 0.18956365026348349, 'reg_lambda': 1.6438240335086094}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:38,942] Trial 178 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 56, 'learning_rate': 0.2730319189453227, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9706129657883479, 'colsample_bytree': 0.7001664156616867, 'gamma': 0.3775683438534874, 'reg_alpha': 0.025624834283306912, 'reg_lambda': 1.4183663731532972}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:39,318] Trial 179 finished with value: 0.5 and parameters: {'n_estimators': 203, 'learning_rate': 0.17097673293783702, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.9995723056552298, 'colsample_bytree': 0.6508966317837044, 'gamma': 1.4970565115476613, 'reg_alpha': 0.10239006961749396, 'reg_lambda': 1.473989765506255}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:39,740] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 189, 'learning_rate': 0.14568016339327491, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9510666961368055, 'colsample_bytree': 0.6013543260127868, 'gamma': 0.7922978955792999, 'reg_alpha': 0.1594854024028906, 'reg_lambda': 1.5745387510984967}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:40,115] Trial 181 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 188, 'learning_rate': 0.12080953823650246, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.935846775457959, 'colsample_bytree': 0.6018201277655816, 'gamma': 0.7992297768739843, 'reg_alpha': 0.15569426827695315, 'reg_lambda': 1.5704451551932723}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:40,536] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.11798549431799044, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9349459828348192, 'colsample_bytree': 0.6041722763498591, 'gamma': 0.7921093508682862, 'reg_alpha': 0.1486561135582662, 'reg_lambda': 1.58614080566354}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:40,893] Trial 183 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.1540167642797344, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9497916604122525, 'colsample_bytree': 0.6121461684864898, 'gamma': 1.0704572140694313, 'reg_alpha': 0.16257225420620872, 'reg_lambda': 1.5453433813745876}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:41,219] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.12320446418834174, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9233883584740769, 'colsample_bytree': 0.6005461767003639, 'gamma': 0.8501929178661991, 'reg_alpha': 0.12875161325925927, 'reg_lambda': 1.6591643004115073}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:41,587] Trial 185 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 177, 'learning_rate': 0.13231489349894665, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9125253863927224, 'colsample_bytree': 0.6254215640353302, 'gamma': 2.2177435449151317, 'reg_alpha': 0.26277987158103056, 'reg_lambda': 1.7455368531260826}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:41,946] Trial 186 finished with value: 0.75 and parameters: {'n_estimators': 182, 'learning_rate': 0.1952885762436191, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.941117971245944, 'colsample_bytree': 0.6132885233717844, 'gamma': 1.1701009701437752, 'reg_alpha': 0.1310392169495307, 'reg_lambda': 1.6060218437906049}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:42,349] Trial 187 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.1974372619152485, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9352836475792418, 'colsample_bytree': 0.6169803280893819, 'gamma': 1.2078113495815672, 'reg_alpha': 0.1758322166123461, 'reg_lambda': 1.5987750062677457}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:42,723] Trial 188 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 173, 'learning_rate': 0.183107071831117, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9564174478621206, 'colsample_bytree': 0.6120620943049635, 'gamma': 1.3560751465423897, 'reg_alpha': 0.8141851976961191, 'reg_lambda': 1.6960490107549717}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:43,090] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.23362000320902893, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9469503598700316, 'colsample_bytree': 0.6228725800611352, 'gamma': 1.004839854092487, 'reg_alpha': 0.20833537783165224, 'reg_lambda': 1.6119000569933477}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:43,465] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.22263230509596113, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9422574489728234, 'colsample_bytree': 0.6304728262366143, 'gamma': 1.1270438559431921, 'reg_alpha': 0.21912885101071788, 'reg_lambda': 1.6399731836623717}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:43,872] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.24507253593939354, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9444224871166812, 'colsample_bytree': 0.622993319728837, 'gamma': 0.9693663096802665, 'reg_alpha': 0.19514723407130258, 'reg_lambda': 1.5872837546819374}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:44,408] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.24363227021899575, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9301006797608773, 'colsample_bytree': 0.6209685074600181, 'gamma': 1.0079409183607226, 'reg_alpha': 0.19774342105746426, 'reg_lambda': 1.6018825682406157}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:44,753] Trial 193 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 193, 'learning_rate': 0.25724371357653, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9492864867034332, 'colsample_bytree': 0.6389458621323777, 'gamma': 1.677405413874849, 'reg_alpha': 0.17902870060174797, 'reg_lambda': 1.7839221825379807}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:45,103] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 177, 'learning_rate': 0.23052008739153643, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9042173058047799, 'colsample_bytree': 0.6084477683576877, 'gamma': 1.287950503137577, 'reg_alpha': 0.2264832831177259, 'reg_lambda': 1.6877307738179295}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:45,471] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.29807488699736495, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9407996873566284, 'colsample_bytree': 0.6297789009202797, 'gamma': 0.9600385315083056, 'reg_alpha': 0.15658626160727032, 'reg_lambda': 1.5791011664584405}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:45,815] Trial 196 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.21181556360997053, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9491054884160959, 'colsample_bytree': 0.6012233810360202, 'gamma': 1.1424816761306262, 'reg_alpha': 0.20466568838386603, 'reg_lambda': 1.632101041077234}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:46,188] Trial 197 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.20452565866159733, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.928010395727487, 'colsample_bytree': 0.6006999520560233, 'gamma': 1.1956050782524343, 'reg_alpha': 0.24767670806743788, 'reg_lambda': 1.7435691841171}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:46,598] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 192, 'learning_rate': 0.21943113171848483, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9499718898527432, 'colsample_bytree': 0.6125516636919887, 'gamma': 1.419007316978281, 'reg_alpha': 0.18377698752330968, 'reg_lambda': 1.620435287379786}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:47,019] Trial 199 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 190, 'learning_rate': 0.21479578283533451, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9468302480641849, 'colsample_bytree': 0.6174641443802054, 'gamma': 1.4246929592397226, 'reg_alpha': 0.2002551841365717, 'reg_lambda': 1.5617015396889529}. Best is trial 84 with value: 0.7559523809523809.
[I 2025-11-03 20:47:47,023] A new study created in memory with name: no-name-0129df6d-535a-4438-ba2e-714eea29816b
[I 2025-11-03 20:47:47,476] Trial 0 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 235, 'learning_rate': 0.04141226682435446, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8992299361304765, 'colsample_bytree': 0.9137839611054082, 'gamma': 3.6033179588742104, 'reg_alpha': 0.9509054992436351, 'reg_lambda': 2.8093570870202917}. Best is trial 0 with value: 0.6458333333333334.
[I 2025-11-03 20:47:47,882] Trial 1 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 238, 'learning_rate': 0.12158277208127646, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7258036141788542, 'colsample_bytree': 0.8045390934295076, 'gamma': 3.7434177803555935, 'reg_alpha': 0.04497258456279574, 'reg_lambda': 1.5955375822820073}. Best is trial 1 with value: 0.6904761904761905.
[I 2025-11-03 20:47:48,246] Trial 2 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 161, 'learning_rate': 0.24863783926052035, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6998031374518756, 'colsample_bytree': 0.867791438458404, 'gamma': 2.2696981037348714, 'reg_alpha': 0.4869570515553393, 'reg_lambda': 2.9221231399006697}. Best is trial 1 with value: 0.6904761904761905.
[I 2025-11-03 20:47:48,619] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.02142123218063098, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.6443993742081322, 'colsample_bytree': 0.6738849540518034, 'gamma': 1.358054328340697, 'reg_alpha': 0.5823021271399711, 'reg_lambda': 2.096090650158541}. Best is trial 1 with value: 0.6904761904761905.
[I 2025-11-03 20:47:48,734] Trial 4 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 34, 'learning_rate': 0.04723750410794966, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9114454014401604, 'colsample_bytree': 0.7439549618147487, 'gamma': 1.6582104274426013, 'reg_alpha': 0.7359950500247905, 'reg_lambda': 0.6418206515920761}. Best is trial 4 with value: 0.7202380952380953.
[I 2025-11-03 20:47:49,184] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.2539265129620936, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.6365516512517511, 'colsample_bytree': 0.9398369163634179, 'gamma': 0.9968091782679012, 'reg_alpha': 0.4321400658557023, 'reg_lambda': 1.5639670400099799}. Best is trial 4 with value: 0.7202380952380953.
[I 2025-11-03 20:47:49,462] Trial 6 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 76, 'learning_rate': 0.01350233765679216, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8270626707007738, 'colsample_bytree': 0.8634227171007294, 'gamma': 2.5286801184078382, 'reg_alpha': 0.9051438907529891, 'reg_lambda': 0.8621416683916587}. Best is trial 4 with value: 0.7202380952380953.
[I 2025-11-03 20:47:49,816] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.0172700868120498, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.8694807499189353, 'colsample_bytree': 0.7554618484701556, 'gamma': 2.848785593209053, 'reg_alpha': 0.7042041316915935, 'reg_lambda': 1.2665978647141594}. Best is trial 4 with value: 0.7202380952380953.
[I 2025-11-03 20:47:49,928] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.08072130352996705, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8642071668321996, 'colsample_bytree': 0.902986121444903, 'gamma': 3.963845478487072, 'reg_alpha': 0.03193953428624785, 'reg_lambda': 1.7061570561640222}. Best is trial 4 with value: 0.7202380952380953.
[I 2025-11-03 20:47:50,328] Trial 9 finished with value: 0.75 and parameters: {'n_estimators': 116, 'learning_rate': 0.023703652734962683, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9744943944679347, 'colsample_bytree': 0.6635365862297647, 'gamma': 2.9996317847543197, 'reg_alpha': 0.9104806555500414, 'reg_lambda': 0.6654199677672976}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:50,731] Trial 10 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 117, 'learning_rate': 0.032364206749312736, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9881257523052578, 'colsample_bytree': 0.6025610707876109, 'gamma': 4.980265035950339, 'reg_alpha': 0.27328894696028805, 'reg_lambda': 0.522503905916381}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:51,006] Trial 11 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.061646149017579685, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.978083846266384, 'colsample_bytree': 0.7100679560761605, 'gamma': 0.2640330802418429, 'reg_alpha': 0.823530915761402, 'reg_lambda': 0.6718559428934414}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:51,124] Trial 12 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.08719625139555204, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.977039985695841, 'colsample_bytree': 0.6666886585912415, 'gamma': 0.32835860257155813, 'reg_alpha': 0.8153377635382053, 'reg_lambda': 1.0277852737037043}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:51,444] Trial 13 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 102, 'learning_rate': 0.028025050681178876, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9554371233393066, 'colsample_bytree': 0.6760598135871648, 'gamma': 0.15187213477899658, 'reg_alpha': 0.9994324124753302, 'reg_lambda': 1.106998724582236}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:51,832] Trial 14 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 177, 'learning_rate': 0.06307123477054095, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.7724350868380327, 'colsample_bytree': 0.6167521700534143, 'gamma': 3.095235499887393, 'reg_alpha': 0.6521087161100758, 'reg_lambda': 0.7552000577233865}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:52,163] Trial 15 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 97, 'learning_rate': 0.011476581194203162, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.942160562429284, 'colsample_bytree': 0.7441989126956187, 'gamma': 1.9040731821481005, 'reg_alpha': 0.7978185074329912, 'reg_lambda': 1.9636682920838453}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:52,300] Trial 16 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 49, 'learning_rate': 0.1418433445424836, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.995150832183873, 'colsample_bytree': 0.9919927188802142, 'gamma': 0.6853163172392294, 'reg_alpha': 0.8655390514929526, 'reg_lambda': 2.4239030583338375}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:52,696] Trial 17 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 152, 'learning_rate': 0.025785431546797608, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8077623156595615, 'colsample_bytree': 0.7082860810466981, 'gamma': 4.1909672352759895, 'reg_alpha': 0.3404464052625127, 'reg_lambda': 1.246734647308648}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:52,967] Trial 18 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 80, 'learning_rate': 0.04060761227492166, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9267259593488062, 'colsample_bytree': 0.8127155775835134, 'gamma': 3.2689874299427366, 'reg_alpha': 0.6167772172902619, 'reg_lambda': 1.3535222876126651}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:53,346] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.01674797777373966, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.859945349881885, 'colsample_bytree': 0.6311249199018679, 'gamma': 4.620565385698102, 'reg_alpha': 0.775472184682634, 'reg_lambda': 0.9041270616576458}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:53,704] Trial 20 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 136, 'learning_rate': 0.06317734319533669, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7750335017823531, 'colsample_bytree': 0.7128249433868395, 'gamma': 2.224760554742686, 'reg_alpha': 0.8920863162691294, 'reg_lambda': 0.5170951712166435}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:54,036] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 86, 'learning_rate': 0.03582013782782815, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9395126156748284, 'colsample_bytree': 0.7793975997516086, 'gamma': 3.306761156305656, 'reg_alpha': 0.6252486828395426, 'reg_lambda': 1.3579987046534507}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:54,316] Trial 22 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 56, 'learning_rate': 0.05041640282151249, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9096525665722432, 'colsample_bytree': 0.8032440598902703, 'gamma': 2.9979815047804115, 'reg_alpha': 0.548952160116338, 'reg_lambda': 0.7937037426938707}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:54,609] Trial 23 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 111, 'learning_rate': 0.0228739211080192, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9580843144255292, 'colsample_bytree': 0.8344875291502201, 'gamma': 2.631090809372228, 'reg_alpha': 0.6925634270701662, 'reg_lambda': 1.4059148443779552}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:55,004] Trial 24 finished with value: 0.738095238095238 and parameters: {'n_estimators': 71, 'learning_rate': 0.0793324187591122, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9995974561033467, 'colsample_bytree': 0.7082774189001726, 'gamma': 3.5269217945090507, 'reg_alpha': 0.853642949971158, 'reg_lambda': 1.0533008888505884}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:55,304] Trial 25 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.12246096192745724, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9945897599105341, 'colsample_bytree': 0.6461059071945443, 'gamma': 4.148304716431303, 'reg_alpha': 0.9870971483237047, 'reg_lambda': 1.028684815889723}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:55,480] Trial 26 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 61, 'learning_rate': 0.07647099935391331, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9668683838978742, 'colsample_bytree': 0.7086917907839865, 'gamma': 3.555582503758125, 'reg_alpha': 0.8388306552620421, 'reg_lambda': 0.6936539971856948}. Best is trial 9 with value: 0.75.
[I 2025-11-03 20:47:55,605] Trial 27 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 22, 'learning_rate': 0.18099076475597542, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9996931569524135, 'colsample_bytree': 0.7092164719839259, 'gamma': 1.8577547248173634, 'reg_alpha': 0.8941473471740551, 'reg_lambda': 1.098639225971841}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:47:55,858] Trial 28 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 25, 'learning_rate': 0.1885732183990598, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8728520210950375, 'colsample_bytree': 0.6634440355072561, 'gamma': 1.2756666821868365, 'reg_alpha': 0.9250930777963808, 'reg_lambda': 0.8989318404813923}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:47:56,093] Trial 29 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 36, 'learning_rate': 0.15295968314952577, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8914066719582198, 'colsample_bytree': 0.7719640689029225, 'gamma': 0.5759886139492353, 'reg_alpha': 0.9354083071032433, 'reg_lambda': 2.543280448335722}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:47:56,430] Trial 30 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 206, 'learning_rate': 0.10130750929965356, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9176413784272328, 'colsample_bytree': 0.7294203665679423, 'gamma': 1.833991377246785, 'reg_alpha': 0.7695949184471369, 'reg_lambda': 0.6051163370040435}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:47:56,844] Trial 31 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 69, 'learning_rate': 0.19215373387686205, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9969230053911529, 'colsample_bytree': 0.6928875179587101, 'gamma': 3.505102671970943, 'reg_alpha': 0.8628434932076959, 'reg_lambda': 0.9900640891960528}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:47:57,069] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 45, 'learning_rate': 0.06167403136457757, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9738997609032674, 'colsample_bytree': 0.642135177949963, 'gamma': 2.7661448868866456, 'reg_alpha': 0.9563856126320944, 'reg_lambda': 1.171733510980097}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:47:57,190] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 22, 'learning_rate': 0.29061323745461154, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9482928897154623, 'colsample_bytree': 0.6850401234539437, 'gamma': 2.1790527658127417, 'reg_alpha': 0.1762512852371429, 'reg_lambda': 0.7029876767057427}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:47:57,411] Trial 34 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 93, 'learning_rate': 0.10187423063511573, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6933987935485367, 'colsample_bytree': 0.7206124777282236, 'gamma': 3.8544269213303917, 'reg_alpha': 0.8409737090369627, 'reg_lambda': 1.4586139183187439}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:47:57,765] Trial 35 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 124, 'learning_rate': 0.04340116306865875, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9716442870745572, 'colsample_bytree': 0.7723911061583036, 'gamma': 1.0171253978632793, 'reg_alpha': 0.7473179167345, 'reg_lambda': 1.9187304401545777}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:47:58,134] Trial 36 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 146, 'learning_rate': 0.05411079258876801, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8939475918991404, 'colsample_bytree': 0.6548609323465836, 'gamma': 1.6521508498619932, 'reg_alpha': 0.47296895314235415, 'reg_lambda': 1.139302557168172}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:47:58,467] Trial 37 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 150, 'learning_rate': 0.01860175964333264, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8929780055836294, 'colsample_bytree': 0.653517112084316, 'gamma': 1.463762348360827, 'reg_alpha': 0.4823787878584301, 'reg_lambda': 0.8605297055263113}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:47:58,912] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 243, 'learning_rate': 0.20659874339005918, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8456138411710925, 'colsample_bytree': 0.623848803294679, 'gamma': 2.060283115150918, 'reg_alpha': 0.3914050227791258, 'reg_lambda': 1.5940879763912439}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:47:59,308] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.014315603224970639, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.9361884826897772, 'colsample_bytree': 0.6919925329821696, 'gamma': 1.6150971433252568, 'reg_alpha': 0.5394155514911294, 'reg_lambda': 1.1722848784550044}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:47:59,676] Trial 40 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 218, 'learning_rate': 0.03193711637054375, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6025887320563487, 'colsample_bytree': 0.6011593420690925, 'gamma': 2.4604252143265306, 'reg_alpha': 0.1211806634239686, 'reg_lambda': 0.6235055975134349}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:00,074] Trial 41 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 139, 'learning_rate': 0.053940376412870486, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9998561228036043, 'colsample_bytree': 0.726131462297357, 'gamma': 1.0436122223679087, 'reg_alpha': 0.7059201263533703, 'reg_lambda': 0.9737123803723555}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:00,427] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 166, 'learning_rate': 0.07209385383443051, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9740668196117568, 'colsample_bytree': 0.7472801497178221, 'gamma': 0.5293338646475054, 'reg_alpha': 0.47920764472824956, 'reg_lambda': 0.7930975739321792}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:00,529] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 30, 'learning_rate': 0.09709039141622704, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9261199766972091, 'colsample_bytree': 0.6864824948242207, 'gamma': 2.533764913148634, 'reg_alpha': 0.8970818108171008, 'reg_lambda': 1.0953803151760615}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:00,899] Trial 44 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 64, 'learning_rate': 0.12804647225865493, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9575200433949619, 'colsample_bytree': 0.6674259519338706, 'gamma': 0.012818821983247908, 'reg_alpha': 0.41827444184517265, 'reg_lambda': 1.7547275871921082}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:01,207] Trial 45 finished with value: 0.744047619047619 and parameters: {'n_estimators': 52, 'learning_rate': 0.03853893286600664, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9035850133637922, 'colsample_bytree': 0.7043517464019605, 'gamma': 0.8211510052471624, 'reg_alpha': 0.9580820526527601, 'reg_lambda': 1.259050321640422}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:01,521] Trial 46 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 48, 'learning_rate': 0.03981366785193018, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.835912500342815, 'colsample_bytree': 0.635209440975174, 'gamma': 0.7470417053146787, 'reg_alpha': 0.9697709872789131, 'reg_lambda': 1.513113960711853}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:01,914] Trial 47 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.027276193940305473, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.901698888991876, 'colsample_bytree': 0.663397160397234, 'gamma': 0.3148711418111368, 'reg_alpha': 0.29549359274126463, 'reg_lambda': 1.266709986376752}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:02,093] Trial 48 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.03337195552382464, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8845130033896409, 'colsample_bytree': 0.756470379171551, 'gamma': 1.1611593395026947, 'reg_alpha': 0.8060863082883505, 'reg_lambda': 1.6770881439180783}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:02,521] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 189, 'learning_rate': 0.019653622946323217, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8137943061015909, 'colsample_bytree': 0.6172538454308676, 'gamma': 0.8116460787420141, 'reg_alpha': 0.9304911106152548, 'reg_lambda': 0.5110500317174768}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:02,931] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 145, 'learning_rate': 0.023729870279677052, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9827386842021454, 'colsample_bytree': 0.6960701395382529, 'gamma': 1.5837877148204984, 'reg_alpha': 0.6615929073200274, 'reg_lambda': 2.965320048849093}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:03,322] Trial 51 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.02836717514273051, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9063516067668836, 'colsample_bytree': 0.6529114978369327, 'gamma': 0.25344961485373785, 'reg_alpha': 0.28214588663514467, 'reg_lambda': 1.2574224393604827}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:03,747] Trial 52 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 127, 'learning_rate': 0.045215787899817055, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7728385881328954, 'colsample_bytree': 0.6707162368891564, 'gamma': 0.4701817368063702, 'reg_alpha': 0.2828768331489038, 'reg_lambda': 1.1862997314578485}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:04,172] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 160, 'learning_rate': 0.028388651600090353, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.930554531923791, 'colsample_bytree': 0.7274892885410621, 'gamma': 0.30318344966110344, 'reg_alpha': 0.1883103559750558, 'reg_lambda': 1.3176685647645028}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:04,507] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 119, 'learning_rate': 0.03744565511920716, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8559414135974578, 'colsample_bytree': 0.6747888489397876, 'gamma': 0.0457107824473586, 'reg_alpha': 0.37050716421188423, 'reg_lambda': 0.9395954524981134}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:04,854] Trial 55 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 87, 'learning_rate': 0.05939510666679039, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8816033558708023, 'colsample_bytree': 0.6528259097814444, 'gamma': 0.8678315702127068, 'reg_alpha': 0.33245337201772857, 'reg_lambda': 0.7842915156626858}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:05,213] Trial 56 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 55, 'learning_rate': 0.050773432454746, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7455680033012095, 'colsample_bytree': 0.9448856208092644, 'gamma': 1.9778739975973192, 'reg_alpha': 0.8937562743830858, 'reg_lambda': 2.180037244209703}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:05,568] Trial 57 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 101, 'learning_rate': 0.014348208541975278, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.947841238236531, 'colsample_bytree': 0.7054585372968328, 'gamma': 0.4300876738798699, 'reg_alpha': 0.21302731093487565, 'reg_lambda': 0.6033848815046979}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:05,862] Trial 58 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 101, 'learning_rate': 0.010646168019781813, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9528821156980586, 'colsample_bytree': 0.7388125654476425, 'gamma': 1.3461573308824877, 'reg_alpha': 0.08275635982697782, 'reg_lambda': 0.6013589090264329}. Best is trial 27 with value: 0.7500000000000001.
[I 2025-11-03 20:48:06,253] Trial 59 finished with value: 0.761904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.015890450416722608, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9633985783050518, 'colsample_bytree': 0.7914601248006139, 'gamma': 2.328781053911808, 'reg_alpha': 0.980187822764272, 'reg_lambda': 0.7403640770610239}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:48:06,594] Trial 60 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 80, 'learning_rate': 0.013597992108734558, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9150815565022289, 'colsample_bytree': 0.8249083104864978, 'gamma': 1.70311274295086, 'reg_alpha': 0.9940514533393521, 'reg_lambda': 0.8548169978031053}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:48:06,882] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.02062093016402885, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9622083617264027, 'colsample_bytree': 0.8732026379134632, 'gamma': 2.3332449508851036, 'reg_alpha': 0.9466960896042939, 'reg_lambda': 0.69770325793558}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:48:07,218] Trial 62 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 40, 'learning_rate': 0.01505398696568284, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9846521394064731, 'colsample_bytree': 0.7850728993701661, 'gamma': 3.0072548960731575, 'reg_alpha': 0.8758516921784745, 'reg_lambda': 0.6009071595660407}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:48:07,604] Trial 63 finished with value: 0.761904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.011613135703424288, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9420586881243094, 'colsample_bytree': 0.7015823793707286, 'gamma': 2.804364760948686, 'reg_alpha': 0.008259147970966219, 'reg_lambda': 0.7047663141352227}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:48:07,908] Trial 64 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 106, 'learning_rate': 0.012733138881274702, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9394711195564343, 'colsample_bytree': 0.7582361935021205, 'gamma': 2.6694849644056258, 'reg_alpha': 0.0008959979161572429, 'reg_lambda': 0.7761819916609759}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:48:08,199] Trial 65 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 72, 'learning_rate': 0.016487029874599646, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9494340473670659, 'colsample_bytree': 0.7060001791058229, 'gamma': 3.328127717496636, 'reg_alpha': 0.18275074428231158, 'reg_lambda': 1.1110631950664718}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:48:08,576] Trial 66 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 81, 'learning_rate': 0.011813852770739278, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9206617617075759, 'colsample_bytree': 0.8422873421658575, 'gamma': 2.9017240255182983, 'reg_alpha': 0.23788186183903942, 'reg_lambda': 0.5000742574222179}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:48:08,736] Trial 67 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.015407035297202493, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9654770117216938, 'colsample_bytree': 0.6808970723723509, 'gamma': 2.320067296246294, 'reg_alpha': 0.08905839360124046, 'reg_lambda': 0.8869324649903966}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:48:09,021] Trial 68 finished with value: 0.755952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.018067030901289007, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9835025800700536, 'colsample_bytree': 0.7014466667578036, 'gamma': 3.203581459963417, 'reg_alpha': 0.23732488631922888, 'reg_lambda': 0.6824864821450711}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:48:09,292] Trial 69 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 99, 'learning_rate': 0.010070653583914176, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9896113143911063, 'colsample_bytree': 0.735592014604566, 'gamma': 2.8109407866442533, 'reg_alpha': 0.22190796710577512, 'reg_lambda': 0.6950681937092307}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:48:09,553] Trial 70 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 132, 'learning_rate': 0.01830956735606608, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.980917040478508, 'colsample_bytree': 0.7890370503648295, 'gamma': 3.154321762526565, 'reg_alpha': 0.13638484196462503, 'reg_lambda': 0.6171426042559902}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:48:09,825] Trial 71 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 65, 'learning_rate': 0.011935960240975148, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9412488364182074, 'colsample_bytree': 0.7011645377949558, 'gamma': 2.4619248844761024, 'reg_alpha': 0.44356452960849985, 'reg_lambda': 0.8118557824619498}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:10,042] Trial 72 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 66, 'learning_rate': 0.012271728091872979, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9471056481287269, 'colsample_bytree': 0.7191852946804879, 'gamma': 2.0762565676136755, 'reg_alpha': 0.5181525200709952, 'reg_lambda': 0.8275314428575925}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:10,310] Trial 73 finished with value: 0.755952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.012320129535853163, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9319824604722495, 'colsample_bytree': 0.7225590295658838, 'gamma': 2.101818878501031, 'reg_alpha': 0.44044671087320353, 'reg_lambda': 0.7356784080430148}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:10,625] Trial 74 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 74, 'learning_rate': 0.012461628749258737, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.967749007860309, 'colsample_bytree': 0.7185537960851861, 'gamma': 1.8120652303671028, 'reg_alpha': 0.32624111045147197, 'reg_lambda': 0.8322918049432595}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:10,891] Trial 75 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.010912020715425854, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9360585545531191, 'colsample_bytree': 0.6974598041939174, 'gamma': 2.1163531830921967, 'reg_alpha': 0.5326161146694403, 'reg_lambda': 0.7573783029759631}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:11,158] Trial 76 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 67, 'learning_rate': 0.01612584348826126, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9843152496165359, 'colsample_bytree': 0.7165972848936386, 'gamma': 2.4376110409929233, 'reg_alpha': 0.4468582620470102, 'reg_lambda': 0.9623195526573078}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:11,433] Trial 77 finished with value: 0.75 and parameters: {'n_estimators': 83, 'learning_rate': 0.012698494266657886, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9617483662956722, 'colsample_bytree': 0.7648275614101525, 'gamma': 2.7067094130404854, 'reg_alpha': 0.5931647416206294, 'reg_lambda': 0.7176434972226703}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:11,791] Trial 78 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.011615532299869072, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9455044001483959, 'colsample_bytree': 0.7464634565979448, 'gamma': 2.528288704314333, 'reg_alpha': 0.3702877571570167, 'reg_lambda': 1.0564679552195677}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:12,158] Trial 79 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 77, 'learning_rate': 0.01752567687397162, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6715458959957603, 'colsample_bytree': 0.6869495421282883, 'gamma': 2.2735184827972255, 'reg_alpha': 0.44112180070723667, 'reg_lambda': 0.5712946270336837}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:12,471] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.010084653713768774, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9285380644236199, 'colsample_bytree': 0.7324505463314791, 'gamma': 3.7223378789644457, 'reg_alpha': 0.5008332798471417, 'reg_lambda': 0.8330530323328289}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:12,800] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 84, 'learning_rate': 0.013027577122358313, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9588089564250555, 'colsample_bytree': 0.7949019715764212, 'gamma': 3.1785837909944945, 'reg_alpha': 0.5668690788786628, 'reg_lambda': 0.722824485938021}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:13,047] Trial 82 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 92, 'learning_rate': 0.013760372027936344, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.97308309739814, 'colsample_bytree': 0.7647519271372211, 'gamma': 2.675831785809954, 'reg_alpha': 0.6006745656041208, 'reg_lambda': 0.6705406306115629}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:13,313] Trial 83 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 64, 'learning_rate': 0.012170815317816707, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9906698832551687, 'colsample_bytree': 0.8074085746481766, 'gamma': 1.9575330578925352, 'reg_alpha': 0.41195039593823723, 'reg_lambda': 0.749519541094267}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:13,566] Trial 84 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 69, 'learning_rate': 0.011220958832019063, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9619812968272368, 'colsample_bytree': 0.7499698213293359, 'gamma': 2.938405673688845, 'reg_alpha': 0.5069786627930796, 'reg_lambda': 0.6625930973598895}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:13,845] Trial 85 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.015487786576882044, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9767987544226838, 'colsample_bytree': 0.7753657746689653, 'gamma': 3.377355022843203, 'reg_alpha': 0.647813727147206, 'reg_lambda': 0.9113285860322231}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:14,148] Trial 86 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 44, 'learning_rate': 0.022262740596659888, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9521917182924307, 'colsample_bytree': 0.7190590326863497, 'gamma': 2.757775078949761, 'reg_alpha': 0.9161161900210641, 'reg_lambda': 0.5491960676651316}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:14,515] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.017612128890003454, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9220235200825524, 'colsample_bytree': 0.7653121321664784, 'gamma': 2.0957206482311213, 'reg_alpha': 0.46127168965474763, 'reg_lambda': 1.021188204989871}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:14,821] Trial 88 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 84, 'learning_rate': 0.02034902167318798, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9382222110592228, 'colsample_bytree': 0.6981357712326954, 'gamma': 2.395313458085327, 'reg_alpha': 0.5703578042240858, 'reg_lambda': 0.8241865492263217}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:15,072] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 108, 'learning_rate': 0.014474963084063529, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9924932211242681, 'colsample_bytree': 0.6788942901542343, 'gamma': 3.0403682473600377, 'reg_alpha': 0.522305465422877, 'reg_lambda': 0.9255050052438829}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:15,379] Trial 90 finished with value: 0.75 and parameters: {'n_estimators': 116, 'learning_rate': 0.024090705912424532, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9996491290872495, 'colsample_bytree': 0.7378299312972613, 'gamma': 2.2306763291005463, 'reg_alpha': 0.046262781535286665, 'reg_lambda': 0.7343974514335707}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:15,720] Trial 91 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 121, 'learning_rate': 0.011659900555320155, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9460038601782577, 'colsample_bytree': 0.750703706788696, 'gamma': 2.571446134686494, 'reg_alpha': 0.3793419499238024, 'reg_lambda': 1.002623601963346}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:16,049] Trial 92 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.013392973372198632, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9689203155108217, 'colsample_bytree': 0.7273721510152367, 'gamma': 2.620017637018471, 'reg_alpha': 0.3960708093670067, 'reg_lambda': 2.75936284082436}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:16,339] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 91, 'learning_rate': 0.010856431422954017, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9427837704875254, 'colsample_bytree': 0.7125719260445056, 'gamma': 2.5006532968229447, 'reg_alpha': 0.3660181921319249, 'reg_lambda': 0.6539953495649735}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:16,754] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 105, 'learning_rate': 0.012495535924310297, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.787114854227515, 'colsample_bytree': 0.7394942445394596, 'gamma': 1.7997546438673369, 'reg_alpha': 0.42651556771388743, 'reg_lambda': 1.0676214195917415}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:17,082] Trial 95 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.016514292359094778, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9132752273801964, 'colsample_bytree': 0.7630979807443596, 'gamma': 2.7644235839598257, 'reg_alpha': 0.3519130090280743, 'reg_lambda': 0.8678842343118954}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:17,460] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.011982974174066543, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9569162071421611, 'colsample_bytree': 0.7435915503522796, 'gamma': 2.0248749942116855, 'reg_alpha': 0.9729680005327469, 'reg_lambda': 0.5558692635683304}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:17,723] Trial 97 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.019273206030982714, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9303295733285879, 'colsample_bytree': 0.7217721189917808, 'gamma': 2.1835971651278148, 'reg_alpha': 0.25894239298368243, 'reg_lambda': 0.801817009404381}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:18,041] Trial 98 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.014613513598318638, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9762775159969819, 'colsample_bytree': 0.6986119719067994, 'gamma': 3.464645302364394, 'reg_alpha': 0.3060443971546443, 'reg_lambda': 0.9338104462006906}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:18,324] Trial 99 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 49, 'learning_rate': 0.010384858062224918, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9811743696191317, 'colsample_bytree': 0.6886028759240486, 'gamma': 3.2337862735296268, 'reg_alpha': 0.7845553834128178, 'reg_lambda': 0.7277494961573048}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:18,593] Trial 100 finished with value: 0.744047619047619 and parameters: {'n_estimators': 25, 'learning_rate': 0.013905631263542238, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9646173075586778, 'colsample_bytree': 0.8168098794503535, 'gamma': 2.9035536214624718, 'reg_alpha': 0.8338188294285249, 'reg_lambda': 0.6407727604933462}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:19,035] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 87, 'learning_rate': 0.012892769113985026, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9585265601479733, 'colsample_bytree': 0.7884008629907971, 'gamma': 3.0858039456222244, 'reg_alpha': 0.58917582789477, 'reg_lambda': 0.726021880660904}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:19,289] Trial 102 finished with value: 0.738095238095238 and parameters: {'n_estimators': 82, 'learning_rate': 0.011348097629263493, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9533072316080656, 'colsample_bytree': 0.7928175808597442, 'gamma': 3.2026820531661633, 'reg_alpha': 0.5671493384085021, 'reg_lambda': 0.781203172778719}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:19,609] Trial 103 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.015767192027640892, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.94536307029833, 'colsample_bytree': 0.7967956790050073, 'gamma': 3.643231291247348, 'reg_alpha': 0.5610977568486022, 'reg_lambda': 0.7043197761925316}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:19,943] Trial 104 finished with value: 0.75 and parameters: {'n_estimators': 85, 'learning_rate': 0.013163926605968835, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.937880777120277, 'colsample_bytree': 0.7695142478220907, 'gamma': 2.3752013581906777, 'reg_alpha': 0.6322044589156319, 'reg_lambda': 0.5633262355275237}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:20,251] Trial 105 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 55, 'learning_rate': 0.011866337369934627, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9712221597498604, 'colsample_bytree': 0.7803126785355686, 'gamma': 1.8754223268828931, 'reg_alpha': 0.45542019349328516, 'reg_lambda': 0.8602001604358431}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:20,435] Trial 106 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 40, 'learning_rate': 0.23133243440266846, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9888305801801319, 'colsample_bytree': 0.7798539171410279, 'gamma': 1.7121986585028226, 'reg_alpha': 0.44887584061798275, 'reg_lambda': 0.8839742021232442}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:20,656] Trial 107 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 56, 'learning_rate': 0.011484237942041368, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9701275040298277, 'colsample_bytree': 0.7521271025238636, 'gamma': 1.9183904186959944, 'reg_alpha': 0.3983422038085487, 'reg_lambda': 0.989032283873834}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:21,067] Trial 108 finished with value: 0.699404761904762 and parameters: {'n_estimators': 63, 'learning_rate': 0.010615263095555032, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9321515810017431, 'colsample_bytree': 0.6620727369506766, 'gamma': 1.466214726453061, 'reg_alpha': 0.4685144857301524, 'reg_lambda': 0.836973315611132}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:21,406] Trial 109 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 75, 'learning_rate': 0.014755705450740014, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7303657152420407, 'colsample_bytree': 0.7061929814879959, 'gamma': 2.4988271601667535, 'reg_alpha': 0.501914587506362, 'reg_lambda': 1.0457895457841295}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:21,743] Trial 110 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 98, 'learning_rate': 0.017532052013990586, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9813642235573277, 'colsample_bytree': 0.6412588519948905, 'gamma': 2.1682756339367786, 'reg_alpha': 0.151543149449398, 'reg_lambda': 0.6531941835188173}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:21,987] Trial 111 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 90, 'learning_rate': 0.16876114735985387, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9636413175626035, 'colsample_bytree': 0.7994614098215749, 'gamma': 2.656510936242371, 'reg_alpha': 0.5210567842792317, 'reg_lambda': 0.7553964583156412}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:22,229] Trial 112 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 53, 'learning_rate': 0.012845358103663026, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9564369145623879, 'colsample_bytree': 0.8150462804542763, 'gamma': 2.8452376364662717, 'reg_alpha': 0.4837020037806244, 'reg_lambda': 0.7872474767508417}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:22,492] Trial 113 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 51, 'learning_rate': 0.012194939014645734, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9440334416091866, 'colsample_bytree': 0.8413736380220228, 'gamma': 2.8713868783492735, 'reg_alpha': 0.41512004321687607, 'reg_lambda': 0.8103853761955047}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:22,791] Trial 114 finished with value: 0.755952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.0122537601959831, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9191611081633945, 'colsample_bytree': 0.8330110894465763, 'gamma': 2.8396332915470244, 'reg_alpha': 0.7272555914132501, 'reg_lambda': 0.8143998936629677}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:23,141] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 52, 'learning_rate': 0.013778008107198937, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9218963203790946, 'colsample_bytree': 0.8421676392412726, 'gamma': 2.945137314572456, 'reg_alpha': 0.675413902866459, 'reg_lambda': 0.790349210120773}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:23,383] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 49, 'learning_rate': 0.012124431483346637, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9086424348725352, 'colsample_bytree': 0.8755285485320097, 'gamma': 3.1006777580438527, 'reg_alpha': 0.481000859115271, 'reg_lambda': 0.8923045891488588}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:23,607] Trial 117 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 45, 'learning_rate': 0.010073608837958383, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9531077251260676, 'colsample_bytree': 0.8605724476709282, 'gamma': 2.855081408962062, 'reg_alpha': 0.43661356994387945, 'reg_lambda': 0.9545212371478913}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:23,870] Trial 118 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 37, 'learning_rate': 0.015366440205502268, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9929642854000147, 'colsample_bytree': 0.83058816996356, 'gamma': 1.885450402697493, 'reg_alpha': 0.7604693162657014, 'reg_lambda': 0.8242913258159923}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:24,162] Trial 119 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 54, 'learning_rate': 0.016566434896257354, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9751312182032492, 'colsample_bytree': 0.8214207342599461, 'gamma': 4.958536951221209, 'reg_alpha': 0.7250869863497404, 'reg_lambda': 0.6095347406916658}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:24,488] Trial 120 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 55, 'learning_rate': 0.011015997284831302, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9763833651497228, 'colsample_bytree': 0.8523756916162228, 'gamma': 4.530815644906236, 'reg_alpha': 0.7378516713329344, 'reg_lambda': 0.6210180051048013}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:24,790] Trial 121 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 66, 'learning_rate': 0.018839580447122292, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.972668101737162, 'colsample_bytree': 0.8147211285970385, 'gamma': 4.6448967857312, 'reg_alpha': 0.7053245743689176, 'reg_lambda': 0.6686986225009032}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:25,099] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.016367079771419307, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9856530534833707, 'colsample_bytree': 0.8229852114010362, 'gamma': 4.025614699629048, 'reg_alpha': 0.9068872281173269, 'reg_lambda': 0.5286230708150117}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:25,453] Trial 123 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 70, 'learning_rate': 0.013256420285630656, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8975095646597739, 'colsample_bytree': 0.8399522991859545, 'gamma': 2.0817011341515474, 'reg_alpha': 0.8658517680787127, 'reg_lambda': 0.59877132616992}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:25,683] Trial 124 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 28, 'learning_rate': 0.014369247926862045, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9266284180997411, 'colsample_bytree': 0.8219463870310183, 'gamma': 2.31335241334053, 'reg_alpha': 0.9442365965548083, 'reg_lambda': 0.8637510482031553}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:25,889] Trial 125 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 61, 'learning_rate': 0.012335340554733102, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9458137491330789, 'colsample_bytree': 0.8035209538308495, 'gamma': 4.8469634683661775, 'reg_alpha': 0.4105632288632194, 'reg_lambda': 0.7730361278628384}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:26,168] Trial 126 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 44, 'learning_rate': 0.021561399694763596, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9400301464152232, 'colsample_bytree': 0.8317704961900473, 'gamma': 4.335731811565136, 'reg_alpha': 0.97530857423204, 'reg_lambda': 0.6754378886900994}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:26,432] Trial 127 finished with value: 0.738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.29851642124016703, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9691621562230647, 'colsample_bytree': 0.8538733591826209, 'gamma': 1.4898226190368449, 'reg_alpha': 0.4588880033835613, 'reg_lambda': 0.8283014431486071}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:26,669] Trial 128 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 51, 'learning_rate': 0.0695086291921462, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9520541985721979, 'colsample_bytree': 0.8085468007571103, 'gamma': 2.8098372214956338, 'reg_alpha': 0.8788221384696965, 'reg_lambda': 1.8517306745168962}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:26,934] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.11335714295184857, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9976934530698235, 'colsample_bytree': 0.8356072938578435, 'gamma': 1.7403248271667087, 'reg_alpha': 0.5423823238982022, 'reg_lambda': 0.5765538389077685}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:27,184] Trial 130 finished with value: 0.6339285714285715 and parameters: {'n_estimators': 55, 'learning_rate': 0.017064924163696277, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9580223453101605, 'colsample_bytree': 0.8891630125705179, 'gamma': 2.593952672010354, 'reg_alpha': 0.9972131469586427, 'reg_lambda': 0.9122009098986807}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:27,425] Trial 131 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.012597050679074753, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9638873011363678, 'colsample_bytree': 0.680563976055234, 'gamma': 2.6731712376994246, 'reg_alpha': 0.4977186203855799, 'reg_lambda': 0.7200615865475815}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:27,628] Trial 132 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.01120806187908226, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9333620403706647, 'colsample_bytree': 0.8466958074315619, 'gamma': 2.973951441995656, 'reg_alpha': 0.719545042371939, 'reg_lambda': 0.7620202582252013}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:27,893] Trial 133 finished with value: 0.761904761904762 and parameters: {'n_estimators': 78, 'learning_rate': 0.013598901976255842, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9806587599270193, 'colsample_bytree': 0.7136603140355054, 'gamma': 2.002829738029912, 'reg_alpha': 0.8168946687031358, 'reg_lambda': 0.6909316333103004}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:28,121] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 77, 'learning_rate': 0.01394051907907349, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9883506758787821, 'colsample_bytree': 0.702525473214957, 'gamma': 2.0239791085325796, 'reg_alpha': 0.9267345048639559, 'reg_lambda': 0.6392353189156813}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:28,393] Trial 135 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 46, 'learning_rate': 0.011942112655912336, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9787885459781291, 'colsample_bytree': 0.7135614369881136, 'gamma': 2.2443024607364084, 'reg_alpha': 0.6849768552996902, 'reg_lambda': 2.2136987136259663}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:28,676] Trial 136 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 59, 'learning_rate': 0.015149864352766447, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9738473798674895, 'colsample_bytree': 0.6724584303652977, 'gamma': 1.589285927135804, 'reg_alpha': 0.8259234952861493, 'reg_lambda': 0.6970908451738624}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:28,978] Trial 137 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 72, 'learning_rate': 0.010816709300836594, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.999867554128229, 'colsample_bytree': 0.6894966666978558, 'gamma': 2.4449211336675742, 'reg_alpha': 0.8040661979273888, 'reg_lambda': 0.8041494526883011}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:29,193] Trial 138 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 71, 'learning_rate': 0.0100433958870671, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9969768882189859, 'colsample_bytree': 0.7216758244007366, 'gamma': 2.4336474719065855, 'reg_alpha': 0.7912845147899239, 'reg_lambda': 0.8034932931231943}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:29,455] Trial 139 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 72, 'learning_rate': 0.010549779164768855, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.99956880107034, 'colsample_bytree': 0.6937459805221379, 'gamma': 2.3735525658312286, 'reg_alpha': 0.7954415914539364, 'reg_lambda': 0.7957360278979052}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:29,744] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 71, 'learning_rate': 0.010697595939619201, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9907253754767282, 'colsample_bytree': 0.6895732291090011, 'gamma': 2.407897959474794, 'reg_alpha': 0.799021561752251, 'reg_lambda': 0.8013093308053979}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:30,027] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 62, 'learning_rate': 0.010042583069798978, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9843872997912707, 'colsample_bytree': 0.7224041528768521, 'gamma': 2.4343507823805517, 'reg_alpha': 0.7851530024880675, 'reg_lambda': 0.8519864066550759}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:30,368] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 74, 'learning_rate': 0.010028620238600952, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.998687226172885, 'colsample_bytree': 0.720681719077386, 'gamma': 2.432222359311089, 'reg_alpha': 0.7903853385744152, 'reg_lambda': 0.8671076144238186}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:30,709] Trial 143 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 69, 'learning_rate': 0.011081808800415502, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9975948053891486, 'colsample_bytree': 0.7308751502119466, 'gamma': 2.2537461275152872, 'reg_alpha': 0.7669279770204277, 'reg_lambda': 0.9673149267975094}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:31,029] Trial 144 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 77, 'learning_rate': 0.01168936519529492, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.999478019971714, 'colsample_bytree': 0.6952843479333308, 'gamma': 2.530906278266947, 'reg_alpha': 0.8155797277073921, 'reg_lambda': 0.8998106159005691}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:31,257] Trial 145 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 75, 'learning_rate': 0.010617963810143585, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9991049641933192, 'colsample_bytree': 0.6974986538095023, 'gamma': 2.5255854970665146, 'reg_alpha': 0.8132195728316879, 'reg_lambda': 0.9075992216733122}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:31,627] Trial 146 finished with value: 0.761904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.010786394352074933, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9977668668541575, 'colsample_bytree': 0.695325758031296, 'gamma': 2.1441625518521152, 'reg_alpha': 0.8148440866340003, 'reg_lambda': 0.9018187336127121}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:31,866] Trial 147 finished with value: 0.6041666666666666 and parameters: {'n_estimators': 77, 'learning_rate': 0.01004982661760798, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9979949913634535, 'colsample_bytree': 0.6949411127921167, 'gamma': 2.331466898149979, 'reg_alpha': 0.8143745577448581, 'reg_lambda': 0.9408329914180115}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:32,198] Trial 148 finished with value: 0.755952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.010605236719119443, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9915526492408333, 'colsample_bytree': 0.7028476100390051, 'gamma': 2.136156042324833, 'reg_alpha': 0.8020462232699062, 'reg_lambda': 0.8820040306887951}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:32,519] Trial 149 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 79, 'learning_rate': 0.011092636875441743, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9840629929631977, 'colsample_bytree': 0.7111160393970802, 'gamma': 2.502144499321226, 'reg_alpha': 0.8473276175085985, 'reg_lambda': 1.0180412591404684}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:32,914] Trial 150 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 81, 'learning_rate': 0.011635793216932904, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9980526143763913, 'colsample_bytree': 0.6821687595827916, 'gamma': 2.362004865495318, 'reg_alpha': 0.7492258786780043, 'reg_lambda': 0.9065341781510539}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:33,190] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 73, 'learning_rate': 0.01172221548008963, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9890891087767555, 'colsample_bytree': 0.6907219853403189, 'gamma': 1.9735404433384134, 'reg_alpha': 0.8157999325129806, 'reg_lambda': 0.8603265034152177}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:33,440] Trial 152 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 66, 'learning_rate': 0.010564454381024891, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9796748565988478, 'colsample_bytree': 0.7171880128497771, 'gamma': 2.5464546924644713, 'reg_alpha': 0.8433395131140723, 'reg_lambda': 0.7485121767543526}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:33,650] Trial 153 finished with value: 0.755952380952381 and parameters: {'n_estimators': 66, 'learning_rate': 0.010018927624086611, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9995224362053715, 'colsample_bytree': 0.7167869112263645, 'gamma': 2.2427547446418745, 'reg_alpha': 0.8431047724489712, 'reg_lambda': 0.7469640095007671}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:33,963] Trial 154 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 71, 'learning_rate': 0.01066974602241558, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9819711977308457, 'colsample_bytree': 0.6980845816371798, 'gamma': 2.5886713009121456, 'reg_alpha': 0.7906985800988022, 'reg_lambda': 0.7469188659047563}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:34,257] Trial 155 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 87, 'learning_rate': 0.011512859440112936, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.989933035789856, 'colsample_bytree': 0.7255900247475892, 'gamma': 2.4397625682318917, 'reg_alpha': 0.8290903058696776, 'reg_lambda': 0.972997855397303}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:34,574] Trial 156 finished with value: 0.755952380952381 and parameters: {'n_estimators': 76, 'learning_rate': 0.013216208844473942, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9820831420704577, 'colsample_bytree': 0.7101570772917006, 'gamma': 2.149330810658892, 'reg_alpha': 0.8562008149992264, 'reg_lambda': 0.6839211606486887}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:34,942] Trial 157 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 82, 'learning_rate': 0.01079221115090529, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9705593804813885, 'colsample_bytree': 0.6935564547161039, 'gamma': 2.539932059035421, 'reg_alpha': 0.7666013270133837, 'reg_lambda': 0.9006291714486718}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:35,260] Trial 158 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 66, 'learning_rate': 0.011300988117405231, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9994300412623889, 'colsample_bytree': 0.6740829525169075, 'gamma': 2.020088144528734, 'reg_alpha': 0.7793362851405118, 'reg_lambda': 0.843898251195329}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:35,414] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 62, 'learning_rate': 0.013332284792802733, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.990303827603189, 'colsample_bytree': 0.7027449888336805, 'gamma': 2.326790204852616, 'reg_alpha': 0.09601193701447741, 'reg_lambda': 0.770234900566247}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:35,762] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.010605167226372121, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9776378655262665, 'colsample_bytree': 0.7219912392678026, 'gamma': 1.8745887687882898, 'reg_alpha': 0.8708118399846858, 'reg_lambda': 0.7230887191551806}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:36,057] Trial 161 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 79, 'learning_rate': 0.012310510924246156, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9847181472048131, 'colsample_bytree': 0.7332427508852041, 'gamma': 2.7225094418288256, 'reg_alpha': 0.8097767326312239, 'reg_lambda': 0.8103821959635391}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:36,402] Trial 162 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 79, 'learning_rate': 0.012217560210068996, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9857507166727713, 'colsample_bytree': 0.7333627360034617, 'gamma': 2.73508260438645, 'reg_alpha': 0.8120114737674863, 'reg_lambda': 0.8037277931407688}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:36,693] Trial 163 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 79, 'learning_rate': 0.01187837273061611, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9869469845842833, 'colsample_bytree': 0.734228449239272, 'gamma': 2.690988305621433, 'reg_alpha': 0.8060197198317527, 'reg_lambda': 0.9245117476297591}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:36,971] Trial 164 finished with value: 0.755952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.01002327261689519, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9999397613316416, 'colsample_bytree': 0.7144075191802637, 'gamma': 2.474634708182922, 'reg_alpha': 0.8246390653756103, 'reg_lambda': 0.8087871219440042}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:37,332] Trial 165 finished with value: 0.738095238095238 and parameters: {'n_estimators': 89, 'learning_rate': 0.012730669323145503, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9796490205309644, 'colsample_bytree': 0.6853675239192698, 'gamma': 2.7377600295368767, 'reg_alpha': 0.7492766994066258, 'reg_lambda': 0.8684354571579429}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:37,695] Trial 166 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.013764206947534822, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9674893246144393, 'colsample_bytree': 0.7305674143532038, 'gamma': 2.590387239860605, 'reg_alpha': 0.8495212079270205, 'reg_lambda': 0.7963382240926438}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:38,018] Trial 167 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 68, 'learning_rate': 0.011322205373528047, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9917792737311298, 'colsample_bytree': 0.7098500023216215, 'gamma': 2.405560515629554, 'reg_alpha': 0.889628735953116, 'reg_lambda': 1.0060531875116754}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:38,352] Trial 168 finished with value: 0.761904761904762 and parameters: {'n_estimators': 80, 'learning_rate': 0.010702755191335678, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9847088599806761, 'colsample_bytree': 0.7017515131920121, 'gamma': 2.2331453333684514, 'reg_alpha': 0.7952003966074042, 'reg_lambda': 0.8572791345274997}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:38,694] Trial 169 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 84, 'learning_rate': 0.010755583739206452, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9747841969518369, 'colsample_bytree': 0.7412807569330706, 'gamma': 2.22430671257238, 'reg_alpha': 0.7874594618954783, 'reg_lambda': 0.9398014959262639}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:39,001] Trial 170 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 81, 'learning_rate': 0.010694451118091138, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9906397648843676, 'colsample_bytree': 0.7392253022730145, 'gamma': 2.241455037662988, 'reg_alpha': 0.783349030553166, 'reg_lambda': 0.9440471484567862}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:39,396] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 71, 'learning_rate': 0.011738437177257392, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9755026268711109, 'colsample_bytree': 0.7172894572643791, 'gamma': 2.1854380921910947, 'reg_alpha': 0.8106130271379788, 'reg_lambda': 0.8796300466298013}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:39,751] Trial 172 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 78, 'learning_rate': 0.010641838793446592, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9793092187993255, 'colsample_bytree': 0.7191595523217127, 'gamma': 2.1935059318769023, 'reg_alpha': 0.8074610870999064, 'reg_lambda': 0.891088243183157}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:40,092] Trial 173 finished with value: 0.761904761904762 and parameters: {'n_estimators': 78, 'learning_rate': 0.010527035349662789, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9791975091744743, 'colsample_bytree': 0.7047392546753107, 'gamma': 2.314265505778372, 'reg_alpha': 0.8131055097427472, 'reg_lambda': 0.9042855842157284}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:40,388] Trial 174 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 85, 'learning_rate': 0.011506703177509169, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9924098445146441, 'colsample_bytree': 0.7276990680461783, 'gamma': 2.1896493936480432, 'reg_alpha': 0.7931306219140948, 'reg_lambda': 0.9805370344176029}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:40,664] Trial 175 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.01084295309609594, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9838360498133389, 'colsample_bytree': 0.7179274945002632, 'gamma': 2.5445072238050632, 'reg_alpha': 0.7654930334183908, 'reg_lambda': 1.1481733173604862}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:40,924] Trial 176 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 92, 'learning_rate': 0.010190850822911792, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9740919405098548, 'colsample_bytree': 0.7438119690212275, 'gamma': 2.428848329145911, 'reg_alpha': 0.8315776761950873, 'reg_lambda': 1.0691769010171612}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:41,182] Trial 177 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 70, 'learning_rate': 0.012419370713817459, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9676975653544748, 'colsample_bytree': 0.6911676816831553, 'gamma': 2.6599694592961542, 'reg_alpha': 0.8031889844191904, 'reg_lambda': 0.8449553000750745}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:41,492] Trial 178 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 81, 'learning_rate': 0.011096827598811473, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9999467249142069, 'colsample_bytree': 0.69653562618803, 'gamma': 2.332068982811617, 'reg_alpha': 0.8453185011916821, 'reg_lambda': 0.9354680465725929}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:41,837] Trial 179 finished with value: 0.761904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.010050516221702128, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9845296187862537, 'colsample_bytree': 0.7093218203056347, 'gamma': 2.4955977427784664, 'reg_alpha': 0.774807346302681, 'reg_lambda': 0.7980699787537133}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:42,139] Trial 180 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 76, 'learning_rate': 0.012966530362098917, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9770372250393407, 'colsample_bytree': 0.9435642142155141, 'gamma': 2.185987209220418, 'reg_alpha': 0.7421786115605209, 'reg_lambda': 0.877873643040678}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:42,372] Trial 181 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 78, 'learning_rate': 0.010668290824880942, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9797141618561529, 'colsample_bytree': 0.7041500656746146, 'gamma': 2.2878148889818033, 'reg_alpha': 0.8202780770229102, 'reg_lambda': 0.8854992448086254}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:42,598] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.011549558981930634, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.992375456268486, 'colsample_bytree': 0.6802779938795063, 'gamma': 2.406797860582598, 'reg_alpha': 0.8084428291938957, 'reg_lambda': 0.9216476224247133}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:42,889] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 81, 'learning_rate': 0.01000880906658281, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.962304121006333, 'colsample_bytree': 0.7170040879174943, 'gamma': 2.100328895902613, 'reg_alpha': 0.7939402536010542, 'reg_lambda': 0.7593222793119486}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:43,206] Trial 184 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.011833385654803642, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.984893385987724, 'colsample_bytree': 0.7059328243602515, 'gamma': 2.5872483867418823, 'reg_alpha': 0.8183734281530957, 'reg_lambda': 1.0039386846327856}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:43,557] Trial 185 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 77, 'learning_rate': 0.010866300900402434, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8210170715580495, 'colsample_bytree': 0.6977014236796041, 'gamma': 2.340856966830027, 'reg_alpha': 0.8653651719500615, 'reg_lambda': 0.8131371578514894}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:43,846] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 90, 'learning_rate': 0.012354790056641026, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.992589686752002, 'colsample_bytree': 0.7282254264494976, 'gamma': 2.753118416364345, 'reg_alpha': 0.757059118888684, 'reg_lambda': 0.8987237205844227}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:44,238] Trial 187 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 65, 'learning_rate': 0.011279068711739065, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9744183122629082, 'colsample_bytree': 0.6854862380436717, 'gamma': 2.230109441862723, 'reg_alpha': 0.8383723192894301, 'reg_lambda': 0.707687061324047}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:44,513] Trial 188 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 71, 'learning_rate': 0.010624639126297554, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9839371203778758, 'colsample_bytree': 0.9782847359871911, 'gamma': 2.488776752515857, 'reg_alpha': 0.7794693139804121, 'reg_lambda': 0.8475820505239087}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:44,835] Trial 189 finished with value: 0.75 and parameters: {'n_estimators': 84, 'learning_rate': 0.013242281700171206, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9659137857058764, 'colsample_bytree': 0.7345015700158578, 'gamma': 2.0365561903314267, 'reg_alpha': 0.8059705457741512, 'reg_lambda': 0.9544311765608339}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:45,186] Trial 190 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.01214015413270777, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.6157206972127084, 'colsample_bytree': 0.7123601380793625, 'gamma': 2.6295121550661276, 'reg_alpha': 0.8576709279062196, 'reg_lambda': 0.7675894250219983}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:45,497] Trial 191 finished with value: 0.761904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.010035549677408115, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.985814592676203, 'colsample_bytree': 0.708058808237445, 'gamma': 2.5120078406841793, 'reg_alpha': 0.7807341454998996, 'reg_lambda': 0.7999640798305383}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:45,911] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 79, 'learning_rate': 0.010636392068514288, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9992476274899157, 'colsample_bytree': 0.7228563904078874, 'gamma': 2.343440554847403, 'reg_alpha': 0.7676065393447425, 'reg_lambda': 0.8335094839805235}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:46,245] Trial 193 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 73, 'learning_rate': 0.011229844102519327, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9994689039902015, 'colsample_bytree': 0.7243953095538325, 'gamma': 2.316393663947458, 'reg_alpha': 0.8273725666244691, 'reg_lambda': 0.8407703331029557}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:46,476] Trial 194 finished with value: 0.738095238095238 and parameters: {'n_estimators': 80, 'learning_rate': 0.010784997907956673, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9920013190763527, 'colsample_bytree': 0.6993865206864013, 'gamma': 2.145056021179414, 'reg_alpha': 0.7989482163484894, 'reg_lambda': 0.9029574707700594}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:46,811] Trial 195 finished with value: 0.761904761904762 and parameters: {'n_estimators': 67, 'learning_rate': 0.011805103675047217, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9999232801311836, 'colsample_bytree': 0.7195345020544924, 'gamma': 2.395121674777453, 'reg_alpha': 0.75610696395779, 'reg_lambda': 0.7333588481625354}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:47,091] Trial 196 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 76, 'learning_rate': 0.012560796640698636, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9754999129218631, 'colsample_bytree': 0.6911612565364115, 'gamma': 2.260102361801407, 'reg_alpha': 0.8224001638892994, 'reg_lambda': 0.8561852165378832}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:47,362] Trial 197 finished with value: 0.755952380952381 and parameters: {'n_estimators': 70, 'learning_rate': 0.010962249513220198, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9918473162546638, 'colsample_bytree': 0.7383677311177542, 'gamma': 2.43855310666957, 'reg_alpha': 0.8418497158351207, 'reg_lambda': 0.665277075583122}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:47,682] Trial 198 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 81, 'learning_rate': 0.010005821575059836, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9786640540887458, 'colsample_bytree': 0.7129509791896402, 'gamma': 2.7559129692532975, 'reg_alpha': 0.7962837220381694, 'reg_lambda': 0.7635105511061206}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:48,209] Trial 199 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 226, 'learning_rate': 0.014211895575878878, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9874670078222134, 'colsample_bytree': 0.7571717614701515, 'gamma': 2.5720863779623633, 'reg_alpha': 0.7727928574026303, 'reg_lambda': 0.9650170650376925}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 20:48:48,213] A new study created in memory with name: no-name-e0386d54-246e-440e-bed1-8f9a44a8d296
[I 2025-11-03 20:48:48,531] Trial 0 finished with value: 0.75 and parameters: {'n_estimators': 127, 'learning_rate': 0.24086744946969413, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6107751505622053, 'colsample_bytree': 0.7053675232309562, 'gamma': 1.2191506097332683, 'reg_alpha': 0.0058909910770721385, 'reg_lambda': 1.5735230262454203}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:48,833] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 101, 'learning_rate': 0.06678989676031016, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.7139753702028246, 'colsample_bytree': 0.6471111162630174, 'gamma': 1.1889929149318046, 'reg_alpha': 0.9451120616059584, 'reg_lambda': 2.2123762370769766}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:49,188] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.20268195426534003, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9658452328885505, 'colsample_bytree': 0.6750114962484062, 'gamma': 0.6202480480560341, 'reg_alpha': 0.7888209913153892, 'reg_lambda': 0.8812154336554152}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:49,592] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.12141670558688618, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.6794025484805242, 'colsample_bytree': 0.9160849097887731, 'gamma': 0.10119406032359057, 'reg_alpha': 0.9335923535396549, 'reg_lambda': 1.4250059473869054}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:49,958] Trial 4 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 207, 'learning_rate': 0.028280080674774898, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8855598888316314, 'colsample_bytree': 0.9154180180227423, 'gamma': 4.3874542374159144, 'reg_alpha': 0.14060989288605918, 'reg_lambda': 1.1298245001507186}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:50,349] Trial 5 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 77, 'learning_rate': 0.05971787524938444, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6365461831262549, 'colsample_bytree': 0.646699690103059, 'gamma': 1.4505396745532861, 'reg_alpha': 0.8699183726974529, 'reg_lambda': 0.5987264807614721}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:50,858] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.2694479051279826, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9098277207376966, 'colsample_bytree': 0.9218136242746053, 'gamma': 0.8861161210167373, 'reg_alpha': 0.27824226203424607, 'reg_lambda': 0.5534487384174112}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:51,299] Trial 7 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 232, 'learning_rate': 0.2016162109891363, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7872472906837688, 'colsample_bytree': 0.927693327064086, 'gamma': 4.940389638984505, 'reg_alpha': 0.8644992078666185, 'reg_lambda': 1.472618284079566}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:51,579] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 151, 'learning_rate': 0.15979517170029842, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.811783444189375, 'colsample_bytree': 0.7647544999675976, 'gamma': 4.003748793904188, 'reg_alpha': 0.38151157698675353, 'reg_lambda': 2.0695740133839107}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:51,664] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.024147503566286734, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.912113056660794, 'colsample_bytree': 0.7710053059374435, 'gamma': 4.355900696989056, 'reg_alpha': 0.4229992074206318, 'reg_lambda': 2.946707362608491}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:52,074] Trial 10 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 161, 'learning_rate': 0.01344854425545698, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6125032297662095, 'colsample_bytree': 0.7353351585234785, 'gamma': 2.665216678098278, 'reg_alpha': 0.01423968184672103, 'reg_lambda': 2.7406377045734196}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:52,382] Trial 11 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 74, 'learning_rate': 0.07759192332273784, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6035495272131802, 'colsample_bytree': 0.604399298128362, 'gamma': 2.204193613290024, 'reg_alpha': 0.6201114290130996, 'reg_lambda': 0.5361701660125057}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:52,691] Trial 12 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 65, 'learning_rate': 0.10571214472074111, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.6996161009785342, 'colsample_bytree': 0.6009751856637904, 'gamma': 2.249714411821148, 'reg_alpha': 0.5625166073984287, 'reg_lambda': 1.9335685078161893}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:52,988] Trial 13 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 101, 'learning_rate': 0.036577050289203224, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6040782654702417, 'colsample_bytree': 0.70493368643402, 'gamma': 2.173121012706267, 'reg_alpha': 0.6272625781910318, 'reg_lambda': 2.4711577732087764}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:53,069] Trial 14 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 22, 'learning_rate': 0.08693430538091816, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.742407710029694, 'colsample_bytree': 0.8614843132626526, 'gamma': 3.19949597865456, 'reg_alpha': 0.6821236015121065, 'reg_lambda': 1.626556288077707}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:53,361] Trial 15 finished with value: 0.699404761904762 and parameters: {'n_estimators': 62, 'learning_rate': 0.04425974093516628, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6663124079415065, 'colsample_bytree': 0.6006998613566221, 'gamma': 1.6881610507205318, 'reg_alpha': 0.2125822999770288, 'reg_lambda': 1.0993429401325567}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:53,652] Trial 16 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 131, 'learning_rate': 0.28128567962101825, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7618885575404181, 'colsample_bytree': 0.8293343728158358, 'gamma': 3.0012841328976623, 'reg_alpha': 0.48679799870204926, 'reg_lambda': 0.9616659012423019}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:53,863] Trial 17 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 93, 'learning_rate': 0.013234502575816395, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8340925679484584, 'colsample_bytree': 0.9863043572347006, 'gamma': 1.948848944610961, 'reg_alpha': 0.06249777132692702, 'reg_lambda': 1.7848112989280231}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:54,111] Trial 18 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 46, 'learning_rate': 0.13687728612219596, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6473583858089664, 'colsample_bytree': 0.6936475485139685, 'gamma': 3.528965505721282, 'reg_alpha': 0.7256285033289426, 'reg_lambda': 1.2915358285503624}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:54,492] Trial 19 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 174, 'learning_rate': 0.07736659219487609, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7299137917907094, 'colsample_bytree': 0.6414245054569565, 'gamma': 0.16982199213447924, 'reg_alpha': 0.30642091875234406, 'reg_lambda': 2.3551401325114005}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:54,829] Trial 20 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 120, 'learning_rate': 0.04817873441500717, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.605257457457321, 'colsample_bytree': 0.7247529088432516, 'gamma': 2.641822895172119, 'reg_alpha': 0.5401186363296612, 'reg_lambda': 0.8097793192416961}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:55,068] Trial 21 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 42, 'learning_rate': 0.13473145627858102, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.658745914882975, 'colsample_bytree': 0.6933511215531755, 'gamma': 3.5151993189116713, 'reg_alpha': 0.7170372140887737, 'reg_lambda': 1.3087409557024707}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:55,209] Trial 22 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 55, 'learning_rate': 0.1819183899525037, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6411207606720105, 'colsample_bytree': 0.6711028445703405, 'gamma': 3.4183069685213128, 'reg_alpha': 0.7498775841258642, 'reg_lambda': 1.701148098575273}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:55,489] Trial 23 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 82, 'learning_rate': 0.09351957604318852, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6385873079616943, 'colsample_bytree': 0.8013696330509635, 'gamma': 1.570853437658894, 'reg_alpha': 0.6161977897301696, 'reg_lambda': 1.24084340467178}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:55,737] Trial 24 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.1425194582642109, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6788379989849865, 'colsample_bytree': 0.6286942399206281, 'gamma': 3.6981293033843077, 'reg_alpha': 0.449542206989494, 'reg_lambda': 0.7290124954360147}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:56,017] Trial 25 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.23608392772112416, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6902409875881405, 'colsample_bytree': 0.6256046291645703, 'gamma': 0.8853083623195742, 'reg_alpha': 0.45509075328396353, 'reg_lambda': 0.7061318420472028}. Best is trial 0 with value: 0.75.
[I 2025-11-03 20:48:56,344] Trial 26 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 136, 'learning_rate': 0.22450757915745229, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6919611747684732, 'colsample_bytree': 0.6316690770245825, 'gamma': 0.5611784640950777, 'reg_alpha': 0.4424884410173575, 'reg_lambda': 0.7511882881740883}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:48:56,766] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 204, 'learning_rate': 0.29826252932874403, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7771693328302748, 'colsample_bytree': 0.7399080623877974, 'gamma': 0.5000215014555599, 'reg_alpha': 0.15381624254522278, 'reg_lambda': 0.9425850266191524}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:48:57,112] Trial 28 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.15689678110961938, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7128872947332486, 'colsample_bytree': 0.6697880670142603, 'gamma': 1.161729673293159, 'reg_alpha': 0.33222485745227404, 'reg_lambda': 0.7309493695200084}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:48:57,395] Trial 29 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 132, 'learning_rate': 0.23052880175859392, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7113310205496688, 'colsample_bytree': 0.6358064281257425, 'gamma': 1.1788199772476755, 'reg_alpha': 0.2539774965445043, 'reg_lambda': 1.0494283315679591}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:48:57,760] Trial 30 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.1769230662685168, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.745217907197311, 'colsample_bytree': 0.6602439424732549, 'gamma': 0.42730583055590776, 'reg_alpha': 0.3868996222487989, 'reg_lambda': 1.4786875678367457}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:48:58,024] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.23191748430676737, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6799638918124655, 'colsample_bytree': 0.6308858170510697, 'gamma': 0.8641727272348575, 'reg_alpha': 0.4637181170292227, 'reg_lambda': 0.7458036916452662}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:48:58,350] Trial 32 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 156, 'learning_rate': 0.2172953023377993, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6861866932068218, 'colsample_bytree': 0.6240756901061888, 'gamma': 0.7235731861289695, 'reg_alpha': 0.5087846125435223, 'reg_lambda': 0.8030452252410836}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:48:58,688] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 111, 'learning_rate': 0.11443244310738583, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.662890452295407, 'colsample_bytree': 0.7073866515097307, 'gamma': 0.2967772550647218, 'reg_alpha': 0.3448794359878486, 'reg_lambda': 0.9108072537690041}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:48:59,034] Trial 34 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.2402417959423251, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.6299829276232332, 'colsample_bytree': 0.6547667000442563, 'gamma': 0.9992663100496038, 'reg_alpha': 0.191503569831511, 'reg_lambda': 0.6448399161448497}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:48:59,415] Trial 35 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 169, 'learning_rate': 0.15040453604476323, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6798895867387557, 'colsample_bytree': 0.6826245616408241, 'gamma': 1.4061380993055992, 'reg_alpha': 0.9949882609253973, 'reg_lambda': 1.1046311545478322}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:48:59,757] Trial 36 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 140, 'learning_rate': 0.19220646890475812, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7281568648423311, 'colsample_bytree': 0.6230397921499876, 'gamma': 0.027227811727516205, 'reg_alpha': 0.43191801595068396, 'reg_lambda': 0.5159504866120208}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:00,078] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 184, 'learning_rate': 0.2981543650479958, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8566345102636864, 'colsample_bytree': 0.6509343833135478, 'gamma': 0.6420173546697236, 'reg_alpha': 0.09269154595331264, 'reg_lambda': 1.2081099709948344}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:01,115] Trial 38 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 92, 'learning_rate': 0.12197279625684423, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6738458900923155, 'colsample_bytree': 0.6188025746754411, 'gamma': 3.8945318252129213, 'reg_alpha': 0.8500643892775109, 'reg_lambda': 0.7898116085193121}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:01,541] Trial 39 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 219, 'learning_rate': 0.19828743993499842, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6256377693806369, 'colsample_bytree': 0.7688990907306688, 'gamma': 1.874227192726256, 'reg_alpha': 0.5706760595399213, 'reg_lambda': 1.391880574952136}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:01,959] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 104, 'learning_rate': 0.2483663971291149, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9770960215665189, 'colsample_bytree': 0.7153579878799038, 'gamma': 4.600298617775448, 'reg_alpha': 0.3802982246887136, 'reg_lambda': 2.049508602482479}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:02,275] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 146, 'learning_rate': 0.21717751171079747, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.691052451821998, 'colsample_bytree': 0.6363279545936358, 'gamma': 0.8938393201814228, 'reg_alpha': 0.46382942846127234, 'reg_lambda': 0.6927287547713095}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:02,694] Trial 42 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 128, 'learning_rate': 0.16918648081815432, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6924662112632441, 'colsample_bytree': 0.6766171340070791, 'gamma': 1.3435166752643335, 'reg_alpha': 0.4505299677388536, 'reg_lambda': 0.6625238805046345}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:03,075] Trial 43 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 147, 'learning_rate': 0.2524909080422062, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6570936634167017, 'colsample_bytree': 0.6200769246433822, 'gamma': 0.8357247231451771, 'reg_alpha': 0.2675256821096724, 'reg_lambda': 0.9670713578084151}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:03,347] Trial 44 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 162, 'learning_rate': 0.2599796057074006, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6508979040242866, 'colsample_bytree': 0.615713358086441, 'gamma': 0.6420767445807689, 'reg_alpha': 0.24956619860756188, 'reg_lambda': 1.0051880247157285}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:03,732] Trial 45 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 153, 'learning_rate': 0.13930069586586172, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.931849017490464, 'colsample_bytree': 0.654420104059819, 'gamma': 0.3223738381436997, 'reg_alpha': 0.01941437506981334, 'reg_lambda': 0.8757604171074281}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:04,089] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.021871679931210846, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9549407423485881, 'colsample_bytree': 0.6573894770286349, 'gamma': 0.37979981100452104, 'reg_alpha': 0.017840174257750054, 'reg_lambda': 0.8752203340434339}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:04,337] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.20685174246516014, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.9463904775448001, 'colsample_bytree': 0.7516911758750683, 'gamma': 1.0897554228671495, 'reg_alpha': 0.10816893925910082, 'reg_lambda': 1.5725638724247986}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:04,614] Trial 48 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 125, 'learning_rate': 0.06662792780322063, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8078110022896096, 'colsample_bytree': 0.6839421509281226, 'gamma': 0.26200846827096225, 'reg_alpha': 0.049826661858588625, 'reg_lambda': 1.1819520272736288}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:04,923] Trial 49 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 164, 'learning_rate': 0.2671116673956574, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9984929283501027, 'colsample_bytree': 0.6009990986006605, 'gamma': 0.7948099983613728, 'reg_alpha': 0.004383562083253191, 'reg_lambda': 1.888272238271139}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:05,248] Trial 50 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.09890375660530122, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.882523280107, 'colsample_bytree': 0.6484808117164752, 'gamma': 0.5677453130536457, 'reg_alpha': 0.12761026179497587, 'reg_lambda': 0.5661492655433167}. Best is trial 26 with value: 0.7678571428571429.
[I 2025-11-03 20:49:05,655] Trial 51 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 184, 'learning_rate': 0.14153299256105403, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6146289531321232, 'colsample_bytree': 0.634922245210343, 'gamma': 0.1078721147525723, 'reg_alpha': 0.17705949218696035, 'reg_lambda': 0.8712794009025117}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:06,039] Trial 52 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 183, 'learning_rate': 0.010796987813511776, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6232798447249751, 'colsample_bytree': 0.8716642775570692, 'gamma': 0.08740676333735617, 'reg_alpha': 0.16987964354308155, 'reg_lambda': 0.8644615688596416}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:06,375] Trial 53 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 198, 'learning_rate': 0.12184461641515619, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6167369175885744, 'colsample_bytree': 0.6632197694564713, 'gamma': 0.40358039784723243, 'reg_alpha': 0.06996636376565618, 'reg_lambda': 1.0152334514678478}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:06,712] Trial 54 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 139, 'learning_rate': 0.17180354220712077, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8276696151539236, 'colsample_bytree': 0.6131393089126733, 'gamma': 0.006951178744567965, 'reg_alpha': 0.24524879776132208, 'reg_lambda': 1.3685050731419102}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:07,202] Trial 55 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 220, 'learning_rate': 0.19459304574676398, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6508200439439535, 'colsample_bytree': 0.6380158848685936, 'gamma': 0.9979833510560635, 'reg_alpha': 0.2188191531214725, 'reg_lambda': 2.580629337990663}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:07,479] Trial 56 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 177, 'learning_rate': 0.2691949891108822, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6112434005938557, 'colsample_bytree': 0.6942830566882257, 'gamma': 1.2902979213216585, 'reg_alpha': 0.2952393854841965, 'reg_lambda': 1.1247473176026286}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:07,795] Trial 57 finished with value: 0.75 and parameters: {'n_estimators': 120, 'learning_rate': 0.16170102665187908, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9212951712449188, 'colsample_bytree': 0.6464390909013953, 'gamma': 0.22666767351091674, 'reg_alpha': 0.06006332542493575, 'reg_lambda': 0.5997008594273576}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:08,161] Trial 58 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 160, 'learning_rate': 0.13444716855380698, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6628317251368661, 'colsample_bytree': 0.7985065385262362, 'gamma': 0.7386317617403644, 'reg_alpha': 0.12353142043508641, 'reg_lambda': 2.1717747113154524}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:08,476] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 192, 'learning_rate': 0.08084398119761207, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6002314917955162, 'colsample_bytree': 0.983395173257843, 'gamma': 1.6385374224774978, 'reg_alpha': 0.03331133597255405, 'reg_lambda': 0.7997021859617248}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:08,892] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 108, 'learning_rate': 0.03680169468325238, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6359292058736152, 'colsample_bytree': 0.7213611905314944, 'gamma': 0.5272908127866973, 'reg_alpha': 0.159927683014489, 'reg_lambda': 0.9612950350081659}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:09,183] Trial 61 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 118, 'learning_rate': 0.15285673515184073, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9315275582977568, 'colsample_bytree': 0.6454452251414143, 'gamma': 0.21180781742632787, 'reg_alpha': 0.09566312134151281, 'reg_lambda': 0.5949067038098688}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:09,643] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 96, 'learning_rate': 0.22174500276446607, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8940887057414438, 'colsample_bytree': 0.6098661870293237, 'gamma': 0.21046299479975555, 'reg_alpha': 0.09596548048256852, 'reg_lambda': 0.5202523533373755}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:10,002] Trial 63 finished with value: 0.75 and parameters: {'n_estimators': 124, 'learning_rate': 0.18840348299755055, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9136994961630477, 'colsample_bytree': 0.6318696432469718, 'gamma': 0.46485446461550084, 'reg_alpha': 0.0032499580798631693, 'reg_lambda': 0.8638760073899178}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:10,301] Trial 64 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 145, 'learning_rate': 0.15521188767107366, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7042300356988324, 'colsample_bytree': 0.6608231327535636, 'gamma': 0.9793628917658267, 'reg_alpha': 0.08494280371450783, 'reg_lambda': 0.6307071137268752}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:10,642] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.11356109524355136, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9275350248170984, 'colsample_bytree': 0.6975101127576872, 'gamma': 0.7608647971423865, 'reg_alpha': 0.18332110781682504, 'reg_lambda': 0.7682676661657104}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:10,998] Trial 66 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 135, 'learning_rate': 0.24151957306649566, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8660242201861585, 'colsample_bytree': 0.6683272409824633, 'gamma': 0.31729669654884707, 'reg_alpha': 0.3980438607092636, 'reg_lambda': 1.0658375882932167}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:11,383] Trial 67 finished with value: 0.738095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.17627425123289045, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9369825517322757, 'colsample_bytree': 0.6439325874827, 'gamma': 0.565062451278116, 'reg_alpha': 0.21969324763877188, 'reg_lambda': 0.911670310544279}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:11,765] Trial 68 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 168, 'learning_rate': 0.13571457172388507, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7658207682598639, 'colsample_bytree': 0.680715370877891, 'gamma': 0.17598609227781067, 'reg_alpha': 0.5153813597076764, 'reg_lambda': 0.7278407589831312}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:12,053] Trial 69 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 81, 'learning_rate': 0.28257452395587995, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7335228941179069, 'colsample_bytree': 0.6273327255886569, 'gamma': 2.4508785444134347, 'reg_alpha': 0.32122260137639114, 'reg_lambda': 0.5876123116351506}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:12,337] Trial 70 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 81, 'learning_rate': 0.28276353770785684, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7921827289448763, 'colsample_bytree': 0.6078206092967098, 'gamma': 2.467988806129294, 'reg_alpha': 0.3419572820526219, 'reg_lambda': 0.6005936428656691}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:12,757] Trial 71 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.21407280852731791, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7411576418571505, 'colsample_bytree': 0.6304845821623211, 'gamma': 0.8551049149581197, 'reg_alpha': 0.2786009789288345, 'reg_lambda': 0.5062955835938959}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:13,132] Trial 72 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 150, 'learning_rate': 0.2526830216210838, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7225875236764701, 'colsample_bytree': 0.6194436939741235, 'gamma': 2.0339126244769177, 'reg_alpha': 0.32552533955223273, 'reg_lambda': 0.8374010660773756}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:13,422] Trial 73 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 118, 'learning_rate': 0.23100234143758513, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.671320336187276, 'colsample_bytree': 0.6406329203815161, 'gamma': 1.503612001538627, 'reg_alpha': 0.1364112371948086, 'reg_lambda': 0.6774747677504054}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:13,896] Trial 74 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 248, 'learning_rate': 0.20168248696488056, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6561848033635868, 'colsample_bytree': 0.6526968554747223, 'gamma': 3.0044540064849956, 'reg_alpha': 0.04395677155276728, 'reg_lambda': 0.9780032217763046}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:14,194] Trial 75 finished with value: 0.5 and parameters: {'n_estimators': 71, 'learning_rate': 0.28677994115633826, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6410199729995862, 'colsample_bytree': 0.6260724998980334, 'gamma': 1.1057051309870087, 'reg_alpha': 0.36738959935765225, 'reg_lambda': 0.7483738018073668}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:14,539] Trial 76 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 141, 'learning_rate': 0.14460195330355294, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6291713110596674, 'colsample_bytree': 0.6007581470432396, 'gamma': 1.7862648054006751, 'reg_alpha': 0.4165302718764212, 'reg_lambda': 0.6179026264245866}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:14,780] Trial 77 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 89, 'learning_rate': 0.05625301131789448, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9693968077051851, 'colsample_bytree': 0.6695042865805826, 'gamma': 2.3882304569865647, 'reg_alpha': 0.30371519188985463, 'reg_lambda': 0.923536181836389}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:15,100] Trial 78 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 105, 'learning_rate': 0.29925702595293435, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7075111268856941, 'colsample_bytree': 0.6186283997381314, 'gamma': 1.2374068302918115, 'reg_alpha': 0.4868500193981858, 'reg_lambda': 1.5049287269618394}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:15,339] Trial 79 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 26, 'learning_rate': 0.10226842338840837, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6176079166379066, 'colsample_bytree': 0.70562158669309, 'gamma': 0.6585332720689472, 'reg_alpha': 0.600585358784649, 'reg_lambda': 1.7633090915726306}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:15,667] Trial 80 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 169, 'learning_rate': 0.2566112496228365, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8986284017067512, 'colsample_bytree': 0.6844319063126512, 'gamma': 2.863702307203188, 'reg_alpha': 0.19843845467958493, 'reg_lambda': 1.274033954031596}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:16,025] Trial 81 finished with value: 0.744047619047619 and parameters: {'n_estimators': 100, 'learning_rate': 0.16057951466152307, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9118347846829968, 'colsample_bytree': 0.6471857735250438, 'gamma': 0.1758319201463366, 'reg_alpha': 0.07118462884158938, 'reg_lambda': 0.6155672523129978}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:16,343] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 117, 'learning_rate': 0.1666085477323386, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9302465921397813, 'colsample_bytree': 0.6393956425254602, 'gamma': 0.3804030944050147, 'reg_alpha': 0.03198623494365884, 'reg_lambda': 0.5638792603276302}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:16,648] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.18803032921777252, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9864561106114508, 'colsample_bytree': 0.6533371477225408, 'gamma': 0.011837138622706106, 'reg_alpha': 0.10729591707498475, 'reg_lambda': 0.6782715700127594}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:17,019] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 137, 'learning_rate': 0.23092459244393923, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6711314504523589, 'colsample_bytree': 0.6310388951951023, 'gamma': 0.32830277020649645, 'reg_alpha': 0.060589779513672226, 'reg_lambda': 0.8122234864745324}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:17,325] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.21506437643294224, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9456386336962989, 'colsample_bytree': 0.6135055862809896, 'gamma': 0.1548755194703751, 'reg_alpha': 0.660536254126957, 'reg_lambda': 1.1780330605236675}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:17,743] Trial 86 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.09041220326298036, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6824710631760156, 'colsample_bytree': 0.6631875644685084, 'gamma': 0.9066248105131451, 'reg_alpha': 0.15288423685264665, 'reg_lambda': 2.865429956514091}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:18,003] Trial 87 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 156, 'learning_rate': 0.1300623248693884, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9629402048987388, 'colsample_bytree': 0.6226167966291984, 'gamma': 0.5165529572222054, 'reg_alpha': 0.26346446859420236, 'reg_lambda': 0.7316281834131416}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:18,440] Trial 88 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 239, 'learning_rate': 0.14668878944081262, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9205479617345537, 'colsample_bytree': 0.6426469764184044, 'gamma': 0.6630135989655191, 'reg_alpha': 0.11685031135703222, 'reg_lambda': 0.5866681514024533}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:18,728] Trial 89 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 110, 'learning_rate': 0.11210668962602796, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6987692061787378, 'colsample_bytree': 0.6763475965447093, 'gamma': 0.2283297904369853, 'reg_alpha': 0.5368593495242069, 'reg_lambda': 1.6779698778452965}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:19,113] Trial 90 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 130, 'learning_rate': 0.17551281882188707, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7510808151310137, 'colsample_bytree': 0.7334900399431815, 'gamma': 0.4052864340953358, 'reg_alpha': 0.2326063587509504, 'reg_lambda': 0.6794938244191293}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:19,467] Trial 91 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.18666106655884854, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8986849089995994, 'colsample_bytree': 0.628425095928061, 'gamma': 0.4876057039154397, 'reg_alpha': 0.0007387135291309979, 'reg_lambda': 0.8528937637768778}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:19,843] Trial 92 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.20382464694252186, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7188997757619972, 'colsample_bytree': 0.6334682642993721, 'gamma': 0.28072521108650866, 'reg_alpha': 0.025900081994363076, 'reg_lambda': 0.8573254844902217}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:20,139] Trial 93 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 140, 'learning_rate': 0.2660588576226446, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8758355079741983, 'colsample_bytree': 0.6091800570181561, 'gamma': 4.257311236880533, 'reg_alpha': 0.00018877150155007525, 'reg_lambda': 1.0504507107678482}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:20,515] Trial 94 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 179, 'learning_rate': 0.15872994677622007, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6457687924491826, 'colsample_bytree': 0.6504951674359487, 'gamma': 0.45993396126091124, 'reg_alpha': 0.07582125049674715, 'reg_lambda': 0.7783298356737028}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:20,803] Trial 95 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 43, 'learning_rate': 0.18676588666890429, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9478595467201503, 'colsample_bytree': 0.6600304700018663, 'gamma': 0.7876669678928363, 'reg_alpha': 0.04507911191579975, 'reg_lambda': 0.9987674441556311}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:21,206] Trial 96 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.23886286957532096, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.9242247583435291, 'colsample_bytree': 0.8572773449868367, 'gamma': 0.6286360531333142, 'reg_alpha': 0.08674336357085136, 'reg_lambda': 0.552505853919012}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:21,527] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.2260320218605432, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9070475159083631, 'colsample_bytree': 0.6351122475859999, 'gamma': 0.12208105402872624, 'reg_alpha': 0.023077739040129826, 'reg_lambda': 0.893290553277877}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:21,837] Trial 98 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 134, 'learning_rate': 0.02337953629348312, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6110306728649246, 'colsample_bytree': 0.6888676576501944, 'gamma': 0.9149665570570583, 'reg_alpha': 0.18735376999551553, 'reg_lambda': 0.502594184225939}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:22,208] Trial 99 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 147, 'learning_rate': 0.2039173802059746, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6346283506329803, 'colsample_bytree': 0.6717503283142265, 'gamma': 0.000647307045590656, 'reg_alpha': 0.054660965651029375, 'reg_lambda': 0.7616531152341992}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:22,592] Trial 100 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 159, 'learning_rate': 0.2745632787564534, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7345646930185951, 'colsample_bytree': 0.7878500651465848, 'gamma': 1.0105973516893965, 'reg_alpha': 0.3638153578022599, 'reg_lambda': 1.9191647308633584}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:23,066] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.018334497131235476, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6563767723592641, 'colsample_bytree': 0.6701678740033653, 'gamma': 0.011995828618697607, 'reg_alpha': 0.058497254794799225, 'reg_lambda': 0.7568622184784054}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:23,455] Trial 102 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 143, 'learning_rate': 0.20504530799159976, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6351132268920011, 'colsample_bytree': 0.6465956772996926, 'gamma': 0.10922857849162226, 'reg_alpha': 0.0977589824645058, 'reg_lambda': 0.6463546210109858}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:23,799] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 122, 'learning_rate': 0.12486315557171651, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6221055121310064, 'colsample_bytree': 0.6207937563161963, 'gamma': 0.2721654980284124, 'reg_alpha': 0.14509142179673598, 'reg_lambda': 0.660983710160605}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:24,065] Trial 104 finished with value: 0.738095238095238 and parameters: {'n_estimators': 141, 'learning_rate': 0.15017824813471256, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9337953765969741, 'colsample_bytree': 0.6414050777180285, 'gamma': 0.5471105712775213, 'reg_alpha': 0.10649151688660238, 'reg_lambda': 0.8235609252338829}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:24,422] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 129, 'learning_rate': 0.24545896804370101, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6037459676473261, 'colsample_bytree': 0.607669612017113, 'gamma': 0.41513969044590765, 'reg_alpha': 0.1738383309742187, 'reg_lambda': 0.9381438566776975}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:24,788] Trial 106 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 164, 'learning_rate': 0.1658507022800525, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6952173204079275, 'colsample_bytree': 0.6533028607368232, 'gamma': 0.1248930985965549, 'reg_alpha': 0.4665139265543992, 'reg_lambda': 0.5696775346741372}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:25,036] Trial 107 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 88, 'learning_rate': 0.18162625258632537, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6444137030716288, 'colsample_bytree': 0.6300085919775256, 'gamma': 0.30742628229774016, 'reg_alpha': 0.1326592577553941, 'reg_lambda': 0.6266455210363395}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:25,335] Trial 108 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.2150341587147791, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.6634333141498618, 'colsample_bytree': 0.6474053412050461, 'gamma': 0.7295040660386353, 'reg_alpha': 0.01827718178434462, 'reg_lambda': 2.366806130625726}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:25,663] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 61, 'learning_rate': 0.25624868273875984, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8356662265845576, 'colsample_bytree': 0.6147184761620181, 'gamma': 0.10736775584167156, 'reg_alpha': 0.07988078468112206, 'reg_lambda': 0.7087645908904916}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:25,974] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 106, 'learning_rate': 0.19563526218510688, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9183815156608806, 'colsample_bytree': 0.6582206758195162, 'gamma': 1.0866561461592619, 'reg_alpha': 0.039368921192031545, 'reg_lambda': 0.8941774456412117}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:26,362] Trial 111 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 148, 'learning_rate': 0.2006084687149948, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6356933174236525, 'colsample_bytree': 0.6658879386066314, 'gamma': 0.25496495618358184, 'reg_alpha': 0.057287939518255546, 'reg_lambda': 0.7965133744011592}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:26,730] Trial 112 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 136, 'learning_rate': 0.22574132605805702, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6094311770952852, 'colsample_bytree': 0.6382915379656179, 'gamma': 0.2105937724590554, 'reg_alpha': 0.01868411379197142, 'reg_lambda': 0.7135324277619807}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:27,094] Trial 113 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 143, 'learning_rate': 0.13841743952408966, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6199919581553258, 'colsample_bytree': 0.6271841899222422, 'gamma': 3.2739358514030146, 'reg_alpha': 0.4283662741415856, 'reg_lambda': 0.8146083243117629}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:27,429] Trial 114 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 148, 'learning_rate': 0.2773524753417835, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.630993949030004, 'colsample_bytree': 0.6647905101264333, 'gamma': 0.459024126450901, 'reg_alpha': 0.09115635557283831, 'reg_lambda': 0.6566842545457275}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:27,846] Trial 115 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.17854863849634492, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6525619091003377, 'colsample_bytree': 0.6450217705203056, 'gamma': 0.6030436860480578, 'reg_alpha': 0.2079629664951954, 'reg_lambda': 1.8180081301258022}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:28,139] Trial 116 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 119, 'learning_rate': 0.206031935876591, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6396891806594304, 'colsample_bytree': 0.9314694660614927, 'gamma': 0.3612940532817288, 'reg_alpha': 0.40165983905867925, 'reg_lambda': 1.0897314428536164}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:28,551] Trial 117 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 188, 'learning_rate': 0.2049644693489313, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6748151865151402, 'colsample_bytree': 0.8879793311259812, 'gamma': 0.31816251093741826, 'reg_alpha': 0.2809858456681605, 'reg_lambda': 1.1335733761421622}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:28,933] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 132, 'learning_rate': 0.24530834310293256, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6402361135902018, 'colsample_bytree': 0.9522466343110267, 'gamma': 0.825449969237005, 'reg_alpha': 0.40397425195623177, 'reg_lambda': 2.0508042405871016}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:29,278] Trial 119 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 164, 'learning_rate': 0.16474979255871097, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6279979550703034, 'colsample_bytree': 0.7000311934801926, 'gamma': 0.11928230117319363, 'reg_alpha': 0.31395514549090964, 'reg_lambda': 0.963142743377976}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:29,583] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 173, 'learning_rate': 0.06750709872979026, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.6473291940268043, 'colsample_bytree': 0.9346648359123297, 'gamma': 0.7067947969753728, 'reg_alpha': 0.4402622018453177, 'reg_lambda': 1.3558921001766744}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:29,900] Trial 121 finished with value: 0.755952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.22024742889564433, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.958014394303998, 'colsample_bytree': 0.6217119556161723, 'gamma': 0.39854472960016096, 'reg_alpha': 0.4795995840185569, 'reg_lambda': 1.0482506755812646}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:30,295] Trial 122 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 116, 'learning_rate': 0.219601253083277, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9417925413787882, 'colsample_bytree': 0.9940102363299967, 'gamma': 0.34767883530987675, 'reg_alpha': 0.4945113046547827, 'reg_lambda': 1.0431668932050588}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:30,635] Trial 123 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 120, 'learning_rate': 0.2962182602724934, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9677118636479132, 'colsample_bytree': 0.7558815991067155, 'gamma': 0.23810395670579781, 'reg_alpha': 0.47514721740965915, 'reg_lambda': 1.0838173965227271}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:30,975] Trial 124 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 110, 'learning_rate': 0.19265347214595596, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.664772337957691, 'colsample_bytree': 0.6186788855746985, 'gamma': 2.134471212491751, 'reg_alpha': 0.5114885117823885, 'reg_lambda': 0.5956137272715809}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:31,368] Trial 125 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 158, 'learning_rate': 0.23509375493812493, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7733873872743107, 'colsample_bytree': 0.8366602394685928, 'gamma': 0.5518755807938847, 'reg_alpha': 0.36586253957883147, 'reg_lambda': 1.2389953660032498}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:31,709] Trial 126 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 138, 'learning_rate': 0.26411736996748475, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9619561710240626, 'colsample_bytree': 0.6027448024995381, 'gamma': 4.760706439163773, 'reg_alpha': 0.5341256590690686, 'reg_lambda': 1.1613305866695758}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:32,103] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.20379220882521187, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.98472921144009, 'colsample_bytree': 0.6359797681109148, 'gamma': 0.3798803615828985, 'reg_alpha': 0.4082114200749331, 'reg_lambda': 0.772197606680888}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:32,480] Trial 128 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 151, 'learning_rate': 0.1530731277336247, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6362872477095115, 'colsample_bytree': 0.9671462579076606, 'gamma': 0.20258878147161563, 'reg_alpha': 0.12080072680759893, 'reg_lambda': 0.9104412851900402}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:32,902] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.03299275141487501, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6332789892399278, 'colsample_bytree': 0.9563125431205227, 'gamma': 2.7305067790079764, 'reg_alpha': 0.5671316822091101, 'reg_lambda': 0.9955722162103526}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:33,218] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 151, 'learning_rate': 0.25308700564882214, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6252193349123732, 'colsample_bytree': 0.9660184179145559, 'gamma': 0.10834570439981228, 'reg_alpha': 0.44646598434453755, 'reg_lambda': 0.8718294632737722}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:33,501] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 134, 'learning_rate': 0.1513505182221884, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9559520347135879, 'colsample_bytree': 0.9377845317233994, 'gamma': 0.21131407516040374, 'reg_alpha': 0.1276866801508336, 'reg_lambda': 0.7129615078216158}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:33,800] Trial 132 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 102, 'learning_rate': 0.14194505815710964, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6121754390969147, 'colsample_bytree': 0.623542563721932, 'gamma': 0.4614419608895788, 'reg_alpha': 0.10225119138878876, 'reg_lambda': 0.9323942403010153}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:34,163] Trial 133 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 148, 'learning_rate': 0.17134869306318365, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6170787024124387, 'colsample_bytree': 0.9823743343439396, 'gamma': 0.26289421788067774, 'reg_alpha': 0.38843652329409584, 'reg_lambda': 0.8194700639887622}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:34,457] Trial 134 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 118, 'learning_rate': 0.23196530932289436, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6820092554441788, 'colsample_bytree': 0.654277914773744, 'gamma': 0.0767791668558887, 'reg_alpha': 0.15788571321523925, 'reg_lambda': 0.6331054167005838}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:34,786] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 126, 'learning_rate': 0.12814137386859986, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6443924058092191, 'colsample_bytree': 0.972054816815661, 'gamma': 0.5835987443536104, 'reg_alpha': 0.06079583201377749, 'reg_lambda': 1.021561548705923}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:35,212] Trial 136 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 143, 'learning_rate': 0.15602285308474487, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6000540649510017, 'colsample_bytree': 0.9047700301951838, 'gamma': 0.3442146716883497, 'reg_alpha': 0.3442828368627046, 'reg_lambda': 0.9293228990760554}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:35,570] Trial 137 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 154, 'learning_rate': 0.21392432742072195, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6566747858773807, 'colsample_bytree': 0.6484847995136991, 'gamma': 0.20052895911850555, 'reg_alpha': 0.0731195668337567, 'reg_lambda': 0.7809641466028103}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:35,879] Trial 138 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 113, 'learning_rate': 0.11317184833441471, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6349558354432769, 'colsample_bytree': 0.640697987757425, 'gamma': 1.3788740299873001, 'reg_alpha': 0.8056778525361394, 'reg_lambda': 1.1039005825518045}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:36,246] Trial 139 finished with value: 0.738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.17826579850528593, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.686416783832054, 'colsample_bytree': 0.6113402145661923, 'gamma': 0.4957299445086749, 'reg_alpha': 0.03817583985975042, 'reg_lambda': 0.5590587642064597}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:36,653] Trial 140 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 170, 'learning_rate': 0.2813733126625305, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.639100454182064, 'colsample_bytree': 0.6783292361743914, 'gamma': 0.6602909030105972, 'reg_alpha': 0.23736101913918128, 'reg_lambda': 0.6844512825308375}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:36,961] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 126, 'learning_rate': 0.19097546038242633, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9131867538096121, 'colsample_bytree': 0.6285427727330962, 'gamma': 0.47653591397489714, 'reg_alpha': 0.004228565196603378, 'reg_lambda': 0.9032563344145772}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:37,211] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.21128051518220087, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9338509266944899, 'colsample_bytree': 0.8237494297689376, 'gamma': 3.689168984032618, 'reg_alpha': 0.05226813203064925, 'reg_lambda': 0.8401850723120343}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:37,564] Trial 143 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 130, 'learning_rate': 0.04467352609791403, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9563834232416735, 'colsample_bytree': 0.6333282008310697, 'gamma': 0.349658033662397, 'reg_alpha': 0.11993710398089555, 'reg_lambda': 0.9685489766872591}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:37,963] Trial 144 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.1937698629146597, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6698037187695128, 'colsample_bytree': 0.6198288184359029, 'gamma': 0.011089359570779916, 'reg_alpha': 0.030448023154600184, 'reg_lambda': 0.8638140262987263}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:38,345] Trial 145 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 161, 'learning_rate': 0.16636074190178707, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9768145791961093, 'colsample_bytree': 0.6587998867035431, 'gamma': 0.1735738484114754, 'reg_alpha': 0.42447920753574303, 'reg_lambda': 0.6355011511605748}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:38,660] Trial 146 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 120, 'learning_rate': 0.24356841484325178, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9024777917284383, 'colsample_bytree': 0.6442290959312672, 'gamma': 0.7948034266422201, 'reg_alpha': 0.47706395031832416, 'reg_lambda': 0.7464003604191728}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:38,985] Trial 147 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.24618318610408393, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8899107025608226, 'colsample_bytree': 0.9135172381986997, 'gamma': 0.7976160484126711, 'reg_alpha': 0.4673427419108553, 'reg_lambda': 0.7443031163306714}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:39,277] Trial 148 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 72, 'learning_rate': 0.22912569336002553, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9059005277814398, 'colsample_bytree': 0.6428128277955355, 'gamma': 1.1863746950275185, 'reg_alpha': 0.5240253532581279, 'reg_lambda': 0.5338671475662937}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:39,696] Trial 149 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.2557734574507506, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9411240185307325, 'colsample_bytree': 0.6646944105708021, 'gamma': 0.6502884101849691, 'reg_alpha': 0.4818994273433532, 'reg_lambda': 0.7037875357266384}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:40,013] Trial 150 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 52, 'learning_rate': 0.2648003268365222, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9259747776580437, 'colsample_bytree': 0.6482004634024767, 'gamma': 0.9934238095294815, 'reg_alpha': 0.5038861687122164, 'reg_lambda': 1.557081480375026}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:40,366] Trial 151 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 123, 'learning_rate': 0.22039596967501585, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9193045655621758, 'colsample_bytree': 0.6327420869080239, 'gamma': 0.4041300802115222, 'reg_alpha': 0.08845146818002682, 'reg_lambda': 0.8181462480709711}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:40,717] Trial 152 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 109, 'learning_rate': 0.20099570739131425, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6215762264662129, 'colsample_bytree': 0.6247907467759967, 'gamma': 0.8705589793904761, 'reg_alpha': 0.4524503285290001, 'reg_lambda': 0.7777414203774716}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:41,008] Trial 153 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 35, 'learning_rate': 0.17780630469674252, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9484620337183531, 'colsample_bytree': 0.6369988822754432, 'gamma': 0.2822095384872134, 'reg_alpha': 0.07444975485491964, 'reg_lambda': 2.1321141204309213}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:41,194] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 36, 'learning_rate': 0.1786639480182616, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9457976331687123, 'colsample_bytree': 0.655060471424667, 'gamma': 0.26677126318655076, 'reg_alpha': 0.13778403846518852, 'reg_lambda': 2.6172682531524725}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:41,410] Trial 155 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 23, 'learning_rate': 0.15156292414467934, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.655363334789604, 'colsample_bytree': 0.6117278054921771, 'gamma': 0.09876391495939241, 'reg_alpha': 0.09560192421409253, 'reg_lambda': 1.4458276462481336}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:41,667] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 78, 'learning_rate': 0.23499906502480516, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8521839951059478, 'colsample_bytree': 0.6369599869959228, 'gamma': 0.5338512763566335, 'reg_alpha': 0.06676768728565938, 'reg_lambda': 2.157869373766436}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:42,110] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 94, 'learning_rate': 0.16247088350171446, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.929606831517305, 'colsample_bytree': 0.6442442212480182, 'gamma': 0.30790038098948624, 'reg_alpha': 0.11017002289528854, 'reg_lambda': 0.609043151312864}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:42,430] Trial 158 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 149, 'learning_rate': 0.13463289068072712, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8054045070195689, 'colsample_bytree': 0.6187842054915965, 'gamma': 0.7287013089493356, 'reg_alpha': 0.17600420167489278, 'reg_lambda': 2.4468986734091938}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:42,828] Trial 159 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.1359360363458654, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7034689745255304, 'colsample_bytree': 0.6189015716558284, 'gamma': 0.7433376280613126, 'reg_alpha': 0.2645672930161558, 'reg_lambda': 2.393439018013814}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:43,190] Trial 160 finished with value: 0.75 and parameters: {'n_estimators': 144, 'learning_rate': 0.12315621349707906, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8178718284683104, 'colsample_bytree': 0.6259818285593636, 'gamma': 1.0747187361741415, 'reg_alpha': 0.17404974295358372, 'reg_lambda': 2.806506630211866}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:43,454] Trial 161 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 157, 'learning_rate': 0.14243146348485639, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7924044304878533, 'colsample_bytree': 0.6002279605664183, 'gamma': 0.4135678612840695, 'reg_alpha': 0.1591699277056823, 'reg_lambda': 2.4606605998798896}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:43,800] Trial 162 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.18477712925134196, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7581032896168398, 'colsample_bytree': 0.6381890890287453, 'gamma': 0.18635092527360375, 'reg_alpha': 0.42835751277132306, 'reg_lambda': 2.0018630311013688}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:44,192] Trial 163 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 114, 'learning_rate': 0.2122227124302136, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6293317323284611, 'colsample_bytree': 0.6494804707478256, 'gamma': 0.5744907724997268, 'reg_alpha': 0.9209595729306902, 'reg_lambda': 1.8537430344686998}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:44,495] Trial 164 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 63, 'learning_rate': 0.28039324941790966, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6477872802446777, 'colsample_bytree': 0.715441550596115, 'gamma': 0.08452083160594956, 'reg_alpha': 0.04536455357431511, 'reg_lambda': 0.6697101064146668}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:44,816] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.15682017885625432, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9496039431582992, 'colsample_bytree': 0.6154998082978463, 'gamma': 0.9089252940217817, 'reg_alpha': 0.49301098200799404, 'reg_lambda': 2.2560142802252}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:45,230] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.24362596406150888, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6164195349084259, 'colsample_bytree': 0.6278528439385593, 'gamma': 0.7082972831885019, 'reg_alpha': 0.2204552266955944, 'reg_lambda': 2.974403793148497}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:45,624] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.1291062193813656, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9384135881844874, 'colsample_bytree': 0.6605544206623142, 'gamma': 1.74349025607036, 'reg_alpha': 0.11801727287133691, 'reg_lambda': 2.7078657200776983}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:45,902] Trial 168 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 49, 'learning_rate': 0.1729650474140753, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6623285182581543, 'colsample_bytree': 0.6092140846950013, 'gamma': 0.22980256336938393, 'reg_alpha': 0.19329774195579963, 'reg_lambda': 0.7458190977811757}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:46,284] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 224, 'learning_rate': 0.1467424686829331, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9545806609832672, 'colsample_bytree': 0.6339965896869659, 'gamma': 0.4123281988057206, 'reg_alpha': 0.3848104691473756, 'reg_lambda': 1.6668417063002388}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:46,666] Trial 170 finished with value: 0.738095238095238 and parameters: {'n_estimators': 165, 'learning_rate': 0.22377540079276836, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8029617138662475, 'colsample_bytree': 0.9981836898746679, 'gamma': 0.2812371059079565, 'reg_alpha': 0.1431403814625357, 'reg_lambda': 2.2946781037005306}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:47,091] Trial 171 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.19073117125418632, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7161343428849192, 'colsample_bytree': 0.6433855677453233, 'gamma': 0.4737974075398317, 'reg_alpha': 0.015988450670236527, 'reg_lambda': 0.8650248242761458}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:47,455] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 133, 'learning_rate': 0.1966958416921422, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9146055676944465, 'colsample_bytree': 0.7776080384991131, 'gamma': 0.5585859213012465, 'reg_alpha': 0.0011167062337824416, 'reg_lambda': 0.9074289277226218}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:47,732] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.16897307212716928, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9254699913765132, 'colsample_bytree': 0.6297314554948885, 'gamma': 0.3586500823034204, 'reg_alpha': 0.08107993382587014, 'reg_lambda': 2.559660083525742}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:48,095] Trial 174 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 155, 'learning_rate': 0.20706104737746775, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6085694049803888, 'colsample_bytree': 0.6520483176112221, 'gamma': 2.2818471152662982, 'reg_alpha': 0.027093882908305708, 'reg_lambda': 0.9924089883001633}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:48,415] Trial 175 finished with value: 0.5 and parameters: {'n_estimators': 137, 'learning_rate': 0.2600845016938601, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9373067746149516, 'colsample_bytree': 0.6200895693795319, 'gamma': 0.7913130198475855, 'reg_alpha': 0.05983599293085373, 'reg_lambda': 2.1281071179481788}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:48,767] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 104, 'learning_rate': 0.18353877105111818, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9066272498695004, 'colsample_bytree': 0.6365933642256413, 'gamma': 0.0019510643225848778, 'reg_alpha': 0.04657301538642299, 'reg_lambda': 0.8004795750779693}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:49,054] Trial 177 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 142, 'learning_rate': 0.22597644356275942, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6335010210956468, 'colsample_bytree': 0.670821733657751, 'gamma': 0.15105380490411424, 'reg_alpha': 0.4705648164532165, 'reg_lambda': 1.0464636582575513}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:49,438] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 130, 'learning_rate': 0.10557470490149985, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.639406179670198, 'colsample_bytree': 0.6241466159927633, 'gamma': 0.6304044521548533, 'reg_alpha': 0.09890093760561447, 'reg_lambda': 1.9721204631248588}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:49,733] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.10666060671955634, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6474718310955525, 'colsample_bytree': 0.6246476847289393, 'gamma': 0.609370372268612, 'reg_alpha': 0.0981936031124743, 'reg_lambda': 2.2208471874239324}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:49,895] Trial 180 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 33, 'learning_rate': 0.12082536467480963, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6253296231620348, 'colsample_bytree': 0.6071867094662017, 'gamma': 0.8690928749842046, 'reg_alpha': 0.3290404908515442, 'reg_lambda': 0.5770740210793883}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:50,201] Trial 181 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.13650441317543024, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8778936421708137, 'colsample_bytree': 0.6331349353502106, 'gamma': 0.47166307943044394, 'reg_alpha': 0.0732850103718918, 'reg_lambda': 1.9715415147933857}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:50,505] Trial 182 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.1350142331215681, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8787295578438435, 'colsample_bytree': 0.6434720490641112, 'gamma': 0.304971671809686, 'reg_alpha': 0.07518468714706955, 'reg_lambda': 1.7256702597734541}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:50,785] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 110, 'learning_rate': 0.13202327313940143, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8487468762480113, 'colsample_bytree': 0.6423570072617113, 'gamma': 0.6654281817953753, 'reg_alpha': 0.08702470257404368, 'reg_lambda': 1.8069382323689165}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:51,283] Trial 184 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 115, 'learning_rate': 0.11673403776598554, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8656531075995111, 'colsample_bytree': 0.6202628855182807, 'gamma': 0.3633282135492434, 'reg_alpha': 0.2912265601809956, 'reg_lambda': 1.7064366981686927}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:51,693] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.13797362439527674, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8701436411297788, 'colsample_bytree': 0.6338430725459316, 'gamma': 0.47308881823862325, 'reg_alpha': 0.06918049582699562, 'reg_lambda': 2.100697220408982}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:51,957] Trial 186 finished with value: 0.755952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.12846113109663612, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8808721156681292, 'colsample_bytree': 0.6165366326110171, 'gamma': 0.25331437893911046, 'reg_alpha': 0.12850387071991098, 'reg_lambda': 1.942766994557159}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:52,259] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.10859194516050913, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8907897959935147, 'colsample_bytree': 0.6167491053529633, 'gamma': 0.2591519632708115, 'reg_alpha': 0.11376570648936651, 'reg_lambda': 1.9589522418604444}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:52,624] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.14435935961551868, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8769301721075141, 'colsample_bytree': 0.612553854183519, 'gamma': 0.16887321675329486, 'reg_alpha': 0.10245952182640125, 'reg_lambda': 1.8916095978479066}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:52,949] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 113, 'learning_rate': 0.1311219634734049, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9026956835602332, 'colsample_bytree': 0.9500333896860589, 'gamma': 0.3211087475986965, 'reg_alpha': 0.13623495514227646, 'reg_lambda': 1.9817056634291919}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:53,350] Trial 190 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.15216198144565687, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8862545639366514, 'colsample_bytree': 0.6278803760983926, 'gamma': 0.4673263126078703, 'reg_alpha': 0.15976278066342833, 'reg_lambda': 2.0243532817784438}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:53,691] Trial 191 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 108, 'learning_rate': 0.10108665281269832, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8813531517354064, 'colsample_bytree': 0.6392507285166795, 'gamma': 0.6117539184566247, 'reg_alpha': 0.4439682786385841, 'reg_lambda': 1.879305024358142}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:53,998] Trial 192 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 133, 'learning_rate': 0.1180455673891294, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6414545707300502, 'colsample_bytree': 0.6508660300384417, 'gamma': 0.12117339191840257, 'reg_alpha': 0.125344455038936, 'reg_lambda': 1.8474705111721974}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:54,284] Trial 193 finished with value: 0.5 and parameters: {'n_estimators': 143, 'learning_rate': 0.12895679007110644, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.7287855534149043, 'colsample_bytree': 0.6247125295221949, 'gamma': 0.276024290034376, 'reg_alpha': 0.08540882537192587, 'reg_lambda': 1.9416833432141183}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:54,573] Trial 194 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 119, 'learning_rate': 0.14236644620409095, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8376516244813416, 'colsample_bytree': 0.6328957513942433, 'gamma': 0.7804807388608113, 'reg_alpha': 0.1766776625707044, 'reg_lambda': 1.7296948473909535}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:54,906] Trial 195 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 150, 'learning_rate': 0.13758451947320322, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6375476676250564, 'colsample_bytree': 0.6565021778978067, 'gamma': 0.41903017119543906, 'reg_alpha': 0.07512767972138396, 'reg_lambda': 2.06972526483141}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:55,181] Trial 196 finished with value: 0.75 and parameters: {'n_estimators': 124, 'learning_rate': 0.13642730192633437, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6370531828901085, 'colsample_bytree': 0.6598928619520675, 'gamma': 1.5066880925308976, 'reg_alpha': 0.06646105169186145, 'reg_lambda': 2.08707719283054}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:55,537] Trial 197 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 84, 'learning_rate': 0.12023681871939779, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6176073863086323, 'colsample_bytree': 0.6473585601288935, 'gamma': 0.4033748101653362, 'reg_alpha': 0.10541436640067743, 'reg_lambda': 2.0392791536391424}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:55,823] Trial 198 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.15629265211888713, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8606085796617893, 'colsample_bytree': 0.6574559722433696, 'gamma': 0.5049305412483249, 'reg_alpha': 0.04131958721402816, 'reg_lambda': 1.7817291746200234}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:56,177] Trial 199 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 129, 'learning_rate': 0.09418421116560281, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6276171380486636, 'colsample_bytree': 0.6060778782952219, 'gamma': 4.1784056668448075, 'reg_alpha': 0.07788309654636075, 'reg_lambda': 1.57983835876745}. Best is trial 51 with value: 0.7738095238095238.
[I 2025-11-03 20:49:56,181] A new study created in memory with name: no-name-e5396386-69cd-4fa2-beb2-fd6632d467bf
[I 2025-11-03 20:49:56,444] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.233659552596155, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.8883623941109295, 'colsample_bytree': 0.9959069053307328, 'gamma': 2.08617445721016, 'reg_alpha': 0.8583604723041298, 'reg_lambda': 2.6105882117691257}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:49:56,782] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 172, 'learning_rate': 0.021747698447552963, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.878870821076102, 'colsample_bytree': 0.674639959769784, 'gamma': 3.2517570668284437, 'reg_alpha': 0.3559657930969268, 'reg_lambda': 2.953697879023356}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:49:57,189] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 154, 'learning_rate': 0.24417326684026433, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.9313605620994456, 'colsample_bytree': 0.9709097177428219, 'gamma': 3.116012060165647, 'reg_alpha': 0.6809084445537901, 'reg_lambda': 1.1353354765557713}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:49:57,516] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 118, 'learning_rate': 0.013582731379210278, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.6670518457153051, 'colsample_bytree': 0.6359387298826066, 'gamma': 1.3972311982537688, 'reg_alpha': 0.8601493167764674, 'reg_lambda': 1.5294502242119996}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:49:57,893] Trial 4 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 142, 'learning_rate': 0.028649991295415084, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7084860253702315, 'colsample_bytree': 0.7298983607308284, 'gamma': 2.6889822688305176, 'reg_alpha': 0.6431162705956249, 'reg_lambda': 0.8453686970613462}. Best is trial 4 with value: 0.6964285714285714.
[I 2025-11-03 20:49:58,390] Trial 5 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 236, 'learning_rate': 0.12212524497947502, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9124916907728208, 'colsample_bytree': 0.690952959873053, 'gamma': 4.587088038975577, 'reg_alpha': 0.4284526037953692, 'reg_lambda': 1.6539487415612837}. Best is trial 5 with value: 0.6964285714285715.
[I 2025-11-03 20:49:58,735] Trial 6 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 100, 'learning_rate': 0.037653375920647436, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9787551411018025, 'colsample_bytree': 0.8488901910182217, 'gamma': 4.208457556407691, 'reg_alpha': 0.0016549981527015367, 'reg_lambda': 1.1080935330401323}. Best is trial 5 with value: 0.6964285714285715.
[I 2025-11-03 20:49:58,991] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.038144941744221755, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8280087545717869, 'colsample_bytree': 0.9119691307358582, 'gamma': 4.435105364597161, 'reg_alpha': 0.00665680374471056, 'reg_lambda': 0.9999862515056069}. Best is trial 5 with value: 0.6964285714285715.
[I 2025-11-03 20:49:59,339] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.029872648120925053, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.8107800216174104, 'colsample_bytree': 0.719171162837913, 'gamma': 2.819904303876334, 'reg_alpha': 0.748093885173962, 'reg_lambda': 1.770258013114982}. Best is trial 5 with value: 0.6964285714285715.
[I 2025-11-03 20:49:59,718] Trial 9 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 244, 'learning_rate': 0.08087108044813254, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7732716005461956, 'colsample_bytree': 0.8164602632845834, 'gamma': 2.9796581933237953, 'reg_alpha': 0.7483600056348232, 'reg_lambda': 2.718205637217764}. Best is trial 5 with value: 0.6964285714285715.
[I 2025-11-03 20:50:00,172] Trial 10 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 195, 'learning_rate': 0.09584183241147412, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.990015587527271, 'colsample_bytree': 0.7634728574684903, 'gamma': 0.004905704109209541, 'reg_alpha': 0.31872269788528224, 'reg_lambda': 2.1335457311325996}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 20:50:00,520] Trial 11 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 194, 'learning_rate': 0.097585798329028, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9899369201305414, 'colsample_bytree': 0.7489505501741328, 'gamma': 0.8628856412454357, 'reg_alpha': 0.3558602736991751, 'reg_lambda': 2.1715833857037987}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 20:50:00,971] Trial 12 finished with value: 0.755952380952381 and parameters: {'n_estimators': 197, 'learning_rate': 0.11038672489165281, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9889608770058725, 'colsample_bytree': 0.771295525606798, 'gamma': 0.06969049469543753, 'reg_alpha': 0.2364324413204264, 'reg_lambda': 2.2707108771031144}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:01,377] Trial 13 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 198, 'learning_rate': 0.157847156380905, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9956314866732482, 'colsample_bytree': 0.7808291354750428, 'gamma': 0.11273676860371923, 'reg_alpha': 0.15470005787582947, 'reg_lambda': 2.286930506644652}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:01,751] Trial 14 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.16672947888292258, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6188470355268505, 'colsample_bytree': 0.8633235356485081, 'gamma': 1.476774724017138e-05, 'reg_alpha': 0.13909353611549724, 'reg_lambda': 2.2379471905515262}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:02,089] Trial 15 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 212, 'learning_rate': 0.06719169835802544, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6088120552417005, 'colsample_bytree': 0.8714326951113303, 'gamma': 0.8221736009958791, 'reg_alpha': 0.18606511941330858, 'reg_lambda': 2.4511961822727635}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:02,500] Trial 16 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.15111388136977175, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7446408971767258, 'colsample_bytree': 0.904962224148149, 'gamma': 1.761782352777645, 'reg_alpha': 0.164707965417593, 'reg_lambda': 1.925098504639804}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:02,831] Trial 17 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 116, 'learning_rate': 0.05324801660539828, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6109461721103314, 'colsample_bytree': 0.8116084921432223, 'gamma': 0.7565279642413376, 'reg_alpha': 0.5726342490688511, 'reg_lambda': 1.4322164400346988}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:03,184] Trial 18 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 217, 'learning_rate': 0.28071131159361773, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.708318535045802, 'colsample_bytree': 0.6079119737979933, 'gamma': 0.5372520712221864, 'reg_alpha': 0.24661604913566623, 'reg_lambda': 0.6036980636552447}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:03,669] Trial 19 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 174, 'learning_rate': 0.18174282990144958, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8452880434979351, 'colsample_bytree': 0.9278759645888024, 'gamma': 1.3841629382777016, 'reg_alpha': 0.49441811460476853, 'reg_lambda': 1.9486583079604713}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:04,023] Trial 20 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 91, 'learning_rate': 0.05628439045933737, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.642108065617673, 'colsample_bytree': 0.8423565878885075, 'gamma': 0.34748674938463364, 'reg_alpha': 0.08926657323358578, 'reg_lambda': 2.9661714784932185}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:04,397] Trial 21 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 180, 'learning_rate': 0.1725220992827336, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.860790929453572, 'colsample_bytree': 0.9344640801393884, 'gamma': 1.219379033063018, 'reg_alpha': 0.5172716865536646, 'reg_lambda': 1.9650995086075245}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:04,797] Trial 22 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 153, 'learning_rate': 0.18408403702874102, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9400266623531905, 'colsample_bytree': 0.8757428125756642, 'gamma': 1.3779659974187262, 'reg_alpha': 0.9930296434551115, 'reg_lambda': 2.4144543738704876}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:05,236] Trial 23 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 219, 'learning_rate': 0.1005964633405727, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8416211933989083, 'colsample_bytree': 0.9312798235430193, 'gamma': 2.0871254208823666, 'reg_alpha': 0.46231047209395737, 'reg_lambda': 1.9767711190279043}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:05,620] Trial 24 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 181, 'learning_rate': 0.12789062497294898, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7756223064182254, 'colsample_bytree': 0.9546069334284695, 'gamma': 0.37212602959488683, 'reg_alpha': 0.23492867522180663, 'reg_lambda': 2.5799875504551055}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:05,978] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 200, 'learning_rate': 0.19913770465560432, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7126805511016197, 'colsample_bytree': 0.8835703577192013, 'gamma': 1.1185083168371586, 'reg_alpha': 0.092603005204554, 'reg_lambda': 2.2182215225752593}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:06,336] Trial 26 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 161, 'learning_rate': 0.291166909135149, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9485314640745516, 'colsample_bytree': 0.8370859787331155, 'gamma': 1.8547983528880994, 'reg_alpha': 0.2934904605920151, 'reg_lambda': 1.3686807702724901}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:06,699] Trial 27 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 134, 'learning_rate': 0.1265934071287208, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6770576531670813, 'colsample_bytree': 0.7950174701629702, 'gamma': 3.799585408692796, 'reg_alpha': 0.3762537840740856, 'reg_lambda': 1.7968498768001204}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:07,193] Trial 28 finished with value: 0.75 and parameters: {'n_estimators': 248, 'learning_rate': 0.07201964729908072, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7647963820015719, 'colsample_bytree': 0.8973630827144918, 'gamma': 0.5016508840870193, 'reg_alpha': 0.08404009549181568, 'reg_lambda': 2.357552411223395}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:07,643] Trial 29 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 241, 'learning_rate': 0.0497347220399889, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7483965338742158, 'colsample_bytree': 0.9959310328686214, 'gamma': 0.3098767300782721, 'reg_alpha': 0.07101232756590503, 'reg_lambda': 2.7299932723640685}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:08,080] Trial 30 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 250, 'learning_rate': 0.06840188370918932, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9048237701761103, 'colsample_bytree': 0.7773970416460976, 'gamma': 2.2264252685056323, 'reg_alpha': 0.2308819060887558, 'reg_lambda': 2.383708020961171}. Best is trial 12 with value: 0.755952380952381.
[I 2025-11-03 20:50:08,555] Trial 31 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 222, 'learning_rate': 0.21662716463751663, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8719395234877227, 'colsample_bytree': 0.9017317486070313, 'gamma': 0.6294492593714112, 'reg_alpha': 0.11898036941227425, 'reg_lambda': 2.012795527288384}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:08,961] Trial 32 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.2198874101577905, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.878271736259033, 'colsample_bytree': 0.8956569948219837, 'gamma': 0.6507479397015653, 'reg_alpha': 0.11657311294789287, 'reg_lambda': 2.093348648547993}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:09,472] Trial 33 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.21485438014191763, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8754602509881841, 'colsample_bytree': 0.9637792620812202, 'gamma': 0.6378253150342449, 'reg_alpha': 0.07634494597069844, 'reg_lambda': 2.5910709730201895}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:09,898] Trial 34 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 224, 'learning_rate': 0.23565236075518886, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7948127611545409, 'colsample_bytree': 0.895014210428156, 'gamma': 0.9402431524249356, 'reg_alpha': 0.2726311888464962, 'reg_lambda': 2.828490224349284}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:10,413] Trial 35 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 211, 'learning_rate': 0.07839741058728927, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8897002632124645, 'colsample_bytree': 0.8194661679114483, 'gamma': 0.47254691059854226, 'reg_alpha': 0.04158256836628317, 'reg_lambda': 2.0803570284755075}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:10,882] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.11278673374078126, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9613192601830004, 'colsample_bytree': 0.9792879378731894, 'gamma': 1.755208792830898, 'reg_alpha': 0.12449545636989136, 'reg_lambda': 1.6001534087619063}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:11,317] Trial 37 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 248, 'learning_rate': 0.010571505094885449, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9243554068517033, 'colsample_bytree': 0.6726841375246899, 'gamma': 3.3561438911498715, 'reg_alpha': 0.1991639202640309, 'reg_lambda': 2.3760105083759098}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:11,715] Trial 38 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 187, 'learning_rate': 0.24801378802735374, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8212486479350454, 'colsample_bytree': 0.8581856850986367, 'gamma': 2.4188138779880615, 'reg_alpha': 0.02500266005054058, 'reg_lambda': 1.8006117731099172}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:12,128] Trial 39 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 210, 'learning_rate': 0.1425702945140254, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8922229598987519, 'colsample_bytree': 0.9114945953805147, 'gamma': 1.0146799699435793, 'reg_alpha': 0.1261070823850028, 'reg_lambda': 2.086310028282439}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:12,527] Trial 40 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 233, 'learning_rate': 0.04411436985449442, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7908469496006307, 'colsample_bytree': 0.7173496565887737, 'gamma': 1.6149074289057097, 'reg_alpha': 0.3934575157116179, 'reg_lambda': 2.517129827024139}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:12,997] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 202, 'learning_rate': 0.21414226261430214, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9679130012333268, 'colsample_bytree': 0.8660296024974338, 'gamma': 0.014132839796333797, 'reg_alpha': 0.13512630839705178, 'reg_lambda': 2.2543426064567815}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:13,464] Trial 42 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 221, 'learning_rate': 0.2486362519733359, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9629130824615548, 'colsample_bytree': 0.8927496050133547, 'gamma': 0.23062000569566607, 'reg_alpha': 0.20592521636280314, 'reg_lambda': 2.2850512010708615}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:13,859] Trial 43 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.2108172734571469, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9173231302719922, 'colsample_bytree': 0.9480173217220575, 'gamma': 0.5980357556573955, 'reg_alpha': 0.325149885309914, 'reg_lambda': 2.7079090890437003}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:14,123] Trial 44 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 55, 'learning_rate': 0.2965722655354582, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9679862321105668, 'colsample_bytree': 0.8323762748747069, 'gamma': 0.21118114758385004, 'reg_alpha': 0.04834908358226429, 'reg_lambda': 2.100652745227717}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:14,568] Trial 45 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.08641216341829858, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8678527157625866, 'colsample_bytree': 0.9218849090426371, 'gamma': 0.6605616436779622, 'reg_alpha': 0.0037691368241300482, 'reg_lambda': 1.7047665074748926}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:14,971] Trial 46 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 204, 'learning_rate': 0.017104836827620918, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9419476065480434, 'colsample_bytree': 0.8575921051511586, 'gamma': 0.056759302528283935, 'reg_alpha': 0.1162831332937001, 'reg_lambda': 2.3479813938997114}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:15,280] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 227, 'learning_rate': 0.10732687313635088, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9986679892278472, 'colsample_bytree': 0.9006322490087261, 'gamma': 0.44050981719706483, 'reg_alpha': 0.17413764320994624, 'reg_lambda': 1.8995785110176244}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:15,619] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.03034086439206816, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9809283076069338, 'colsample_bytree': 0.7961329179733659, 'gamma': 1.1423781420554995, 'reg_alpha': 0.26656172602452854, 'reg_lambda': 2.5046152391870113}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:16,057] Trial 49 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.13918161547571442, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7423891986698639, 'colsample_bytree': 0.7328127897031216, 'gamma': 0.8049286105488636, 'reg_alpha': 0.15869881940286068, 'reg_lambda': 2.198400792021881}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:16,429] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 166, 'learning_rate': 0.06543152538347305, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.9073205494998876, 'colsample_bytree': 0.8783616672658474, 'gamma': 0.01591925034465151, 'reg_alpha': 0.32377491033141487, 'reg_lambda': 2.3092671606556374}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:16,797] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.08086109681009582, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8854284056710219, 'colsample_bytree': 0.9208040797403645, 'gamma': 0.6797228098005856, 'reg_alpha': 0.02297266364845577, 'reg_lambda': 1.6436260783202787}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:17,218] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.08580017819947164, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.867609652030655, 'colsample_bytree': 0.9470600077805229, 'gamma': 0.28767629762546815, 'reg_alpha': 0.003026433497181652, 'reg_lambda': 1.4555717328955515}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:17,583] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 190, 'learning_rate': 0.059852062721908704, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8507090789776273, 'colsample_bytree': 0.9174533538802594, 'gamma': 0.5347146839924017, 'reg_alpha': 0.06542725914956628, 'reg_lambda': 2.0287463086118267}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:17,957] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 200, 'learning_rate': 0.0942708155284795, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8283677121370515, 'colsample_bytree': 0.885061825595525, 'gamma': 0.8107500935040143, 'reg_alpha': 0.10552923810792525, 'reg_lambda': 1.2985428979138143}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:18,360] Trial 55 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 218, 'learning_rate': 0.1542758258178751, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7722480449695183, 'colsample_bytree': 0.9803137581029633, 'gamma': 0.9363685466164408, 'reg_alpha': 0.15073637747008725, 'reg_lambda': 1.8611119904204267}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:18,736] Trial 56 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 181, 'learning_rate': 0.12127380748103472, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8112386867634621, 'colsample_bytree': 0.7645065106419285, 'gamma': 4.954411189372001, 'reg_alpha': 0.2055184779156238, 'reg_lambda': 1.750782236236459}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:19,073] Trial 57 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.18315056175176797, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9318846152654894, 'colsample_bytree': 0.8661130470455043, 'gamma': 0.1643892594072875, 'reg_alpha': 0.0026528105066886748, 'reg_lambda': 2.186444712234788}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:19,424] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.25814212883087123, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8592647062263844, 'colsample_bytree': 0.9384443442070567, 'gamma': 1.273257356729307, 'reg_alpha': 0.6717782389999185, 'reg_lambda': 1.5661980265966153}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:19,861] Trial 59 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 195, 'learning_rate': 0.2178776802305432, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.836604902026044, 'colsample_bytree': 0.8505379987934235, 'gamma': 0.44676002357271133, 'reg_alpha': 0.0577022607654883, 'reg_lambda': 1.7084350670476405}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:20,184] Trial 60 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 87, 'learning_rate': 0.21457081671694772, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8350679200705214, 'colsample_bytree': 0.8231088401291653, 'gamma': 1.5501488422108385, 'reg_alpha': 0.8163754201911008, 'reg_lambda': 2.011711944626977}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:20,496] Trial 61 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.19462551317095247, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8134747562940979, 'colsample_bytree': 0.8471502856977364, 'gamma': 0.38497775845197485, 'reg_alpha': 0.04908704605046521, 'reg_lambda': 1.6837698916952077}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:20,901] Trial 62 finished with value: 0.738095238095238 and parameters: {'n_estimators': 172, 'learning_rate': 0.19584089669969237, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.814101845673706, 'colsample_bytree': 0.8494387982598276, 'gamma': 0.4389217921077837, 'reg_alpha': 0.07899875603806567, 'reg_lambda': 2.2607595423618063}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:21,341] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 197, 'learning_rate': 0.16230902187730678, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7802435239231068, 'colsample_bytree': 0.8450446390071715, 'gamma': 0.12873922020540393, 'reg_alpha': 0.13260241500253678, 'reg_lambda': 1.853107812086268}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:21,804] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 216, 'learning_rate': 0.2706110806547206, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8023315314912088, 'colsample_bytree': 0.8327998380443126, 'gamma': 0.3304905791440639, 'reg_alpha': 0.055014365547484616, 'reg_lambda': 1.5022261958094096}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:22,199] Trial 65 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 159, 'learning_rate': 0.21570923113870805, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8458525062149288, 'colsample_bytree': 0.801643911732915, 'gamma': 0.5513460990552225, 'reg_alpha': 0.10450038075628441, 'reg_lambda': 1.224655353149411}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:22,482] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 162, 'learning_rate': 0.17282731427710407, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7663984604130869, 'colsample_bytree': 0.7817758436711665, 'gamma': 1.0501726815567975, 'reg_alpha': 0.10447129441364397, 'reg_lambda': 1.1693987758582514}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:22,840] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 157, 'learning_rate': 0.2328159619252339, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8491833997199509, 'colsample_bytree': 0.810753944734659, 'gamma': 0.7241670423566546, 'reg_alpha': 0.18079475664683764, 'reg_lambda': 0.8737824032678687}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:23,228] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.14361828846352337, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.800793452925197, 'colsample_bytree': 0.7409305314623377, 'gamma': 0.5367867573914005, 'reg_alpha': 0.04109860546850613, 'reg_lambda': 0.8865983315142779}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:23,710] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 179, 'learning_rate': 0.18808569460944352, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8331040989224232, 'colsample_bytree': 0.8027888203441705, 'gamma': 0.8815961899368137, 'reg_alpha': 0.5657347286654182, 'reg_lambda': 1.191940316749446}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:24,106] Trial 70 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 230, 'learning_rate': 0.23272986532977377, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7311493891934779, 'colsample_bytree': 0.7582194008567976, 'gamma': 0.39866574540767963, 'reg_alpha': 0.09732469363001955, 'reg_lambda': 1.2957422205706255}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:24,473] Trial 71 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 245, 'learning_rate': 0.23130615993924716, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7571324123620203, 'colsample_bytree': 0.7626310696458632, 'gamma': 0.3786501715105566, 'reg_alpha': 0.09201434657192335, 'reg_lambda': 1.019881109241144}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:24,885] Trial 72 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.20294426837943172, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7371787376894997, 'colsample_bytree': 0.6944255241011209, 'gamma': 0.2341899384052104, 'reg_alpha': 0.23074056925084369, 'reg_lambda': 1.3007097380524986}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:25,329] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.26129495915449036, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7231698951985134, 'colsample_bytree': 0.7825349650669016, 'gamma': 0.5525801755251745, 'reg_alpha': 0.06759287206330965, 'reg_lambda': 1.3801780785479565}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:25,685] Trial 74 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 175, 'learning_rate': 0.29563744754294563, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7863428195129221, 'colsample_bytree': 0.7505020750704229, 'gamma': 0.7328451654115866, 'reg_alpha': 0.15507655131109738, 'reg_lambda': 0.6269437148439461}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:26,129] Trial 75 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 224, 'learning_rate': 0.16774801520046667, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.682847301774652, 'colsample_bytree': 0.8908832306150014, 'gamma': 0.4046575240396608, 'reg_alpha': 0.041729658205717945, 'reg_lambda': 1.2246876809968374}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:26,547] Trial 76 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.23309041536922265, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6972153180612918, 'colsample_bytree': 0.7185898911287214, 'gamma': 3.5325552214697957, 'reg_alpha': 0.1069262346880335, 'reg_lambda': 1.0939172688922578}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:27,101] Trial 77 finished with value: 0.738095238095238 and parameters: {'n_estimators': 217, 'learning_rate': 0.1349523272052104, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8954061100067725, 'colsample_bytree': 0.7566306238309137, 'gamma': 1.2590816231520128, 'reg_alpha': 0.18819805057008035, 'reg_lambda': 2.4373422161526612}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:27,610] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 249, 'learning_rate': 0.11602612244443089, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8220685260347922, 'colsample_bytree': 0.7693357838451735, 'gamma': 2.858575207413418, 'reg_alpha': 0.2173998491042703, 'reg_lambda': 1.6870770989986807}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:27,967] Trial 79 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 125, 'learning_rate': 0.27316916656873946, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7291518757769888, 'colsample_bytree': 0.9018955551582151, 'gamma': 0.9584873990247659, 'reg_alpha': 0.26130674903179607, 'reg_lambda': 1.5132261908668907}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:28,378] Trial 80 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.07190533658362203, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8787958360597753, 'colsample_bytree': 0.8273360530537281, 'gamma': 0.16257125832956737, 'reg_alpha': 0.03342735679239954, 'reg_lambda': 2.155184318129227}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:28,795] Trial 81 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 205, 'learning_rate': 0.21957785104969904, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9781902593316262, 'colsample_bytree': 0.8565943178208181, 'gamma': 0.027091457789566994, 'reg_alpha': 0.13148152202421073, 'reg_lambda': 2.024830831883486}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:29,201] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 194, 'learning_rate': 0.19443751806003592, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7561751731459458, 'colsample_bytree': 0.8681539597239702, 'gamma': 0.27455437843880554, 'reg_alpha': 0.07675967700481168, 'reg_lambda': 2.32121851546909}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:29,523] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 231, 'learning_rate': 0.17932265283538903, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8407865387441517, 'colsample_bytree': 0.8753678481864725, 'gamma': 0.5325968908770783, 'reg_alpha': 0.13949170039605796, 'reg_lambda': 2.114572259664255}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:30,010] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 237, 'learning_rate': 0.1535443157076233, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8444061873781509, 'colsample_bytree': 0.9117838910545444, 'gamma': 0.61662448861078, 'reg_alpha': 0.1631870102925735, 'reg_lambda': 1.924473282183338}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:30,444] Trial 85 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 223, 'learning_rate': 0.1727218548380553, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8609497792321658, 'colsample_bytree': 0.8755578018645495, 'gamma': 0.46025607069904634, 'reg_alpha': 0.0948407844403486, 'reg_lambda': 2.102484826665084}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:30,854] Trial 86 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 232, 'learning_rate': 0.24457632135925358, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8175397177827459, 'colsample_bytree': 0.7907944444557061, 'gamma': 0.8189189871962768, 'reg_alpha': 0.29562621708220477, 'reg_lambda': 1.7824838161896768}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:31,262] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 168, 'learning_rate': 0.044255845286154935, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8061178564788476, 'colsample_bytree': 0.8825907209112496, 'gamma': 0.6353246231571883, 'reg_alpha': 0.9689451787770996, 'reg_lambda': 2.496021277775326}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:31,676] Trial 88 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 213, 'learning_rate': 0.20338576201461128, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.839049000946539, 'colsample_bytree': 0.8412944828846302, 'gamma': 1.151167884648063, 'reg_alpha': 0.12428155004917146, 'reg_lambda': 2.1521739320836972}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:32,108] Trial 89 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.22463070339970043, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9000437729215838, 'colsample_bytree': 0.8094398979729379, 'gamma': 0.29888967430119084, 'reg_alpha': 0.02380312604328753, 'reg_lambda': 1.621610256057598}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:32,519] Trial 90 finished with value: 0.75 and parameters: {'n_estimators': 194, 'learning_rate': 0.22732106030382043, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8998262291633269, 'colsample_bytree': 0.8077722764053098, 'gamma': 0.1486675795129203, 'reg_alpha': 0.017731494725782615, 'reg_lambda': 1.6322637025605056}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:32,995] Trial 91 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 243, 'learning_rate': 0.17683751279875462, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8723107180493791, 'colsample_bytree': 0.9056056530761674, 'gamma': 0.3074157571971304, 'reg_alpha': 0.05944665626604561, 'reg_lambda': 1.8390400008320926}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:33,320] Trial 92 finished with value: 0.738095238095238 and parameters: {'n_estimators': 226, 'learning_rate': 0.25338611543670625, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8544561490996121, 'colsample_bytree': 0.8512017111104564, 'gamma': 0.5199514915619494, 'reg_alpha': 0.0828665354750135, 'reg_lambda': 1.7075625000764896}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:33,763] Trial 93 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 238, 'learning_rate': 0.18795702018759355, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9231652464100862, 'colsample_bytree': 0.7760432922353804, 'gamma': 0.4010016521083172, 'reg_alpha': 0.14156947499847194, 'reg_lambda': 1.5708283274538883}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:34,207] Trial 94 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 229, 'learning_rate': 0.21246101625869554, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8818541197539935, 'colsample_bytree': 0.8159917474648608, 'gamma': 0.7075486631656229, 'reg_alpha': 0.026731123020913822, 'reg_lambda': 1.4337363822935556}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:34,589] Trial 95 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.1320045980559293, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.82670526928904, 'colsample_bytree': 0.7923396655322216, 'gamma': 0.2511618682164703, 'reg_alpha': 0.05048098540850954, 'reg_lambda': 1.9621550473172022}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:35,022] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.10511694588128705, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8621665917994213, 'colsample_bytree': 0.8903284708559785, 'gamma': 0.4923523876359117, 'reg_alpha': 0.10130965120130465, 'reg_lambda': 1.2837936635553588}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:35,371] Trial 97 finished with value: 0.755952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.1484991449298922, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9137967846188569, 'colsample_bytree': 0.8318517670464988, 'gamma': 0.12352089376101288, 'reg_alpha': 0.1787661733126809, 'reg_lambda': 2.2229385732522884}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:35,791] Trial 98 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 220, 'learning_rate': 0.14898286069684794, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6422126947885413, 'colsample_bytree': 0.8250671846782796, 'gamma': 0.09425992079359313, 'reg_alpha': 0.19436305469947335, 'reg_lambda': 2.05291442036694}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:50:35,980] Trial 99 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 30, 'learning_rate': 0.15996366681928872, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9473679212378036, 'colsample_bytree': 0.8014903319176857, 'gamma': 0.3431373520373916, 'reg_alpha': 0.17749800530785959, 'reg_lambda': 2.2309726597421347}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:36,338] Trial 100 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 105, 'learning_rate': 0.1623282814469103, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9511511303112629, 'colsample_bytree': 0.8376621117040934, 'gamma': 0.16134843473799437, 'reg_alpha': 0.1737471791427838, 'reg_lambda': 2.216009457124024}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:36,599] Trial 101 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 47, 'learning_rate': 0.20138251540916108, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9149984039895739, 'colsample_bytree': 0.8040091266713736, 'gamma': 0.33677908621255553, 'reg_alpha': 0.1145419734078739, 'reg_lambda': 2.1236870679671664}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:36,896] Trial 102 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 79, 'learning_rate': 0.1850784566898734, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9522758035828336, 'colsample_bytree': 0.8149250893935767, 'gamma': 4.200997334735776, 'reg_alpha': 0.14309914804914514, 'reg_lambda': 1.8822357005435575}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:37,349] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.281834453176768, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9316024569184254, 'colsample_bytree': 0.7907056301352381, 'gamma': 0.6182740069157873, 'reg_alpha': 0.21988922444071307, 'reg_lambda': 1.9847074796345812}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:37,596] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.1632397101012307, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9023065475426589, 'colsample_bytree': 0.8568665916663306, 'gamma': 2.5987445066968315, 'reg_alpha': 0.1659837531865185, 'reg_lambda': 2.242979517899947}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:38,039] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 208, 'learning_rate': 0.2251462855134489, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8865001073515743, 'colsample_bytree': 0.8315040256140823, 'gamma': 0.2242080253154592, 'reg_alpha': 0.24002441242467729, 'reg_lambda': 2.3915342331840392}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:38,397] Trial 106 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 176, 'learning_rate': 0.24662019259629905, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9397273543970093, 'colsample_bytree': 0.7999046594674804, 'gamma': 0.8800758078835575, 'reg_alpha': 0.06753184209444417, 'reg_lambda': 1.815671707813076}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:38,762] Trial 107 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 73, 'learning_rate': 0.144431167541322, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8663675804482854, 'colsample_bytree': 0.7722018349808026, 'gamma': 0.3937712001233563, 'reg_alpha': 0.11531334293150887, 'reg_lambda': 1.07361450234197}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:39,121] Trial 108 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.1961704873516673, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8739785534433486, 'colsample_bytree': 0.7412350507270572, 'gamma': 0.10022326120540928, 'reg_alpha': 0.18587815834077812, 'reg_lambda': 2.070971344452391}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:39,535] Trial 109 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 152, 'learning_rate': 0.17916029424145585, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.986971538171529, 'colsample_bytree': 0.784485403008826, 'gamma': 0.5742901197761214, 'reg_alpha': 0.14427100714370716, 'reg_lambda': 1.3454305076795308}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:39,777] Trial 110 finished with value: 0.738095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.12514233278338685, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9101949919400109, 'colsample_bytree': 0.8488275394907956, 'gamma': 0.7608291156038207, 'reg_alpha': 0.022795929963086548, 'reg_lambda': 0.9557416727048009}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:40,189] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.09353514517713978, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8526371364654354, 'colsample_bytree': 0.8749446098344076, 'gamma': 0.4932922214868219, 'reg_alpha': 0.05729757320575815, 'reg_lambda': 2.3538151113687507}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:40,484] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 37, 'learning_rate': 0.2118922879467498, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9223091396970311, 'colsample_bytree': 0.8990684113496633, 'gamma': 0.2879271570040428, 'reg_alpha': 0.09451712414835571, 'reg_lambda': 2.3186070877054576}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:40,884] Trial 113 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.2664313171056715, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8891119917311971, 'colsample_bytree': 0.8617001999543001, 'gamma': 0.025620656548165602, 'reg_alpha': 0.08837091901572298, 'reg_lambda': 2.2031043386108227}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:41,369] Trial 114 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 215, 'learning_rate': 0.026596141088920493, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9742615580568509, 'colsample_bytree': 0.9261279991370097, 'gamma': 1.0128831934558566, 'reg_alpha': 0.45117024368192243, 'reg_lambda': 1.7251283922124627}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:41,718] Trial 115 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.15705996205688405, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7927591184461901, 'colsample_bytree': 0.8205912877940245, 'gamma': 0.38625088703967014, 'reg_alpha': 0.11916525408752315, 'reg_lambda': 2.2763145843544192}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:41,992] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.15783387802670812, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8430574035730001, 'colsample_bytree': 0.8161972105825321, 'gamma': 0.3754288353011789, 'reg_alpha': 0.20291980857684727, 'reg_lambda': 2.276532007641367}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:42,312] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 185, 'learning_rate': 0.176409222268127, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8313283783707623, 'colsample_bytree': 0.822758511025388, 'gamma': 0.20161458747599478, 'reg_alpha': 0.1287731498096864, 'reg_lambda': 2.1666983247676916}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:42,681] Trial 118 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.23779589366134754, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8962752846186973, 'colsample_bytree': 0.8420463093089805, 'gamma': 0.6822339882615197, 'reg_alpha': 0.14836162495274102, 'reg_lambda': 2.456603345315337}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:43,183] Trial 119 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 156, 'learning_rate': 0.13784283947478054, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.820677084813498, 'colsample_bytree': 0.7980916850642206, 'gamma': 0.42798036502780595, 'reg_alpha': 0.11277150454445534, 'reg_lambda': 1.6043341846467372}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:43,531] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.19308703818008915, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.7940190480162258, 'colsample_bytree': 0.8102587037847845, 'gamma': 0.3226959170999548, 'reg_alpha': 0.1668561576216458, 'reg_lambda': 1.4925120363731041}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:43,807] Trial 121 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 22, 'learning_rate': 0.11681409221527381, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.762584910278945, 'colsample_bytree': 0.8843819775864532, 'gamma': 0.5501049582042661, 'reg_alpha': 0.07513062901114342, 'reg_lambda': 2.6299023349714874}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:44,278] Trial 122 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 242, 'learning_rate': 0.21754173080924327, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.779695008925678, 'colsample_bytree': 0.7563432028451763, 'gamma': 0.4686310224701437, 'reg_alpha': 0.04859322618006657, 'reg_lambda': 2.289084021908831}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:44,740] Trial 123 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 166, 'learning_rate': 0.2049049476856448, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7053048739953699, 'colsample_bytree': 0.8310803493480983, 'gamma': 0.8321591080995109, 'reg_alpha': 0.00864117400429297, 'reg_lambda': 2.1153794246251527}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:45,157] Trial 124 finished with value: 0.744047619047619 and parameters: {'n_estimators': 231, 'learning_rate': 0.2351177344035064, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8108371907811134, 'colsample_bytree': 0.6461988252004647, 'gamma': 0.10541484778903495, 'reg_alpha': 0.08178017250372058, 'reg_lambda': 2.233936037883157}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:45,632] Trial 125 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 226, 'learning_rate': 0.15180249826334843, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7897215035983693, 'colsample_bytree': 0.8692862351335192, 'gamma': 0.6342533374711453, 'reg_alpha': 0.12137099045674364, 'reg_lambda': 1.6663373802608488}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:46,009] Trial 126 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 170, 'learning_rate': 0.1678622369924553, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8412455678408489, 'colsample_bytree': 0.8504002879510372, 'gamma': 0.2310655229262496, 'reg_alpha': 0.030588823076628607, 'reg_lambda': 2.4056349506253736}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:46,455] Trial 127 finished with value: 0.755952380952381 and parameters: {'n_estimators': 239, 'learning_rate': 0.19122921643987786, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8574115970699195, 'colsample_bytree': 0.7860380166724412, 'gamma': 0.7341900102150667, 'reg_alpha': 0.6013430691455952, 'reg_lambda': 2.537685314410737}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:46,880] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.18683455054972975, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8551678108443969, 'colsample_bytree': 0.7867000020244329, 'gamma': 0.7509524650326481, 'reg_alpha': 0.7527865355983037, 'reg_lambda': 2.8305537649801895}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:47,266] Trial 129 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.22683269879963108, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8352846028863572, 'colsample_bytree': 0.7695305412703597, 'gamma': 0.35125053474765205, 'reg_alpha': 0.5911558806996047, 'reg_lambda': 1.9372181607521444}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:47,697] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.25149967454168765, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8358818736497716, 'colsample_bytree': 0.7689327238371213, 'gamma': 0.3159125541539233, 'reg_alpha': 0.5961080870749703, 'reg_lambda': 1.9153236652461412}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:48,114] Trial 131 finished with value: 0.755952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.22265554897859094, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8749500498826464, 'colsample_bytree': 0.7786352435878754, 'gamma': 0.4544846921663046, 'reg_alpha': 0.6209800673627609, 'reg_lambda': 1.7765997459042362}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:48,475] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.21166515673862954, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8747483711841699, 'colsample_bytree': 0.7775654855964677, 'gamma': 0.512996798202066, 'reg_alpha': 0.6233789552013607, 'reg_lambda': 0.7240057785414569}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:48,954] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 222, 'learning_rate': 0.17198228068540858, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.880239002199611, 'colsample_bytree': 0.804632306032013, 'gamma': 0.6010985588238574, 'reg_alpha': 0.5652971101642524, 'reg_lambda': 2.015111409084825}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:49,349] Trial 134 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 198, 'learning_rate': 0.22523088458636886, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8479208252244028, 'colsample_bytree': 0.819380255573918, 'gamma': 0.1573865189247663, 'reg_alpha': 0.6890835551483692, 'reg_lambda': 1.7806718384705928}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:49,761] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 213, 'learning_rate': 0.19935302233838345, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8667047633011845, 'colsample_bytree': 0.7961402842852118, 'gamma': 0.0007571716384420224, 'reg_alpha': 0.5853550232999656, 'reg_lambda': 1.9647316623611573}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:50,180] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.2720023832218357, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8570695121123052, 'colsample_bytree': 0.786936574915339, 'gamma': 0.6872112979834817, 'reg_alpha': 0.5381212023780569, 'reg_lambda': 2.5627492870031046}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:50,554] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.18791685950917505, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8290503721643088, 'colsample_bytree': 0.7642610717756646, 'gamma': 0.3853218202083699, 'reg_alpha': 0.6576434890159872, 'reg_lambda': 1.7547567941533244}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:50,944] Trial 138 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.1640983257707362, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.89152547809774, 'colsample_bytree': 0.7782907981401546, 'gamma': 0.9064967218727535, 'reg_alpha': 0.6235717069573518, 'reg_lambda': 2.0749432463273667}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:51,313] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 160, 'learning_rate': 0.297661287832796, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9060691315607475, 'colsample_bytree': 0.8344834064150017, 'gamma': 0.24678154313201023, 'reg_alpha': 0.4960268301940844, 'reg_lambda': 2.0004106092807863}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:51,703] Trial 140 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.22071418950685578, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8472976195089411, 'colsample_bytree': 0.7457506182210978, 'gamma': 0.4787669078563794, 'reg_alpha': 0.7226215010439593, 'reg_lambda': 1.9022684618241594}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:52,202] Trial 141 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.2451679012301089, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8691643911222311, 'colsample_bytree': 0.7616295252646089, 'gamma': 0.3753577353250224, 'reg_alpha': 0.5344837944792196, 'reg_lambda': 2.1179556754797204}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:52,559] Trial 142 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 221, 'learning_rate': 0.20641334830070257, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8819301876145577, 'colsample_bytree': 0.7533414594425666, 'gamma': 2.1283012617359445, 'reg_alpha': 0.6323124680870317, 'reg_lambda': 1.830768588666921}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:53,109] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 218, 'learning_rate': 0.2277083122534017, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8253545718266073, 'colsample_bytree': 0.7348416209344402, 'gamma': 0.5670030081878186, 'reg_alpha': 0.41077755513789443, 'reg_lambda': 1.553711413320939}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:53,537] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.18056899065194412, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9615351157746521, 'colsample_bytree': 0.8008303889916994, 'gamma': 0.1122646557244012, 'reg_alpha': 0.10367333565318376, 'reg_lambda': 2.1797193493711027}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:53,884] Trial 145 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 179, 'learning_rate': 0.26265742042133383, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.814189775002131, 'colsample_bytree': 0.7695859470679887, 'gamma': 0.2908117240712434, 'reg_alpha': 0.604536755768681, 'reg_lambda': 1.932431395505083}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:54,273] Trial 146 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 225, 'learning_rate': 0.19327040746506957, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8608411804780556, 'colsample_bytree': 0.8073996732117885, 'gamma': 0.43396206525786096, 'reg_alpha': 0.1504657747911118, 'reg_lambda': 1.214361354500727}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:54,706] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 244, 'learning_rate': 0.15395697195005265, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9942523858576395, 'colsample_bytree': 0.8245451867756275, 'gamma': 0.7947405768493275, 'reg_alpha': 0.6570810145192676, 'reg_lambda': 1.6284001434343962}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:55,124] Trial 148 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 237, 'learning_rate': 0.23852921190630993, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9381539044662494, 'colsample_bytree': 0.7838713993776041, 'gamma': 0.19493328985079605, 'reg_alpha': 0.36073020602033445, 'reg_lambda': 2.06231869731876}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:55,565] Trial 149 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 209, 'learning_rate': 0.21434086478470343, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.835029052039944, 'colsample_bytree': 0.7948567381367743, 'gamma': 0.6895619435572796, 'reg_alpha': 0.5449405961938442, 'reg_lambda': 1.404825914207366}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:55,890] Trial 150 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 126, 'learning_rate': 0.17605497532317274, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8061912908628971, 'colsample_bytree': 0.8138413630164216, 'gamma': 0.35689638363220677, 'reg_alpha': 0.6089417922719428, 'reg_lambda': 1.6709076340730336}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:56,315] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 246, 'learning_rate': 0.053799852040762194, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8508459499472507, 'colsample_bytree': 0.9097944199933086, 'gamma': 0.5379331404217246, 'reg_alpha': 0.05252105578348979, 'reg_lambda': 2.3545125542519694}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:56,773] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.07278977758556457, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7443640398309042, 'colsample_bytree': 0.8933023916457506, 'gamma': 0.4289450685915336, 'reg_alpha': 0.4703335714717631, 'reg_lambda': 2.651282626540808}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:57,207] Trial 153 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 238, 'learning_rate': 0.1339847804865634, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7271061529242225, 'colsample_bytree': 0.88485326844601, 'gamma': 0.6371963149925614, 'reg_alpha': 0.06915721835262639, 'reg_lambda': 2.2680417386296408}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:57,721] Trial 154 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.2541377408005173, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.8002686349939894, 'colsample_bytree': 0.9010903775096304, 'gamma': 0.26927063848547333, 'reg_alpha': 0.08965440404490549, 'reg_lambda': 2.4611823669545725}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:58,062] Trial 155 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 112, 'learning_rate': 0.05870427698790306, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7683935990206218, 'colsample_bytree': 0.8644536160743889, 'gamma': 0.47179472309241033, 'reg_alpha': 0.11917113341022144, 'reg_lambda': 2.1354140373126294}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:58,562] Trial 156 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 241, 'learning_rate': 0.14358304095226634, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8384338508053558, 'colsample_bytree': 0.9183251817042969, 'gamma': 0.12868514205170412, 'reg_alpha': 0.17765585844043033, 'reg_lambda': 2.1991503041904434}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:59,049] Trial 157 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 233, 'learning_rate': 0.14381977471606058, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8411072996364946, 'colsample_bytree': 0.9355573644982971, 'gamma': 0.11620848770027203, 'reg_alpha': 0.1754261911864773, 'reg_lambda': 1.2503766494039135}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:59,451] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.1447844112667221, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8399493812955046, 'colsample_bytree': 0.961012050792234, 'gamma': 0.013420148054685554, 'reg_alpha': 0.18396122952373758, 'reg_lambda': 2.197591022636681}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:50:59,795] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 214, 'learning_rate': 0.162650950885058, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8195367598724566, 'colsample_bytree': 0.9350263277859875, 'gamma': 0.11613562638686675, 'reg_alpha': 0.2221210254709038, 'reg_lambda': 2.0386023684529437}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:51:00,242] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.12569124681560723, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8643512116197126, 'colsample_bytree': 0.9239455852719957, 'gamma': 0.17688470949774798, 'reg_alpha': 0.254907712108163, 'reg_lambda': 2.2317141853942513}. Best is trial 99 with value: 0.7738095238095238.
[I 2025-11-03 20:51:00,786] Trial 161 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 225, 'learning_rate': 0.14692835076960878, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8428386925172029, 'colsample_bytree': 0.9203362435801439, 'gamma': 0.3007022268676267, 'reg_alpha': 0.16471142285892884, 'reg_lambda': 1.1368568269787458}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:01,918] Trial 162 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 222, 'learning_rate': 0.1396216397748397, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8410693616364928, 'colsample_bytree': 0.9496286086942034, 'gamma': 0.29741847907053265, 'reg_alpha': 0.1988532700852268, 'reg_lambda': 1.011386979204564}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:02,333] Trial 163 finished with value: 0.738095238095238 and parameters: {'n_estimators': 221, 'learning_rate': 0.1381578160444695, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8398309935354301, 'colsample_bytree': 0.9448813280140758, 'gamma': 0.0907838316485326, 'reg_alpha': 0.20600058985378256, 'reg_lambda': 1.1369149758434605}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:02,778] Trial 164 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 225, 'learning_rate': 0.11422954634883349, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8302043806487069, 'colsample_bytree': 0.9174504916254205, 'gamma': 0.18924713458763734, 'reg_alpha': 0.17232647789068625, 'reg_lambda': 1.02922710870366}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:03,205] Trial 165 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 235, 'learning_rate': 0.12869337725235938, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8536672563279986, 'colsample_bytree': 0.9420544239401972, 'gamma': 1.9220052406897392, 'reg_alpha': 0.19370880213031044, 'reg_lambda': 0.9637380655607332}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:03,650] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 203, 'learning_rate': 0.15196891405249846, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.844435484822491, 'colsample_bytree': 0.9351885474571645, 'gamma': 0.22742394606712454, 'reg_alpha': 0.17257482248870967, 'reg_lambda': 1.0429281648743556}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:04,082] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.1487592367318572, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8591572315789004, 'colsample_bytree': 0.9279529070723805, 'gamma': 0.2801793251697713, 'reg_alpha': 0.28809540170377035, 'reg_lambda': 1.1348291082547757}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:04,667] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 205, 'learning_rate': 0.14169043151562358, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8486046997041413, 'colsample_bytree': 0.9751994043220118, 'gamma': 0.021267752587727062, 'reg_alpha': 0.22703177252476808, 'reg_lambda': 1.0216480933985344}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:05,132] Trial 169 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 215, 'learning_rate': 0.1083073481846547, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8759012411387472, 'colsample_bytree': 0.9540272034339123, 'gamma': 0.24279723705304102, 'reg_alpha': 0.15839017407060318, 'reg_lambda': 1.2531206634075807}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:05,524] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 196, 'learning_rate': 0.1210915532106176, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8324709425384502, 'colsample_bytree': 0.9525477705309391, 'gamma': 0.11279407638424122, 'reg_alpha': 0.6963318653642866, 'reg_lambda': 0.962116160975685}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:05,866] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 188, 'learning_rate': 0.16939335230779914, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8469629148843305, 'colsample_bytree': 0.9071694410480078, 'gamma': 0.31979414844057713, 'reg_alpha': 0.1697499657597517, 'reg_lambda': 0.8355464916972393}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:06,299] Trial 172 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 185, 'learning_rate': 0.1498701462995635, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8461769009320111, 'colsample_bytree': 0.9127173462554947, 'gamma': 3.123103089588611, 'reg_alpha': 0.1841791995409701, 'reg_lambda': 0.7572865067642177}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:06,690] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 192, 'learning_rate': 0.13332844868121882, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8241402797019752, 'colsample_bytree': 0.9327077702578078, 'gamma': 0.2836593569325071, 'reg_alpha': 0.16703316401124993, 'reg_lambda': 0.8134195854590598}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:07,146] Trial 174 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 211, 'learning_rate': 0.1655877474632665, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.85598735915445, 'colsample_bytree': 0.9662088030142378, 'gamma': 0.3310663535321382, 'reg_alpha': 0.216570361963508, 'reg_lambda': 1.087210712070539}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:07,538] Trial 175 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 200, 'learning_rate': 0.19048736852862302, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.870173362136932, 'colsample_bytree': 0.9296541752595997, 'gamma': 2.3864050326564135, 'reg_alpha': 0.20353192014860658, 'reg_lambda': 1.1740429562306713}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:07,954] Trial 176 finished with value: 0.755952380952381 and parameters: {'n_estimators': 218, 'learning_rate': 0.15750299679044608, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8379862473805987, 'colsample_bytree': 0.919156088770491, 'gamma': 0.1879623765900622, 'reg_alpha': 0.2467412578200504, 'reg_lambda': 0.8971302081824664}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:08,330] Trial 177 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 217, 'learning_rate': 0.15856224381009246, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8464074046078452, 'colsample_bytree': 0.9214625972690763, 'gamma': 0.14705613067576725, 'reg_alpha': 0.23387689966559805, 'reg_lambda': 0.8987422328578163}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:08,761] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 205, 'learning_rate': 0.1541284518883958, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8406630093033214, 'colsample_bytree': 0.9180051887715517, 'gamma': 0.13170904390044497, 'reg_alpha': 0.2528683277807056, 'reg_lambda': 0.8955033172542839}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:09,127] Trial 179 finished with value: 0.755952380952381 and parameters: {'n_estimators': 217, 'learning_rate': 0.1402248027707574, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8479237754469117, 'colsample_bytree': 0.9384856915209915, 'gamma': 0.19075902326694805, 'reg_alpha': 0.2821164999984228, 'reg_lambda': 0.851494442525744}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:09,495] Trial 180 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.17206315744246095, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8367741430633328, 'colsample_bytree': 0.9139831033240995, 'gamma': 0.009787811900697718, 'reg_alpha': 0.20586081366747708, 'reg_lambda': 0.919052282781375}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:09,895] Trial 181 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.17082244041527575, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8360141870545941, 'colsample_bytree': 0.9075509138078443, 'gamma': 0.023422491535067244, 'reg_alpha': 0.23151051015057517, 'reg_lambda': 0.7711571907280677}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:10,284] Trial 182 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.15639327284180407, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8280856681507832, 'colsample_bytree': 0.9179648576795084, 'gamma': 0.11405948320488918, 'reg_alpha': 0.24453888452406564, 'reg_lambda': 0.9103251775913747}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:10,677] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.1470368782423585, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8442219370154266, 'colsample_bytree': 0.9350379869399598, 'gamma': 0.23375831385454193, 'reg_alpha': 0.19575221032716525, 'reg_lambda': 0.936207561282971}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:11,145] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.16853249034445475, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8599683439084005, 'colsample_bytree': 0.9226821534942293, 'gamma': 0.014866979018974463, 'reg_alpha': 0.21217561020040654, 'reg_lambda': 1.0518001440562428}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:11,618] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.01810223688756493, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.836438314561751, 'colsample_bytree': 0.9433185219918592, 'gamma': 0.32101542479552175, 'reg_alpha': 0.27166842740783415, 'reg_lambda': 0.6959797317209524}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:12,146] Trial 186 finished with value: 0.75 and parameters: {'n_estimators': 221, 'learning_rate': 0.12931880653589406, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8212124691613535, 'colsample_bytree': 0.9113501677779263, 'gamma': 0.17091858704835855, 'reg_alpha': 0.16296762509070095, 'reg_lambda': 0.8007942406150726}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:12,575] Trial 187 finished with value: 0.755952380952381 and parameters: {'n_estimators': 209, 'learning_rate': 0.17938760266559023, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8523086037543792, 'colsample_bytree': 0.9249375678010581, 'gamma': 0.0883161503334457, 'reg_alpha': 0.17289601216138328, 'reg_lambda': 0.8427188814213018}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:13,086] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.15648814639849604, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8635525058843058, 'colsample_bytree': 0.9017450398451616, 'gamma': 0.2251118320237924, 'reg_alpha': 0.24442413201768504, 'reg_lambda': 0.9916842035093776}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:13,527] Trial 189 finished with value: 0.726190476190476 and parameters: {'n_estimators': 232, 'learning_rate': 0.13988811391241165, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8647762624498752, 'colsample_bytree': 0.9000850392146679, 'gamma': 0.40437629220468907, 'reg_alpha': 0.1837216849217777, 'reg_lambda': 1.005032149639962}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:13,873] Trial 190 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 65, 'learning_rate': 0.20127577588867723, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9166043034383008, 'colsample_bytree': 0.9483183871755732, 'gamma': 0.26109858325153956, 'reg_alpha': 0.5783999259676127, 'reg_lambda': 1.103165746044582}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:14,231] Trial 191 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 226, 'learning_rate': 0.15944702510266334, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8547069900292271, 'colsample_bytree': 0.9061231449273534, 'gamma': 0.18991365828638698, 'reg_alpha': 0.23998912021133115, 'reg_lambda': 0.8915825050712343}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:14,673] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 223, 'learning_rate': 0.15231898135739166, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8435828815544602, 'colsample_bytree': 0.9200835439620504, 'gamma': 0.35104055133132617, 'reg_alpha': 0.30974187185265084, 'reg_lambda': 0.9939982525241571}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:15,052] Trial 193 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 218, 'learning_rate': 0.16600001014445, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8326665988449758, 'colsample_bytree': 0.9314694202969797, 'gamma': 0.10214376140994874, 'reg_alpha': 0.25960998657862927, 'reg_lambda': 0.9243072470519536}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:15,533] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 239, 'learning_rate': 0.18102604328237695, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8706587524340597, 'colsample_bytree': 0.9118133165057966, 'gamma': 0.2504220521810532, 'reg_alpha': 0.14066815824598375, 'reg_lambda': 0.9906046363708448}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:15,940] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 236, 'learning_rate': 0.1801345058750814, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8711644180736612, 'colsample_bytree': 0.9100099288858032, 'gamma': 0.475868506927403, 'reg_alpha': 0.14272662312847484, 'reg_lambda': 0.9842253716196825}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:16,440] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.2060445086961237, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8864088746158241, 'colsample_bytree': 0.772323436332105, 'gamma': 0.3166048560660275, 'reg_alpha': 0.14963662015387802, 'reg_lambda': 1.0454057861981014}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:16,889] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.187476180858638, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8621086661066718, 'colsample_bytree': 0.8923389435804622, 'gamma': 0.25591640104491625, 'reg_alpha': 0.20096024495521242, 'reg_lambda': 1.1224376859506524}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:17,238] Trial 198 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 189, 'learning_rate': 0.14299408185775672, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8507618858918936, 'colsample_bytree': 0.790935999248122, 'gamma': 0.433755016869756, 'reg_alpha': 0.17775894539366283, 'reg_lambda': 1.182439067088954}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:17,595] Trial 199 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.1443217240073612, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8484818356990509, 'colsample_bytree': 0.9607470443385261, 'gamma': 0.35402777597172336, 'reg_alpha': 0.18499558937145943, 'reg_lambda': 1.227590332206743}. Best is trial 161 with value: 0.7797619047619049.
[I 2025-11-03 20:51:17,598] A new study created in memory with name: no-name-43f6665a-6dea-4973-9d08-abe6b4da4dbe
[I 2025-11-03 20:51:17,837] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 57, 'learning_rate': 0.12019908521266727, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.974172582357041, 'colsample_bytree': 0.9566485849507571, 'gamma': 2.5492358816706013, 'reg_alpha': 0.7467962627254092, 'reg_lambda': 1.7873060842722892}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:51:18,220] Trial 1 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 83, 'learning_rate': 0.05643930659954045, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7707597495037236, 'colsample_bytree': 0.9671648809752152, 'gamma': 3.7104853509756817, 'reg_alpha': 0.7925131702988083, 'reg_lambda': 2.8672770160441887}. Best is trial 1 with value: 0.6488095238095238.
[I 2025-11-03 20:51:18,491] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.04383919546596121, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7618983265246143, 'colsample_bytree': 0.8080190000420776, 'gamma': 1.1516269209041137, 'reg_alpha': 0.9145324082503055, 'reg_lambda': 2.9387442480971617}. Best is trial 1 with value: 0.6488095238095238.
[I 2025-11-03 20:51:18,810] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 86, 'learning_rate': 0.23311742567709942, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.7542930927959186, 'colsample_bytree': 0.6683264989017482, 'gamma': 2.525678581572805, 'reg_alpha': 0.060975139957718305, 'reg_lambda': 2.6786317613590613}. Best is trial 1 with value: 0.6488095238095238.
[I 2025-11-03 20:51:18,947] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.14478392583601146, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9767804070867708, 'colsample_bytree': 0.81433079320721, 'gamma': 4.108636625227159, 'reg_alpha': 0.6977494292785572, 'reg_lambda': 2.816612446348523}. Best is trial 1 with value: 0.6488095238095238.
[I 2025-11-03 20:51:19,399] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 206, 'learning_rate': 0.01353059040830045, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.7273581103767806, 'colsample_bytree': 0.6887267133400179, 'gamma': 2.7627302911589084, 'reg_alpha': 0.5958936968478337, 'reg_lambda': 2.3511200346790826}. Best is trial 1 with value: 0.6488095238095238.
[I 2025-11-03 20:51:19,678] Trial 6 finished with value: 0.6875 and parameters: {'n_estimators': 95, 'learning_rate': 0.20631002333736115, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6443764786462548, 'colsample_bytree': 0.680057941008383, 'gamma': 1.0367158541705646, 'reg_alpha': 0.13301590776231487, 'reg_lambda': 2.5962203504668513}. Best is trial 6 with value: 0.6875.
[I 2025-11-03 20:51:20,044] Trial 7 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 183, 'learning_rate': 0.0475867378077522, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9045960751544289, 'colsample_bytree': 0.8364888554656765, 'gamma': 0.7395703241194546, 'reg_alpha': 0.6039077818486864, 'reg_lambda': 2.49159341107512}. Best is trial 6 with value: 0.6875.
[I 2025-11-03 20:51:20,413] Trial 8 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 152, 'learning_rate': 0.016702818659335237, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6919978801981348, 'colsample_bytree': 0.8844046466131608, 'gamma': 1.622676171319899, 'reg_alpha': 0.4398872955896843, 'reg_lambda': 1.9501353128314922}. Best is trial 6 with value: 0.6875.
[I 2025-11-03 20:51:20,553] Trial 9 finished with value: 0.6577380952380951 and parameters: {'n_estimators': 48, 'learning_rate': 0.012791042012508127, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7427547006421475, 'colsample_bytree': 0.8963098544742514, 'gamma': 1.907742662562553, 'reg_alpha': 0.6134441475255265, 'reg_lambda': 1.5544925303473518}. Best is trial 6 with value: 0.6875.
[I 2025-11-03 20:51:20,831] Trial 10 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 21, 'learning_rate': 0.2921864891653142, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.610646226769482, 'colsample_bytree': 0.6241910193707219, 'gamma': 0.2370170905173028, 'reg_alpha': 0.0016757572200928328, 'reg_lambda': 0.579932963684402}. Best is trial 6 with value: 0.6875.
[I 2025-11-03 20:51:21,265] Trial 11 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 184, 'learning_rate': 0.044500852213599826, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.87158366148462, 'colsample_bytree': 0.739100530503235, 'gamma': 0.3781560097852289, 'reg_alpha': 0.34436945711329614, 'reg_lambda': 2.2598096364521685}. Best is trial 11 with value: 0.7142857142857142.
[I 2025-11-03 20:51:21,715] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.02874147083240226, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8603740732406798, 'colsample_bytree': 0.7155024331690614, 'gamma': 0.13670959494927412, 'reg_alpha': 0.2627802606689549, 'reg_lambda': 2.228548613604806}. Best is trial 11 with value: 0.7142857142857142.
[I 2025-11-03 20:51:22,171] Trial 13 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.02573923843316595, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.854063590009941, 'colsample_bytree': 0.7406376478409291, 'gamma': 0.020978435118827576, 'reg_alpha': 0.29341722599479575, 'reg_lambda': 1.3797539913829042}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:22,609] Trial 14 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 227, 'learning_rate': 0.024349604090045253, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8496390064445742, 'colsample_bytree': 0.7415613010896692, 'gamma': 4.812963148398563, 'reg_alpha': 0.3722369704400895, 'reg_lambda': 1.2690558142081068}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:22,978] Trial 15 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 247, 'learning_rate': 0.023016721596624757, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.822104349931433, 'colsample_bytree': 0.75866291629828, 'gamma': 4.681464783697857, 'reg_alpha': 0.25322190216163654, 'reg_lambda': 1.1457622742141509}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:23,426] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 218, 'learning_rate': 0.025331016747226123, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9271982196185551, 'colsample_bytree': 0.6115355998054453, 'gamma': 3.396675483948979, 'reg_alpha': 0.3860171204705969, 'reg_lambda': 1.2394778126687884}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:23,803] Trial 17 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 150, 'learning_rate': 0.09321820200316079, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9301109604612857, 'colsample_bytree': 0.6090791948949031, 'gamma': 3.2848894843567633, 'reg_alpha': 0.19493182345721796, 'reg_lambda': 0.8129683944471091}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:24,125] Trial 18 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 216, 'learning_rate': 0.0321062838357111, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.920516490911705, 'colsample_bytree': 0.6433649940675868, 'gamma': 3.1090797156642713, 'reg_alpha': 0.47571797044618136, 'reg_lambda': 1.3492159968974973}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:24,509] Trial 19 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 185, 'learning_rate': 0.0687446598559459, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8174849889573876, 'colsample_bytree': 0.7813158691680767, 'gamma': 1.9925262614265686, 'reg_alpha': 0.37327689333860176, 'reg_lambda': 0.9975027536685653}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:24,954] Trial 20 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 230, 'learning_rate': 0.010420088481306322, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8934224110514105, 'colsample_bytree': 0.6024014157798838, 'gamma': 3.5701494741203845, 'reg_alpha': 0.15095194633030584, 'reg_lambda': 1.5727953083824546}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:25,283] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 226, 'learning_rate': 0.01676682780223108, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8920602134084044, 'colsample_bytree': 0.6105325626567352, 'gamma': 3.973070616056745, 'reg_alpha': 0.13781520409004722, 'reg_lambda': 1.5102961063386733}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:25,656] Trial 22 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 198, 'learning_rate': 0.010007509193237325, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9446017273842842, 'colsample_bytree': 0.6618651058036527, 'gamma': 3.501313619497119, 'reg_alpha': 0.32674079183435256, 'reg_lambda': 1.9189889772559292}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:26,141] Trial 23 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 235, 'learning_rate': 0.018412221218555853, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9909185543247603, 'colsample_bytree': 0.7115681122647775, 'gamma': 4.336639673014625, 'reg_alpha': 0.23072840065363148, 'reg_lambda': 1.563128488944147}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:26,541] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.03200886919084564, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8386936921427078, 'colsample_bytree': 0.6451585766697169, 'gamma': 3.2240296044180288, 'reg_alpha': 0.44771565267601254, 'reg_lambda': 0.8729866493847018}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:27,002] Trial 25 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 209, 'learning_rate': 0.010255008939254491, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9462268678960746, 'colsample_bytree': 0.601030812661972, 'gamma': 3.6770011878221194, 'reg_alpha': 0.1361345518220572, 'reg_lambda': 1.3470926983122797}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:27,410] Trial 26 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.019921903604536596, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8930550814912773, 'colsample_bytree': 0.7035602946441912, 'gamma': 2.929750290867126, 'reg_alpha': 0.5267546340463922, 'reg_lambda': 1.1066585274430338}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:27,848] Trial 27 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 245, 'learning_rate': 0.021649777768372378, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8100951374528643, 'colsample_bytree': 0.6929636841654718, 'gamma': 2.8880847508890835, 'reg_alpha': 0.5293780305198543, 'reg_lambda': 0.5648484581042362}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:28,235] Trial 28 finished with value: 0.693452380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.035969843917598575, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8689743420181785, 'colsample_bytree': 0.7738153909361247, 'gamma': 2.1893116912053965, 'reg_alpha': 0.5323309749838856, 'reg_lambda': 1.120330857796687}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 20:51:28,622] Trial 29 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 197, 'learning_rate': 0.06467895754250605, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.96068138740923, 'colsample_bytree': 0.7190720327614463, 'gamma': 1.4778398791752292, 'reg_alpha': 0.7118294573586241, 'reg_lambda': 1.7494468543075752}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:28,985] Trial 30 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 130, 'learning_rate': 0.08341123152678735, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9627884146310424, 'colsample_bytree': 0.7245092145981571, 'gamma': 1.5077416228682716, 'reg_alpha': 0.8341048144937391, 'reg_lambda': 1.8027658974556837}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:29,462] Trial 31 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 236, 'learning_rate': 0.06358574908330662, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9971944703612947, 'colsample_bytree': 0.7568376542381033, 'gamma': 2.235475549755852, 'reg_alpha': 0.7026283535999268, 'reg_lambda': 1.7941188310089213}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:29,917] Trial 32 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 199, 'learning_rate': 0.11534305777749537, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9195437904154474, 'colsample_bytree': 0.6505466687411107, 'gamma': 0.6208267979399158, 'reg_alpha': 0.9557886631582996, 'reg_lambda': 1.2185957317816403}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:30,291] Trial 33 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 169, 'learning_rate': 0.12930114069987916, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7922949004830872, 'colsample_bytree': 0.6993594638954419, 'gamma': 0.6316752055980179, 'reg_alpha': 0.9910866240160353, 'reg_lambda': 0.7427902231809779}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:30,578] Trial 34 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 175, 'learning_rate': 0.12765223984053717, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7811035950008672, 'colsample_bytree': 0.9943731924205215, 'gamma': 1.1191611599352849, 'reg_alpha': 0.8112554680426443, 'reg_lambda': 0.8082056441585463}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:30,898] Trial 35 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.05359735517849618, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7905575192167826, 'colsample_bytree': 0.7043022383428992, 'gamma': 0.007168450166385787, 'reg_alpha': 0.8866598859159837, 'reg_lambda': 0.9882472410284716}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:31,184] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.03963837110945629, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.8365665304658108, 'colsample_bytree': 0.8258486898170363, 'gamma': 0.633009148266994, 'reg_alpha': 0.7538365139329866, 'reg_lambda': 0.6952073581775939}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:31,533] Trial 37 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 169, 'learning_rate': 0.0881151585405916, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8821315751144165, 'colsample_bytree': 0.7327390933329431, 'gamma': 1.4402872854772097, 'reg_alpha': 0.8867164986037221, 'reg_lambda': 2.0308796153547175}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:31,943] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 195, 'learning_rate': 0.1545864784516768, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7124285695599956, 'colsample_bytree': 0.7939963905479374, 'gamma': 0.9418517875219573, 'reg_alpha': 0.9761140338823282, 'reg_lambda': 1.004775132932246}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:32,380] Trial 39 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 211, 'learning_rate': 0.18366809242405013, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9684835704453616, 'colsample_bytree': 0.6858990353921818, 'gamma': 0.3823483257108934, 'reg_alpha': 0.6438016632481806, 'reg_lambda': 1.4021584959698095}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:32,693] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.10872120671832651, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.7601922311696561, 'colsample_bytree': 0.8477996411746992, 'gamma': 2.6393860586031153, 'reg_alpha': 0.6776663348611683, 'reg_lambda': 1.6786095241178323}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:33,104] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.10917956268268802, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9078473799956093, 'colsample_bytree': 0.6598719746457415, 'gamma': 0.6766140744915942, 'reg_alpha': 0.9771979524013577, 'reg_lambda': 1.1802864913316817}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:33,538] Trial 42 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.1509654713333298, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9072513438004892, 'colsample_bytree': 0.6761011436224469, 'gamma': 0.8455846862890835, 'reg_alpha': 0.9477049248189079, 'reg_lambda': 1.1018454268171773}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:33,927] Trial 43 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 195, 'learning_rate': 0.0718837286953252, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9496668768157824, 'colsample_bytree': 0.6689539294224978, 'gamma': 1.2820920712841755, 'reg_alpha': 0.7478848395866615, 'reg_lambda': 1.4230373004264443}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:34,316] Trial 44 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 177, 'learning_rate': 0.10104395372195095, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8563245395571911, 'colsample_bytree': 0.7011153765675848, 'gamma': 0.4356667150451694, 'reg_alpha': 0.9979526001875088, 'reg_lambda': 0.7104355987873425}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:34,719] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.10128167173031327, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8506708677027274, 'colsample_bytree': 0.7593121371328727, 'gamma': 0.46197052892945645, 'reg_alpha': 0.9088854939657154, 'reg_lambda': 0.6748331011899754}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:35,070] Trial 46 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 156, 'learning_rate': 0.07923223223743432, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7952982297882291, 'colsample_bytree': 0.7428487580141614, 'gamma': 0.16149713777689614, 'reg_alpha': 0.9897288688110003, 'reg_lambda': 0.6872127737244736}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:35,502] Trial 47 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 138, 'learning_rate': 0.13241813624370374, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8372231895479593, 'colsample_bytree': 0.6350556006950534, 'gamma': 0.7231596553736654, 'reg_alpha': 0.8456045466588793, 'reg_lambda': 0.8928078934545371}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:35,849] Trial 48 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 182, 'learning_rate': 0.053976936007473574, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6754248589942289, 'colsample_bytree': 0.6928285808363184, 'gamma': 1.6929145194359705, 'reg_alpha': 0.9313859606337223, 'reg_lambda': 0.510370614627262}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:36,281] Trial 49 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 188, 'learning_rate': 0.18218162377135852, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.737946862992914, 'colsample_bytree': 0.7201459585890482, 'gamma': 1.277267279843552, 'reg_alpha': 0.999644994502668, 'reg_lambda': 1.9793090410368717}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:36,626] Trial 50 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 202, 'learning_rate': 0.2755595830918864, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7795159882487662, 'colsample_bytree': 0.9326580382972811, 'gamma': 0.479285710757499, 'reg_alpha': 0.8714538459317108, 'reg_lambda': 0.7378792146052764}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:36,993] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.080027743704947, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8000926359201579, 'colsample_bytree': 0.7473294655694941, 'gamma': 0.11731759690609755, 'reg_alpha': 0.9780115698885852, 'reg_lambda': 0.6278588587289932}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:37,357] Trial 52 finished with value: 0.761904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.09852482813882192, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8226525500032548, 'colsample_bytree': 0.7286460621166677, 'gamma': 0.14116272116294176, 'reg_alpha': 0.7794462026384119, 'reg_lambda': 0.7635947505507055}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:37,763] Trial 53 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 118, 'learning_rate': 0.09653124291508644, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8640286097344095, 'colsample_bytree': 0.6609951436420067, 'gamma': 0.2778600745952291, 'reg_alpha': 0.9227198245222042, 'reg_lambda': 0.8982076395237872}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:38,155] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.06054895314687659, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.819337773328675, 'colsample_bytree': 0.7309090141300669, 'gamma': 0.9637338649927061, 'reg_alpha': 0.7674770792514979, 'reg_lambda': 0.7878824769258299}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:38,513] Trial 55 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 174, 'learning_rate': 0.10965501868189394, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8780467414626626, 'colsample_bytree': 0.777860076171213, 'gamma': 0.015739543717639637, 'reg_alpha': 0.7120128398793732, 'reg_lambda': 2.7991049362031983}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:38,853] Trial 56 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.1352895372526401, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8483745497725783, 'colsample_bytree': 0.7064146443216113, 'gamma': 0.5557533237064002, 'reg_alpha': 0.7970823684628053, 'reg_lambda': 2.1496387922840734}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:39,115] Trial 57 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 107, 'learning_rate': 0.13503742068721006, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8324214174815002, 'colsample_bytree': 0.7998023434098034, 'gamma': 0.5045178919291993, 'reg_alpha': 0.7923659827217276, 'reg_lambda': 2.499434507604824}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:39,462] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.17670568654320015, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.8526460772198385, 'colsample_bytree': 0.7086105698990679, 'gamma': 0.8471623589291448, 'reg_alpha': 0.6534992931261497, 'reg_lambda': 1.666493683757916}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:39,796] Trial 59 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 93, 'learning_rate': 0.22672087597557875, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8094029760397873, 'colsample_bytree': 0.6803974614576314, 'gamma': 0.30908902023022106, 'reg_alpha': 0.5763213529585501, 'reg_lambda': 2.0982897650590906}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:40,115] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 133, 'learning_rate': 0.07020169756658762, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.773973114899614, 'colsample_bytree': 0.7644868475364822, 'gamma': 1.1169750854272, 'reg_alpha': 0.0453464955840322, 'reg_lambda': 2.1856344662132092}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:40,541] Trial 61 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 189, 'learning_rate': 0.1620133355570646, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8258946038136867, 'colsample_bytree': 0.6983576486156704, 'gamma': 0.65492637689792, 'reg_alpha': 0.8565767549392638, 'reg_lambda': 1.8530498587693054}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:40,807] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.11873251401633965, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8600940977705721, 'colsample_bytree': 0.6286079361915071, 'gamma': 0.2018903812301009, 'reg_alpha': 0.8034823270597337, 'reg_lambda': 2.363997438458152}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:41,171] Trial 63 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 157, 'learning_rate': 0.04765176833205328, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.934039379508052, 'colsample_bytree': 0.7216593106875493, 'gamma': 0.5028876905356919, 'reg_alpha': 0.9200435558967766, 'reg_lambda': 0.9737668172088682}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:41,476] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 181, 'learning_rate': 0.09957568460445317, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8997580448449969, 'colsample_bytree': 0.6575842632654567, 'gamma': 0.7738328694069103, 'reg_alpha': 0.3041794907541046, 'reg_lambda': 1.4962881191098272}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:41,830] Trial 65 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.0968644969125379, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8441929627001834, 'colsample_bytree': 0.7154106157106157, 'gamma': 0.8154939967390908, 'reg_alpha': 0.3039983751744406, 'reg_lambda': 1.6145872643801118}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:42,279] Trial 66 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 168, 'learning_rate': 0.1388422068312363, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8073659826303259, 'colsample_bytree': 0.7466942669359117, 'gamma': 0.3298633711330583, 'reg_alpha': 0.4304757083234748, 'reg_lambda': 1.4562130579273025}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:42,602] Trial 67 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 177, 'learning_rate': 0.07387722830381431, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9814971696149254, 'colsample_bytree': 0.6790341955839215, 'gamma': 1.2994702982380046, 'reg_alpha': 0.29365752564075076, 'reg_lambda': 1.7186470384412842}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:42,943] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.01301741712136018, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8902712316019519, 'colsample_bytree': 0.6954827619137267, 'gamma': 0.040453085813350165, 'reg_alpha': 0.21186454851796827, 'reg_lambda': 0.5731834557891984}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:43,358] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 221, 'learning_rate': 0.08804840423873371, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8774936364795405, 'colsample_bytree': 0.730205542205537, 'gamma': 1.8015499277649203, 'reg_alpha': 0.41475497052782934, 'reg_lambda': 1.3165982908795169}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:43,693] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.061428389895941966, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9001522324624283, 'colsample_bytree': 0.651518575616885, 'gamma': 0.9614974195329706, 'reg_alpha': 0.7295657104047933, 'reg_lambda': 1.9011011186991071}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:44,200] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.09679359206089315, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8438615011667289, 'colsample_bytree': 0.7187766014311738, 'gamma': 0.4945919570137971, 'reg_alpha': 0.2819093636427303, 'reg_lambda': 1.5578807204616585}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:44,560] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.12317863846444321, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8239063381672144, 'colsample_bytree': 0.7082122444985293, 'gamma': 0.7611906403661536, 'reg_alpha': 0.33827448219646505, 'reg_lambda': 1.6377063622131702}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:45,006] Trial 73 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.10155404083733943, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8463406113379058, 'colsample_bytree': 0.7132206220717919, 'gamma': 0.2230914463343011, 'reg_alpha': 0.4738038656279025, 'reg_lambda': 1.755844914322445}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:45,431] Trial 74 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 171, 'learning_rate': 0.08463093507232025, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8637671651238752, 'colsample_bytree': 0.6852309521078788, 'gamma': 0.8392595676637272, 'reg_alpha': 0.3114883047597626, 'reg_lambda': 1.502357892968039}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:45,865] Trial 75 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 181, 'learning_rate': 0.0861858501895698, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8608871072903017, 'colsample_bytree': 0.6891925463500943, 'gamma': 0.5769405808513601, 'reg_alpha': 0.17577439852617666, 'reg_lambda': 1.4736784036365682}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:46,317] Trial 76 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 190, 'learning_rate': 0.015215117453888018, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9140947666557091, 'colsample_bytree': 0.6668052024031628, 'gamma': 0.3778621905238173, 'reg_alpha': 0.2490946529705271, 'reg_lambda': 1.2999409190027458}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:46,730] Trial 77 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 168, 'learning_rate': 0.07798332893143517, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8714634348836438, 'colsample_bytree': 0.6736260187066727, 'gamma': 1.0467528944362037, 'reg_alpha': 0.38006413463479755, 'reg_lambda': 1.3830023407933099}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:47,115] Trial 78 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 208, 'learning_rate': 0.0479240233615946, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.788635543309848, 'colsample_bytree': 0.7367874378169882, 'gamma': 1.4714313844757516, 'reg_alpha': 0.3246151276454501, 'reg_lambda': 1.5245273763318528}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:47,567] Trial 79 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 238, 'learning_rate': 0.1216497002825174, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6074576170974462, 'colsample_bytree': 0.6406560977309341, 'gamma': 0.8661954083591169, 'reg_alpha': 0.6011316497808561, 'reg_lambda': 1.047485416962644}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:48,048] Trial 80 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.11957063551599152, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.657637372304908, 'colsample_bytree': 0.6541034450505572, 'gamma': 0.8705219665121434, 'reg_alpha': 0.5025218468143255, 'reg_lambda': 1.0705170999775622}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:48,446] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 239, 'learning_rate': 0.10755205137646948, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6190603552453228, 'colsample_bytree': 0.6197146393609165, 'gamma': 1.2014904131308053, 'reg_alpha': 0.5893017135133646, 'reg_lambda': 1.0655642285491214}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:48,876] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.11090067491406141, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6086349294811736, 'colsample_bytree': 0.6207725352907575, 'gamma': 1.2080931205011187, 'reg_alpha': 0.5868729723410919, 'reg_lambda': 1.059505946482704}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:49,312] Trial 83 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 244, 'learning_rate': 0.06795396996020064, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6351856989615934, 'colsample_bytree': 0.6440512472948345, 'gamma': 1.3951059642244719, 'reg_alpha': 0.5491881265891033, 'reg_lambda': 1.2267564767580597}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:49,778] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 229, 'learning_rate': 0.1198612834615913, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6349893750719865, 'colsample_bytree': 0.6169767393072375, 'gamma': 1.5708067676253763, 'reg_alpha': 0.6281239335606242, 'reg_lambda': 1.1774945835152013}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:50,169] Trial 85 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.08973489105568783, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6201924557451198, 'colsample_bytree': 0.6334219138904066, 'gamma': 0.85555870817913, 'reg_alpha': 0.5711179513154576, 'reg_lambda': 0.845951307267765}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:50,621] Trial 86 finished with value: 0.738095238095238 and parameters: {'n_estimators': 214, 'learning_rate': 0.10328477235889058, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6567994014701116, 'colsample_bytree': 0.6481159005459728, 'gamma': 1.0698113821527793, 'reg_alpha': 0.4959684682797412, 'reg_lambda': 1.0605741414693466}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:51,064] Trial 87 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.16500749646753776, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6007106674945712, 'colsample_bytree': 0.6612478020633216, 'gamma': 0.9587202224754249, 'reg_alpha': 0.6741587158108725, 'reg_lambda': 0.9104688201483492}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:51,399] Trial 88 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.14885039305685507, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6607133966107068, 'colsample_bytree': 0.6575121479113366, 'gamma': 2.1701363469866912, 'reg_alpha': 0.6781171588803513, 'reg_lambda': 0.9291384436795291}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:51,764] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 233, 'learning_rate': 0.20857830007533282, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6033310987805502, 'colsample_bytree': 0.6850256617825935, 'gamma': 0.9382033990055914, 'reg_alpha': 0.6124898307130864, 'reg_lambda': 0.7738548286901765}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:52,211] Trial 90 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 222, 'learning_rate': 0.15797671428504323, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.710921583682419, 'colsample_bytree': 0.6684562991125943, 'gamma': 0.735019663717084, 'reg_alpha': 0.6734207874721485, 'reg_lambda': 0.9476357452278025}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:52,568] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 224, 'learning_rate': 0.08126231413140712, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6131546214723007, 'colsample_bytree': 0.6356412299815106, 'gamma': 1.2452403074183258, 'reg_alpha': 0.5477217774498827, 'reg_lambda': 1.045117183127965}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:53,023] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 241, 'learning_rate': 0.17047819008087423, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6198080709553712, 'colsample_bytree': 0.6540467762108462, 'gamma': 1.158732736663287, 'reg_alpha': 0.6409156463945438, 'reg_lambda': 1.1295254398300603}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:53,477] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 246, 'learning_rate': 0.06616959998252779, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6272277442760061, 'colsample_bytree': 0.6102550348190502, 'gamma': 0.37432958957691875, 'reg_alpha': 0.4963160960111254, 'reg_lambda': 1.256153507030279}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:53,901] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 232, 'learning_rate': 0.09198884182256147, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6470681003579832, 'colsample_bytree': 0.637884066586174, 'gamma': 0.13487759235167468, 'reg_alpha': 0.3582623974369497, 'reg_lambda': 0.8563423992304778}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:54,243] Trial 95 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 241, 'learning_rate': 0.07446725463443715, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6036725083696748, 'colsample_bytree': 0.6272872503237154, 'gamma': 1.357360244047821, 'reg_alpha': 0.7244640044930593, 'reg_lambda': 1.0110317998521337}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:54,609] Trial 96 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 250, 'learning_rate': 0.1975507040270414, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9563877096581003, 'colsample_bytree': 0.6019836322009859, 'gamma': 0.9339740301481603, 'reg_alpha': 0.597825989845294, 'reg_lambda': 0.6535579300598956}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:55,000] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 204, 'learning_rate': 0.05589716192055679, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6405941341843572, 'colsample_bytree': 0.6646481049604888, 'gamma': 0.7344465633911458, 'reg_alpha': 0.665602265285916, 'reg_lambda': 0.7219414923686447}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:55,394] Trial 98 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 217, 'learning_rate': 0.14385536334167848, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6706345888790188, 'colsample_bytree': 0.8641444263270759, 'gamma': 1.064643325705307, 'reg_alpha': 0.6977323698683127, 'reg_lambda': 0.917968276580645}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:55,833] Trial 99 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 229, 'learning_rate': 0.11658613745809067, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6240550089180754, 'colsample_bytree': 0.6414814458538283, 'gamma': 1.6441466558103701, 'reg_alpha': 0.4555495929246522, 'reg_lambda': 1.1568250629130215}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:56,251] Trial 100 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.10496270904526006, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9354901529527803, 'colsample_bytree': 0.6768970726850299, 'gamma': 0.6301152807288175, 'reg_alpha': 0.5178795419289398, 'reg_lambda': 1.3605535305715475}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:56,682] Trial 101 finished with value: 0.761904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.08998387403791731, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6517517588465866, 'colsample_bytree': 0.6273506658647703, 'gamma': 0.8314890652678473, 'reg_alpha': 0.5752379072457445, 'reg_lambda': 0.8342528336486112}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:57,148] Trial 102 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 244, 'learning_rate': 0.12375817864880255, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6010371498535014, 'colsample_bytree': 0.622388199290101, 'gamma': 0.8820776730964698, 'reg_alpha': 0.5605377423121176, 'reg_lambda': 0.8582407533875217}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:57,543] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 227, 'learning_rate': 0.08295459077171992, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6499847681489926, 'colsample_bytree': 0.6568389991764234, 'gamma': 0.420624557770116, 'reg_alpha': 0.39931095944725103, 'reg_lambda': 0.7967097982763868}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:58,010] Trial 104 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 195, 'learning_rate': 0.02818542274392252, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6939348940839091, 'colsample_bytree': 0.6850113995258975, 'gamma': 0.2548242884875964, 'reg_alpha': 0.6247626778613167, 'reg_lambda': 0.5263437405399028}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:58,428] Trial 105 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 241, 'learning_rate': 0.011436606978437328, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6141504284773782, 'colsample_bytree': 0.6183345207759077, 'gamma': 1.0078315537664901, 'reg_alpha': 0.7658826505734627, 'reg_lambda': 0.6364123064835593}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:58,880] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 173, 'learning_rate': 0.09201465052714847, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8860305888920669, 'colsample_bytree': 0.7005573856401262, 'gamma': 1.1714031286064461, 'reg_alpha': 0.5179008623296264, 'reg_lambda': 0.9758253393635314}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:59,340] Trial 107 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 235, 'learning_rate': 0.09845532411812688, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6354922734420851, 'colsample_bytree': 0.6313699329213303, 'gamma': 0.806376870575717, 'reg_alpha': 0.2711091932398487, 'reg_lambda': 1.4781086628601012}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:51:59,776] Trial 108 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 212, 'learning_rate': 0.11417864064987311, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8295223481576554, 'colsample_bytree': 0.7262894838175519, 'gamma': 0.5730656916027006, 'reg_alpha': 0.585592963908471, 'reg_lambda': 1.0824379641411244}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:00,253] Trial 109 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 245, 'learning_rate': 0.07589196862888749, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6858466739560118, 'colsample_bytree': 0.6458354920383386, 'gamma': 2.3739819718534503, 'reg_alpha': 0.2386941334069675, 'reg_lambda': 1.5966322474209833}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:00,580] Trial 110 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 181, 'learning_rate': 0.13275985991494993, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.900535769206944, 'colsample_bytree': 0.6733725354160532, 'gamma': 0.13010503227895592, 'reg_alpha': 0.6984247911348804, 'reg_lambda': 0.7596859452257796}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:01,006] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.08839696772797814, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6186972518184338, 'colsample_bytree': 0.6127911982706241, 'gamma': 0.8232493257367814, 'reg_alpha': 0.5668614866018054, 'reg_lambda': 0.827573966012821}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:01,430] Trial 112 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 231, 'learning_rate': 0.10599795291798143, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6220758544626516, 'colsample_bytree': 0.6348339565340727, 'gamma': 0.8665116411814524, 'reg_alpha': 0.6178077187022193, 'reg_lambda': 0.8592971090293422}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:01,785] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 225, 'learning_rate': 0.09335212034618413, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6103794430754477, 'colsample_bytree': 0.7514172366293349, 'gamma': 0.6554457221955241, 'reg_alpha': 0.315264165155093, 'reg_lambda': 0.9017568577825822}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:02,169] Trial 114 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 186, 'learning_rate': 0.059711398555559334, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6286165231559218, 'colsample_bytree': 0.6264979824125556, 'gamma': 1.0296442259825818, 'reg_alpha': 0.536724635370175, 'reg_lambda': 0.6156117114976593}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:02,624] Trial 115 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.08459209085870979, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8581462750553362, 'colsample_bytree': 0.651454533286389, 'gamma': 0.7241374022824585, 'reg_alpha': 0.6024495778010653, 'reg_lambda': 1.0200537056424974}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:03,012] Trial 116 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.11472553962353377, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6627644509812846, 'colsample_bytree': 0.6611037394047102, 'gamma': 0.5465428635596945, 'reg_alpha': 0.46973676335709125, 'reg_lambda': 1.2053401443213743}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:03,144] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 22, 'learning_rate': 0.1273167919837318, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8740846273345542, 'colsample_bytree': 0.69047746147455, 'gamma': 0.29451797804199575, 'reg_alpha': 0.6418641700486902, 'reg_lambda': 0.8278725961913334}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:03,585] Trial 118 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.10478287795494529, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6534186853489609, 'colsample_bytree': 0.6397716214363603, 'gamma': 0.4306243741025411, 'reg_alpha': 0.0823257159023521, 'reg_lambda': 0.7046403574273334}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:03,969] Trial 119 finished with value: 0.755952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.06986936822252683, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6408518711676687, 'colsample_bytree': 0.7715975438428191, 'gamma': 0.04043050010399475, 'reg_alpha': 0.2150103517986668, 'reg_lambda': 1.3170597026775028}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:04,410] Trial 120 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 219, 'learning_rate': 0.04386913994166183, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9857345616483302, 'colsample_bytree': 0.7940247485743297, 'gamma': 0.017006889764073545, 'reg_alpha': 0.19170179275579094, 'reg_lambda': 1.43319692918474}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:04,838] Trial 121 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.06486345683696178, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6331224434804458, 'colsample_bytree': 0.7551576423855887, 'gamma': 0.16766991077128668, 'reg_alpha': 0.8272971885250914, 'reg_lambda': 1.3299998829946842}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:05,290] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.050186996585085124, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6163549442270742, 'colsample_bytree': 0.7851458602627845, 'gamma': 1.1406231857520321, 'reg_alpha': 0.22609230620813664, 'reg_lambda': 1.5255172516185838}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:05,783] Trial 123 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 231, 'learning_rate': 0.07322345494743741, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6389756193445824, 'colsample_bytree': 0.7639531528740413, 'gamma': 0.251167120707977, 'reg_alpha': 0.15386026704841743, 'reg_lambda': 1.705098096956501}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:06,170] Trial 124 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.08016612867018834, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.8673243669508945, 'colsample_bytree': 0.8115567021150415, 'gamma': 0.06336315469657286, 'reg_alpha': 0.5687825018771596, 'reg_lambda': 1.2604368119181746}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:06,614] Trial 125 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.039424379765914556, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6698495324193522, 'colsample_bytree': 0.7698581983290013, 'gamma': 0.8750152313860453, 'reg_alpha': 0.5067542687020457, 'reg_lambda': 1.4113863202198365}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:07,002] Trial 126 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.08947730065952371, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.6446121337469953, 'colsample_bytree': 0.7402094385468663, 'gamma': 3.9571824997503144, 'reg_alpha': 0.25737353924911716, 'reg_lambda': 1.1113471860871034}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:07,485] Trial 127 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 235, 'learning_rate': 0.09880241153891808, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9708123878929195, 'colsample_bytree': 0.7132928575397718, 'gamma': 0.39376191775371194, 'reg_alpha': 0.1055778303950678, 'reg_lambda': 0.9621222060621487}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:07,907] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.08551451879180756, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6080816150271696, 'colsample_bytree': 0.6085970447118978, 'gamma': 1.3190332716349948, 'reg_alpha': 0.7420441734926053, 'reg_lambda': 0.7438000681987346}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:08,497] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.07177629054594051, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8384602590370116, 'colsample_bytree': 0.7341932318817559, 'gamma': 0.974456503423689, 'reg_alpha': 0.36052064340072115, 'reg_lambda': 1.2993870116425623}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:08,893] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 169, 'learning_rate': 0.057811935300565255, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8173443811494814, 'colsample_bytree': 0.6708570484737704, 'gamma': 0.713376828299293, 'reg_alpha': 0.7781985251943037, 'reg_lambda': 1.0153908473372322}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:09,321] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.09215096368721822, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8542056700072482, 'colsample_bytree': 0.6406925961571973, 'gamma': 0.1955302245202887, 'reg_alpha': 0.65556778335531, 'reg_lambda': 0.8599275019507243}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:09,758] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.10850526924637932, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6292432338272503, 'colsample_bytree': 0.6314743196771907, 'gamma': 0.1013138906341794, 'reg_alpha': 0.35983119618776244, 'reg_lambda': 0.9237571888515106}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:10,194] Trial 133 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 228, 'learning_rate': 0.07943758856692275, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6477706451023132, 'colsample_bytree': 0.6496699697238902, 'gamma': 4.919001764235011, 'reg_alpha': 0.28877356618059136, 'reg_lambda': 0.7859966215507856}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:10,545] Trial 134 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.09407738098123399, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6432227723075924, 'colsample_bytree': 0.6240403131419308, 'gamma': 0.12224082893614857, 'reg_alpha': 0.3368639271490829, 'reg_lambda': 0.8533649796734464}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:10,944] Trial 135 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 159, 'learning_rate': 0.06870171141494757, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6002796567191374, 'colsample_bytree': 0.6595132049488752, 'gamma': 0.49985645742582396, 'reg_alpha': 0.31024326266196245, 'reg_lambda': 1.1597923169737414}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:11,332] Trial 136 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 243, 'learning_rate': 0.10200504956497214, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6256009353800321, 'colsample_bytree': 0.6365066294562458, 'gamma': 0.2834021612545639, 'reg_alpha': 0.41586817045397895, 'reg_lambda': 0.948674411338134}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:11,731] Trial 137 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 207, 'learning_rate': 0.12309409133849634, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9223824701821636, 'colsample_bytree': 0.7016180493605894, 'gamma': 0.77572084285032, 'reg_alpha': 0.2693434106294389, 'reg_lambda': 1.0766907956390581}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:12,167] Trial 138 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 216, 'learning_rate': 0.11333247756768079, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6608615848062568, 'colsample_bytree': 0.7213615827168235, 'gamma': 0.618366509596805, 'reg_alpha': 0.6880495040253801, 'reg_lambda': 0.7055051449204011}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:12,584] Trial 139 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.06336581834410777, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6145860468975861, 'colsample_bytree': 0.9258132283588382, 'gamma': 0.011523988088870313, 'reg_alpha': 0.21409876874132172, 'reg_lambda': 1.4861345153902505}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:13,095] Trial 140 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.019459837658623372, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6837885326097223, 'colsample_bytree': 0.6817028708343468, 'gamma': 1.1014757700853361, 'reg_alpha': 0.548886017036348, 'reg_lambda': 1.375238768258038}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:13,540] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 229, 'learning_rate': 0.08331765730410597, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6492882359379095, 'colsample_bytree': 0.6535674481835125, 'gamma': 0.41396346201992124, 'reg_alpha': 0.4275296763248985, 'reg_lambda': 0.8216510429664324}. Best is trial 29 with value: 0.7678571428571428.
[I 2025-11-03 20:52:13,921] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 239, 'learning_rate': 0.07731319816254799, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6544098704049779, 'colsample_bytree': 0.6673910538553331, 'gamma': 0.33609954915971096, 'reg_alpha': 0.3939156113714045, 'reg_lambda': 0.7847761054810894}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:14,371] Trial 143 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 238, 'learning_rate': 0.09572326248748303, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6643444423069018, 'colsample_bytree': 0.6659813059985561, 'gamma': 0.32740251257275227, 'reg_alpha': 0.32923432680200043, 'reg_lambda': 0.6135777543854657}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:14,877] Trial 144 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.07780683621857483, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6665431627767555, 'colsample_bytree': 0.6645958606980219, 'gamma': 0.925377313442173, 'reg_alpha': 0.5971112144906731, 'reg_lambda': 0.5512153565262573}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:15,268] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 247, 'learning_rate': 0.07580872335006458, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6743342093155842, 'colsample_bytree': 0.6685150411393538, 'gamma': 0.32727029298940374, 'reg_alpha': 0.38781945492134856, 'reg_lambda': 0.5573665442473222}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:15,604] Trial 146 finished with value: 0.738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.24726756755946988, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7004309929083404, 'colsample_bytree': 0.6847101185740501, 'gamma': 0.5809986678882146, 'reg_alpha': 0.29608278207968114, 'reg_lambda': 0.5994203098580714}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:16,065] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.06930888225307683, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6801756135136429, 'colsample_bytree': 0.6962184935005871, 'gamma': 0.9480881211130205, 'reg_alpha': 0.3292891007072143, 'reg_lambda': 0.6819990300309081}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:16,516] Trial 148 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.09719645996654058, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6675781180110394, 'colsample_bytree': 0.6633557977475375, 'gamma': 1.1961367341072076, 'reg_alpha': 0.7161040605430815, 'reg_lambda': 0.6447649426171029}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:16,961] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.14106615321894306, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6545069589328624, 'colsample_bytree': 0.6753326196079996, 'gamma': 0.5089967592893183, 'reg_alpha': 0.6266732955303782, 'reg_lambda': 0.5139600813902477}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:17,422] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.07649067307388614, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7406575535353054, 'colsample_bytree': 0.6917689332418218, 'gamma': 0.1952321739701798, 'reg_alpha': 0.592169018363349, 'reg_lambda': 0.5896691763280274}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:17,816] Trial 151 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 238, 'learning_rate': 0.08767946381835025, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6579112714747299, 'colsample_bytree': 0.6456330503927029, 'gamma': 0.7645488538556364, 'reg_alpha': 0.4870015844470704, 'reg_lambda': 0.7385145450289372}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:18,392] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 235, 'learning_rate': 0.0849197543880538, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7510069826893193, 'colsample_bytree': 0.6530382000669346, 'gamma': 0.7023324813349014, 'reg_alpha': 0.44119993811881836, 'reg_lambda': 0.6496174144222026}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:18,751] Trial 153 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.0988998770444528, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.6655925053487759, 'colsample_bytree': 0.6460884364916725, 'gamma': 1.0156379081157658, 'reg_alpha': 0.5341620077678558, 'reg_lambda': 0.7813157288690725}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:19,222] Trial 154 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 247, 'learning_rate': 0.08900117431254875, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6556076300787241, 'colsample_bytree': 0.6617716872867029, 'gamma': 0.8202277470110388, 'reg_alpha': 0.6068630837839593, 'reg_lambda': 1.8160048601392378}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:19,656] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 239, 'learning_rate': 0.10702976588483172, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8010519614397592, 'colsample_bytree': 0.679525561542828, 'gamma': 0.8963318538480769, 'reg_alpha': 0.3454995596319394, 'reg_lambda': 0.7459235051220068}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:19,973] Trial 156 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 186, 'learning_rate': 0.08078764306507827, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6764456432113679, 'colsample_bytree': 0.8246681604320931, 'gamma': 0.6523251273424777, 'reg_alpha': 0.5003066335111042, 'reg_lambda': 1.6310771864610898}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:20,428] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 245, 'learning_rate': 0.11873668750811696, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8833365949617434, 'colsample_bytree': 0.7067374887388049, 'gamma': 2.0327371033925963, 'reg_alpha': 0.48907933341919124, 'reg_lambda': 0.5555606742835408}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:20,789] Trial 158 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.06461914946128007, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6372999695866897, 'colsample_bytree': 0.667452631593428, 'gamma': 0.3665088692176176, 'reg_alpha': 0.4619383031402999, 'reg_lambda': 0.7047001544584406}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:21,113] Trial 159 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 221, 'learning_rate': 0.05334481226024476, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6426413301458959, 'colsample_bytree': 0.6462818937941331, 'gamma': 1.056482803199999, 'reg_alpha': 0.40320145962543297, 'reg_lambda': 0.9064421830146003}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:21,481] Trial 160 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 233, 'learning_rate': 0.07410772186477718, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7263918723978264, 'colsample_bytree': 0.7304838144371733, 'gamma': 1.4825211490618688, 'reg_alpha': 0.37776354924203565, 'reg_lambda': 1.5781150861512685}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:21,853] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.09104017299667704, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6246219628722987, 'colsample_bytree': 0.6186633625992259, 'gamma': 0.8007991054134103, 'reg_alpha': 0.5761127199618026, 'reg_lambda': 0.7509466183915738}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:22,252] Trial 162 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 243, 'learning_rate': 0.10058507117247265, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6595506968580541, 'colsample_bytree': 0.63005571531494, 'gamma': 0.9358459355251366, 'reg_alpha': 0.5627161296829789, 'reg_lambda': 0.6744993715146781}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:22,655] Trial 163 finished with value: 0.755952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.08957966091959936, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6085103745136141, 'colsample_bytree': 0.6569690228348136, 'gamma': 0.7596789169487198, 'reg_alpha': 0.6363458531863477, 'reg_lambda': 0.5001407356190428}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:23,144] Trial 164 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 228, 'learning_rate': 0.07868272170765825, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.611162946139016, 'colsample_bytree': 0.6603089639513096, 'gamma': 0.7390970076711505, 'reg_alpha': 0.6584866374367123, 'reg_lambda': 2.96423032006986}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:23,509] Trial 165 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 234, 'learning_rate': 0.09497518287731295, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6319037717815742, 'colsample_bytree': 0.6730761018051868, 'gamma': 1.2166084661160967, 'reg_alpha': 0.6431641464485213, 'reg_lambda': 0.541538430688726}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:23,977] Trial 166 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.11081353861288577, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9405927814607868, 'colsample_bytree': 0.6524766307641716, 'gamma': 0.47733140531506935, 'reg_alpha': 0.6223171300237462, 'reg_lambda': 2.025731079008093}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:24,318] Trial 167 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 71, 'learning_rate': 0.08755779081096478, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6081677222861018, 'colsample_bytree': 0.6868804952057577, 'gamma': 0.5749992686504798, 'reg_alpha': 0.6738271849799925, 'reg_lambda': 0.5104433055086309}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:24,769] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.06914473710979406, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8462909743991462, 'colsample_bytree': 0.6421453645871195, 'gamma': 0.25757284752238996, 'reg_alpha': 0.3027028099566225, 'reg_lambda': 0.6238805299410415}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:25,091] Trial 169 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 171, 'learning_rate': 0.016487492906707094, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8940767161566205, 'colsample_bytree': 0.7442890258116435, 'gamma': 4.559065342204818, 'reg_alpha': 0.5920985971948128, 'reg_lambda': 0.5942647745498406}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:25,551] Trial 170 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 242, 'learning_rate': 0.024033140979975148, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6893053915190516, 'colsample_bytree': 0.6673085432447756, 'gamma': 0.09550337356396177, 'reg_alpha': 0.8923083607216146, 'reg_lambda': 1.522758544926417}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:26,031] Trial 171 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 237, 'learning_rate': 0.08490214747208083, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6010037156719387, 'colsample_bytree': 0.6372255089976901, 'gamma': 0.8897498595326768, 'reg_alpha': 0.6047724929702758, 'reg_lambda': 0.7939154138378332}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:26,325] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.10462712717321089, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6156450447004685, 'colsample_bytree': 0.6586305296543526, 'gamma': 0.799764961516614, 'reg_alpha': 0.5783263434546028, 'reg_lambda': 0.8738893151742321}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:26,683] Trial 173 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 231, 'learning_rate': 0.09236372694869024, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6219737515359198, 'colsample_bytree': 0.6284846022961277, 'gamma': 1.0141016226829154, 'reg_alpha': 0.2719263446553213, 'reg_lambda': 0.7026866995126946}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:27,015] Trial 174 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.084544420199561, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.652694704146447, 'colsample_bytree': 0.6449717574136785, 'gamma': 1.1098300411406166, 'reg_alpha': 0.6368811042218794, 'reg_lambda': 1.2114076901717232}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:27,520] Trial 175 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 246, 'learning_rate': 0.09556702398126733, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8335789704263644, 'colsample_bytree': 0.6095939542789913, 'gamma': 0.6920991781715997, 'reg_alpha': 0.5475232817657649, 'reg_lambda': 0.9800199314655723}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:27,938] Trial 176 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.1251587676921948, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.6408865221731409, 'colsample_bytree': 0.718835806854196, 'gamma': 3.020812684684967, 'reg_alpha': 0.5191222826840144, 'reg_lambda': 0.8080613547886515}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:28,308] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.07213581199149714, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6296743097724281, 'colsample_bytree': 0.653293040382006, 'gamma': 0.0015263391109922343, 'reg_alpha': 0.2392707563044137, 'reg_lambda': 1.4346784931617333}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:28,692] Trial 178 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.10344504660869372, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9558743803865984, 'colsample_bytree': 0.6367201106898016, 'gamma': 0.8512914337531364, 'reg_alpha': 0.3173215623864157, 'reg_lambda': 1.055651159114036}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:29,120] Trial 179 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.08097617058466326, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8172377844157711, 'colsample_bytree': 0.6774542638458069, 'gamma': 0.9452209218333906, 'reg_alpha': 0.6610828566215351, 'reg_lambda': 0.7461877495855133}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:29,635] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.11332719527502674, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6179033252298286, 'colsample_bytree': 0.7112001421050562, 'gamma': 0.6148458272311674, 'reg_alpha': 0.6158982924947258, 'reg_lambda': 1.286974155360409}. Best is trial 142 with value: 0.7678571428571429.
[I 2025-11-03 20:52:30,031] Trial 181 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.08943436288598088, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6497464432962943, 'colsample_bytree': 0.6222448786130634, 'gamma': 0.1370242466154723, 'reg_alpha': 0.374507134714377, 'reg_lambda': 0.8781816240232868}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:30,480] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 237, 'learning_rate': 0.08921931394761934, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6621339545793149, 'colsample_bytree': 0.621074359526257, 'gamma': 0.1823791527736343, 'reg_alpha': 0.34378192282285336, 'reg_lambda': 0.9356514411753497}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:30,895] Trial 183 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.09860490339619875, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8645393105541936, 'colsample_bytree': 0.6238443341433961, 'gamma': 0.29325677777173254, 'reg_alpha': 0.2851640129019292, 'reg_lambda': 1.1266206081097798}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:31,306] Trial 184 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 224, 'learning_rate': 0.08987718780576656, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6457864476290107, 'colsample_bytree': 0.6013218656182349, 'gamma': 2.7289125676318164, 'reg_alpha': 0.9514899084203456, 'reg_lambda': 0.8335126203652826}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:31,785] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.07762742918725367, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6088915676391514, 'colsample_bytree': 0.6483523372504697, 'gamma': 0.42146886225893065, 'reg_alpha': 0.39580622859340975, 'reg_lambda': 0.8846262591360682}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:32,172] Trial 186 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.060986968513217256, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6537460874841517, 'colsample_bytree': 0.6150390078511614, 'gamma': 0.08059866263646465, 'reg_alpha': 0.36061706679160466, 'reg_lambda': 0.6057467944784809}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:32,639] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.10775594732336019, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6744634805337335, 'colsample_bytree': 0.6644509188772384, 'gamma': 0.19153507132941905, 'reg_alpha': 0.6898472987258392, 'reg_lambda': 1.0072453473155139}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:33,060] Trial 188 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 193, 'learning_rate': 0.03383413332424521, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6670313771431245, 'colsample_bytree': 0.6356906478668933, 'gamma': 0.7634783746364648, 'reg_alpha': 0.32762894114768465, 'reg_lambda': 0.782601511679704}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:33,487] Trial 189 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.08248768156021424, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6328830348869074, 'colsample_bytree': 0.6944036964375434, 'gamma': 0.3166342119389485, 'reg_alpha': 0.5948897936090305, 'reg_lambda': 0.6607617225662952}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:33,960] Trial 190 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 231, 'learning_rate': 0.09622165412394854, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6234635193340926, 'colsample_bytree': 0.7866379088025801, 'gamma': 0.8706621099252374, 'reg_alpha': 0.5566775871256973, 'reg_lambda': 1.3704773787679039}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:34,393] Trial 191 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 237, 'learning_rate': 0.09087137141668099, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6456844505554981, 'colsample_bytree': 0.6401393088609767, 'gamma': 0.1385949538326462, 'reg_alpha': 0.37040870119621416, 'reg_lambda': 0.8596872325469094}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:34,820] Trial 192 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 229, 'learning_rate': 0.07616226936454051, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6502232468609377, 'colsample_bytree': 0.9921976399297217, 'gamma': 0.11801559160968726, 'reg_alpha': 0.34218364260026346, 'reg_lambda': 0.50242967627056}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:35,253] Trial 193 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 242, 'learning_rate': 0.1010170146596677, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.660583735304304, 'colsample_bytree': 0.6318718886045812, 'gamma': 0.035043323399168276, 'reg_alpha': 0.4158488215234294, 'reg_lambda': 0.9095293314467063}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:35,671] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.08563670556637175, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6372037216486577, 'colsample_bytree': 0.6549865193073191, 'gamma': 0.2274532165844032, 'reg_alpha': 0.3139679298367316, 'reg_lambda': 0.7295545727842531}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:36,133] Trial 195 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 198, 'learning_rate': 0.027493563214463182, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7698066324559191, 'colsample_bytree': 0.6460011874346301, 'gamma': 0.3790563593397591, 'reg_alpha': 0.3596515428828428, 'reg_lambda': 0.8122827448590909}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:36,549] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.09371805509329585, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6020197141270189, 'colsample_bytree': 0.6731332742740026, 'gamma': 1.0371981674254642, 'reg_alpha': 0.5769950659308963, 'reg_lambda': 0.9593153942974434}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:37,027] Trial 197 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 220, 'learning_rate': 0.16874937725306716, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6676632842432189, 'colsample_bytree': 0.7267765963424793, 'gamma': 0.5026391537777892, 'reg_alpha': 0.38212525267724895, 'reg_lambda': 0.8540437013034894}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:37,426] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.06612658180910773, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6490910038290437, 'colsample_bytree': 0.6595498861573278, 'gamma': 0.6483011070732707, 'reg_alpha': 0.17244627803321058, 'reg_lambda': 1.7367322275514874}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:37,957] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.11174435592005423, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8517935685841335, 'colsample_bytree': 0.6268219313551757, 'gamma': 0.7467533382746012, 'reg_alpha': 0.7469526443234727, 'reg_lambda': 0.6759998368908255}. Best is trial 181 with value: 0.7797619047619048.
[I 2025-11-03 20:52:37,960] A new study created in memory with name: no-name-ea7d0da1-458a-4db7-bef5-c354458812cf
[I 2025-11-03 20:52:38,280] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.08580775506164073, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7820016810546501, 'colsample_bytree': 0.6378138345301217, 'gamma': 4.307624475523518, 'reg_alpha': 0.7914993928568621, 'reg_lambda': 0.7325953648966178}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:52:38,605] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 122, 'learning_rate': 0.03435161128738555, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8224498543159967, 'colsample_bytree': 0.8306968459483212, 'gamma': 1.651967469766014, 'reg_alpha': 0.4239645578632628, 'reg_lambda': 2.8044413230664667}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:52:38,948] Trial 2 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 214, 'learning_rate': 0.22113096765694784, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6701086599221736, 'colsample_bytree': 0.9228872113969566, 'gamma': 4.87618413266328, 'reg_alpha': 0.1018129389521224, 'reg_lambda': 0.5672392557636797}. Best is trial 2 with value: 0.6994047619047619.
[I 2025-11-03 20:52:39,372] Trial 3 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 231, 'learning_rate': 0.0836399433324349, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6935469608810938, 'colsample_bytree': 0.9223370882176747, 'gamma': 2.7668760175329306, 'reg_alpha': 0.08305410240160693, 'reg_lambda': 2.2924306640487537}. Best is trial 2 with value: 0.6994047619047619.
[I 2025-11-03 20:52:39,696] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.28733011229016264, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.9226902654159848, 'colsample_bytree': 0.7796354305918725, 'gamma': 1.7580495562112486, 'reg_alpha': 0.22529676914693353, 'reg_lambda': 1.9811467609759683}. Best is trial 2 with value: 0.6994047619047619.
[I 2025-11-03 20:52:40,093] Trial 5 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 233, 'learning_rate': 0.028587493085218574, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9121148640778032, 'colsample_bytree': 0.8955919501656413, 'gamma': 4.331962023693702, 'reg_alpha': 0.5259623305671771, 'reg_lambda': 1.7020831778801713}. Best is trial 2 with value: 0.6994047619047619.
[I 2025-11-03 20:52:40,338] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 132, 'learning_rate': 0.23349289383611305, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7637821128061553, 'colsample_bytree': 0.8510903622924643, 'gamma': 3.8069173961622944, 'reg_alpha': 0.384152046660574, 'reg_lambda': 0.5502231011849935}. Best is trial 2 with value: 0.6994047619047619.
[I 2025-11-03 20:52:40,604] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.016903190578970037, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.7197332178363799, 'colsample_bytree': 0.6629586169181481, 'gamma': 0.11722600317201848, 'reg_alpha': 0.3109284490980825, 'reg_lambda': 2.1642456040788023}. Best is trial 2 with value: 0.6994047619047619.
[I 2025-11-03 20:52:40,865] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 164, 'learning_rate': 0.1577398957297697, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8406076369334811, 'colsample_bytree': 0.7872399251848167, 'gamma': 3.998881011611193, 'reg_alpha': 0.6864292529683901, 'reg_lambda': 0.7373786252291854}. Best is trial 2 with value: 0.6994047619047619.
[I 2025-11-03 20:52:41,170] Trial 9 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 144, 'learning_rate': 0.24594834031277799, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8849544551978068, 'colsample_bytree': 0.8983666983933409, 'gamma': 3.884015210830187, 'reg_alpha': 0.20049970310302734, 'reg_lambda': 2.9660265294011556}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:52:41,359] Trial 10 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 51, 'learning_rate': 0.09352635700132789, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9974942037519167, 'colsample_bytree': 0.9895544096756842, 'gamma': 3.047442577827294, 'reg_alpha': 0.9695726514698576, 'reg_lambda': 2.8729835541518094}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:52:41,678] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 183, 'learning_rate': 0.16135066709687404, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6030142384203847, 'colsample_bytree': 0.9759043427160354, 'gamma': 4.815759910970142, 'reg_alpha': 0.044343757477836976, 'reg_lambda': 1.329700127378368}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:52:42,090] Trial 12 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 188, 'learning_rate': 0.14189380828912268, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6035799783278014, 'colsample_bytree': 0.9157110083430733, 'gamma': 4.967000675965515, 'reg_alpha': 0.17320310826476043, 'reg_lambda': 1.3183692452681395}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:52:42,533] Trial 13 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 205, 'learning_rate': 0.2694140172165714, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9091922769932519, 'colsample_bytree': 0.7095146336104553, 'gamma': 3.3976932906977004, 'reg_alpha': 0.015732509900095948, 'reg_lambda': 1.1753081831981214}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:52:42,918] Trial 14 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 157, 'learning_rate': 0.04879103685786364, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.6757763996379751, 'colsample_bytree': 0.8800789423822049, 'gamma': 2.157399807986263, 'reg_alpha': 0.19013382126156192, 'reg_lambda': 2.6512035933810654}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:52:43,150] Trial 15 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 26, 'learning_rate': 0.1818780075534417, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8647705337128506, 'colsample_bytree': 0.9583558677844617, 'gamma': 3.6115981415716996, 'reg_alpha': 0.5481293647417649, 'reg_lambda': 2.4727966062446307}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:52:43,464] Trial 16 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 81, 'learning_rate': 0.010214514196265687, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9885773259701791, 'colsample_bytree': 0.7445863425110125, 'gamma': 4.934580455921604, 'reg_alpha': 0.22520928298584228, 'reg_lambda': 1.7682734583262134}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:52:43,841] Trial 17 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.11134698029076927, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7339057278204627, 'colsample_bytree': 0.8472525665204699, 'gamma': 0.7122811470023069, 'reg_alpha': 0.330506213440124, 'reg_lambda': 1.0934780225818366}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:52:44,221] Trial 18 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 156, 'learning_rate': 0.20914461933480066, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6569452839940499, 'colsample_bytree': 0.9271922003576758, 'gamma': 4.4292388028520655, 'reg_alpha': 0.10236445315408066, 'reg_lambda': 1.4945551056717603}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:52:44,649] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 190, 'learning_rate': 0.05759105913545143, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.858963855082899, 'colsample_bytree': 0.8691191293755127, 'gamma': 3.208803719877647, 'reg_alpha': 0.6101576638284718, 'reg_lambda': 0.9550220009695491}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:52:45,011] Trial 20 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.11740531478434821, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9488726044684895, 'colsample_bytree': 0.9473291004355835, 'gamma': 2.339194892487908, 'reg_alpha': 0.3031828822715412, 'reg_lambda': 1.9783546878742388}. Best is trial 20 with value: 0.7261904761904762.
[I 2025-11-03 20:52:45,403] Trial 21 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 249, 'learning_rate': 0.13387300763918467, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9532099394175009, 'colsample_bytree': 0.9511812694429718, 'gamma': 2.4504105601750523, 'reg_alpha': 0.2886720156607069, 'reg_lambda': 1.950086663152791}. Best is trial 20 with value: 0.7261904761904762.
[I 2025-11-03 20:52:45,787] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.11702696806537638, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.954639325558171, 'colsample_bytree': 0.9582272485784752, 'gamma': 2.362260152237608, 'reg_alpha': 0.4333843483151117, 'reg_lambda': 2.1029141736438013}. Best is trial 22 with value: 0.7380952380952381.
[I 2025-11-03 20:52:46,257] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.060895653933598366, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9590329533770092, 'colsample_bytree': 0.9553703813268288, 'gamma': 2.2370045008101886, 'reg_alpha': 0.439937514230595, 'reg_lambda': 1.979981695976618}. Best is trial 22 with value: 0.7380952380952381.
[I 2025-11-03 20:52:46,766] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.0632215809415201, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9583596735808234, 'colsample_bytree': 0.9921355762904345, 'gamma': 1.32734498704671, 'reg_alpha': 0.45230057941230917, 'reg_lambda': 2.220866866379192}. Best is trial 22 with value: 0.7380952380952381.
[I 2025-11-03 20:52:47,121] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 224, 'learning_rate': 0.039759574917120614, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.956125648165832, 'colsample_bytree': 0.9512988365146932, 'gamma': 2.195647314389231, 'reg_alpha': 0.6497430035475076, 'reg_lambda': 1.7273614714335315}. Best is trial 22 with value: 0.7380952380952381.
[I 2025-11-03 20:52:47,515] Trial 26 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 242, 'learning_rate': 0.06497800874936956, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9351828062243095, 'colsample_bytree': 0.9945948979860938, 'gamma': 2.7562410918615035, 'reg_alpha': 0.4142273832924347, 'reg_lambda': 1.9766975212935818}. Best is trial 22 with value: 0.7380952380952381.
[I 2025-11-03 20:52:47,968] Trial 27 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 204, 'learning_rate': 0.10823085664117936, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8854211172517714, 'colsample_bytree': 0.9594078547622295, 'gamma': 1.2021663052617342, 'reg_alpha': 0.49115858120938055, 'reg_lambda': 2.506100861447762}. Best is trial 22 with value: 0.7380952380952381.
[I 2025-11-03 20:52:48,329] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 175, 'learning_rate': 0.07452399963023015, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9799795275295659, 'colsample_bytree': 0.8074882588609182, 'gamma': 2.0293399631063944, 'reg_alpha': 0.3492279851774262, 'reg_lambda': 2.3654475379487048}. Best is trial 22 with value: 0.7380952380952381.
[I 2025-11-03 20:52:48,766] Trial 29 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 220, 'learning_rate': 0.10851971339050026, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7898905778505431, 'colsample_bytree': 0.6001208510496372, 'gamma': 2.8252532245093445, 'reg_alpha': 0.774127554937194, 'reg_lambda': 1.524299928957748}. Best is trial 22 with value: 0.7380952380952381.
[I 2025-11-03 20:52:49,186] Trial 30 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 220, 'learning_rate': 0.12227362345469768, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7847711894208967, 'colsample_bytree': 0.6008552205410244, 'gamma': 2.874033330941657, 'reg_alpha': 0.8184026205216369, 'reg_lambda': 1.5638276739467694}. Best is trial 22 with value: 0.7380952380952381.
[I 2025-11-03 20:52:49,582] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.11962215377187396, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.805611095451893, 'colsample_bytree': 0.6122320124679953, 'gamma': 2.7975903725296076, 'reg_alpha': 0.8631941653531525, 'reg_lambda': 1.5597999371273177}. Best is trial 22 with value: 0.7380952380952381.
[I 2025-11-03 20:52:49,997] Trial 32 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.0911050413463151, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7891139929350137, 'colsample_bytree': 0.600943658508743, 'gamma': 2.799035367987292, 'reg_alpha': 0.8771459952788591, 'reg_lambda': 1.5077567298202434}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:50,373] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 207, 'learning_rate': 0.08996021477274864, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8088555534252496, 'colsample_bytree': 0.6187637306795728, 'gamma': 2.631350618301328, 'reg_alpha': 0.8929520925129071, 'reg_lambda': 1.513847410244068}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:50,744] Trial 34 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 194, 'learning_rate': 0.07878431219379188, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7591431056557824, 'colsample_bytree': 0.6629940260228534, 'gamma': 1.7409601830789787, 'reg_alpha': 0.7566239612131277, 'reg_lambda': 1.351782660239084}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:51,173] Trial 35 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 229, 'learning_rate': 0.09613169632294812, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8269588469645094, 'colsample_bytree': 0.6362073662103048, 'gamma': 3.218166900168138, 'reg_alpha': 0.9846449609498803, 'reg_lambda': 1.8110965597314364}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:51,529] Trial 36 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 221, 'learning_rate': 0.1848327647509596, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.801051789936952, 'colsample_bytree': 0.6837192314877011, 'gamma': 2.5649057923804657, 'reg_alpha': 0.8606091478423388, 'reg_lambda': 1.6660301918502705}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:51,877] Trial 37 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.050972954547283164, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7776889943966917, 'colsample_bytree': 0.6092884390294188, 'gamma': 1.8996891303982304, 'reg_alpha': 0.7534744205519825, 'reg_lambda': 0.9707692560403622}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:52,251] Trial 38 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 171, 'learning_rate': 0.02993720667560015, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7426896946198326, 'colsample_bytree': 0.6368820550729298, 'gamma': 2.9901147667914385, 'reg_alpha': 0.9058593628906093, 'reg_lambda': 1.4325546784918084}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:52,663] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.14138821566675802, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7138122555365184, 'colsample_bytree': 0.7338418091207963, 'gamma': 1.5235801023281783, 'reg_alpha': 0.7238540963842952, 'reg_lambda': 2.1257447725216245}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:53,118] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.07108200659731144, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8312465864456015, 'colsample_bytree': 0.6606841242394027, 'gamma': 3.4801821283384586, 'reg_alpha': 0.8295246957691561, 'reg_lambda': 1.857332778970777}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:53,490] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 218, 'learning_rate': 0.12070296116618559, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7888966948717901, 'colsample_bytree': 0.6037366323281037, 'gamma': 2.8741712657505802, 'reg_alpha': 0.793326176344074, 'reg_lambda': 1.5953294641912537}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:53,864] Trial 42 finished with value: 0.738095238095238 and parameters: {'n_estimators': 216, 'learning_rate': 0.10264259136760762, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7892915536937078, 'colsample_bytree': 0.6242067352944638, 'gamma': 2.683820941739188, 'reg_alpha': 0.9310187421978912, 'reg_lambda': 1.626364799016041}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:54,265] Trial 43 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 211, 'learning_rate': 0.08699876042824017, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7597922138419282, 'colsample_bytree': 0.6309947598284866, 'gamma': 2.511853406068385, 'reg_alpha': 0.9043152355862638, 'reg_lambda': 1.6491563707489898}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:54,668] Trial 44 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 234, 'learning_rate': 0.16882596611736905, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8552119693629865, 'colsample_bytree': 0.6802013691800189, 'gamma': 3.243119058099314, 'reg_alpha': 0.9665244187637129, 'reg_lambda': 2.0995655672667386}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:55,015] Trial 45 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 179, 'learning_rate': 0.0971487489092785, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8020336210936541, 'colsample_bytree': 0.6514907149374132, 'gamma': 2.9899995330431377, 'reg_alpha': 0.9420342046194666, 'reg_lambda': 1.2107947868787279}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:55,342] Trial 46 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 199, 'learning_rate': 0.13237237214275552, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8150462028482706, 'colsample_bytree': 0.6154233157371697, 'gamma': 3.6812086983978616, 'reg_alpha': 0.8374720247242748, 'reg_lambda': 1.6248435309401086}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:55,822] Trial 47 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 236, 'learning_rate': 0.20993230771196236, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7022306333207392, 'colsample_bytree': 0.6910878985796031, 'gamma': 1.9531943249482375, 'reg_alpha': 0.6077950763737943, 'reg_lambda': 1.4035418137305282}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:56,215] Trial 48 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 227, 'learning_rate': 0.1578314319788975, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8860257428127835, 'colsample_bytree': 0.624756187653588, 'gamma': 2.731669678987918, 'reg_alpha': 0.7098257246187358, 'reg_lambda': 1.841045027818533}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:56,521] Trial 49 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 215, 'learning_rate': 0.09995327758462527, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7701428225994019, 'colsample_bytree': 0.6472118522116199, 'gamma': 4.15727671258764, 'reg_alpha': 0.8007090543019949, 'reg_lambda': 1.2729822890529878}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:56,799] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.0793448345050627, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8436934452065612, 'colsample_bytree': 0.7629631097292366, 'gamma': 3.1164778554734376, 'reg_alpha': 0.8717676538058218, 'reg_lambda': 1.0999987598936045}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:57,185] Trial 51 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 216, 'learning_rate': 0.11103811025575683, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.746570297089443, 'colsample_bytree': 0.6066825547527758, 'gamma': 2.8557542700141934, 'reg_alpha': 0.9299777612481361, 'reg_lambda': 1.5617431070435965}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:57,623] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 202, 'learning_rate': 0.12127495151382557, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7921571878014568, 'colsample_bytree': 0.6018616523209338, 'gamma': 2.4097310413820807, 'reg_alpha': 0.7524640582905362, 'reg_lambda': 1.4684276562058023}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:58,005] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 185, 'learning_rate': 0.12516083408977768, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7853115158715266, 'colsample_bytree': 0.6230623327799993, 'gamma': 2.4307910032083493, 'reg_alpha': 0.6646298210952677, 'reg_lambda': 1.4355806864079115}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:58,426] Trial 54 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 207, 'learning_rate': 0.14837961260796714, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.638923575148937, 'colsample_bytree': 0.708971821250259, 'gamma': 3.4542707013687437, 'reg_alpha': 0.7897191568269493, 'reg_lambda': 1.742089057177143}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:58,880] Trial 55 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 237, 'learning_rate': 0.017888937170753027, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7278562547966237, 'colsample_bytree': 0.6704957122299956, 'gamma': 2.2810435224242833, 'reg_alpha': 0.5645860516878546, 'reg_lambda': 1.881825419821987}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:59,271] Trial 56 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 228, 'learning_rate': 0.18450138476899383, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8150301927104286, 'colsample_bytree': 0.6479394145528957, 'gamma': 2.5213466518126126, 'reg_alpha': 0.9951565598201413, 'reg_lambda': 1.2309088073309744}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:59,621] Trial 57 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 82, 'learning_rate': 0.040490727035123276, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8417513774965322, 'colsample_bytree': 0.8072254166176311, 'gamma': 2.6676349002308437, 'reg_alpha': 0.8618251330234745, 'reg_lambda': 1.6134283220328651}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:52:59,996] Trial 58 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 201, 'learning_rate': 0.0870241263426641, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7573104493284851, 'colsample_bytree': 0.704653978527373, 'gamma': 2.052202454155233, 'reg_alpha': 0.9347821943808289, 'reg_lambda': 0.6526924760432611}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:53:00,339] Trial 59 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 191, 'learning_rate': 0.0685656139787856, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9038865164658471, 'colsample_bytree': 0.8268073335463793, 'gamma': 1.5809951607307935, 'reg_alpha': 0.4891081239409425, 'reg_lambda': 1.350322678250707}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:53:00,757] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 188, 'learning_rate': 0.06917113487452332, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.9145851200676307, 'colsample_bytree': 0.8993310925368367, 'gamma': 1.0041730297783866, 'reg_alpha': 0.46792852607791663, 'reg_lambda': 0.9137980349435479}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:53:01,138] Trial 61 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.12230495060258444, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9760101603813778, 'colsample_bytree': 0.8197388124902083, 'gamma': 0.3935562356573561, 'reg_alpha': 0.388106036761171, 'reg_lambda': 1.351306694389732}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:53:01,490] Trial 62 finished with value: 0.75 and parameters: {'n_estimators': 213, 'learning_rate': 0.1021860761254993, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8999315972996927, 'colsample_bytree': 0.8436769530616437, 'gamma': 1.5956809835306762, 'reg_alpha': 0.5544947153566326, 'reg_lambda': 1.1273001569657848}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:53:01,939] Trial 63 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.10191938642733905, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.8997218914115709, 'colsample_bytree': 0.8542181691652386, 'gamma': 1.3522678523936484, 'reg_alpha': 0.5312695424769817, 'reg_lambda': 1.0429737452100214}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:53:03,169] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.0818290416589868, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8749060246837935, 'colsample_bytree': 0.8383387273997814, 'gamma': 1.6026079581168475, 'reg_alpha': 0.5744204935045968, 'reg_lambda': 0.8627621935761662}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:53:03,632] Trial 65 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 167, 'learning_rate': 0.05610335136437271, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9314932553172626, 'colsample_bytree': 0.774880192500735, 'gamma': 0.8152176341990878, 'reg_alpha': 0.2662272643962159, 'reg_lambda': 1.2611737231794822}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:53:04,028] Trial 66 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 244, 'learning_rate': 0.14325304687620294, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9019892088973115, 'colsample_bytree': 0.8761587911331296, 'gamma': 1.4987806752461537, 'reg_alpha': 0.6008266112391318, 'reg_lambda': 1.1132164637243935}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:53:04,440] Trial 67 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 194, 'learning_rate': 0.10521536341054565, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9348743586360222, 'colsample_bytree': 0.7888085994321069, 'gamma': 2.106783000743226, 'reg_alpha': 0.48561038598812706, 'reg_lambda': 1.7463400559373907}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:53:04,916] Trial 68 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 241, 'learning_rate': 0.06689534661201717, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9718725104698624, 'colsample_bytree': 0.8339331167370388, 'gamma': 1.7049506288937382, 'reg_alpha': 0.41636325096092197, 'reg_lambda': 1.1563303804153868}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:53:05,175] Trial 69 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 65, 'learning_rate': 0.04513121056461945, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8679183310125393, 'colsample_bytree': 0.9320617565168754, 'gamma': 1.9284251276177287, 'reg_alpha': 0.5158396942617456, 'reg_lambda': 2.7223390063132236}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:05,488] Trial 70 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 75, 'learning_rate': 0.0448724291760996, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8757323863175677, 'colsample_bytree': 0.9260973656060651, 'gamma': 1.848520504359, 'reg_alpha': 0.37438274361768986, 'reg_lambda': 2.601304961798155}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:05,831] Trial 71 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 35, 'learning_rate': 0.04611168579999431, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8563769338566913, 'colsample_bytree': 0.966037532853763, 'gamma': 1.2104370760559497, 'reg_alpha': 0.5022050018103767, 'reg_lambda': 2.27068675534397}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:06,078] Trial 72 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 113, 'learning_rate': 0.03327351763732142, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9986358420903239, 'colsample_bytree': 0.9821990533587586, 'gamma': 2.2105180185243993, 'reg_alpha': 0.44751305107393086, 'reg_lambda': 2.850236947828771}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:06,406] Trial 73 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 108, 'learning_rate': 0.025089406678783177, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9438817368094572, 'colsample_bytree': 0.9812740459776875, 'gamma': 2.2934257232320348, 'reg_alpha': 0.5183819342152076, 'reg_lambda': 2.826755459531488}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:06,676] Trial 74 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 62, 'learning_rate': 0.0317566717363837, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9952813073045498, 'colsample_bytree': 0.9447180479372141, 'gamma': 2.142301420258094, 'reg_alpha': 0.4500543616457571, 'reg_lambda': 2.735545193712665}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:06,940] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 94, 'learning_rate': 0.024594530828950585, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9238067975601895, 'colsample_bytree': 0.9136450517792929, 'gamma': 1.756961727060219, 'reg_alpha': 0.3643370992038858, 'reg_lambda': 2.948691047574566}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:07,340] Trial 76 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 127, 'learning_rate': 0.034163987537735356, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9143181134274873, 'colsample_bytree': 0.9385776696246912, 'gamma': 1.8834007664381982, 'reg_alpha': 0.4225112761822999, 'reg_lambda': 2.694950758769611}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:07,639] Trial 77 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 49, 'learning_rate': 0.0388859001236509, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9673413832779436, 'colsample_bytree': 0.9821277679107588, 'gamma': 1.4917117204424155, 'reg_alpha': 0.1478014291128556, 'reg_lambda': 2.9814933919465125}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:07,968] Trial 78 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 120, 'learning_rate': 0.059307397565148724, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8944859348376075, 'colsample_bytree': 0.9681289216663265, 'gamma': 2.6562446823021904, 'reg_alpha': 0.3208411878928039, 'reg_lambda': 2.4847385858592634}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:08,268] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.05109267137704024, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8692901809011424, 'colsample_bytree': 0.9977902400364832, 'gamma': 1.9922383755943942, 'reg_alpha': 0.4703783777685672, 'reg_lambda': 2.400259550225297}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:08,520] Trial 80 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 105, 'learning_rate': 0.05251658238106514, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8782129997233449, 'colsample_bytree': 0.9996133489881538, 'gamma': 1.9940635179319885, 'reg_alpha': 0.39502324561960994, 'reg_lambda': 2.3621453879414904}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:08,864] Trial 81 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 94, 'learning_rate': 0.07448303530874452, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9864936297020223, 'colsample_bytree': 0.9764058517198992, 'gamma': 2.343146716259078, 'reg_alpha': 0.48004013089643444, 'reg_lambda': 2.544016948589364}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:09,142] Trial 82 finished with value: 0.738095238095238 and parameters: {'n_estimators': 104, 'learning_rate': 0.037289789250536075, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8652093799427063, 'colsample_bytree': 0.9386122080588675, 'gamma': 1.380730567320494, 'reg_alpha': 0.5427926536467735, 'reg_lambda': 2.7753763511442355}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:09,414] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.09138027641745361, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8325447942042314, 'colsample_bytree': 0.8231218246240439, 'gamma': 1.8468917870845016, 'reg_alpha': 0.513530998884227, 'reg_lambda': 2.8557139232369573}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:09,730] Trial 84 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 69, 'learning_rate': 0.04410136662065137, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8316528459714937, 'colsample_bytree': 0.8587986745101803, 'gamma': 1.6258192599726053, 'reg_alpha': 0.5136489167174649, 'reg_lambda': 2.8742422614642775}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:10,086] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.09180953844062743, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8626133229889961, 'colsample_bytree': 0.8165016752526292, 'gamma': 1.8673075761842575, 'reg_alpha': 0.6389718411691855, 'reg_lambda': 2.621221394719974}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:10,406] Trial 86 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 48, 'learning_rate': 0.04868547213127149, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.850765920722377, 'colsample_bytree': 0.8917852746212578, 'gamma': 2.1475517426382202, 'reg_alpha': 0.4539602460328536, 'reg_lambda': 2.374072520016824}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:10,728] Trial 87 finished with value: 0.738095238095238 and parameters: {'n_estimators': 64, 'learning_rate': 0.026824375005439008, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8166337974210186, 'colsample_bytree': 0.9858965165850732, 'gamma': 1.8043235405058708, 'reg_alpha': 0.5747077136963358, 'reg_lambda': 2.0764443556740635}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:11,028] Trial 88 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.07375687618143624, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.8928539664969921, 'colsample_bytree': 0.8438436897586495, 'gamma': 1.1490902020179814, 'reg_alpha': 0.44454668273720616, 'reg_lambda': 2.9052064993882785}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:11,350] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.061573044473600805, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8303153452458619, 'colsample_bytree': 0.8233445662714286, 'gamma': 1.9939015984104955, 'reg_alpha': 0.5517180358254672, 'reg_lambda': 2.822364493468993}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:11,661] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 99, 'learning_rate': 0.0625376397130327, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8696650949744591, 'colsample_bytree': 0.9669434421843628, 'gamma': 2.019373798539154, 'reg_alpha': 0.3397603747806063, 'reg_lambda': 2.6923659810466245}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:12,012] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.05597755399207539, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8311210360097421, 'colsample_bytree': 0.8249667380304506, 'gamma': 2.208944822322102, 'reg_alpha': 0.5504907846208486, 'reg_lambda': 2.8434645119597635}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:12,455] Trial 92 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 77, 'learning_rate': 0.05726148192388732, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.848128260798846, 'colsample_bytree': 0.7987344960133974, 'gamma': 2.2007036402075864, 'reg_alpha': 0.6301656424753688, 'reg_lambda': 2.7967906770618436}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:12,798] Trial 93 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.051645271888300474, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8264977249466801, 'colsample_bytree': 0.8673453557102069, 'gamma': 2.3970522113693913, 'reg_alpha': 0.469794186112016, 'reg_lambda': 2.922822718258896}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:13,185] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 87, 'learning_rate': 0.04126832490136797, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8388260006452545, 'colsample_bytree': 0.7450508539988758, 'gamma': 2.2654775481244167, 'reg_alpha': 0.5523235210723195, 'reg_lambda': 2.756569909419185}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:13,467] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.0476574042700496, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8050893915599279, 'colsample_bytree': 0.8300821446393549, 'gamma': 2.515557228979376, 'reg_alpha': 0.5995993016850967, 'reg_lambda': 2.1781459707130737}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:13,723] Trial 96 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 59, 'learning_rate': 0.021256922741448598, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9421599225682633, 'colsample_bytree': 0.8070058901259819, 'gamma': 1.5930020642190381, 'reg_alpha': 0.399316852472283, 'reg_lambda': 2.556615214548434}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:14,130] Trial 97 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 94, 'learning_rate': 0.05423826429327511, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9636071822760628, 'colsample_bytree': 0.7745823161425262, 'gamma': 1.9916911179605226, 'reg_alpha': 0.5326312690041577, 'reg_lambda': 2.3952526252044386}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:14,461] Trial 98 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 38, 'learning_rate': 0.03545003304354055, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9193040367410994, 'colsample_bytree': 0.7952008152603405, 'gamma': 2.5884628562592216, 'reg_alpha': 0.6756044243365495, 'reg_lambda': 2.695123964484045}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:14,912] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.0665489013332983, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.7763822776406754, 'colsample_bytree': 0.9589637689638991, 'gamma': 1.71544681087296, 'reg_alpha': 0.5838701539353592, 'reg_lambda': 2.0248815712372688}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:15,205] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.0813814998737854, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8203944315959132, 'colsample_bytree': 0.9931467922177915, 'gamma': 2.9700968731857107, 'reg_alpha': 0.505734985929195, 'reg_lambda': 1.3765308194217594}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:15,442] Trial 101 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 73, 'learning_rate': 0.010723082193184916, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8352719351418951, 'colsample_bytree': 0.8269385178555794, 'gamma': 1.9365482456021492, 'reg_alpha': 0.48810121746231777, 'reg_lambda': 2.838722399312258}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:15,692] Trial 102 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 80, 'learning_rate': 0.1138971245528613, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8867898511088493, 'colsample_bytree': 0.8189072021005083, 'gamma': 1.4555785992900634, 'reg_alpha': 0.4337711687155059, 'reg_lambda': 2.8549305472937982}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:15,908] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 67, 'learning_rate': 0.06109968062878152, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9045349532379817, 'colsample_bytree': 0.8506171355845261, 'gamma': 2.1396656773488725, 'reg_alpha': 0.5536097943531889, 'reg_lambda': 2.9974426104083305}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:16,177] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 59, 'learning_rate': 0.09281166754986342, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8105830624903124, 'colsample_bytree': 0.8418793099597471, 'gamma': 4.5578524758103445, 'reg_alpha': 0.4686679156183623, 'reg_lambda': 2.8981160867482876}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:16,422] Trial 105 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.08439385754473594, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7980493877035741, 'colsample_bytree': 0.8619003406147163, 'gamma': 2.8143072930780586, 'reg_alpha': 0.520095076368015, 'reg_lambda': 1.6828389597904176}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:16,917] Trial 106 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 225, 'learning_rate': 0.0433142151999182, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8461764917395027, 'colsample_bytree': 0.8120343132407043, 'gamma': 2.0624534167154116, 'reg_alpha': 0.5341729537287592, 'reg_lambda': 2.655324100099899}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:17,348] Trial 107 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.07811210720780357, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.82587343748438, 'colsample_bytree': 0.9998760203868328, 'gamma': 1.7892670020630823, 'reg_alpha': 0.4968436971549746, 'reg_lambda': 1.4711718442110617}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:17,815] Trial 108 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 238, 'learning_rate': 0.0713354549785654, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8234054346048275, 'colsample_bytree': 0.999176568336627, 'gamma': 1.7114066306276856, 'reg_alpha': 0.4240543305720667, 'reg_lambda': 1.5346383780480233}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:18,243] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.0794701565904885, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7970411700221625, 'colsample_bytree': 0.9719583980484869, 'gamma': 2.3971808654755824, 'reg_alpha': 0.6200492608956911, 'reg_lambda': 1.2919518112249124}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:18,489] Trial 110 finished with value: 0.738095238095238 and parameters: {'n_estimators': 117, 'learning_rate': 0.09848617357102306, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8799909496787087, 'colsample_bytree': 0.9881183439331322, 'gamma': 2.240530440414724, 'reg_alpha': 0.3592818078930464, 'reg_lambda': 1.4647708591188424}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:18,932] Trial 111 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.1282769285932024, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8547114783871267, 'colsample_bytree': 0.8224372042870687, 'gamma': 1.8630766087900976, 'reg_alpha': 0.49872917329827915, 'reg_lambda': 1.906624947672261}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:19,256] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.06520133160119684, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8340571151265238, 'colsample_bytree': 0.7871029089346793, 'gamma': 1.6171356350721766, 'reg_alpha': 0.5819782196796729, 'reg_lambda': 2.7422340655197743}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:19,679] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 246, 'learning_rate': 0.1067457721455092, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8712215102020442, 'colsample_bytree': 0.9809790060978039, 'gamma': 1.8220649852585178, 'reg_alpha': 0.7067249507288903, 'reg_lambda': 2.7975994811908453}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:19,912] Trial 114 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 44, 'learning_rate': 0.08953253463188698, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8134655172724197, 'colsample_bytree': 0.8317926827112505, 'gamma': 1.9445139317715234, 'reg_alpha': 0.45223866997106726, 'reg_lambda': 1.321619014954396}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:20,262] Trial 115 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 219, 'learning_rate': 0.13406926995725557, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7727803733547405, 'colsample_bytree': 0.9169837489366498, 'gamma': 1.2527724048933653, 'reg_alpha': 0.5541847563971831, 'reg_lambda': 1.4999054973182655}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:20,640] Trial 116 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 231, 'learning_rate': 0.05659366415885866, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9253087709355173, 'colsample_bytree': 0.8828051522809249, 'gamma': 1.0949624003649425, 'reg_alpha': 0.46708683076032936, 'reg_lambda': 1.4307902718773977}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:20,845] Trial 117 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 56, 'learning_rate': 0.08495945143949774, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8266526054510112, 'colsample_bytree': 0.9561954748602748, 'gamma': 2.0775790634124496, 'reg_alpha': 0.884066924039766, 'reg_lambda': 1.7916734019329645}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:21,155] Trial 118 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 90, 'learning_rate': 0.07680690650220358, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9814437780350124, 'colsample_bytree': 0.6155397054547574, 'gamma': 3.130933288027446, 'reg_alpha': 0.4072077939392327, 'reg_lambda': 1.57293390823159}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:21,617] Trial 119 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 224, 'learning_rate': 0.06867067613562992, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8607198358308202, 'colsample_bytree': 0.9765100135401784, 'gamma': 3.3188365414419607, 'reg_alpha': 0.8421043567232126, 'reg_lambda': 2.4511140016767916}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:22,031] Trial 120 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.049244670914918263, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9489330196407275, 'colsample_bytree': 0.8045935332550199, 'gamma': 2.4735251298068333, 'reg_alpha': 0.49665489565693255, 'reg_lambda': 1.1883596961525806}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:22,409] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 109, 'learning_rate': 0.050926196986054134, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.825687146599219, 'colsample_bytree': 0.8688779152700279, 'gamma': 2.3549668845997194, 'reg_alpha': 0.47682663872884595, 'reg_lambda': 2.93553357265082}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:22,767] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.11417585182320256, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8054525399323551, 'colsample_bytree': 0.835779409100734, 'gamma': 2.339132834340604, 'reg_alpha': 0.5193569269703887, 'reg_lambda': 2.9301870897804903}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:23,089] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 100, 'learning_rate': 0.05985416605525541, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8442737277279676, 'colsample_bytree': 0.8472508397776046, 'gamma': 2.1849551171584523, 'reg_alpha': 0.48218837079993193, 'reg_lambda': 2.8512510943985996}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:23,469] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 111, 'learning_rate': 0.0527886359319362, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.821998382163272, 'colsample_bytree': 0.9064562325537024, 'gamma': 2.2072911834287887, 'reg_alpha': 0.43036136640767986, 'reg_lambda': 2.942364561349954}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:23,828] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 110, 'learning_rate': 0.06242493662349429, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8432410088387292, 'colsample_bytree': 0.9063235379806657, 'gamma': 2.2115783742645765, 'reg_alpha': 0.4289162909974712, 'reg_lambda': 2.931814352422134}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:24,108] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 111, 'learning_rate': 0.062494517754568185, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9996627133384929, 'colsample_bytree': 0.9075621747806861, 'gamma': 2.184578058426727, 'reg_alpha': 0.38007257512384623, 'reg_lambda': 2.961688966067116}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:24,412] Trial 127 finished with value: 0.5 and parameters: {'n_estimators': 103, 'learning_rate': 0.054517826488576955, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.8387313191123439, 'colsample_bytree': 0.9315528549901725, 'gamma': 2.274187611495604, 'reg_alpha': 0.42966425980287926, 'reg_lambda': 2.8176048924494754}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:24,696] Trial 128 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 117, 'learning_rate': 0.05855067360999157, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8194344994400286, 'colsample_bytree': 0.8874588275945168, 'gamma': 2.363314830353558, 'reg_alpha': 0.4430024163264509, 'reg_lambda': 2.8813283721297713}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:25,048] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 126, 'learning_rate': 0.07181889878385107, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8448084581944862, 'colsample_bytree': 0.8762398247155976, 'gamma': 2.6053628155462327, 'reg_alpha': 0.3022996838075991, 'reg_lambda': 2.951529110824634}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:25,417] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 127, 'learning_rate': 0.062268087173940216, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8441127414511626, 'colsample_bytree': 0.9014061984800974, 'gamma': 2.5950361398070614, 'reg_alpha': 0.2691863759591265, 'reg_lambda': 2.9497570734589798}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:25,659] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 109, 'learning_rate': 0.06420921554232811, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8497864592996485, 'colsample_bytree': 0.9013316510414096, 'gamma': 2.4840105643721855, 'reg_alpha': 0.28020804150812034, 'reg_lambda': 2.9984514795490367}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:25,968] Trial 132 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 127, 'learning_rate': 0.07094946807410916, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8574287632228392, 'colsample_bytree': 0.8722297204924744, 'gamma': 2.5924451734190157, 'reg_alpha': 0.24037773094552994, 'reg_lambda': 2.9251827696266135}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:26,266] Trial 133 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 139, 'learning_rate': 0.06138577118954453, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8412026091097603, 'colsample_bytree': 0.9040608206118207, 'gamma': 2.9294816189966997, 'reg_alpha': 0.2202088952605183, 'reg_lambda': 2.8731204065577325}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:26,735] Trial 134 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 131, 'learning_rate': 0.05340692039467144, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8249072163555171, 'colsample_bytree': 0.8924149804372674, 'gamma': 2.5837988994553176, 'reg_alpha': 0.25192820039965125, 'reg_lambda': 2.9464292496229327}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:27,088] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.07471686165638274, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8474843488389945, 'colsample_bytree': 0.8642037242236046, 'gamma': 2.739680157952166, 'reg_alpha': 0.1731401041235238, 'reg_lambda': 2.805626409227392}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:27,432] Trial 136 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 122, 'learning_rate': 0.04691215557353813, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8301632838971995, 'colsample_bytree': 0.8787863089637844, 'gamma': 2.102595462273375, 'reg_alpha': 0.4821948565805833, 'reg_lambda': 2.7235623916972025}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:27,798] Trial 137 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 124, 'learning_rate': 0.05830993567861365, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8424849143961594, 'colsample_bytree': 0.8515568685079761, 'gamma': 2.216017682778653, 'reg_alpha': 0.313197668577927, 'reg_lambda': 2.773874172544141}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:28,222] Trial 138 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.04227588809493075, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8641252171341706, 'colsample_bytree': 0.9135057927331824, 'gamma': 2.683071051973351, 'reg_alpha': 0.2923868778749719, 'reg_lambda': 2.902804472490329}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:28,602] Trial 139 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 100, 'learning_rate': 0.06524423846806539, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8134637758748395, 'colsample_bytree': 0.8552824732351307, 'gamma': 1.7387884615057383, 'reg_alpha': 0.09879237971660526, 'reg_lambda': 0.8068629272609645}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:28,870] Trial 140 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 107, 'learning_rate': 0.0496129174414582, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8543299320852672, 'colsample_bytree': 0.8744795913937491, 'gamma': 2.467057711976188, 'reg_alpha': 0.016703676285948377, 'reg_lambda': 2.828581979954066}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:29,246] Trial 141 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 103, 'learning_rate': 0.07000289852104954, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8208800210908748, 'colsample_bytree': 0.9311962947587478, 'gamma': 2.3198679161830755, 'reg_alpha': 0.3442889631702596, 'reg_lambda': 1.0049835064640489}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:29,555] Trial 142 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 147, 'learning_rate': 0.05545790084038249, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8317435288487102, 'colsample_bytree': 0.8865581616554509, 'gamma': 2.164215120238596, 'reg_alpha': 0.4588540824864077, 'reg_lambda': 2.9995170404192204}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:29,849] Trial 143 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 114, 'learning_rate': 0.07760135851733795, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8381975893332367, 'colsample_bytree': 0.9191057951553738, 'gamma': 2.009081886452866, 'reg_alpha': 0.5382105560541626, 'reg_lambda': 2.9435596092469343}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:30,238] Trial 144 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.06789176495425421, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8068133609042575, 'colsample_bytree': 0.8451887913428845, 'gamma': 2.3530968921690936, 'reg_alpha': 0.49875663183311, 'reg_lambda': 2.901236436335117}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:30,602] Trial 145 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 118, 'learning_rate': 0.06030418708173228, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8490166067952014, 'colsample_bytree': 0.9063125144377597, 'gamma': 1.3917741645029686, 'reg_alpha': 0.40249898752573027, 'reg_lambda': 2.84264775128723}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:30,919] Trial 146 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 134, 'learning_rate': 0.05135127322882036, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7908854691670587, 'colsample_bytree': 0.9471230365847334, 'gamma': 1.5537145573935722, 'reg_alpha': 0.4296585734338018, 'reg_lambda': 2.780935065540914}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:31,281] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 109, 'learning_rate': 0.03347301228829837, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8920931822667226, 'colsample_bytree': 0.8966873378455731, 'gamma': 2.771371397367787, 'reg_alpha': 0.48213374060474645, 'reg_lambda': 2.660212071952258}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:31,646] Trial 148 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 119, 'learning_rate': 0.2989959596950741, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8265336819743907, 'colsample_bytree': 0.9235470244483517, 'gamma': 1.927945029395073, 'reg_alpha': 0.3806079730556946, 'reg_lambda': 2.9506520138897936}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:32,002] Trial 149 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 88, 'learning_rate': 0.03736472608733083, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7989698630699497, 'colsample_bytree': 0.8685907512550104, 'gamma': 2.545965689744774, 'reg_alpha': 0.5588926028341986, 'reg_lambda': 2.7287855424828082}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:32,280] Trial 150 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 65, 'learning_rate': 0.04581353896734807, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9082117065508629, 'colsample_bytree': 0.9399515065154063, 'gamma': 2.1255700102641906, 'reg_alpha': 0.5908904836657758, 'reg_lambda': 2.8745136097275186}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:32,585] Trial 151 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 226, 'learning_rate': 0.10357440532837563, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8162316525891825, 'colsample_bytree': 0.8445024359546224, 'gamma': 2.433151933768128, 'reg_alpha': 0.5132790371044279, 'reg_lambda': 1.3754795991200492}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:32,927] Trial 152 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.03049975746063916, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8095189001248537, 'colsample_bytree': 0.8379424509520655, 'gamma': 2.7053241833130754, 'reg_alpha': 0.20512850981341132, 'reg_lambda': 1.7037638905259795}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:33,354] Trial 153 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.0815355307354212, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.782896198658394, 'colsample_bytree': 0.8600602734743502, 'gamma': 2.2410034991399965, 'reg_alpha': 0.41795628632989995, 'reg_lambda': 2.8427127296844694}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:33,761] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 242, 'learning_rate': 0.09686682709210438, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8434711231453985, 'colsample_bytree': 0.8286965141800707, 'gamma': 2.5795871522694007, 'reg_alpha': 0.45782482593226076, 'reg_lambda': 1.5263824924308407}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:34,100] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.07390670575086072, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8345607178120468, 'colsample_bytree': 0.6089219269505296, 'gamma': 2.8518872570902616, 'reg_alpha': 0.5296360782991939, 'reg_lambda': 1.6279810287626926}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:34,421] Trial 156 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 76, 'learning_rate': 0.06431446520517373, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8354162858133258, 'colsample_bytree': 0.9112095681386595, 'gamma': 2.930399841208831, 'reg_alpha': 0.5697015096878686, 'reg_lambda': 2.9971328830897415}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:34,746] Trial 157 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 95, 'learning_rate': 0.0731197708279659, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8622138748210212, 'colsample_bytree': 0.8178800989553763, 'gamma': 2.049551407996524, 'reg_alpha': 0.533073796653597, 'reg_lambda': 1.6533818651852186}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:35,094] Trial 158 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 80, 'learning_rate': 0.057110532316030284, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8817750142503024, 'colsample_bytree': 0.8939393395289492, 'gamma': 1.6782255759604288, 'reg_alpha': 0.4943168964080736, 'reg_lambda': 2.9059087214352686}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:35,461] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.06937224403171317, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.854032036344961, 'colsample_bytree': 0.8572441478200613, 'gamma': 3.090809460369759, 'reg_alpha': 0.4756010843950819, 'reg_lambda': 1.4643870569967772}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:35,726] Trial 160 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 84, 'learning_rate': 0.07723890309575775, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9546890393432927, 'colsample_bytree': 0.8809654413446839, 'gamma': 2.259744180970354, 'reg_alpha': 0.5444498618715395, 'reg_lambda': 2.7638840564804057}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:36,135] Trial 161 finished with value: 0.744047619047619 and parameters: {'n_estimators': 234, 'learning_rate': 0.06082467960297817, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8316340752825546, 'colsample_bytree': 0.6278401277617628, 'gamma': 2.8327974738282444, 'reg_alpha': 0.9064993442772296, 'reg_lambda': 1.6019499515349147}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:36,562] Trial 162 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 231, 'learning_rate': 0.06023267987307538, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8299368303127449, 'colsample_bytree': 0.6020142034116043, 'gamma': 2.8695545178408834, 'reg_alpha': 0.44687629392631745, 'reg_lambda': 1.636265405539975}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:36,951] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 237, 'learning_rate': 0.05224797348474559, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8219897764219214, 'colsample_bytree': 0.6242654711484633, 'gamma': 3.0011978696758006, 'reg_alpha': 0.9064309695163759, 'reg_lambda': 1.5820247970689962}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:37,159] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 71, 'learning_rate': 0.051831367531106454, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8240059652072473, 'colsample_bytree': 0.6330238274303756, 'gamma': 3.2148498721319387, 'reg_alpha': 0.9133158565946674, 'reg_lambda': 1.584533682719412}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:37,462] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 73, 'learning_rate': 0.05561484269726844, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8189358531866661, 'colsample_bytree': 0.6154908905529808, 'gamma': 3.5590266061326794, 'reg_alpha': 0.9019860559686431, 'reg_lambda': 1.57845680878155}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:37,822] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.05153232873317103, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8220832400748711, 'colsample_bytree': 0.6067980859315522, 'gamma': 3.270625251301188, 'reg_alpha': 0.9683081514333253, 'reg_lambda': 1.5032111432795512}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:38,036] Trial 167 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.048185407022683785, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.8414117155693792, 'colsample_bytree': 0.6122538522942037, 'gamma': 3.2969349661130636, 'reg_alpha': 0.9836689525244465, 'reg_lambda': 1.4744689002728022}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:38,272] Trial 168 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 60, 'learning_rate': 0.04482951774957912, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8011344034372525, 'colsample_bytree': 0.6056030488605532, 'gamma': 3.105854954889399, 'reg_alpha': 0.26663187342216077, 'reg_lambda': 1.3907815411417472}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:38,623] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.05363915799303203, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8129861779812222, 'colsample_bytree': 0.6236602845758082, 'gamma': 2.9917426914755456, 'reg_alpha': 0.9262117782483383, 'reg_lambda': 2.951221714058403}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:38,949] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 64, 'learning_rate': 0.06714749431520572, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8122991571247624, 'colsample_bytree': 0.6176521132596854, 'gamma': 1.8181919566593765, 'reg_alpha': 0.9290037434623697, 'reg_lambda': 2.9324329081199414}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:39,166] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 64, 'learning_rate': 0.06574780190440459, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8149281548759542, 'colsample_bytree': 0.6188571118403081, 'gamma': 1.8670180212275336, 'reg_alpha': 0.9562929318743769, 'reg_lambda': 2.951310032743003}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:39,474] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.06547342730220304, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8110444994053454, 'colsample_bytree': 0.6390786533126114, 'gamma': 1.7854843021384232, 'reg_alpha': 0.9477379322207644, 'reg_lambda': 2.9325990542553253}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:39,733] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.06417654216567034, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8104046795299837, 'colsample_bytree': 0.6366831326379745, 'gamma': 1.7712200990373579, 'reg_alpha': 0.9621195693588377, 'reg_lambda': 2.9632117993775164}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:39,966] Trial 174 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 46, 'learning_rate': 0.06865891695297331, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7658271407428277, 'colsample_bytree': 0.620611539968626, 'gamma': 1.8035857373208104, 'reg_alpha': 0.9688842072896015, 'reg_lambda': 2.8740703329173454}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:40,330] Trial 175 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 62, 'learning_rate': 0.0577136670311104, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7943258809607182, 'colsample_bytree': 0.6473218700607565, 'gamma': 1.9240288442465552, 'reg_alpha': 0.9506356481163615, 'reg_lambda': 2.830290477915569}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:40,585] Trial 176 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 55, 'learning_rate': 0.06262483154319096, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8034325222849704, 'colsample_bytree': 0.6303657056099985, 'gamma': 1.6260783304788233, 'reg_alpha': 0.9301755788748552, 'reg_lambda': 2.9058405524410347}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:40,873] Trial 177 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 66, 'learning_rate': 0.08376879446350975, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8104872035810219, 'colsample_bytree': 0.6437905058352268, 'gamma': 3.7868623388808014, 'reg_alpha': 0.9495942080499997, 'reg_lambda': 2.9621135645329004}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:41,143] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.056168795197370495, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7809671417652332, 'colsample_bytree': 0.6118287350210054, 'gamma': 1.4394731142984167, 'reg_alpha': 0.9797025911229419, 'reg_lambda': 1.143488323065288}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:41,387] Trial 179 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 57, 'learning_rate': 0.06651117511688825, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8151787583366615, 'colsample_bytree': 0.6176382430722057, 'gamma': 1.905117975654544, 'reg_alpha': 0.9358800898841525, 'reg_lambda': 2.864982709657703}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:41,644] Trial 180 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 68, 'learning_rate': 0.07047849721853303, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8462907870849742, 'colsample_bytree': 0.626874812198016, 'gamma': 1.543685088903209, 'reg_alpha': 0.9993673762922245, 'reg_lambda': 2.8094204400866953}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:41,813] Trial 181 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 23, 'learning_rate': 0.05375568747254455, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8223354311655039, 'colsample_bytree': 0.8355782902629855, 'gamma': 2.0114277043645017, 'reg_alpha': 0.9671503224737807, 'reg_lambda': 2.9173383569986435}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:42,016] Trial 182 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.049101426781486775, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7904142732487499, 'colsample_bytree': 0.6039355258127803, 'gamma': 1.7664267930281106, 'reg_alpha': 0.8938972577936836, 'reg_lambda': 2.959344271167397}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:42,367] Trial 183 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 181, 'learning_rate': 0.06020811516675929, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8269472383064508, 'colsample_bytree': 0.7293521192084219, 'gamma': 2.1039989133824433, 'reg_alpha': 0.9290210618547724, 'reg_lambda': 2.9955464333253916}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:42,619] Trial 184 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 112, 'learning_rate': 0.06641135987711022, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8174603944260304, 'colsample_bytree': 0.6570149776533488, 'gamma': 1.6757267094620558, 'reg_alpha': 0.8742594295484405, 'reg_lambda': 2.9237708811675036}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:42,881] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.05312926298798983, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8012266414565574, 'colsample_bytree': 0.6409480723935768, 'gamma': 1.8490398510160637, 'reg_alpha': 0.956391106540397, 'reg_lambda': 2.86089742495691}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:43,169] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 53, 'learning_rate': 0.04110739913757325, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8374235887981342, 'colsample_bytree': 0.8474252553906918, 'gamma': 2.0086232247034483, 'reg_alpha': 0.9211843960958861, 'reg_lambda': 2.9363229003711946}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:43,470] Trial 187 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 70, 'learning_rate': 0.08733082777875785, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8115023236987391, 'colsample_bytree': 0.6218510166511786, 'gamma': 2.1680264047124207, 'reg_alpha': 0.9854894855855821, 'reg_lambda': 1.2521499085516883}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:43,830] Trial 188 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 100, 'learning_rate': 0.07533101558276573, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8253625100465941, 'colsample_bytree': 0.8250001416442739, 'gamma': 1.8807859038648431, 'reg_alpha': 0.13584228876775534, 'reg_lambda': 2.7744437625450047}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:44,280] Trial 189 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 124, 'learning_rate': 0.06065304871008866, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8384128068406352, 'colsample_bytree': 0.6007326270215781, 'gamma': 3.431653377506395, 'reg_alpha': 0.5099096420699158, 'reg_lambda': 2.8879794754106927}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:44,630] Trial 190 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 49, 'learning_rate': 0.05708071126152478, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.632881705950523, 'colsample_bytree': 0.901120193507702, 'gamma': 2.350472231374942, 'reg_alpha': 0.6527956532118067, 'reg_lambda': 2.822081348473105}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:44,935] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 76, 'learning_rate': 0.07467371948634115, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8346293054647211, 'colsample_bytree': 0.611543267805896, 'gamma': 2.6297110165264903, 'reg_alpha': 0.5241968000662013, 'reg_lambda': 2.996367407786851}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:45,177] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.06538287520037514, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8498958749731716, 'colsample_bytree': 0.6092467886095309, 'gamma': 2.745956419781092, 'reg_alpha': 0.48524876938278283, 'reg_lambda': 2.9005009214375015}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:45,451] Trial 193 finished with value: 0.75 and parameters: {'n_estimators': 68, 'learning_rate': 0.07148877665470035, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8303419837716011, 'colsample_bytree': 0.6182322561405118, 'gamma': 2.468040651613447, 'reg_alpha': 0.9496783005321203, 'reg_lambda': 2.946961895035999}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:45,710] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 68, 'learning_rate': 0.07007208990449676, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8191096297837084, 'colsample_bytree': 0.6181043331329357, 'gamma': 2.449478295715242, 'reg_alpha': 0.9423928722736349, 'reg_lambda': 2.938858875878409}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:45,917] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 67, 'learning_rate': 0.07906894904011509, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8084736361169453, 'colsample_bytree': 0.6198524523122314, 'gamma': 2.2494133666005878, 'reg_alpha': 0.9458084076335728, 'reg_lambda': 2.95563767673872}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:46,158] Trial 196 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 58, 'learning_rate': 0.06689254711871158, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8150611916795928, 'colsample_bytree': 0.6308970172704258, 'gamma': 2.4855998032944044, 'reg_alpha': 0.9503544528975326, 'reg_lambda': 2.864642995560639}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:46,433] Trial 197 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 62, 'learning_rate': 0.06875343054764842, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8681215922868222, 'colsample_bytree': 0.6192368025332208, 'gamma': 2.0939897860805368, 'reg_alpha': 0.972476061655926, 'reg_lambda': 0.5330112011472989}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:46,732] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 71, 'learning_rate': 0.061984516357317825, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7979007645733821, 'colsample_bytree': 0.6338241392360244, 'gamma': 2.443722154837616, 'reg_alpha': 0.8502598267258497, 'reg_lambda': 2.821452189588224}. Best is trial 69 with value: 0.7559523809523809.
[I 2025-11-03 20:53:46,981] Trial 199 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 80, 'learning_rate': 0.06243069862015402, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7964955423129966, 'colsample_bytree': 0.6269180731157046, 'gamma': 2.4345626832868374, 'reg_alpha': 0.8739509860863681, 'reg_lambda': 2.805434922650112}. Best is trial 69 with value: 0.7559523809523809.

Best number of features by VAL AUC: 73 (Val ROC AUC = 0.8274)

Final model (selected by validation AUC):
Top-N features: 73
Best params: {'n_estimators': 230, 'learning_rate': 0.15512423369998138, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6187587025279929, 'colsample_bytree': 0.651565417267076, 'gamma': 2.6420869511057434, 'reg_alpha': 0.32962705629337186, 'reg_lambda': 1.1679839915499686}

Test performance:
Accuracy: 0.6061
Precision:0.6471
Recall:   0.6111
F1 score: 0.6286
ROC AUC:  0.7259

# Pick top features
top_feats = feat_imp["feature"].head(40).tolist()

def objective(trial):
    params = {
        "n_estimators": trial.suggest_int("n_estimators", 20, 200),
        "max_depth": trial.suggest_int("max_depth", 2, 8),
        "learning_rate": trial.suggest_float("learning_rate", 0.05, 0.3, log=True),
        "subsample": trial.suggest_float("subsample", 0.6, 1.0),
        "colsample_bytree": trial.suggest_float("colsample_bytree", 0.5, 1.0),
        "gamma": trial.suggest_float("gamma", 0, 5),
        "min_child_weight": trial.suggest_int("min_child_weight", 1, 20),
        "reg_alpha": trial.suggest_float("reg_alpha", 0.1, 10.0),
        "reg_lambda": trial.suggest_float("reg_lambda", 0.1, 10.0),
        "random_state": 42,
        "n_jobs": -1,
        "tree_method": "hist",
        "eval_metric": "logloss",
    }

    model = xgb.XGBClassifier(**params)
    model.fit(X_train[top_feats], y_train)

    preds = model.predict(X_test[top_feats])
    f1 = f1_score(y_test, preds)
    return f1

# Run optimization
study = optuna.create_study(direction="maximize")
study.optimize(objective, n_trials=400, show_progress_bar=True)

print("Best F1 Score:", study.best_value)
print("Best Hyperparameters:", study.best_params)

# Train final model
best_params = study.best_params
final_model = xgb.XGBClassifier(**best_params)
final_model.fit(X_train[top_feats], y_train)

y_pred = final_model.predict(X_test[top_feats])
y_prob = final_model.predict_proba(X_test[top_feats])[:, 1]

print("\nFinal Model Performance:")
print("Accuracy:", accuracy_score(y_test, y_pred))
print("F1:", f1_score(y_test, y_pred))
print("ROC AUC:", roc_auc_score(y_test, y_prob))

[I 2025-11-04 01:47:38,656] A new study created in memory with name: no-name-a32548d2-e8df-4a5e-bdff-35f59338891a
Best trial: 2. Best value: 0.666667:   1%|          | 3/400 [00:00<00:34, 11.53it/s]

[I 2025-11-04 01:47:38,801] Trial 0 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 55, 'max_depth': 6, 'learning_rate': 0.15180369500862914, 'subsample': 0.6671066096124675, 'colsample_bytree': 0.5665971862649747, 'gamma': 2.679311831484833, 'min_child_weight': 6, 'reg_alpha': 6.177138053098082, 'reg_lambda': 9.90124444881563}. Best is trial 0 with value: 0.6190476190476191.
[I 2025-11-04 01:47:38,849] Trial 1 finished with value: 0.6341463414634146 and parameters: {'n_estimators': 56, 'max_depth': 3, 'learning_rate': 0.10291721343160923, 'subsample': 0.6352762672734866, 'colsample_bytree': 0.7140921368832822, 'gamma': 3.28614204803171, 'min_child_weight': 6, 'reg_alpha': 6.203059837060149, 'reg_lambda': 3.448047393278112}. Best is trial 1 with value: 0.6341463414634146.
[I 2025-11-04 01:47:38,933] Trial 2 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 77, 'max_depth': 5, 'learning_rate': 0.10607911789567682, 'subsample': 0.8636487029861937, 'colsample_bytree': 0.7747673279741033, 'gamma': 2.0966401962860393, 'min_child_weight': 3, 'reg_alpha': 2.9005564253181157, 'reg_lambda': 9.913044589838456}. Best is trial 2 with value: 0.6666666666666666.
[I 2025-11-04 01:47:38,991] Trial 3 finished with value: 0.6486486486486487 and parameters: {'n_estimators': 89, 'max_depth': 3, 'learning_rate': 0.12378725835097434, 'subsample': 0.9120781813298525, 'colsample_bytree': 0.8353043884369067, 'gamma': 0.25197104694465955, 'min_child_weight': 11, 'reg_alpha': 6.8974332274514465, 'reg_lambda': 3.26429706786284}. Best is trial 2 with value: 0.6666666666666666.

Best trial: 2. Best value: 0.666667:   1%|▏         | 5/400 [00:00<00:33, 11.71it/s]

[I 2025-11-04 01:47:39,102] Trial 4 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 146, 'max_depth': 4, 'learning_rate': 0.0685401649188603, 'subsample': 0.6492421134108202, 'colsample_bytree': 0.6187049804442597, 'gamma': 3.0836291041055324, 'min_child_weight': 11, 'reg_alpha': 1.2934188973127025, 'reg_lambda': 1.2055418139808616}. Best is trial 2 with value: 0.6666666666666666.
[I 2025-11-04 01:47:39,211] Trial 5 finished with value: 0.65 and parameters: {'n_estimators': 186, 'max_depth': 2, 'learning_rate': 0.06318733100825935, 'subsample': 0.6236863842517673, 'colsample_bytree': 0.5263715388863603, 'gamma': 0.24175723778642189, 'min_child_weight': 4, 'reg_alpha': 8.520832980744515, 'reg_lambda': 0.3029777093933287}. Best is trial 2 with value: 0.6666666666666666.

Best trial: 9. Best value: 0.705882:   2%|▏         | 9/400 [00:00<00:38, 10.10it/s]

[I 2025-11-04 01:47:39,441] Trial 6 finished with value: 0.6046511627906976 and parameters: {'n_estimators': 187, 'max_depth': 6, 'learning_rate': 0.24159003431445153, 'subsample': 0.6872603581372807, 'colsample_bytree': 0.8703970992003702, 'gamma': 2.7206659216961624, 'min_child_weight': 8, 'reg_alpha': 9.288821468944876, 'reg_lambda': 0.5814446718697885}. Best is trial 2 with value: 0.6666666666666666.
[I 2025-11-04 01:47:39,514] Trial 7 finished with value: 0.6341463414634146 and parameters: {'n_estimators': 113, 'max_depth': 7, 'learning_rate': 0.15347170325093476, 'subsample': 0.8597225853324029, 'colsample_bytree': 0.5689593445007661, 'gamma': 4.927824619964439, 'min_child_weight': 10, 'reg_alpha': 5.309640508416411, 'reg_lambda': 7.54545825815218}. Best is trial 2 with value: 0.6666666666666666.
[I 2025-11-04 01:47:39,567] Trial 8 finished with value: 0.6486486486486487 and parameters: {'n_estimators': 100, 'max_depth': 2, 'learning_rate': 0.09308108713772287, 'subsample': 0.8862490601996098, 'colsample_bytree': 0.7529210645526628, 'gamma': 2.8197893515504644, 'min_child_weight': 4, 'reg_alpha': 1.5520207097505756, 'reg_lambda': 0.19024091895996578}. Best is trial 2 with value: 0.6666666666666666.
[I 2025-11-04 01:47:39,616] Trial 9 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 99, 'max_depth': 2, 'learning_rate': 0.2529979355678152, 'subsample': 0.751374371810064, 'colsample_bytree': 0.547834072609864, 'gamma': 2.098422259634068, 'min_child_weight': 18, 'reg_alpha': 2.3725076318530482, 'reg_lambda': 1.1704449219397557}. Best is trial 9 with value: 0.7058823529411765.

Best trial: 9. Best value: 0.705882:   3%|▎         | 13/400 [00:01<00:33, 11.46it/s]

[I 2025-11-04 01:47:39,676] Trial 10 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 22, 'max_depth': 8, 'learning_rate': 0.2955179796562885, 'subsample': 0.7589147099604817, 'colsample_bytree': 0.6485215799035278, 'gamma': 1.41083091501951, 'min_child_weight': 20, 'reg_alpha': 3.707791976856077, 'reg_lambda': 5.944865942341352}. Best is trial 9 with value: 0.7058823529411765.
[I 2025-11-04 01:47:39,829] Trial 11 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 38, 'max_depth': 8, 'learning_rate': 0.29336227525935693, 'subsample': 0.7584147131243284, 'colsample_bytree': 0.9900593913182645, 'gamma': 1.3391016686064605, 'min_child_weight': 20, 'reg_alpha': 3.49438428307184, 'reg_lambda': 6.058905851364849}. Best is trial 9 with value: 0.7058823529411765.
[I 2025-11-04 01:47:39,865] Trial 12 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 22, 'max_depth': 8, 'learning_rate': 0.21505790933090924, 'subsample': 0.7635168363583712, 'colsample_bytree': 0.661953020467409, 'gamma': 1.404359874909379, 'min_child_weight': 20, 'reg_alpha': 3.9807849096930408, 'reg_lambda': 5.308737053791315}. Best is trial 9 with value: 0.7058823529411765.

Best trial: 9. Best value: 0.705882:   4%|▍         | 16/400 [00:01<00:33, 11.46it/s]

[I 2025-11-04 01:47:39,959] Trial 13 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 133, 'max_depth': 5, 'learning_rate': 0.29291628406633763, 'subsample': 0.7299984938649401, 'colsample_bytree': 0.6442425336148813, 'gamma': 1.4661503026638978, 'min_child_weight': 16, 'reg_alpha': 0.27546267423785853, 'reg_lambda': 3.3223754549746216}. Best is trial 9 with value: 0.7058823529411765.
[I 2025-11-04 01:47:40,041] Trial 14 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 154, 'max_depth': 4, 'learning_rate': 0.20749196765821615, 'subsample': 0.8038964468777744, 'colsample_bytree': 0.5116110472075952, 'gamma': 1.8786675835139919, 'min_child_weight': 16, 'reg_alpha': 2.2505506667744553, 'reg_lambda': 7.1517028827380695}. Best is trial 9 with value: 0.7058823529411765.
[I 2025-11-04 01:47:40,069] Trial 15 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 20, 'max_depth': 7, 'learning_rate': 0.17797658290937732, 'subsample': 0.9976217245612056, 'colsample_bytree': 0.6826988505507443, 'gamma': 0.7408659481475852, 'min_child_weight': 17, 'reg_alpha': 4.83324634227389, 'reg_lambda': 2.305006663724332}. Best is trial 9 with value: 0.7058823529411765.
[I 2025-11-04 01:47:40,115] Trial 16 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 69, 'max_depth': 7, 'learning_rate': 0.2533970953948763, 'subsample': 0.8114468990805533, 'colsample_bytree': 0.6204370686936013, 'gamma': 3.8680836120304845, 'min_child_weight': 18, 'reg_alpha': 4.223790915194962, 'reg_lambda': 4.466950575933964}. Best is trial 9 with value: 0.7058823529411765.

Best trial: 9. Best value: 0.705882:   5%|▌         | 20/400 [00:01<00:28, 13.45it/s]

[I 2025-11-04 01:47:40,208] Trial 17 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 118, 'max_depth': 3, 'learning_rate': 0.1816446975073413, 'subsample': 0.7061676235697107, 'colsample_bytree': 0.5779792215285215, 'gamma': 0.7909265182830989, 'min_child_weight': 14, 'reg_alpha': 0.4985955791509076, 'reg_lambda': 8.073393661066014}. Best is trial 9 with value: 0.7058823529411765.
[I 2025-11-04 01:47:40,314] Trial 18 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 162, 'max_depth': 6, 'learning_rate': 0.24996098182068385, 'subsample': 0.7642934724116002, 'colsample_bytree': 0.5075965744916406, 'gamma': 2.137646479249816, 'min_child_weight': 14, 'reg_alpha': 3.2635867058939527, 'reg_lambda': 1.9456544189286475}. Best is trial 9 with value: 0.7058823529411765.
[I 2025-11-04 01:47:40,357] Trial 19 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 43, 'max_depth': 4, 'learning_rate': 0.07638306715671332, 'subsample': 0.8234010859145824, 'colsample_bytree': 0.7064002663773169, 'gamma': 3.748308193567534, 'min_child_weight': 14, 'reg_alpha': 2.56195587820467, 'reg_lambda': 6.251757937008213}. Best is trial 9 with value: 0.7058823529411765.
[I 2025-11-04 01:47:40,406] Trial 20 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 86, 'max_depth': 2, 'learning_rate': 0.052212160525185014, 'subsample': 0.9566525825248782, 'colsample_bytree': 0.800068640451162, 'gamma': 0.9191610252406894, 'min_child_weight': 19, 'reg_alpha': 1.5445830385472274, 'reg_lambda': 8.526172426243285}. Best is trial 9 with value: 0.7058823529411765.

Best trial: 9. Best value: 0.705882:   6%|▋         | 25/400 [00:02<00:24, 15.01it/s]

[I 2025-11-04 01:47:40,481] Trial 21 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 37, 'max_depth': 8, 'learning_rate': 0.29044413036889044, 'subsample': 0.757752559956019, 'colsample_bytree': 0.8928436539340026, 'gamma': 1.4631590575472115, 'min_child_weight': 20, 'reg_alpha': 3.619362957943457, 'reg_lambda': 5.7057736031988595}. Best is trial 9 with value: 0.7058823529411765.
[I 2025-11-04 01:47:40,544] Trial 22 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 35, 'max_depth': 8, 'learning_rate': 0.2879906865107709, 'subsample': 0.7289345964962729, 'colsample_bytree': 0.9955300434407902, 'gamma': 1.7436205423418265, 'min_child_weight': 18, 'reg_alpha': 4.956070809023675, 'reg_lambda': 4.548201433126302}. Best is trial 9 with value: 0.7058823529411765.
[I 2025-11-04 01:47:40,593] Trial 23 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 60, 'max_depth': 7, 'learning_rate': 0.2209049006372705, 'subsample': 0.7750841595738603, 'colsample_bytree': 0.9849923097741758, 'gamma': 1.097638487167269, 'min_child_weight': 20, 'reg_alpha': 2.067063773137757, 'reg_lambda': 6.863597963550412}. Best is trial 9 with value: 0.7058823529411765.
[I 2025-11-04 01:47:40,634] Trial 24 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 39, 'max_depth': 8, 'learning_rate': 0.18143073108604968, 'subsample': 0.7233247820060357, 'colsample_bytree': 0.9533059518818299, 'gamma': 2.3397650291042766, 'min_child_weight': 16, 'reg_alpha': 3.0788168816805945, 'reg_lambda': 6.130435634508321}. Best is trial 9 with value: 0.7058823529411765.
[I 2025-11-04 01:47:40,679] Trial 25 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 23, 'max_depth': 6, 'learning_rate': 0.25977772546172206, 'subsample': 0.8380176991905993, 'colsample_bytree': 0.5906020763223806, 'gamma': 1.707726682306191, 'min_child_weight': 19, 'reg_alpha': 4.317286457848695, 'reg_lambda': 4.329993581052329}. Best is trial 9 with value: 0.7058823529411765.

Best trial: 26. Best value: 0.717949:   7%|▋         | 29/400 [00:02<00:24, 15.23it/s]

[I 2025-11-04 01:47:40,761] Trial 26 finished with value: 0.717948717948718 and parameters: {'n_estimators': 126, 'max_depth': 7, 'learning_rate': 0.2973401002110323, 'subsample': 0.7818344828256311, 'colsample_bytree': 0.9222143582968345, 'gamma': 0.5833009152279149, 'min_child_weight': 13, 'reg_alpha': 5.802557811175327, 'reg_lambda': 5.037710858370973}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:40,848] Trial 27 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 130, 'max_depth': 7, 'learning_rate': 0.2019273211312053, 'subsample': 0.7884060115838536, 'colsample_bytree': 0.9153657348867287, 'gamma': 0.5415676509665281, 'min_child_weight': 12, 'reg_alpha': 7.81889933677129, 'reg_lambda': 2.5104607448613985}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:40,907] Trial 28 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 104, 'max_depth': 5, 'learning_rate': 0.1512078735231222, 'subsample': 0.6811099397005754, 'colsample_bytree': 0.541108660360196, 'gamma': 0.04144236725525696, 'min_child_weight': 13, 'reg_alpha': 5.8863887073796, 'reg_lambda': 8.851625506449173}. Best is trial 26 with value: 0.717948717948718.

[I 2025-11-04 01:47:40,982] Trial 29 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 173, 'max_depth': 6, 'learning_rate': 0.14441767774140724, 'subsample': 0.6628721422061785, 'colsample_bytree': 0.7255075547175986, 'gamma': 0.5000892931948675, 'min_child_weight': 9, 'reg_alpha': 7.279399098638457, 'reg_lambda': 5.076246632638496}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:41,097] Trial 30 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 129, 'max_depth': 7, 'learning_rate': 0.24689958549859156, 'subsample': 0.6076835665314956, 'colsample_bytree': 0.6143737735159912, 'gamma': 2.3586963181689113, 'min_child_weight': 15, 'reg_alpha': 5.803496853557384, 'reg_lambda': 1.5155917093759181}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:41,141] Trial 31 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 48, 'max_depth': 8, 'learning_rate': 0.2978372035876782, 'subsample': 0.729664634892404, 'colsample_bytree': 0.950063754856982, 'gamma': 1.2900974614622451, 'min_child_weight': 18, 'reg_alpha': 3.8067555661737362, 'reg_lambda': 6.434505035791361}. Best is trial 26 with value: 0.717948717948718.

Best trial: 26. Best value: 0.717949:   9%|▉         | 35/400 [00:02<00:24, 14.66it/s]

[I 2025-11-04 01:47:41,184] Trial 32 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 63, 'max_depth': 8, 'learning_rate': 0.26928858153711244, 'subsample': 0.7858557653815618, 'colsample_bytree': 0.9341612424354351, 'gamma': 1.1365647143172972, 'min_child_weight': 17, 'reg_alpha': 6.687473672071734, 'reg_lambda': 3.874842359641021}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:41,276] Trial 33 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 90, 'max_depth': 8, 'learning_rate': 0.22126767765559213, 'subsample': 0.7110036063877012, 'colsample_bytree': 0.8757910022885291, 'gamma': 1.9869541528474828, 'min_child_weight': 19, 'reg_alpha': 4.615477496883067, 'reg_lambda': 5.784112512821604}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:41,326] Trial 34 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 79, 'max_depth': 7, 'learning_rate': 0.2349575768198573, 'subsample': 0.7502571656836862, 'colsample_bytree': 0.8318893169574302, 'gamma': 1.5614182769622258, 'min_child_weight': 17, 'reg_alpha': 3.3538946172057567, 'reg_lambda': 6.74149883654069}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:41,374] Trial 35 finished with value: 0.631578947368421 and parameters: {'n_estimators': 53, 'max_depth': 8, 'learning_rate': 0.2665309149719088, 'subsample': 0.8465146471214722, 'colsample_bytree': 0.8085699803547515, 'gamma': 1.0007208853906921, 'min_child_weight': 7, 'reg_alpha': 0.9836591866541973, 'reg_lambda': 9.135241744602062}. Best is trial 26 with value: 0.717948717948718.

Best trial: 26. Best value: 0.717949:  10%|▉         | 39/400 [00:02<00:22, 15.73it/s]

[I 2025-11-04 01:47:41,472] Trial 36 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 143, 'max_depth': 6, 'learning_rate': 0.19516449264546212, 'subsample': 0.7440418317316964, 'colsample_bytree': 0.9767799290224136, 'gamma': 0.5432413411423388, 'min_child_weight': 20, 'reg_alpha': 5.321385179927016, 'reg_lambda': 7.631818884136443}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:41,541] Trial 37 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 72, 'max_depth': 3, 'learning_rate': 0.10728254777937538, 'subsample': 0.6945322686741466, 'colsample_bytree': 0.5475568285621745, 'gamma': 2.1070493608217378, 'min_child_weight': 18, 'reg_alpha': 2.577207227037797, 'reg_lambda': 3.8035065601719533}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:41,576] Trial 38 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 29, 'max_depth': 5, 'learning_rate': 0.2781180758604725, 'subsample': 0.8212725024827542, 'colsample_bytree': 0.9112485870756152, 'gamma': 2.5614748078084864, 'min_child_weight': 12, 'reg_alpha': 9.889560572123333, 'reg_lambda': 5.53509494326629}. Best is trial 26 with value: 0.717948717948718.

Best trial: 26. Best value: 0.717949:  10%|█         | 42/400 [00:03<00:26, 13.39it/s]

[I 2025-11-04 01:47:41,698] Trial 39 finished with value: 0.5714285714285714 and parameters: {'n_estimators': 117, 'max_depth': 7, 'learning_rate': 0.23375755585020816, 'subsample': 0.8800914494809069, 'colsample_bytree': 0.7645821008751797, 'gamma': 0.0059549069884820005, 'min_child_weight': 1, 'reg_alpha': 2.1229211104402985, 'reg_lambda': 0.9423396614395891}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:41,789] Trial 40 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 100, 'max_depth': 8, 'learning_rate': 0.13168991579052244, 'subsample': 0.7886800443693527, 'colsample_bytree': 0.8494802539263029, 'gamma': 3.387946125600478, 'min_child_weight': 15, 'reg_alpha': 5.624066789160321, 'reg_lambda': 2.5894260479375912}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:41,819] Trial 41 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 29, 'max_depth': 8, 'learning_rate': 0.29877666365407674, 'subsample': 0.7722280862111539, 'colsample_bytree': 0.6807170422220655, 'gamma': 1.4322986066439694, 'min_child_weight': 20, 'reg_alpha': 3.9504444431558117, 'reg_lambda': 5.025578450012457}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:41,872] Trial 42 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 29, 'max_depth': 8, 'learning_rate': 0.2224370563519024, 'subsample': 0.7469511369273206, 'colsample_bytree': 0.6725969630186488, 'gamma': 1.282929088285923, 'min_child_weight': 19, 'reg_alpha': 2.823391434307368, 'reg_lambda': 5.431176574309922}. Best is trial 26 with value: 0.717948717948718.

Best trial: 26. Best value: 0.717949:  12%|█▏        | 46/400 [00:03<00:22, 15.77it/s]

[I 2025-11-04 01:47:41,914] Trial 43 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 51, 'max_depth': 4, 'learning_rate': 0.26349366298560367, 'subsample': 0.7937162268000526, 'colsample_bytree': 0.6506485077044625, 'gamma': 1.749618372959609, 'min_child_weight': 20, 'reg_alpha': 6.227834843457098, 'reg_lambda': 4.9013571518655565}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:41,979] Trial 44 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 20, 'max_depth': 7, 'learning_rate': 0.20600869941247002, 'subsample': 0.7661610072442396, 'colsample_bytree': 0.7325745086108878, 'gamma': 0.38326093893192326, 'min_child_weight': 17, 'reg_alpha': 4.082159605415321, 'reg_lambda': 7.144301428474032}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:42,044] Trial 45 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 142, 'max_depth': 8, 'learning_rate': 0.16670394673138736, 'subsample': 0.8085529989031063, 'colsample_bytree': 0.6426965230647588, 'gamma': 0.7374619026584117, 'min_child_weight': 19, 'reg_alpha': 4.4261427716585136, 'reg_lambda': 3.0236693617679054}. Best is trial 26 with value: 0.717948717948718.

Best trial: 26. Best value: 0.717949:  12%|█▏        | 48/400 [00:03<00:24, 14.48it/s]

[I 2025-11-04 01:47:42,125] Trial 46 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 196, 'max_depth': 2, 'learning_rate': 0.23513417616546858, 'subsample': 0.7147341243949146, 'colsample_bytree': 0.6039296371083451, 'gamma': 4.826781686162365, 'min_child_weight': 18, 'reg_alpha': 3.5490603065715454, 'reg_lambda': 5.853866765904893}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:42,213] Trial 47 finished with value: 0.5882352941176471 and parameters: {'n_estimators': 121, 'max_depth': 7, 'learning_rate': 0.27421926945066255, 'subsample': 0.7427029851643858, 'colsample_bytree': 0.704235798591289, 'gamma': 1.9214187365376576, 'min_child_weight': 10, 'reg_alpha': 1.800181041131169, 'reg_lambda': 4.086851554643596}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:42,258] Trial 48 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 45, 'max_depth': 8, 'learning_rate': 0.0877116932772677, 'subsample': 0.6457770594441798, 'colsample_bytree': 0.5678351559037664, 'gamma': 1.210775552680896, 'min_child_weight': 5, 'reg_alpha': 5.329878510933272, 'reg_lambda': 6.472550537412234}. Best is trial 26 with value: 0.717948717948718.

Best trial: 26. Best value: 0.717949:  13%|█▎        | 52/400 [00:03<00:26, 13.29it/s]

[I 2025-11-04 01:47:42,330] Trial 49 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 167, 'max_depth': 3, 'learning_rate': 0.2518196582241304, 'subsample': 0.7782948111551076, 'colsample_bytree': 0.784677722487201, 'gamma': 3.050851428648146, 'min_child_weight': 16, 'reg_alpha': 2.7824327708371803, 'reg_lambda': 7.880115027575188}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:42,414] Trial 50 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 35, 'max_depth': 7, 'learning_rate': 0.21837215460502474, 'subsample': 0.8290558610488786, 'colsample_bytree': 0.6589362393663911, 'gamma': 0.9256548236476915, 'min_child_weight': 15, 'reg_alpha': 1.006800124767022, 'reg_lambda': 4.768785158967413}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:42,525] Trial 51 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 133, 'max_depth': 5, 'learning_rate': 0.27979525120551785, 'subsample': 0.6990523109999708, 'colsample_bytree': 0.6288381824365491, 'gamma': 1.5584982356468018, 'min_child_weight': 19, 'reg_alpha': 0.14670676032994634, 'reg_lambda': 3.1142702252821204}. Best is trial 26 with value: 0.717948717948718.

Best trial: 26. Best value: 0.717949:  14%|█▎        | 54/400 [00:04<00:31, 10.86it/s]

[I 2025-11-04 01:47:42,617] Trial 52 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 150, 'max_depth': 5, 'learning_rate': 0.29761293443070896, 'subsample': 0.7330868167706982, 'colsample_bytree': 0.5438340887229954, 'gamma': 1.4721240531074973, 'min_child_weight': 16, 'reg_alpha': 4.811805857575463, 'reg_lambda': 1.6848918102612251}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:42,792] Trial 53 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 108, 'max_depth': 4, 'learning_rate': 0.25287806765533505, 'subsample': 0.6799076375671799, 'colsample_bytree': 0.5960935431840126, 'gamma': 2.3500026746622877, 'min_child_weight': 20, 'reg_alpha': 3.357189249066529, 'reg_lambda': 5.336470992898658}. Best is trial 26 with value: 0.717948717948718.

Best trial: 26. Best value: 0.717949:  14%|█▍        | 56/400 [00:04<00:31, 10.86it/s]

[I 2025-11-04 01:47:42,891] Trial 54 finished with value: 0.5882352941176471 and parameters: {'n_estimators': 138, 'max_depth': 6, 'learning_rate': 0.2736579875721946, 'subsample': 0.7594481235798005, 'colsample_bytree': 0.6911665431165744, 'gamma': 0.774045585518373, 'min_child_weight': 13, 'reg_alpha': 0.596769429770916, 'reg_lambda': 3.4085754100325487}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:42,979] Trial 55 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 158, 'max_depth': 2, 'learning_rate': 0.19392070825157745, 'subsample': 0.8122690373082126, 'colsample_bytree': 0.7416910619346607, 'gamma': 1.716887964196169, 'min_child_weight': 18, 'reg_alpha': 1.7134793224824003, 'reg_lambda': 0.4536932273633941}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:43,048] Trial 56 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 124, 'max_depth': 8, 'learning_rate': 0.23755358454919587, 'subsample': 0.7982689701505143, 'colsample_bytree': 0.96131924313582, 'gamma': 2.115979964075119, 'min_child_weight': 17, 'reg_alpha': 2.3678871018532357, 'reg_lambda': 6.098067362984756}. Best is trial 26 with value: 0.717948717948718.

Best trial: 26. Best value: 0.717949:  15%|█▌        | 60/400 [00:04<00:25, 13.22it/s]

[I 2025-11-04 01:47:43,105] Trial 57 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 94, 'max_depth': 3, 'learning_rate': 0.28133073618849647, 'subsample': 0.7179303767268105, 'colsample_bytree': 0.6315954971573001, 'gamma': 1.326061197523603, 'min_child_weight': 19, 'reg_alpha': 3.0392083370871834, 'reg_lambda': 7.015799558619122}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:43,187] Trial 58 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 112, 'max_depth': 7, 'learning_rate': 0.24986442515030483, 'subsample': 0.7613161325016237, 'colsample_bytree': 0.6629142250446293, 'gamma': 2.815642361065163, 'min_child_weight': 16, 'reg_alpha': 3.9384411394442846, 'reg_lambda': 4.3550321939590235}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:43,219] Trial 59 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 26, 'max_depth': 8, 'learning_rate': 0.29977927506838314, 'subsample': 0.7299523964560599, 'colsample_bytree': 0.7148971400984496, 'gamma': 0.2774139150743874, 'min_child_weight': 13, 'reg_alpha': 6.521070584869026, 'reg_lambda': 1.0923457106157217}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:43,256] Trial 60 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 40, 'max_depth': 6, 'learning_rate': 0.055292793842891395, 'subsample': 0.7804500940783994, 'colsample_bytree': 0.5203221288656545, 'gamma': 1.0399459824870918, 'min_child_weight': 11, 'reg_alpha': 3.630997161514831, 'reg_lambda': 2.0430553251106485}. Best is trial 26 with value: 0.717948717948718.

Best trial: 62. Best value: 0.8:  16%|█▌        | 64/400 [00:04<00:25, 13.37it/s]     

[I 2025-11-04 01:47:43,353] Trial 61 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 178, 'max_depth': 4, 'learning_rate': 0.2081535913225715, 'subsample': 0.8065011437616078, 'colsample_bytree': 0.5256590998199523, 'gamma': 1.6438443881012714, 'min_child_weight': 15, 'reg_alpha': 1.1008971522680389, 'reg_lambda': 7.145447549981731}. Best is trial 26 with value: 0.717948717948718.
[I 2025-11-04 01:47:43,437] Trial 62 finished with value: 0.8 and parameters: {'n_estimators': 157, 'max_depth': 4, 'learning_rate': 0.26210625673636767, 'subsample': 0.8552617560472509, 'colsample_bytree': 0.5038846620392105, 'gamma': 2.0114984841585324, 'min_child_weight': 14, 'reg_alpha': 1.3913329001216268, 'reg_lambda': 6.506601749982799}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:43,510] Trial 63 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 147, 'max_depth': 4, 'learning_rate': 0.2598187953933091, 'subsample': 0.8639112774539018, 'colsample_bytree': 0.5803914432232165, 'gamma': 1.8295266507731256, 'min_child_weight': 14, 'reg_alpha': 0.7763863320157487, 'reg_lambda': 6.622603107793616}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  16%|█▋        | 66/400 [00:05<00:29, 11.48it/s]

[I 2025-11-04 01:47:43,604] Trial 64 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 163, 'max_depth': 4, 'learning_rate': 0.2617491456681163, 'subsample': 0.9189615240226091, 'colsample_bytree': 0.5006865612738021, 'gamma': 1.896148195857424, 'min_child_weight': 14, 'reg_alpha': 1.3899970248990083, 'reg_lambda': 6.706936913723939}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:43,742] Trial 65 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 150, 'max_depth': 4, 'learning_rate': 0.26066126956492325, 'subsample': 0.920495427264128, 'colsample_bytree': 0.5082004541586628, 'gamma': 1.9052694668227004, 'min_child_weight': 12, 'reg_alpha': 0.6088012274880172, 'reg_lambda': 7.505405686684633}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  17%|█▋        | 68/400 [00:05<00:28, 11.81it/s]

[I 2025-11-04 01:47:43,816] Trial 66 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 167, 'max_depth': 4, 'learning_rate': 0.23685488172352476, 'subsample': 0.9171371376468981, 'colsample_bytree': 0.5013686945697904, 'gamma': 2.5815404432415567, 'min_child_weight': 14, 'reg_alpha': 1.941608454838824, 'reg_lambda': 6.605799543189611}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:43,898] Trial 67 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 167, 'max_depth': 4, 'learning_rate': 0.22841586227181895, 'subsample': 0.9294467781604424, 'colsample_bytree': 0.5007024976494027, 'gamma': 2.5869020598788612, 'min_child_weight': 14, 'reg_alpha': 1.268971508677352, 'reg_lambda': 6.694694439380808}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:43,982] Trial 68 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 181, 'max_depth': 4, 'learning_rate': 0.1678574719214467, 'subsample': 0.8945498606315571, 'colsample_bytree': 0.5569183903661311, 'gamma': 2.208479859217784, 'min_child_weight': 13, 'reg_alpha': 1.882658628438616, 'reg_lambda': 6.467329765970604}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  18%|█▊        | 72/400 [00:05<00:28, 11.69it/s]

[I 2025-11-04 01:47:44,074] Trial 69 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 162, 'max_depth': 3, 'learning_rate': 0.24878360865224214, 'subsample': 0.9500593408143987, 'colsample_bytree': 0.5779460757717072, 'gamma': 3.0700791163807826, 'min_child_weight': 14, 'reg_alpha': 1.4777132025406194, 'reg_lambda': 7.48210790415253}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:44,178] Trial 70 finished with value: 0.6285714285714286 and parameters: {'n_estimators': 194, 'max_depth': 4, 'learning_rate': 0.2686567783309817, 'subsample': 0.8768326544748041, 'colsample_bytree': 0.5323851952315555, 'gamma': 2.2812911897825283, 'min_child_weight': 10, 'reg_alpha': 0.7473274380296555, 'reg_lambda': 8.246947507589125}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:44,246] Trial 71 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 154, 'max_depth': 5, 'learning_rate': 0.2416076567483839, 'subsample': 0.8539169445388901, 'colsample_bytree': 0.5543030455624824, 'gamma': 1.8325100256587354, 'min_child_weight': 12, 'reg_alpha': 2.472201762152704, 'reg_lambda': 6.119736832073898}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  18%|█▊        | 74/400 [00:05<00:29, 11.14it/s]

[I 2025-11-04 01:47:44,353] Trial 72 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 171, 'max_depth': 3, 'learning_rate': 0.2828720823751068, 'subsample': 0.9017505573949206, 'colsample_bytree': 0.5187098183530827, 'gamma': 2.025709403220252, 'min_child_weight': 11, 'reg_alpha': 2.1124232398200764, 'reg_lambda': 5.9497832289259405}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:44,445] Trial 73 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 162, 'max_depth': 5, 'learning_rate': 0.26136255583332024, 'subsample': 0.980455248609891, 'colsample_bytree': 0.5344100705652349, 'gamma': 2.45866350773521, 'min_child_weight': 14, 'reg_alpha': 1.3657244660309256, 'reg_lambda': 6.52373315347845}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:44,520] Trial 74 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 154, 'max_depth': 2, 'learning_rate': 0.2878729743588686, 'subsample': 0.9422216565074713, 'colsample_bytree': 0.5002117375530091, 'gamma': 2.726644639530862, 'min_child_weight': 15, 'reg_alpha': 1.656301219667116, 'reg_lambda': 5.6437527901586115}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  19%|█▉        | 76/400 [00:06<00:29, 11.02it/s]

[I 2025-11-04 01:47:44,631] Trial 75 finished with value: 0.6857142857142857 and parameters: {'n_estimators': 186, 'max_depth': 4, 'learning_rate': 0.11370969966106394, 'subsample': 0.8644789414512685, 'colsample_bytree': 0.9979163690888541, 'gamma': 1.8133291064918782, 'min_child_weight': 9, 'reg_alpha': 1.9998400358853992, 'reg_lambda': 6.840324129532773}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:44,742] Trial 76 finished with value: 0.6486486486486487 and parameters: {'n_estimators': 138, 'max_depth': 4, 'learning_rate': 0.24103239224125536, 'subsample': 0.9062654942348908, 'colsample_bytree': 0.5759334384864192, 'gamma': 2.4572121763604216, 'min_child_weight': 14, 'reg_alpha': 2.6543245940512854, 'reg_lambda': 6.281274258227336}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  20%|█▉        | 78/400 [00:06<00:30, 10.43it/s]

[I 2025-11-04 01:47:44,847] Trial 77 finished with value: 0.6285714285714286 and parameters: {'n_estimators': 146, 'max_depth': 3, 'learning_rate': 0.1903859509778702, 'subsample': 0.9285640921160784, 'colsample_bytree': 0.5556806203225966, 'gamma': 2.914826873436899, 'min_child_weight': 13, 'reg_alpha': 7.193932101791524, 'reg_lambda': 9.726273079758244}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:44,943] Trial 78 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 177, 'max_depth': 4, 'learning_rate': 0.2144105892575016, 'subsample': 0.8406473797253948, 'colsample_bytree': 0.5176952147143481, 'gamma': 3.381171828722806, 'min_child_weight': 15, 'reg_alpha': 0.828588391795971, 'reg_lambda': 7.38715191253117}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  20%|██        | 82/400 [00:06<00:31, 10.00it/s]

[I 2025-11-04 01:47:45,170] Trial 79 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 126, 'max_depth': 5, 'learning_rate': 0.2616249778870887, 'subsample': 0.9665696077163421, 'colsample_bytree': 0.5376221824989036, 'gamma': 2.0280786497047085, 'min_child_weight': 12, 'reg_alpha': 1.2202223081907668, 'reg_lambda': 5.23150836713901}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:45,261] Trial 80 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 158, 'max_depth': 2, 'learning_rate': 0.28471460367562834, 'subsample': 0.8667851795659828, 'colsample_bytree': 0.5937541786504721, 'gamma': 1.6229937853713545, 'min_child_weight': 17, 'reg_alpha': 0.33024162056317286, 'reg_lambda': 7.873768135715129}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:45,298] Trial 81 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 24, 'max_depth': 8, 'learning_rate': 0.22604604836682823, 'subsample': 0.8935030453227467, 'colsample_bytree': 0.6120084230346923, 'gamma': 1.4248637246053042, 'min_child_weight': 20, 'reg_alpha': 3.1476941024884812, 'reg_lambda': 5.813460180751982}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:45,342] Trial 82 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 57, 'max_depth': 8, 'learning_rate': 0.27175367840742665, 'subsample': 0.7527813100181326, 'colsample_bytree': 0.9246037885325366, 'gamma': 2.209940591875468, 'min_child_weight': 20, 'reg_alpha': 4.437727109846241, 'reg_lambda': 4.639837302548154}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  22%|██▏       | 87/400 [00:06<00:23, 13.61it/s]

[I 2025-11-04 01:47:45,384] Trial 83 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 31, 'max_depth': 4, 'learning_rate': 0.2558484861666631, 'subsample': 0.7687872217951824, 'colsample_bytree': 0.8850242130690898, 'gamma': 1.905607714328314, 'min_child_weight': 19, 'reg_alpha': 2.273657113327386, 'reg_lambda': 6.629014460496865}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:45,441] Trial 84 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 20, 'max_depth': 5, 'learning_rate': 0.23234761636540577, 'subsample': 0.9144776801609473, 'colsample_bytree': 0.9796109952650809, 'gamma': 0.8864484984901924, 'min_child_weight': 18, 'reg_alpha': 2.9034907135315633, 'reg_lambda': 5.5316184230741845}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:45,509] Trial 85 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 167, 'max_depth': 8, 'learning_rate': 0.21191742034629987, 'subsample': 0.7387856454499914, 'colsample_bytree': 0.5139695642998037, 'gamma': 1.1410546037515648, 'min_child_weight': 16, 'reg_alpha': 4.994197249751444, 'reg_lambda': 6.278431196207581}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:45,554] Trial 86 finished with value: 0.6486486486486487 and parameters: {'n_estimators': 33, 'max_depth': 7, 'learning_rate': 0.2857847078550633, 'subsample': 0.825963480415169, 'colsample_bytree': 0.5629704342078423, 'gamma': 0.6095796900769659, 'min_child_weight': 13, 'reg_alpha': 5.5228045562674595, 'reg_lambda': 5.108298859187651}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  23%|██▎       | 91/400 [00:07<00:22, 13.98it/s]

[I 2025-11-04 01:47:45,662] Trial 87 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 136, 'max_depth': 3, 'learning_rate': 0.24209149243592132, 'subsample': 0.7843164285870616, 'colsample_bytree': 0.5459347752929258, 'gamma': 1.5287339833221645, 'min_child_weight': 19, 'reg_alpha': 3.612578918051431, 'reg_lambda': 5.979118708720326}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:45,735] Trial 88 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 77, 'max_depth': 8, 'learning_rate': 0.26829626618921437, 'subsample': 0.8781214296895563, 'colsample_bytree': 0.9036228072090965, 'gamma': 1.2247289255609535, 'min_child_weight': 20, 'reg_alpha': 0.3595713027102126, 'reg_lambda': 7.012668593367117}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:45,797] Trial 89 finished with value: 0.5882352941176471 and parameters: {'n_estimators': 148, 'max_depth': 6, 'learning_rate': 0.13779471999392287, 'subsample': 0.8164045931538016, 'colsample_bytree': 0.527205169224512, 'gamma': 1.3614310882382634, 'min_child_weight': 14, 'reg_alpha': 0.8893494505548999, 'reg_lambda': 6.841003361913596}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:45,845] Trial 90 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 67, 'max_depth': 3, 'learning_rate': 0.08892604273338552, 'subsample': 0.7971016424264791, 'colsample_bytree': 0.5841717082402548, 'gamma': 1.7499390409810354, 'min_child_weight': 17, 'reg_alpha': 5.9171320592674315, 'reg_lambda': 7.314398079638175}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  23%|██▎       | 93/400 [00:07<00:24, 12.78it/s]

[I 2025-11-04 01:47:45,948] Trial 91 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 141, 'max_depth': 4, 'learning_rate': 0.29875994582368165, 'subsample': 0.755208806602784, 'colsample_bytree': 0.6407460717215697, 'gamma': 1.5903530033450146, 'min_child_weight': 18, 'reg_alpha': 1.568994807432061, 'reg_lambda': 4.0843929453708085}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:46,035] Trial 92 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 128, 'max_depth': 7, 'learning_rate': 0.2755095761243871, 'subsample': 0.7383312597147911, 'colsample_bytree': 0.854605071010175, 'gamma': 2.128594855596957, 'min_child_weight': 16, 'reg_alpha': 0.15477611136187935, 'reg_lambda': 5.364805928068895}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:46,096] Trial 93 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 131, 'max_depth': 4, 'learning_rate': 0.28934330388943585, 'subsample': 0.7729365913378677, 'colsample_bytree': 0.6907841266950272, 'gamma': 1.9950877251752785, 'min_child_weight': 15, 'reg_alpha': 4.21885035549205, 'reg_lambda': 3.6994202506418925}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  24%|██▍       | 97/400 [00:07<00:23, 13.02it/s]

[I 2025-11-04 01:47:46,156] Trial 94 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 42, 'max_depth': 8, 'learning_rate': 0.2524905701198748, 'subsample': 0.7504089300694458, 'colsample_bytree': 0.9648599179523947, 'gamma': 1.4333320078878726, 'min_child_weight': 19, 'reg_alpha': 8.277826310912566, 'reg_lambda': 2.727377478074885}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:46,259] Trial 95 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 120, 'max_depth': 5, 'learning_rate': 0.20112347398438543, 'subsample': 0.7618519908556628, 'colsample_bytree': 0.6082908537102736, 'gamma': 0.12594052896518132, 'min_child_weight': 15, 'reg_alpha': 1.1474072563992632, 'reg_lambda': 6.315115758655772}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:46,327] Trial 96 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 156, 'max_depth': 7, 'learning_rate': 0.07333577510895224, 'subsample': 0.7109175038993624, 'colsample_bytree': 0.6194512353923248, 'gamma': 1.6678638201568843, 'min_child_weight': 14, 'reg_alpha': 0.49148925003400845, 'reg_lambda': 5.7594981796561715}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  25%|██▍       | 99/400 [00:07<00:25, 11.95it/s]

[I 2025-11-04 01:47:46,435] Trial 97 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 144, 'max_depth': 8, 'learning_rate': 0.26155119945385097, 'subsample': 0.7226924875884448, 'colsample_bytree': 0.6652652312634995, 'gamma': 2.257235119155556, 'min_child_weight': 17, 'reg_alpha': 4.6626349067503, 'reg_lambda': 4.852856258707563}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:46,527] Trial 98 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 172, 'max_depth': 4, 'learning_rate': 0.2771967585592756, 'subsample': 0.9350634428970633, 'colsample_bytree': 0.8159853323622132, 'gamma': 4.324633486336875, 'min_child_weight': 20, 'reg_alpha': 1.8619283448331756, 'reg_lambda': 5.599442414448447}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:46,590] Trial 99 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 133, 'max_depth': 5, 'learning_rate': 0.22458300503570244, 'subsample': 0.7912042482571947, 'colsample_bytree': 0.9354641576176558, 'gamma': 2.5915068615907035, 'min_child_weight': 12, 'reg_alpha': 3.3353371874458877, 'reg_lambda': 2.2363357484266366}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  26%|██▌       | 103/400 [00:08<00:22, 12.97it/s]

[I 2025-11-04 01:47:46,638] Trial 100 finished with value: 0.6486486486486487 and parameters: {'n_estimators': 48, 'max_depth': 6, 'learning_rate': 0.24536955062061286, 'subsample': 0.8331081844556977, 'colsample_bytree': 0.7604981178358544, 'gamma': 1.796809187990415, 'min_child_weight': 13, 'reg_alpha': 5.181442343748303, 'reg_lambda': 0.6872846552238061}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:46,735] Trial 101 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 115, 'max_depth': 4, 'learning_rate': 0.2998046586520739, 'subsample': 0.8549208361438633, 'colsample_bytree': 0.5129685102894483, 'gamma': 1.885013177888854, 'min_child_weight': 16, 'reg_alpha': 2.273384553241207, 'reg_lambda': 7.200986701155308}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:46,801] Trial 102 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 152, 'max_depth': 4, 'learning_rate': 0.18800487356430612, 'subsample': 0.8048935818097274, 'colsample_bytree': 0.50347357441428, 'gamma': 1.2449419744281178, 'min_child_weight': 18, 'reg_alpha': 1.4348234825387678, 'reg_lambda': 6.942800157610521}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  26%|██▋       | 105/400 [00:08<00:27, 10.64it/s]

[I 2025-11-04 01:47:46,911] Trial 103 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 160, 'max_depth': 4, 'learning_rate': 0.23013703137690691, 'subsample': 0.776424011456795, 'colsample_bytree': 0.5285075822245512, 'gamma': 2.3608040537927826, 'min_child_weight': 15, 'reg_alpha': 3.8084651875835194, 'reg_lambda': 7.7514505796071465}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:47,068] Trial 104 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 164, 'max_depth': 3, 'learning_rate': 0.16975566489383706, 'subsample': 0.7334978353780591, 'colsample_bytree': 0.5697187040703766, 'gamma': 1.1045909999941328, 'min_child_weight': 16, 'reg_alpha': 0.7552977970202477, 'reg_lambda': 6.595569235093691}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  27%|██▋       | 107/400 [00:08<00:28, 10.35it/s]

[I 2025-11-04 01:47:47,164] Trial 105 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 84, 'max_depth': 4, 'learning_rate': 0.28895307247194846, 'subsample': 0.7453149569027435, 'colsample_bytree': 0.5426785323077857, 'gamma': 2.0935140489239883, 'min_child_weight': 14, 'reg_alpha': 2.02878758920588, 'reg_lambda': 6.103240119082755}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:47,273] Trial 106 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 106, 'max_depth': 2, 'learning_rate': 0.20131869004536926, 'subsample': 0.7026801234277216, 'colsample_bytree': 0.5099764220101217, 'gamma': 1.6720793128712517, 'min_child_weight': 19, 'reg_alpha': 2.6911848241427165, 'reg_lambda': 6.4264134984610894}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:47,341] Trial 107 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 27, 'max_depth': 8, 'learning_rate': 0.2683737041267938, 'subsample': 0.7225245190007222, 'colsample_bytree': 0.6514794819845553, 'gamma': 1.4973248820726033, 'min_child_weight': 13, 'reg_alpha': 2.4209385246736783, 'reg_lambda': 6.7164086084314985}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  28%|██▊       | 111/400 [00:09<00:28, 10.23it/s]

[I 2025-11-04 01:47:47,513] Trial 108 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 149, 'max_depth': 3, 'learning_rate': 0.21711192863356907, 'subsample': 0.8895022352628648, 'colsample_bytree': 0.7834631342027611, 'gamma': 1.3520061474090608, 'min_child_weight': 16, 'reg_alpha': 1.0098248456191943, 'reg_lambda': 5.979080515167673}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:47,620] Trial 109 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 141, 'max_depth': 5, 'learning_rate': 0.2556754828481841, 'subsample': 0.8451105082030215, 'colsample_bytree': 0.6326857015397148, 'gamma': 1.9327484064057208, 'min_child_weight': 17, 'reg_alpha': 1.7090337873647536, 'reg_lambda': 8.455501356482225}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:47,679] Trial 110 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 123, 'max_depth': 4, 'learning_rate': 0.23863130807606361, 'subsample': 0.9998055116650276, 'colsample_bytree': 0.6749552387311438, 'gamma': 1.8022324833096097, 'min_child_weight': 20, 'reg_alpha': 2.9872831217962643, 'reg_lambda': 7.230419063506363}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  29%|██▉       | 115/400 [00:09<00:22, 12.83it/s]

[I 2025-11-04 01:47:47,717] Trial 111 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 23, 'max_depth': 6, 'learning_rate': 0.17334687355800288, 'subsample': 0.9558553380472669, 'colsample_bytree': 0.6879487028804724, 'gamma': 0.6656983331926389, 'min_child_weight': 17, 'reg_alpha': 4.099969443769465, 'reg_lambda': 1.6807652299501816}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:47,789] Trial 112 finished with value: 0.6842105263157895 and parameters: {'n_estimators': 37, 'max_depth': 6, 'learning_rate': 0.1793794032214604, 'subsample': 0.9766983795254208, 'colsample_bytree': 0.518596177508459, 'gamma': 0.4800710737615582, 'min_child_weight': 15, 'reg_alpha': 4.761834094349096, 'reg_lambda': 2.83482475346789}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:47,855] Trial 113 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 20, 'max_depth': 7, 'learning_rate': 0.15371789394270904, 'subsample': 0.7674308323437498, 'colsample_bytree': 0.7032141042374651, 'gamma': 0.3910777897662506, 'min_child_weight': 18, 'reg_alpha': 4.485682447266352, 'reg_lambda': 1.4894609922509996}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:47,914] Trial 114 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 100, 'max_depth': 8, 'learning_rate': 0.2780357462999795, 'subsample': 0.9855057447376084, 'colsample_bytree': 0.5324505610111107, 'gamma': 0.9243775247343686, 'min_child_weight': 19, 'reg_alpha': 1.2908317198679855, 'reg_lambda': 2.3012283231442248}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  29%|██▉       | 117/400 [00:09<00:26, 10.75it/s]

[I 2025-11-04 01:47:47,983] Trial 115 finished with value: 0.6842105263157895 and parameters: {'n_estimators': 33, 'max_depth': 5, 'learning_rate': 0.25075848194160827, 'subsample': 0.8718581802117652, 'colsample_bytree': 0.6492102691265562, 'gamma': 0.8068278024239744, 'min_child_weight': 14, 'reg_alpha': 6.147456919680509, 'reg_lambda': 3.1530492898579108}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:48,170] Trial 116 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 27, 'max_depth': 7, 'learning_rate': 0.20740483458451467, 'subsample': 0.7833070456924527, 'colsample_bytree': 0.7173657222952579, 'gamma': 0.9911570300807595, 'min_child_weight': 15, 'reg_alpha': 3.219163259920649, 'reg_lambda': 3.629815780349134}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  30%|██▉       | 119/400 [00:09<00:26, 10.43it/s]

[I 2025-11-04 01:47:48,276] Trial 117 finished with value: 0.6111111111111112 and parameters: {'n_estimators': 166, 'max_depth': 8, 'learning_rate': 0.263877106832468, 'subsample': 0.9175746096698514, 'colsample_bytree': 0.6004298446469882, 'gamma': 1.5804203462637185, 'min_child_weight': 2, 'reg_alpha': 3.4910241730516054, 'reg_lambda': 0.8693147603653211}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:48,376] Trial 118 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 156, 'max_depth': 4, 'learning_rate': 0.2905433431966559, 'subsample': 0.9037962726975285, 'colsample_bytree': 0.5487089598392232, 'gamma': 2.164398603593092, 'min_child_weight': 17, 'reg_alpha': 0.5541329733371054, 'reg_lambda': 0.18772890502909434}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:48,471] Trial 119 finished with value: 0.5882352941176471 and parameters: {'n_estimators': 170, 'max_depth': 5, 'learning_rate': 0.23464217296028556, 'subsample': 0.7572943153068, 'colsample_bytree': 0.5001018039363829, 'gamma': 2.4014940234123214, 'min_child_weight': 13, 'reg_alpha': 5.533792952759863, 'reg_lambda': 1.2368552385553375}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  31%|███       | 123/400 [00:10<00:25, 10.67it/s]

[I 2025-11-04 01:47:48,600] Trial 120 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 179, 'max_depth': 7, 'learning_rate': 0.2736465309981516, 'subsample': 0.6883797963964032, 'colsample_bytree': 0.7451433247991388, 'gamma': 1.1279177919175343, 'min_child_weight': 16, 'reg_alpha': 3.9734605040834485, 'reg_lambda': 6.213711451735388}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:48,695] Trial 121 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 61, 'max_depth': 7, 'learning_rate': 0.24555679641854564, 'subsample': 0.8021597105155799, 'colsample_bytree': 0.6184751335183744, 'gamma': 4.1561400574558185, 'min_child_weight': 18, 'reg_alpha': 3.735108444344971, 'reg_lambda': 5.198287424336706}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:48,754] Trial 122 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 92, 'max_depth': 7, 'learning_rate': 0.25741714718765746, 'subsample': 0.8141251393826303, 'colsample_bytree': 0.6281760022724989, 'gamma': 3.194303136623773, 'min_child_weight': 18, 'reg_alpha': 4.953837985459786, 'reg_lambda': 4.481040352655718}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:48,794] Trial 123 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 38, 'max_depth': 8, 'learning_rate': 0.21754414563500385, 'subsample': 0.8200706792956286, 'colsample_bytree': 0.6648197039358998, 'gamma': 3.872953563868684, 'min_child_weight': 20, 'reg_alpha': 4.203446098488859, 'reg_lambda': 3.353116125721254}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  32%|███▏      | 127/400 [00:10<00:21, 12.80it/s]

[I 2025-11-04 01:47:48,854] Trial 124 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 23, 'max_depth': 7, 'learning_rate': 0.2256915393014988, 'subsample': 0.7930602342550955, 'colsample_bytree': 0.5851052039784216, 'gamma': 4.785545228603904, 'min_child_weight': 19, 'reg_alpha': 1.5827229784452703, 'reg_lambda': 4.321136316606097}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:48,928] Trial 125 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 67, 'max_depth': 4, 'learning_rate': 0.29087533312214625, 'subsample': 0.7728251213341608, 'colsample_bytree': 0.6379282907028788, 'gamma': 1.7085367345733384, 'min_child_weight': 17, 'reg_alpha': 4.520618387972691, 'reg_lambda': 5.420107512314217}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:48,999] Trial 126 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 146, 'max_depth': 6, 'learning_rate': 0.12465353743396575, 'subsample': 0.8353921030589928, 'colsample_bytree': 0.6216692318898128, 'gamma': 2.045654614483784, 'min_child_weight': 15, 'reg_alpha': 4.333595877857993, 'reg_lambda': 4.02868391965239}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:49,049] Trial 127 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 30, 'max_depth': 8, 'learning_rate': 0.2682676410226427, 'subsample': 0.7443028264857294, 'colsample_bytree': 0.6566517196566745, 'gamma': 3.7038095687058696, 'min_child_weight': 16, 'reg_alpha': 5.1619208727065535, 'reg_lambda': 4.7308456712569225}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  33%|███▎      | 131/400 [00:10<00:19, 13.81it/s]

[I 2025-11-04 01:47:49,150] Trial 128 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 175, 'max_depth': 4, 'learning_rate': 0.24446574984897035, 'subsample': 0.8488146242942428, 'colsample_bytree': 0.5229554271804, 'gamma': 1.3806519506278845, 'min_child_weight': 20, 'reg_alpha': 1.9312244641902003, 'reg_lambda': 4.972106993071376}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:49,232] Trial 129 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 136, 'max_depth': 7, 'learning_rate': 0.2757152922023325, 'subsample': 0.7619238833664688, 'colsample_bytree': 0.9884334582064007, 'gamma': 1.5309653753632788, 'min_child_weight': 18, 'reg_alpha': 3.855136520190076, 'reg_lambda': 5.7593049305005435}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:49,272] Trial 130 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 44, 'max_depth': 8, 'learning_rate': 0.2818863880208241, 'subsample': 0.7812115381568252, 'colsample_bytree': 0.6775276958401436, 'gamma': 0.17853646458500022, 'min_child_weight': 19, 'reg_alpha': 0.35914187130218067, 'reg_lambda': 6.992047816525724}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:49,332] Trial 131 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 110, 'max_depth': 2, 'learning_rate': 0.16279590834666763, 'subsample': 0.7061957986628665, 'colsample_bytree': 0.5653680482926736, 'gamma': 0.3822830922663371, 'min_child_weight': 14, 'reg_alpha': 0.7236534488012589, 'reg_lambda': 9.049046594911655}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  34%|███▍      | 135/400 [00:10<00:19, 13.84it/s]

[I 2025-11-04 01:47:49,424] Trial 132 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 117, 'max_depth': 3, 'learning_rate': 0.19568372668410527, 'subsample': 0.8857781982857467, 'colsample_bytree': 0.594286327199518, 'gamma': 0.8260865462642968, 'min_child_weight': 14, 'reg_alpha': 0.9408690624024352, 'reg_lambda': 8.026540852644974}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:49,501] Trial 133 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 96, 'max_depth': 2, 'learning_rate': 0.23038309690758066, 'subsample': 0.9418174702583696, 'colsample_bytree': 0.5740784740707415, 'gamma': 1.2035325086880266, 'min_child_weight': 14, 'reg_alpha': 1.1161079130232707, 'reg_lambda': 6.532256088247731}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:49,562] Trial 134 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 120, 'max_depth': 3, 'learning_rate': 0.15887971995347921, 'subsample': 0.7299833552384684, 'colsample_bytree': 0.5084591735603632, 'gamma': 0.6668144736556207, 'min_child_weight': 15, 'reg_alpha': 0.23705316373567564, 'reg_lambda': 5.944479224832103}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  34%|███▍      | 137/400 [00:11<00:20, 12.72it/s]

[I 2025-11-04 01:47:49,626] Trial 135 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 163, 'max_depth': 4, 'learning_rate': 0.2561554967733951, 'subsample': 0.9665489427964407, 'colsample_bytree': 0.5583700816951055, 'gamma': 0.5637991536897738, 'min_child_weight': 13, 'reg_alpha': 0.48707672912039457, 'reg_lambda': 7.62042064754741}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:49,749] Trial 136 finished with value: 0.631578947368421 and parameters: {'n_estimators': 128, 'max_depth': 3, 'learning_rate': 0.29951668046680296, 'subsample': 0.7372233795778232, 'colsample_bytree': 0.5441896958073613, 'gamma': 1.8925406325461736, 'min_child_weight': 7, 'reg_alpha': 0.13298813349796562, 'reg_lambda': 6.730594332812252}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:49,820] Trial 137 finished with value: 0.6857142857142857 and parameters: {'n_estimators': 153, 'max_depth': 4, 'learning_rate': 0.2111782709530494, 'subsample': 0.7529163452710724, 'colsample_bytree': 0.6089660065020601, 'gamma': 1.010600711644561, 'min_child_weight': 11, 'reg_alpha': 2.304926829151052, 'reg_lambda': 2.4577996857902096}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  35%|███▌      | 141/400 [00:11<00:18, 13.81it/s]

[I 2025-11-04 01:47:49,889] Trial 138 finished with value: 0.7 and parameters: {'n_estimators': 54, 'max_depth': 4, 'learning_rate': 0.18177841139052237, 'subsample': 0.6781386955335571, 'colsample_bytree': 0.5378051349945294, 'gamma': 1.9788946654078101, 'min_child_weight': 12, 'reg_alpha': 3.4949855622522206, 'reg_lambda': 6.384080094213586}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:49,968] Trial 139 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 79, 'max_depth': 2, 'learning_rate': 0.1434884224322139, 'subsample': 0.859359110298319, 'colsample_bytree': 0.5829711254280501, 'gamma': 0.7182490067511912, 'min_child_weight': 13, 'reg_alpha': 1.511899824552653, 'reg_lambda': 5.636436916406528}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:50,018] Trial 140 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 49, 'max_depth': 5, 'learning_rate': 0.2650159152438907, 'subsample': 0.7150373218468719, 'colsample_bytree': 0.6466455928181625, 'gamma': 2.2803419340878897, 'min_child_weight': 16, 'reg_alpha': 1.2812632233718644, 'reg_lambda': 1.9382666097871584}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:50,085] Trial 141 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 161, 'max_depth': 6, 'learning_rate': 0.23684870026268964, 'subsample': 0.7652114109697319, 'colsample_bytree': 0.5101308458194541, 'gamma': 2.148253636769518, 'min_child_weight': 14, 'reg_alpha': 2.5330793213187874, 'reg_lambda': 2.026901965343291}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  36%|███▋      | 146/400 [00:11<00:16, 15.13it/s]

[I 2025-11-04 01:47:50,187] Trial 142 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 158, 'max_depth': 6, 'learning_rate': 0.10129868304254515, 'subsample': 0.788474466451059, 'colsample_bytree': 0.523408558798485, 'gamma': 1.763137440819282, 'min_child_weight': 15, 'reg_alpha': 2.8940373958451393, 'reg_lambda': 1.2219351516876402}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:50,237] Trial 143 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 26, 'max_depth': 8, 'learning_rate': 0.28381991632809217, 'subsample': 0.7472300545763326, 'colsample_bytree': 0.9410644673058604, 'gamma': 2.0689129569399487, 'min_child_weight': 14, 'reg_alpha': 3.3573748313663923, 'reg_lambda': 1.7237310331167992}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:50,276] Trial 144 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 20, 'max_depth': 6, 'learning_rate': 0.24795807290624441, 'subsample': 0.7789061599903873, 'colsample_bytree': 0.5137448639946096, 'gamma': 1.2664442486101077, 'min_child_weight': 17, 'reg_alpha': 4.035817934907738, 'reg_lambda': 8.764145814258242}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:50,339] Trial 145 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 113, 'max_depth': 7, 'learning_rate': 0.18455365086181078, 'subsample': 0.7723830995457027, 'colsample_bytree': 0.5012621150928219, 'gamma': 1.845449464776457, 'min_child_weight': 14, 'reg_alpha': 2.058596188314973, 'reg_lambda': 2.925051621264248}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  37%|███▋      | 148/400 [00:11<00:17, 14.76it/s]

[I 2025-11-04 01:47:50,406] Trial 146 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 168, 'max_depth': 4, 'learning_rate': 0.2570778855216939, 'subsample': 0.8103545021816194, 'colsample_bytree': 0.5214385034001808, 'gamma': 1.6432537309753772, 'min_child_weight': 20, 'reg_alpha': 3.1792580513790383, 'reg_lambda': 1.4830782579497799}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:50,482] Trial 147 finished with value: 0.5882352941176471 and parameters: {'n_estimators': 73, 'max_depth': 8, 'learning_rate': 0.26867351255642746, 'subsample': 0.7573034410022915, 'colsample_bytree': 0.5364854044956138, 'gamma': 4.562190294405436, 'min_child_weight': 13, 'reg_alpha': 3.681840473789077, 'reg_lambda': 6.220285920616432}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:50,590] Trial 148 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 183, 'max_depth': 7, 'learning_rate': 0.2203526264470854, 'subsample': 0.7985952461718715, 'colsample_bytree': 0.509790461216579, 'gamma': 2.5102626852300767, 'min_child_weight': 15, 'reg_alpha': 6.795003561812231, 'reg_lambda': 9.59942322394644}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  38%|███▊      | 150/400 [00:12<00:20, 12.13it/s]

[I 2025-11-04 01:47:50,723] Trial 149 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 152, 'max_depth': 4, 'learning_rate': 0.2896135808032215, 'subsample': 0.9260832624568833, 'colsample_bytree': 0.5517818322880949, 'gamma': 0.48209109639459463, 'min_child_weight': 16, 'reg_alpha': 1.80582572793282, 'reg_lambda': 5.128267490876297}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  38%|███▊      | 152/400 [00:12<00:26,  9.43it/s]

[I 2025-11-04 01:47:50,975] Trial 150 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 158, 'max_depth': 5, 'learning_rate': 0.2382052896614546, 'subsample': 0.7261833036275167, 'colsample_bytree': 0.5294505009852601, 'gamma': 1.5168788702133642, 'min_child_weight': 18, 'reg_alpha': 4.260633448975864, 'reg_lambda': 6.855435017227528}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:51,054] Trial 151 finished with value: 0.717948717948718 and parameters: {'n_estimators': 87, 'max_depth': 4, 'learning_rate': 0.19548166250534316, 'subsample': 0.9987962691412285, 'colsample_bytree': 0.73261771525212, 'gamma': 3.668653575629211, 'min_child_weight': 14, 'reg_alpha': 2.1898769896579515, 'reg_lambda': 6.104482218719454}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:51,113] Trial 152 finished with value: 0.6486486486486487 and parameters: {'n_estimators': 86, 'max_depth': 4, 'learning_rate': 0.20049282923706077, 'subsample': 0.9996783829765666, 'colsample_bytree': 0.6701838907426457, 'gamma': 4.2403585179903605, 'min_child_weight': 14, 'reg_alpha': 2.1933073406218884, 'reg_lambda': 6.1401256916382065}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  39%|███▉      | 156/400 [00:12<00:25,  9.49it/s]

[I 2025-11-04 01:47:51,372] Trial 153 finished with value: 0.6486486486486487 and parameters: {'n_estimators': 105, 'max_depth': 4, 'learning_rate': 0.1767190735036641, 'subsample': 0.9888841278312059, 'colsample_bytree': 0.7050915708513839, 'gamma': 1.9580767073397287, 'min_child_weight': 13, 'reg_alpha': 2.729579550219727, 'reg_lambda': 6.573104865744089}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:51,457] Trial 154 finished with value: 0.6842105263157895 and parameters: {'n_estimators': 125, 'max_depth': 4, 'learning_rate': 0.18994116940877057, 'subsample': 0.9599224420238798, 'colsample_bytree': 0.6837073080990824, 'gamma': 1.3478468158103405, 'min_child_weight': 15, 'reg_alpha': 0.749462721972106, 'reg_lambda': 5.822601461362263}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:51,505] Trial 155 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 87, 'max_depth': 4, 'learning_rate': 0.25026547252557807, 'subsample': 0.9716715414999569, 'colsample_bytree': 0.7968952745095277, 'gamma': 3.918060904428125, 'min_child_weight': 19, 'reg_alpha': 4.873269384585321, 'reg_lambda': 0.5006736998179449}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:51,557] Trial 156 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 101, 'max_depth': 8, 'learning_rate': 0.19578695702412321, 'subsample': 0.7669181082232986, 'colsample_bytree': 0.9690071911377838, 'gamma': 3.6038577105349106, 'min_child_weight': 14, 'reg_alpha': 1.7084906569383267, 'reg_lambda': 7.133464723870568}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  40%|████      | 160/400 [00:13<00:22, 10.44it/s]

[I 2025-11-04 01:47:51,646] Trial 157 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 133, 'max_depth': 3, 'learning_rate': 0.2767929159938827, 'subsample': 0.6947842917493441, 'colsample_bytree': 0.7363733958891653, 'gamma': 3.477978451713132, 'min_child_weight': 20, 'reg_alpha': 6.390587633480333, 'reg_lambda': 5.351060263383413}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:51,730] Trial 158 finished with value: 0.6486486486486487 and parameters: {'n_estimators': 96, 'max_depth': 4, 'learning_rate': 0.20816283312839923, 'subsample': 0.984803211944805, 'colsample_bytree': 0.6598668482585248, 'gamma': 3.8302534211005304, 'min_child_weight': 12, 'reg_alpha': 2.4873273356564853, 'reg_lambda': 6.37987821878142}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:51,840] Trial 159 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 164, 'max_depth': 7, 'learning_rate': 0.2269676691662231, 'subsample': 0.7466886314319159, 'colsample_bytree': 0.7264275233186743, 'gamma': 2.7229394327666103, 'min_child_weight': 14, 'reg_alpha': 1.428950417449633, 'reg_lambda': 7.401320418536687}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  41%|████      | 163/400 [00:13<00:21, 11.25it/s]

[I 2025-11-04 01:47:51,910] Trial 160 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 34, 'max_depth': 8, 'learning_rate': 0.2164950958203683, 'subsample': 0.6289785921929996, 'colsample_bytree': 0.9513239036654707, 'gamma': 2.219639828288122, 'min_child_weight': 13, 'reg_alpha': 9.762747442223198, 'reg_lambda': 5.985485559258798}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:51,984] Trial 161 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 82, 'max_depth': 4, 'learning_rate': 0.05164721042500992, 'subsample': 0.8244704194061604, 'colsample_bytree': 0.6984664767341546, 'gamma': 3.999552557720249, 'min_child_weight': 14, 'reg_alpha': 2.1197661743436687, 'reg_lambda': 6.718499793548905}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:52,030] Trial 162 finished with value: 0.6842105263157895 and parameters: {'n_estimators': 24, 'max_depth': 4, 'learning_rate': 0.08351262518036726, 'subsample': 0.993881435042674, 'colsample_bytree': 0.639879032636995, 'gamma': 3.598749029242241, 'min_child_weight': 14, 'reg_alpha': 2.9899406327941573, 'reg_lambda': 5.523807947709137}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:52,069] Trial 163 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 31, 'max_depth': 4, 'learning_rate': 0.06507881097999918, 'subsample': 0.8199990010403512, 'colsample_bytree': 0.7154703841487594, 'gamma': 4.114086836899028, 'min_child_weight': 15, 'reg_alpha': 2.4290205988066647, 'reg_lambda': 6.341036229823494}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  42%|████▏     | 167/400 [00:13<00:17, 13.57it/s]

[I 2025-11-04 01:47:52,113] Trial 164 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 39, 'max_depth': 5, 'learning_rate': 0.07923991173027523, 'subsample': 0.8297478609796847, 'colsample_bytree': 0.6755951220934797, 'gamma': 3.72610227079993, 'min_child_weight': 17, 'reg_alpha': 2.713159098123196, 'reg_lambda': 8.196996310116186}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:52,222] Trial 165 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 65, 'max_depth': 3, 'learning_rate': 0.2619535236822356, 'subsample': 0.8403350815009706, 'colsample_bytree': 0.5000397298792427, 'gamma': 4.0256617197444085, 'min_child_weight': 19, 'reg_alpha': 3.8375629251198364, 'reg_lambda': 6.055174049751061}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:52,275] Trial 166 finished with value: 0.6486486486486487 and parameters: {'n_estimators': 72, 'max_depth': 4, 'learning_rate': 0.09883686055419189, 'subsample': 0.8087697852686876, 'colsample_bytree': 0.6966446058161426, 'gamma': 1.73649203461525, 'min_child_weight': 13, 'reg_alpha': 0.5459182117335981, 'reg_lambda': 6.600528708405259}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  42%|████▏     | 169/400 [00:13<00:18, 12.24it/s]

[I 2025-11-04 01:47:52,320] Trial 167 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 58, 'max_depth': 4, 'learning_rate': 0.2889320896181132, 'subsample': 0.789055681366713, 'colsample_bytree': 0.7254888765717818, 'gamma': 0.8441373675081144, 'min_child_weight': 15, 'reg_alpha': 3.3099609073591845, 'reg_lambda': 2.55318951911401}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:52,481] Trial 168 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 119, 'max_depth': 7, 'learning_rate': 0.29973004924082347, 'subsample': 0.8687768969421963, 'colsample_bytree': 0.7553858920900003, 'gamma': 3.747247519153375, 'min_child_weight': 16, 'reg_alpha': 5.760609605605538, 'reg_lambda': 6.977886851830924}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  43%|████▎     | 171/400 [00:14<00:18, 12.19it/s]

[I 2025-11-04 01:47:52,545] Trial 169 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 45, 'max_depth': 4, 'learning_rate': 0.06001101718030056, 'subsample': 0.7376972169266175, 'colsample_bytree': 0.6855263120272128, 'gamma': 1.4730118254150257, 'min_child_weight': 15, 'reg_alpha': 1.929814316224697, 'reg_lambda': 6.191041863054443}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:52,647] Trial 170 finished with value: 0.65 and parameters: {'n_estimators': 174, 'max_depth': 6, 'learning_rate': 0.118852811831057, 'subsample': 0.9096753610957424, 'colsample_bytree': 0.8576350512020053, 'gamma': 2.0150240409464115, 'min_child_weight': 9, 'reg_alpha': 3.518932637242018, 'reg_lambda': 4.914508284903323}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:52,713] Trial 171 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 148, 'max_depth': 2, 'learning_rate': 0.07007098396298546, 'subsample': 0.9482650980416181, 'colsample_bytree': 0.8934713059033951, 'gamma': 0.9398630232891075, 'min_child_weight': 18, 'reg_alpha': 1.03401019209721, 'reg_lambda': 8.602769790078023}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  44%|████▍     | 175/400 [00:14<00:16, 13.24it/s]

[I 2025-11-04 01:47:52,774] Trial 172 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 102, 'max_depth': 2, 'learning_rate': 0.2761674378496882, 'subsample': 0.9729629529643193, 'colsample_bytree': 0.7685194481984652, 'gamma': 2.962752762430394, 'min_child_weight': 19, 'reg_alpha': 2.220259635966386, 'reg_lambda': 5.758632801708308}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:52,853] Trial 173 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 91, 'max_depth': 2, 'learning_rate': 0.056414037132748056, 'subsample': 0.9578018574027354, 'colsample_bytree': 0.6300811668005863, 'gamma': 0.6068805078989044, 'min_child_weight': 20, 'reg_alpha': 1.3466841755445491, 'reg_lambda': 8.52529869398018}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:52,919] Trial 174 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 160, 'max_depth': 2, 'learning_rate': 0.09475097136400434, 'subsample': 0.7582782789564617, 'colsample_bytree': 0.8341389334931704, 'gamma': 0.7470846583392327, 'min_child_weight': 20, 'reg_alpha': 1.6747697515611635, 'reg_lambda': 8.18241337214377}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  44%|████▍     | 177/400 [00:14<00:17, 12.58it/s]

[I 2025-11-04 01:47:52,977] Trial 175 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 82, 'max_depth': 2, 'learning_rate': 0.20297157528698506, 'subsample': 0.9798726612065148, 'colsample_bytree': 0.9264950490143344, 'gamma': 1.0758847909501033, 'min_child_weight': 19, 'reg_alpha': 1.8370697989201192, 'reg_lambda': 8.9797113433003}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:53,095] Trial 176 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 28, 'max_depth': 8, 'learning_rate': 0.24936499081497182, 'subsample': 0.8993940713336819, 'colsample_bytree': 0.8706828859746638, 'gamma': 1.1828035109763988, 'min_child_weight': 18, 'reg_alpha': 3.073025279948332, 'reg_lambda': 2.27712837385216}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  45%|████▌     | 181/400 [00:14<00:16, 13.66it/s]

[I 2025-11-04 01:47:53,202] Trial 177 finished with value: 0.6842105263157895 and parameters: {'n_estimators': 156, 'max_depth': 4, 'learning_rate': 0.10703168230502774, 'subsample': 0.9375942841193114, 'colsample_bytree': 0.5176557006068626, 'gamma': 1.823439320350937, 'min_child_weight': 14, 'reg_alpha': 4.0500397624176605, 'reg_lambda': 6.453775154285004}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:53,271] Trial 178 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 23, 'max_depth': 4, 'learning_rate': 0.24087260895705098, 'subsample': 0.802687819316195, 'colsample_bytree': 0.5101817788460719, 'gamma': 3.346157719383423, 'min_child_weight': 20, 'reg_alpha': 2.598788160998904, 'reg_lambda': 1.8219351512156368}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:53,329] Trial 179 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 108, 'max_depth': 7, 'learning_rate': 0.25784380741448154, 'subsample': 0.9948953413668997, 'colsample_bytree': 0.6609009708443396, 'gamma': 1.2910490541662372, 'min_child_weight': 19, 'reg_alpha': 4.650409487948795, 'reg_lambda': 4.345383492735979}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:53,378] Trial 180 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 75, 'max_depth': 8, 'learning_rate': 0.07817298602541743, 'subsample': 0.7786749234455125, 'colsample_bytree': 0.6483076211292913, 'gamma': 0.31489260282547266, 'min_child_weight': 14, 'reg_alpha': 0.8728320510323613, 'reg_lambda': 4.600117048788448}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  46%|████▌     | 183/400 [00:14<00:15, 13.62it/s]

[I 2025-11-04 01:47:53,416] Trial 181 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 39, 'max_depth': 8, 'learning_rate': 0.28834880218607595, 'subsample': 0.7658583910306509, 'colsample_bytree': 0.9968101313487089, 'gamma': 1.4312864982041331, 'min_child_weight': 20, 'reg_alpha': 3.7368787832090367, 'reg_lambda': 5.877618344726427}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:53,525] Trial 182 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 170, 'max_depth': 2, 'learning_rate': 0.28101570741553594, 'subsample': 0.7561138451502799, 'colsample_bytree': 0.9102520769612704, 'gamma': 1.577841579985784, 'min_child_weight': 20, 'reg_alpha': 2.318258827322146, 'reg_lambda': 5.61715059654301}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:53,582] Trial 183 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 52, 'max_depth': 8, 'learning_rate': 0.2688342594838461, 'subsample': 0.7492348496816067, 'colsample_bytree': 0.5319489876710177, 'gamma': 1.6817918326020227, 'min_child_weight': 19, 'reg_alpha': 3.6246635176325928, 'reg_lambda': 5.318458294810076}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  47%|████▋     | 187/400 [00:15<00:15, 13.46it/s]

[I 2025-11-04 01:47:53,633] Trial 184 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 33, 'max_depth': 8, 'learning_rate': 0.29406913163210635, 'subsample': 0.7946480599324647, 'colsample_bytree': 0.8142150193463633, 'gamma': 1.8915926047638199, 'min_child_weight': 20, 'reg_alpha': 2.050459457996438, 'reg_lambda': 6.11559088833795}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:53,714] Trial 185 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 43, 'max_depth': 8, 'learning_rate': 0.2668855703924659, 'subsample': 0.6615659061655856, 'colsample_bytree': 0.5205979495590747, 'gamma': 3.5075390003683635, 'min_child_weight': 14, 'reg_alpha': 0.3393089833917863, 'reg_lambda': 0.7913750992741524}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:53,814] Trial 186 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 122, 'max_depth': 3, 'learning_rate': 0.28169643335893035, 'subsample': 0.7710043713184169, 'colsample_bytree': 0.6010823761896779, 'gamma': 2.120179068481208, 'min_child_weight': 18, 'reg_alpha': 5.3754793740504105, 'reg_lambda': 3.5695028938832634}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  47%|████▋     | 189/400 [00:15<00:17, 12.36it/s]

[I 2025-11-04 01:47:53,909] Trial 187 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 20, 'max_depth': 7, 'learning_rate': 0.19139320416182276, 'subsample': 0.8828241643345531, 'colsample_bytree': 0.9759259579480806, 'gamma': 1.4166163550003363, 'min_child_weight': 19, 'reg_alpha': 1.188111344391463, 'reg_lambda': 6.285409160103876}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:54,006] Trial 188 finished with value: 0.717948717948718 and parameters: {'n_estimators': 167, 'max_depth': 4, 'learning_rate': 0.23336080943977944, 'subsample': 0.7607841185399702, 'colsample_bytree': 0.8974520816122653, 'gamma': 0.9086726261681317, 'min_child_weight': 13, 'reg_alpha': 7.169289834257794, 'reg_lambda': 6.736919395204925}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:54,078] Trial 189 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 164, 'max_depth': 4, 'learning_rate': 0.23005121515935598, 'subsample': 0.7769276147370172, 'colsample_bytree': 0.8893287243260225, 'gamma': 0.8658879892433222, 'min_child_weight': 13, 'reg_alpha': 1.6671249823936614, 'reg_lambda': 9.221680862115472}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  48%|████▊     | 193/400 [00:15<00:19, 10.69it/s]

[I 2025-11-04 01:47:54,285] Trial 190 finished with value: 0.6486486486486487 and parameters: {'n_estimators': 154, 'max_depth': 4, 'learning_rate': 0.23572394110002845, 'subsample': 0.8497603511431162, 'colsample_bytree': 0.6223874742072374, 'gamma': 1.013633030837811, 'min_child_weight': 12, 'reg_alpha': 7.183306574411072, 'reg_lambda': 6.781313330248309}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:54,367] Trial 191 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 96, 'max_depth': 4, 'learning_rate': 0.2529333323990791, 'subsample': 0.7503806985229109, 'colsample_bytree': 0.8789801374304086, 'gamma': 0.7152072589831905, 'min_child_weight': 13, 'reg_alpha': 7.708243962902618, 'reg_lambda': 6.511145667294378}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:54,450] Trial 192 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 116, 'max_depth': 4, 'learning_rate': 0.05112376092607823, 'subsample': 0.7591984252415086, 'colsample_bytree': 0.8946214147326422, 'gamma': 0.5436350881480257, 'min_child_weight': 13, 'reg_alpha': 8.793772856915474, 'reg_lambda': 7.120433669542169}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  49%|████▉     | 195/400 [00:16<00:21,  9.75it/s]

[I 2025-11-04 01:47:54,602] Trial 193 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 170, 'max_depth': 5, 'learning_rate': 0.21267314921439978, 'subsample': 0.7405729067929331, 'colsample_bytree': 0.5002264117416968, 'gamma': 1.109579470351456, 'min_child_weight': 14, 'reg_alpha': 3.452258187776222, 'reg_lambda': 6.802424696924014}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:54,696] Trial 194 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 166, 'max_depth': 4, 'learning_rate': 0.22141027524663, 'subsample': 0.7857786202828022, 'colsample_bytree': 0.8442468213820694, 'gamma': 0.8949917621010581, 'min_child_weight': 17, 'reg_alpha': 3.9558557609392104, 'reg_lambda': 5.716637558498925}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:54,769] Trial 195 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 161, 'max_depth': 6, 'learning_rate': 0.24116229642435216, 'subsample': 0.7693999155219257, 'colsample_bytree': 0.9031559376221613, 'gamma': 0.6659146175790891, 'min_child_weight': 15, 'reg_alpha': 4.265208261981205, 'reg_lambda': 5.950459229924774}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  50%|█████     | 200/400 [00:16<00:15, 12.67it/s]

[I 2025-11-04 01:47:54,844] Trial 196 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 143, 'max_depth': 8, 'learning_rate': 0.2717067937924372, 'subsample': 0.7202401512935714, 'colsample_bytree': 0.8609117043507847, 'gamma': 1.2803088108751688, 'min_child_weight': 13, 'reg_alpha': 7.643993814506984, 'reg_lambda': 1.0730400065215837}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:54,907] Trial 197 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 29, 'max_depth': 4, 'learning_rate': 0.2998146732940343, 'subsample': 0.7625633167446455, 'colsample_bytree': 0.9207110279443508, 'gamma': 0.7863807457772867, 'min_child_weight': 14, 'reg_alpha': 0.5869152281043999, 'reg_lambda': 6.653762206105106}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:54,943] Trial 198 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 35, 'max_depth': 4, 'learning_rate': 0.26395598699839573, 'subsample': 0.8157298789291989, 'colsample_bytree': 0.9411630092450802, 'gamma': 1.5795172720423483, 'min_child_weight': 19, 'reg_alpha': 0.1045611593803113, 'reg_lambda': 7.878268254737891}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:55,011] Trial 199 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 129, 'max_depth': 8, 'learning_rate': 0.24614971521088083, 'subsample': 0.965583663136338, 'colsample_bytree': 0.5658939996389759, 'gamma': 2.2922985797577833, 'min_child_weight': 20, 'reg_alpha': 3.261325437742211, 'reg_lambda': 6.375341929724733}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  50%|█████     | 202/400 [00:16<00:14, 13.50it/s]

[I 2025-11-04 01:47:55,056] Trial 200 finished with value: 0.6341463414634146 and parameters: {'n_estimators': 25, 'max_depth': 3, 'learning_rate': 0.06321837848072581, 'subsample': 0.7315218830931358, 'colsample_bytree': 0.9595812588453361, 'gamma': 2.003190270226003, 'min_child_weight': 4, 'reg_alpha': 8.36418953406891, 'reg_lambda': 3.2042497946361705}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:55,133] Trial 201 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 47, 'max_depth': 8, 'learning_rate': 0.28419984555690997, 'subsample': 0.9274177146500019, 'colsample_bytree': 0.9924599560170178, 'gamma': 1.717363104625705, 'min_child_weight': 17, 'reg_alpha': 5.136948186665132, 'reg_lambda': 3.79434469782235}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:55,224] Trial 202 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 158, 'max_depth': 8, 'learning_rate': 0.2905330721013031, 'subsample': 0.7396614966316529, 'colsample_bytree': 0.6511955020873293, 'gamma': 1.816300386399608, 'min_child_weight': 18, 'reg_alpha': 4.4537914596490475, 'reg_lambda': 5.15603637491537}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  52%|█████▏    | 206/400 [00:16<00:13, 14.53it/s]

[I 2025-11-04 01:47:55,268] Trial 203 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 36, 'max_depth': 8, 'learning_rate': 0.2766576462876653, 'subsample': 0.7066300990971375, 'colsample_bytree': 0.9891190416614266, 'gamma': 1.5078213989131077, 'min_child_weight': 18, 'reg_alpha': 5.015775372431424, 'reg_lambda': 4.027478154978624}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:55,330] Trial 204 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 41, 'max_depth': 8, 'learning_rate': 0.2581823566579328, 'subsample': 0.7530393339276169, 'colsample_bytree': 0.7104592476843687, 'gamma': 3.8333494504451466, 'min_child_weight': 17, 'reg_alpha': 4.848994531361607, 'reg_lambda': 4.957618521750019}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:55,388] Trial 205 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 31, 'max_depth': 4, 'learning_rate': 0.18557482398489772, 'subsample': 0.9508740443816757, 'colsample_bytree': 0.7404982091044248, 'gamma': 1.9378383452857906, 'min_child_weight': 19, 'reg_alpha': 1.499508657963406, 'reg_lambda': 4.695168496653481}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  52%|█████▎    | 210/400 [00:17<00:13, 14.55it/s]

[I 2025-11-04 01:47:55,498] Trial 206 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 165, 'max_depth': 8, 'learning_rate': 0.291312074876491, 'subsample': 0.7633160728910755, 'colsample_bytree': 0.9779349551928093, 'gamma': 1.3604612199885757, 'min_child_weight': 15, 'reg_alpha': 5.339004860426696, 'reg_lambda': 5.473633344905435}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:55,577] Trial 207 finished with value: 0.6486486486486487 and parameters: {'n_estimators': 69, 'max_depth': 7, 'learning_rate': 0.11147050006408882, 'subsample': 0.988768546435035, 'colsample_bytree': 0.6696331090720977, 'gamma': 1.6229977219881273, 'min_child_weight': 12, 'reg_alpha': 4.662036623925273, 'reg_lambda': 8.344608313114561}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:55,615] Trial 208 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 20, 'max_depth': 4, 'learning_rate': 0.1741658804483651, 'subsample': 0.7452148217671837, 'colsample_bytree': 0.5875125346429054, 'gamma': 2.1064326550411026, 'min_child_weight': 14, 'reg_alpha': 6.067913989909669, 'reg_lambda': 6.233138771467348}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:55,678] Trial 209 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 112, 'max_depth': 4, 'learning_rate': 0.27322629390853587, 'subsample': 0.8594867185611277, 'colsample_bytree': 0.5156392564858355, 'gamma': 1.8343708297177603, 'min_child_weight': 20, 'reg_alpha': 3.7393151511641425, 'reg_lambda': 6.955300443702316}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  53%|█████▎    | 213/400 [00:17<00:14, 13.25it/s]

[I 2025-11-04 01:47:55,786] Trial 210 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 149, 'max_depth': 2, 'learning_rate': 0.26057128068769553, 'subsample': 0.9200697291604575, 'colsample_bytree': 0.638269070212718, 'gamma': 3.653705696848231, 'min_child_weight': 16, 'reg_alpha': 1.997237219649496, 'reg_lambda': 6.076268152840801}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:55,862] Trial 211 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 90, 'max_depth': 7, 'learning_rate': 0.19880244891414128, 'subsample': 0.7724951620541192, 'colsample_bytree': 0.9800412373188947, 'gamma': 1.0173920636713487, 'min_child_weight': 20, 'reg_alpha': 2.4245523026690985, 'reg_lambda': 1.3830063465257165}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:55,910] Trial 212 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 37, 'max_depth': 7, 'learning_rate': 0.22323296502144638, 'subsample': 0.7810414988869131, 'colsample_bytree': 0.974418592785529, 'gamma': 3.230482332637961, 'min_child_weight': 20, 'reg_alpha': 2.824500180972999, 'reg_lambda': 6.5986303905854236}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:55,960] Trial 213 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 62, 'max_depth': 7, 'learning_rate': 0.21937428437631343, 'subsample': 0.7968384726225798, 'colsample_bytree': 0.5086025744948206, 'gamma': 1.1092540679491882, 'min_child_weight': 19, 'reg_alpha': 2.259089345210162, 'reg_lambda': 7.283941584028266}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  54%|█████▍    | 217/400 [00:17<00:13, 13.20it/s]

[I 2025-11-04 01:47:56,070] Trial 214 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 138, 'max_depth': 7, 'learning_rate': 0.20833253042535424, 'subsample': 0.7585870046335157, 'colsample_bytree': 0.9632272157188263, 'gamma': 1.1903820881908886, 'min_child_weight': 20, 'reg_alpha': 1.9130772436984935, 'reg_lambda': 6.864650495028208}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:56,144] Trial 215 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 58, 'max_depth': 8, 'learning_rate': 0.2318656350645928, 'subsample': 0.7145558292414546, 'colsample_bytree': 0.9872325646947131, 'gamma': 0.8794388302589036, 'min_child_weight': 14, 'reg_alpha': 2.159160992267807, 'reg_lambda': 2.7228633846196755}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:56,235] Trial 216 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 77, 'max_depth': 6, 'learning_rate': 0.24557921050167172, 'subsample': 0.7666366728956109, 'colsample_bytree': 0.6924181961499455, 'gamma': 1.4397897435382643, 'min_child_weight': 19, 'reg_alpha': 1.74210354135743, 'reg_lambda': 4.212680258787288}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  55%|█████▍    | 219/400 [00:17<00:16, 11.21it/s]

[I 2025-11-04 01:47:56,388] Trial 217 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 125, 'max_depth': 7, 'learning_rate': 0.2993096087236112, 'subsample': 0.7870667473952034, 'colsample_bytree': 0.6567051533564995, 'gamma': 0.7881008294804093, 'min_child_weight': 18, 'reg_alpha': 3.994626177032212, 'reg_lambda': 6.5053435062344}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:56,484] Trial 218 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 168, 'max_depth': 4, 'learning_rate': 0.2853852214750184, 'subsample': 0.8745434312043557, 'colsample_bytree': 0.9982465343113326, 'gamma': 1.2896892081917293, 'min_child_weight': 20, 'reg_alpha': 2.590954117257288, 'reg_lambda': 7.0960511240678565}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:56,559] Trial 219 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 161, 'max_depth': 5, 'learning_rate': 0.2526849123441843, 'subsample': 0.7520849240999775, 'colsample_bytree': 0.7258847306076568, 'gamma': 0.9697007530224026, 'min_child_weight': 13, 'reg_alpha': 8.027754757743066, 'reg_lambda': 6.370279462863172}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  56%|█████▌    | 223/400 [00:18<00:13, 13.00it/s]

[I 2025-11-04 01:47:56,608] Trial 220 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 41, 'max_depth': 8, 'learning_rate': 0.20428177822089183, 'subsample': 0.7749664239022432, 'colsample_bytree': 0.7825953297710562, 'gamma': 3.967664516962849, 'min_child_weight': 14, 'reg_alpha': 3.6159911599782597, 'reg_lambda': 6.649551076223807}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:56,690] Trial 221 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 26, 'max_depth': 8, 'learning_rate': 0.1896861051767676, 'subsample': 0.7273265685922469, 'colsample_bytree': 0.9365993284526709, 'gamma': 2.176747239365448, 'min_child_weight': 16, 'reg_alpha': 3.1389283616498154, 'reg_lambda': 5.784229050621938}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:56,738] Trial 222 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 49, 'max_depth': 8, 'learning_rate': 0.17887640513001246, 'subsample': 0.7202778197856449, 'colsample_bytree': 0.9039277192570708, 'gamma': 2.468477820099536, 'min_child_weight': 15, 'reg_alpha': 6.641581244749272, 'reg_lambda': 4.516908845154168}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:56,785] Trial 223 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 34, 'max_depth': 8, 'learning_rate': 0.16998340188950195, 'subsample': 0.7325704652643723, 'colsample_bytree': 0.9558396789846416, 'gamma': 2.364526473346887, 'min_child_weight': 17, 'reg_alpha': 3.4202441644010624, 'reg_lambda': 6.026197622185404}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  57%|█████▋    | 227/400 [00:18<00:12, 14.21it/s]

[I 2025-11-04 01:47:56,839] Trial 224 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 45, 'max_depth': 8, 'learning_rate': 0.16459354089047404, 'subsample': 0.698069317577219, 'colsample_bytree': 0.94844819816424, 'gamma': 2.0500151776242737, 'min_child_weight': 16, 'reg_alpha': 3.083538415654622, 'reg_lambda': 6.1621484075604895}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:56,910] Trial 225 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 40, 'max_depth': 4, 'learning_rate': 0.19504171316450641, 'subsample': 0.8058455820664739, 'colsample_bytree': 0.9179848056242417, 'gamma': 2.267942217810453, 'min_child_weight': 15, 'reg_alpha': 0.38482148556604945, 'reg_lambda': 8.706726247132988}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:56,987] Trial 226 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 173, 'max_depth': 8, 'learning_rate': 0.1833588830652878, 'subsample': 0.7431949830980185, 'colsample_bytree': 0.9300159759706728, 'gamma': 1.9189996019765045, 'min_child_weight': 14, 'reg_alpha': 2.9302198141726135, 'reg_lambda': 7.59780043847841}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  57%|█████▋    | 229/400 [00:18<00:14, 12.10it/s]

[I 2025-11-04 01:47:57,057] Trial 227 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 156, 'max_depth': 7, 'learning_rate': 0.23073297514733299, 'subsample': 0.8268964675504296, 'colsample_bytree': 0.999290824874544, 'gamma': 0.6155864529092268, 'min_child_weight': 17, 'reg_alpha': 2.391409006310873, 'reg_lambda': 5.4873644525658705}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:57,208] Trial 228 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 54, 'max_depth': 4, 'learning_rate': 0.05787208757529581, 'subsample': 0.7252191617891888, 'colsample_bytree': 0.9791379749759349, 'gamma': 1.7370335251475792, 'min_child_weight': 20, 'reg_alpha': 6.954906604643013, 'reg_lambda': 6.821707957373738}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  58%|█████▊    | 232/400 [00:18<00:12, 13.13it/s]

[I 2025-11-04 01:47:57,261] Trial 229 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 30, 'max_depth': 2, 'learning_rate': 0.052902119440419934, 'subsample': 0.711503521553879, 'colsample_bytree': 0.749925490908961, 'gamma': 3.8121451477180766, 'min_child_weight': 19, 'reg_alpha': 3.8445184056722894, 'reg_lambda': 6.324088647172656}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:57,332] Trial 230 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 23, 'max_depth': 8, 'learning_rate': 0.21384492514614087, 'subsample': 0.756975014223911, 'colsample_bytree': 0.9876217421765188, 'gamma': 4.494150251090631, 'min_child_weight': 18, 'reg_alpha': 2.151299634496239, 'reg_lambda': 2.089967947447559}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:57,379] Trial 231 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 27, 'max_depth': 5, 'learning_rate': 0.27866460547282956, 'subsample': 0.9934659888231759, 'colsample_bytree': 0.5913490911979438, 'gamma': 1.6129551737068606, 'min_child_weight': 19, 'reg_alpha': 4.240263005919486, 'reg_lambda': 4.805035679279335}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:57,432] Trial 232 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 38, 'max_depth': 6, 'learning_rate': 0.23970767048008326, 'subsample': 0.8382358778053592, 'colsample_bytree': 0.6059377858558094, 'gamma': 1.5259351740829485, 'min_child_weight': 20, 'reg_alpha': 4.446576797865946, 'reg_lambda': 4.527593756429814}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  59%|█████▉    | 236/400 [00:18<00:11, 14.40it/s]

[I 2025-11-04 01:47:57,473] Trial 233 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 24, 'max_depth': 6, 'learning_rate': 0.2675940254479799, 'subsample': 0.8166565107747156, 'colsample_bytree': 0.6155521351119345, 'gamma': 1.9998330556767925, 'min_child_weight': 18, 'reg_alpha': 4.0413578786430655, 'reg_lambda': 4.183115465288604}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:57,559] Trial 234 finished with value: 0.6842105263157895 and parameters: {'n_estimators': 70, 'max_depth': 7, 'learning_rate': 0.25307868829123054, 'subsample': 0.8440970828074372, 'colsample_bytree': 0.5741230737709989, 'gamma': 1.8345062496052815, 'min_child_weight': 14, 'reg_alpha': 3.5110887126360684, 'reg_lambda': 5.139023811178004}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:57,637] Trial 235 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 152, 'max_depth': 4, 'learning_rate': 0.28359580780157384, 'subsample': 0.8281727241314097, 'colsample_bytree': 0.5830221650785598, 'gamma': 1.7329884050262483, 'min_child_weight': 19, 'reg_alpha': 0.7033883640809545, 'reg_lambda': 5.923347421754794}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  60%|█████▉    | 238/400 [00:19<00:12, 12.99it/s]

[I 2025-11-04 01:47:57,743] Trial 236 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.2587216563453556, 'subsample': 0.8574246158928887, 'colsample_bytree': 0.9674160248735326, 'gamma': 1.3411472356649272, 'min_child_weight': 13, 'reg_alpha': 4.75292611630404, 'reg_lambda': 6.4983350042455585}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:57,830] Trial 237 finished with value: 0.6285714285714286 and parameters: {'n_estimators': 87, 'max_depth': 4, 'learning_rate': 0.2620039918834284, 'subsample': 0.855050998761333, 'colsample_bytree': 0.9680021835385494, 'gamma': 1.3626683441823368, 'min_child_weight': 12, 'reg_alpha': 4.822538476765735, 'reg_lambda': 6.45957392397504}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:57,887] Trial 238 finished with value: 0.5882352941176471 and parameters: {'n_estimators': 84, 'max_depth': 4, 'learning_rate': 0.27127316678160646, 'subsample': 0.7749722473437772, 'colsample_bytree': 0.5003546975115513, 'gamma': 1.2506859583214036, 'min_child_weight': 13, 'reg_alpha': 4.985713961661881, 'reg_lambda': 6.6677679259712255}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  60%|██████    | 242/400 [00:19<00:11, 13.93it/s]

[I 2025-11-04 01:47:57,944] Trial 239 finished with value: 0.5882352941176471 and parameters: {'n_estimators': 74, 'max_depth': 4, 'learning_rate': 0.2991356650253121, 'subsample': 0.7654752904745606, 'colsample_bytree': 0.9828005751511026, 'gamma': 1.4525257954469035, 'min_child_weight': 13, 'reg_alpha': 4.627337973280475, 'reg_lambda': 6.284789707585622}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:58,039] Trial 240 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.24404569816592092, 'subsample': 0.895510471091869, 'colsample_bytree': 0.9685638064455834, 'gamma': 1.1513195569134749, 'min_child_weight': 14, 'reg_alpha': 1.4429002015682217, 'reg_lambda': 6.8766508791514935}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:58,090] Trial 241 finished with value: 0.7027027027027027 and parameters: {'n_estimators': 77, 'max_depth': 4, 'learning_rate': 0.24669688979757076, 'subsample': 0.8666216862032872, 'colsample_bytree': 0.9618526468445021, 'gamma': 1.1893844844200605, 'min_child_weight': 14, 'reg_alpha': 1.1882280928682758, 'reg_lambda': 6.888067038234531}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  61%|██████    | 244/400 [00:19<00:11, 13.28it/s]

[I 2025-11-04 01:47:58,145] Trial 242 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 83, 'max_depth': 4, 'learning_rate': 0.23572991134492155, 'subsample': 0.8954248035158583, 'colsample_bytree': 0.969575857249148, 'gamma': 1.0575845125540895, 'min_child_weight': 14, 'reg_alpha': 1.5135429149187267, 'reg_lambda': 6.542573681630438}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:58,258] Trial 243 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 83, 'max_depth': 4, 'learning_rate': 0.23892756771790014, 'subsample': 0.8899161840874776, 'colsample_bytree': 0.9690170027959643, 'gamma': 1.0224666157626565, 'min_child_weight': 14, 'reg_alpha': 1.4022755103846485, 'reg_lambda': 6.671791651306593}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:58,314] Trial 244 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 82, 'max_depth': 4, 'learning_rate': 0.24375376237456473, 'subsample': 0.8889214362016993, 'colsample_bytree': 0.9492442646662029, 'gamma': 0.9818566549125947, 'min_child_weight': 14, 'reg_alpha': 1.3593658921986151, 'reg_lambda': 6.655252407965813}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  62%|██████▏   | 248/400 [00:19<00:12, 12.48it/s]

[I 2025-11-04 01:47:58,389] Trial 245 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 88, 'max_depth': 4, 'learning_rate': 0.23783140573224093, 'subsample': 0.8969529188233637, 'colsample_bytree': 0.971324747840912, 'gamma': 1.0802547759083192, 'min_child_weight': 14, 'reg_alpha': 1.1151054165920318, 'reg_lambda': 6.661950143706408}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:58,482] Trial 246 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.23739170322588918, 'subsample': 0.8927478866228191, 'colsample_bytree': 0.9501770494156472, 'gamma': 1.0809066619437797, 'min_child_weight': 14, 'reg_alpha': 1.4156342783415066, 'reg_lambda': 6.658730745531177}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:58,586] Trial 247 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.2362896818478378, 'subsample': 0.8953950353709947, 'colsample_bytree': 0.9432075043915209, 'gamma': 0.9329843925064211, 'min_child_weight': 14, 'reg_alpha': 1.3679124649472938, 'reg_lambda': 6.668190381628901}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  63%|██████▎   | 252/400 [00:20<00:11, 12.86it/s]

[I 2025-11-04 01:47:58,703] Trial 248 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 84, 'max_depth': 4, 'learning_rate': 0.23501406892480678, 'subsample': 0.8913760209423063, 'colsample_bytree': 0.9541232821355968, 'gamma': 1.028919653332815, 'min_child_weight': 14, 'reg_alpha': 1.464892231323597, 'reg_lambda': 6.762549753295536}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:58,780] Trial 249 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 82, 'max_depth': 4, 'learning_rate': 0.23168981200797512, 'subsample': 0.8935095334482237, 'colsample_bytree': 0.9505691818948155, 'gamma': 1.0207768175115777, 'min_child_weight': 14, 'reg_alpha': 1.419427327834632, 'reg_lambda': 6.719120965037537}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:58,850] Trial 250 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 81, 'max_depth': 4, 'learning_rate': 0.23415155851742378, 'subsample': 0.8899784407606517, 'colsample_bytree': 0.9547833633074546, 'gamma': 1.1005525342068725, 'min_child_weight': 14, 'reg_alpha': 1.3443171959792437, 'reg_lambda': 6.985559333694535}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:58,901] Trial 251 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.23544687063539319, 'subsample': 0.8922707791559147, 'colsample_bytree': 0.9474534092837388, 'gamma': 1.0643328080250298, 'min_child_weight': 14, 'reg_alpha': 1.357655335188907, 'reg_lambda': 7.073423967741848}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  64%|██████▎   | 254/400 [00:20<00:11, 12.40it/s]

[I 2025-11-04 01:47:58,991] Trial 252 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.23524019477742988, 'subsample': 0.8951792251736467, 'colsample_bytree': 0.9475044986541881, 'gamma': 1.0573258761653523, 'min_child_weight': 14, 'reg_alpha': 1.3332778073124225, 'reg_lambda': 7.094661144576993}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:59,076] Trial 253 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 79, 'max_depth': 4, 'learning_rate': 0.23657114994206585, 'subsample': 0.8946887261273355, 'colsample_bytree': 0.9456331469104174, 'gamma': 1.089200656152829, 'min_child_weight': 14, 'reg_alpha': 1.3929454722992411, 'reg_lambda': 7.040383530333744}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:59,146] Trial 254 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.23619287285284818, 'subsample': 0.8937135061375778, 'colsample_bytree': 0.9428328654725343, 'gamma': 1.0608396239748419, 'min_child_weight': 14, 'reg_alpha': 1.4738336752131354, 'reg_lambda': 7.056078440023779}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  64%|██████▍   | 256/400 [00:20<00:10, 13.19it/s]

[I 2025-11-04 01:47:59,205] Trial 255 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 81, 'max_depth': 4, 'learning_rate': 0.2346342248476655, 'subsample': 0.8924018517998455, 'colsample_bytree': 0.9505546240257047, 'gamma': 1.0571916507486925, 'min_child_weight': 14, 'reg_alpha': 1.3628142329308457, 'reg_lambda': 7.06968721515165}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  64%|██████▍   | 258/400 [00:21<00:15,  8.96it/s]

[I 2025-11-04 01:47:59,507] Trial 256 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 82, 'max_depth': 4, 'learning_rate': 0.23616120388825332, 'subsample': 0.8940059852306843, 'colsample_bytree': 0.947490959918506, 'gamma': 1.0313989037105378, 'min_child_weight': 14, 'reg_alpha': 1.3363711226267276, 'reg_lambda': 7.288070497011601}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:59,596] Trial 257 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 81, 'max_depth': 4, 'learning_rate': 0.23640966195334134, 'subsample': 0.892390499384239, 'colsample_bytree': 0.9481519269604967, 'gamma': 1.087669009081484, 'min_child_weight': 14, 'reg_alpha': 1.4283672481441665, 'reg_lambda': 7.205631259695551}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:59,662] Trial 258 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.2340810047392537, 'subsample': 0.8951702596249786, 'colsample_bytree': 0.9423047562941772, 'gamma': 1.0520120202937882, 'min_child_weight': 14, 'reg_alpha': 1.3833029206465361, 'reg_lambda': 7.152972388815877}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  66%|██████▌   | 262/400 [00:21<00:12, 11.04it/s]

[I 2025-11-04 01:47:59,715] Trial 259 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 81, 'max_depth': 4, 'learning_rate': 0.23684031351176435, 'subsample': 0.8929249168564333, 'colsample_bytree': 0.9461637577621321, 'gamma': 1.0594397166174874, 'min_child_weight': 14, 'reg_alpha': 1.3928472081500913, 'reg_lambda': 7.3377741886633085}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:59,807] Trial 260 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 81, 'max_depth': 4, 'learning_rate': 0.23649852771797902, 'subsample': 0.8927673930920397, 'colsample_bytree': 0.9468522493317876, 'gamma': 1.0484476883163472, 'min_child_weight': 14, 'reg_alpha': 1.3610041198692289, 'reg_lambda': 7.330186930469414}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:47:59,870] Trial 261 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 81, 'max_depth': 4, 'learning_rate': 0.2365652363739909, 'subsample': 0.8941325423136128, 'colsample_bytree': 0.9465507957176492, 'gamma': 1.0965383164078037, 'min_child_weight': 14, 'reg_alpha': 1.4191328219354238, 'reg_lambda': 7.3800251175377864}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  66%|██████▌   | 264/400 [00:21<00:11, 11.66it/s]

[I 2025-11-04 01:47:59,925] Trial 262 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 79, 'max_depth': 4, 'learning_rate': 0.2267176143250705, 'subsample': 0.888086674071478, 'colsample_bytree': 0.9461849657802149, 'gamma': 1.0140270130215758, 'min_child_weight': 14, 'reg_alpha': 1.3164815469087925, 'reg_lambda': 7.178531320059057}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:00,018] Trial 263 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 83, 'max_depth': 4, 'learning_rate': 0.23853365665534917, 'subsample': 0.9007945384847904, 'colsample_bytree': 0.9510424536321108, 'gamma': 1.0603768402542675, 'min_child_weight': 14, 'reg_alpha': 1.1487572327047606, 'reg_lambda': 7.321344904761778}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:00,077] Trial 264 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.22948696387813228, 'subsample': 0.9093397257387533, 'colsample_bytree': 0.9572027708850332, 'gamma': 0.98023998966544, 'min_child_weight': 14, 'reg_alpha': 1.5164469270400223, 'reg_lambda': 7.0290742902838765}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  66%|██████▋   | 266/400 [00:21<00:10, 13.01it/s]

[I 2025-11-04 01:48:00,132] Trial 265 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 84, 'max_depth': 4, 'learning_rate': 0.24163212379317206, 'subsample': 0.8944761801257595, 'colsample_bytree': 0.938006495016401, 'gamma': 1.1370547395296828, 'min_child_weight': 14, 'reg_alpha': 1.339379470784611, 'reg_lambda': 7.448102761781186}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:00,327] Trial 266 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 77, 'max_depth': 4, 'learning_rate': 0.22410867018063965, 'subsample': 0.8818951735493259, 'colsample_bytree': 0.9546105600323931, 'gamma': 1.0565171861964275, 'min_child_weight': 14, 'reg_alpha': 1.0297182105694054, 'reg_lambda': 7.114809725466384}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  68%|██████▊   | 270/400 [00:21<00:11, 11.30it/s]

[I 2025-11-04 01:48:00,415] Trial 267 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.23383761545307813, 'subsample': 0.9015698891055528, 'colsample_bytree': 0.9317559883233478, 'gamma': 0.9659271016848765, 'min_child_weight': 14, 'reg_alpha': 1.5785140216072835, 'reg_lambda': 7.003231088049882}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:00,496] Trial 268 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 85, 'max_depth': 4, 'learning_rate': 0.2437036587431492, 'subsample': 0.8893201577255563, 'colsample_bytree': 0.9423810054380569, 'gamma': 1.134975301989015, 'min_child_weight': 15, 'reg_alpha': 1.2731588967916092, 'reg_lambda': 7.2602653508180275}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:00,556] Trial 269 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 75, 'max_depth': 4, 'learning_rate': 0.2352482521255177, 'subsample': 0.8955990516064065, 'colsample_bytree': 0.9630885343364802, 'gamma': 1.0283971906210594, 'min_child_weight': 14, 'reg_alpha': 1.4616521351575436, 'reg_lambda': 7.635973245977789}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:00,615] Trial 270 finished with value: 0.717948717948718 and parameters: {'n_estimators': 89, 'max_depth': 4, 'learning_rate': 0.22632030430261602, 'subsample': 0.910252036612571, 'colsample_bytree': 0.9680506665769586, 'gamma': 1.1761553124947937, 'min_child_weight': 15, 'reg_alpha': 1.017637632523266, 'reg_lambda': 6.935790215870892}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  68%|██████▊   | 274/400 [00:22<00:10, 11.54it/s]

[I 2025-11-04 01:48:00,747] Trial 271 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 81, 'max_depth': 4, 'learning_rate': 0.24189685678818648, 'subsample': 0.8807131001967116, 'colsample_bytree': 0.9537052098840947, 'gamma': 0.9180423861933743, 'min_child_weight': 14, 'reg_alpha': 1.3022013955519653, 'reg_lambda': 7.211314819577811}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:00,824] Trial 272 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 78, 'max_depth': 4, 'learning_rate': 0.23169494797891368, 'subsample': 0.886056005285152, 'colsample_bytree': 0.9438910496521707, 'gamma': 1.1010066597025492, 'min_child_weight': 14, 'reg_alpha': 1.5389391065146183, 'reg_lambda': 7.491587701077568}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:00,899] Trial 273 finished with value: 0.717948717948718 and parameters: {'n_estimators': 86, 'max_depth': 4, 'learning_rate': 0.24825306749615894, 'subsample': 0.9060394158953785, 'colsample_bytree': 0.9312062803951581, 'gamma': 0.9629429717943687, 'min_child_weight': 15, 'reg_alpha': 1.099895791976565, 'reg_lambda': 6.860905355239583}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  70%|██████▉   | 278/400 [00:22<00:08, 13.63it/s]

[I 2025-11-04 01:48:00,956] Trial 274 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 82, 'max_depth': 4, 'learning_rate': 0.2370805286751439, 'subsample': 0.8960894653557742, 'colsample_bytree': 0.9681338298927068, 'gamma': 1.0590462763528958, 'min_child_weight': 13, 'reg_alpha': 0.9079304788926537, 'reg_lambda': 7.018146770636435}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:01,031] Trial 275 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 72, 'max_depth': 4, 'learning_rate': 0.220783724881684, 'subsample': 0.8773718612015152, 'colsample_bytree': 0.9544362983727068, 'gamma': 1.2045031758406342, 'min_child_weight': 14, 'reg_alpha': 1.3910694614974528, 'reg_lambda': 6.780899562513679}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:01,087] Trial 276 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 75, 'max_depth': 4, 'learning_rate': 0.24616527829921528, 'subsample': 0.8904358663396107, 'colsample_bytree': 0.9416305938847932, 'gamma': 0.8490039809337724, 'min_child_weight': 14, 'reg_alpha': 1.6311008183622395, 'reg_lambda': 7.21007505649446}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:01,147] Trial 277 finished with value: 0.717948717948718 and parameters: {'n_estimators': 88, 'max_depth': 4, 'learning_rate': 0.22750068348082536, 'subsample': 0.9027688352176498, 'colsample_bytree': 0.9609371429271757, 'gamma': 0.9505865028144846, 'min_child_weight': 15, 'reg_alpha': 1.2139111052668365, 'reg_lambda': 6.978733899535614}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  70%|███████   | 280/400 [00:22<00:09, 12.71it/s]

[I 2025-11-04 01:48:01,240] Trial 278 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 83, 'max_depth': 4, 'learning_rate': 0.23960917175343288, 'subsample': 0.9132819722946867, 'colsample_bytree': 0.9505496783179778, 'gamma': 1.0788279876929006, 'min_child_weight': 13, 'reg_alpha': 1.702435081782625, 'reg_lambda': 7.358396554806088}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:01,329] Trial 279 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 78, 'max_depth': 4, 'learning_rate': 0.25105466210447297, 'subsample': 0.8850320243923242, 'colsample_bytree': 0.9324323186334589, 'gamma': 1.1737876442923008, 'min_child_weight': 14, 'reg_alpha': 1.3821897305651927, 'reg_lambda': 6.718830834962515}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:01,386] Trial 280 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.2329951005002097, 'subsample': 0.8944190047483055, 'colsample_bytree': 0.9717466545716509, 'gamma': 2.617784989519677, 'min_child_weight': 14, 'reg_alpha': 1.134812247441209, 'reg_lambda': 7.064026088521004}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  71%|███████   | 284/400 [00:22<00:08, 13.39it/s]

[I 2025-11-04 01:48:01,445] Trial 281 finished with value: 0.6285714285714286 and parameters: {'n_estimators': 84, 'max_depth': 4, 'learning_rate': 0.2237055268898322, 'subsample': 0.8767187099802455, 'colsample_bytree': 0.9463009980894366, 'gamma': 1.0006622514030354, 'min_child_weight': 13, 'reg_alpha': 1.5491725107215721, 'reg_lambda': 6.611213040844107}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:01,538] Trial 282 finished with value: 0.717948717948718 and parameters: {'n_estimators': 92, 'max_depth': 4, 'learning_rate': 0.24338977208115029, 'subsample': 0.9018776431997001, 'colsample_bytree': 0.9601994163330394, 'gamma': 1.2364890648421178, 'min_child_weight': 15, 'reg_alpha': 0.9151696010264196, 'reg_lambda': 7.729444036051463}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:01,605] Trial 283 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 77, 'max_depth': 4, 'learning_rate': 0.23523274253720383, 'subsample': 0.888308293290728, 'colsample_bytree': 0.9368292987489136, 'gamma': 0.8729261767519737, 'min_child_weight': 14, 'reg_alpha': 1.2427298172673538, 'reg_lambda': 6.795649807671959}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  72%|███████▏  | 286/400 [00:23<00:09, 11.77it/s]

[I 2025-11-04 01:48:01,702] Trial 284 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 88, 'max_depth': 4, 'learning_rate': 0.2535301663450233, 'subsample': 0.9181774538051877, 'colsample_bytree': 0.9238063845058213, 'gamma': 1.0870753146975416, 'min_child_weight': 13, 'reg_alpha': 1.7897378313701737, 'reg_lambda': 7.511774328798374}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:01,822] Trial 285 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 81, 'max_depth': 4, 'learning_rate': 0.21930120420039653, 'subsample': 0.8711755056254524, 'colsample_bytree': 0.969516877397243, 'gamma': 1.0108049786083462, 'min_child_weight': 14, 'reg_alpha': 1.4384716437872156, 'reg_lambda': 7.240962168914663}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:01,888] Trial 286 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 73, 'max_depth': 4, 'learning_rate': 0.22867194047287295, 'subsample': 0.8982813701436093, 'colsample_bytree': 0.9558875156724287, 'gamma': 1.1818982809759349, 'min_child_weight': 14, 'reg_alpha': 1.1085213152854412, 'reg_lambda': 6.924186799204719}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  72%|███████▎  | 290/400 [00:23<00:10, 10.95it/s]

[I 2025-11-04 01:48:02,096] Trial 287 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 85, 'max_depth': 4, 'learning_rate': 0.24355026810523586, 'subsample': 0.908672546950377, 'colsample_bytree': 0.951025231667935, 'gamma': 0.9231692197249206, 'min_child_weight': 14, 'reg_alpha': 1.6014175646794122, 'reg_lambda': 6.5528629439253745}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:02,180] Trial 288 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 79, 'max_depth': 4, 'learning_rate': 0.2516065731291058, 'subsample': 0.8818323765033169, 'colsample_bytree': 0.9420343000964714, 'gamma': 0.8064452192220406, 'min_child_weight': 15, 'reg_alpha': 1.3499461494621279, 'reg_lambda': 6.733995761225403}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:02,235] Trial 289 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 74, 'max_depth': 4, 'learning_rate': 0.23528264686389677, 'subsample': 0.8914119775524566, 'colsample_bytree': 0.9683958874269432, 'gamma': 1.1069187881922822, 'min_child_weight': 14, 'reg_alpha': 0.9550981253241752, 'reg_lambda': 7.0659585458211}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:02,296] Trial 290 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 84, 'max_depth': 4, 'learning_rate': 0.22569046289022596, 'subsample': 0.904023742899457, 'colsample_bytree': 0.9353469961066606, 'gamma': 1.267358454109801, 'min_child_weight': 14, 'reg_alpha': 1.7306887992044708, 'reg_lambda': 7.300308726068491}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  74%|███████▎  | 294/400 [00:23<00:08, 12.32it/s]

[I 2025-11-04 01:48:02,410] Trial 291 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 91, 'max_depth': 4, 'learning_rate': 0.24130697018041, 'subsample': 0.8956753135026034, 'colsample_bytree': 0.9607422385905388, 'gamma': 1.0285816395236569, 'min_child_weight': 13, 'reg_alpha': 1.4840666808858958, 'reg_lambda': 6.855372785126183}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:02,479] Trial 292 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 81, 'max_depth': 4, 'learning_rate': 0.24896455605842352, 'subsample': 0.9130912300495968, 'colsample_bytree': 0.9251252648714122, 'gamma': 1.1446229840350095, 'min_child_weight': 13, 'reg_alpha': 1.1816212066152652, 'reg_lambda': 6.528891072688445}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:02,530] Trial 293 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 76, 'max_depth': 4, 'learning_rate': 0.2334631219735367, 'subsample': 0.8865167006507589, 'colsample_bytree': 0.947200200839128, 'gamma': 0.9134202053504792, 'min_child_weight': 15, 'reg_alpha': 1.3445710514753137, 'reg_lambda': 7.1336979783875}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:02,588] Trial 294 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 70, 'max_depth': 4, 'learning_rate': 0.21975298225625856, 'subsample': 0.8745950352442201, 'colsample_bytree': 0.9747696081205754, 'gamma': 1.0045080296535904, 'min_child_weight': 14, 'reg_alpha': 0.8763968959758494, 'reg_lambda': 6.67537861261508}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  74%|███████▍  | 298/400 [00:24<00:07, 13.08it/s]

[I 2025-11-04 01:48:02,679] Trial 295 finished with value: 0.717948717948718 and parameters: {'n_estimators': 87, 'max_depth': 4, 'learning_rate': 0.25512779741062125, 'subsample': 0.8988949587214349, 'colsample_bytree': 0.9552740818013712, 'gamma': 0.8413451273556021, 'min_child_weight': 15, 'reg_alpha': 1.568099420951162, 'reg_lambda': 7.470024338178043}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:02,760] Trial 296 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 82, 'max_depth': 4, 'learning_rate': 0.24287635384465867, 'subsample': 0.9222829817255682, 'colsample_bytree': 0.9419054445018425, 'gamma': 1.2346048101752305, 'min_child_weight': 14, 'reg_alpha': 1.0859948527395569, 'reg_lambda': 6.959374190792819}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:02,820] Trial 297 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 78, 'max_depth': 4, 'learning_rate': 0.22934073366169372, 'subsample': 0.8906874940014428, 'colsample_bytree': 0.9147148190730282, 'gamma': 1.1176626658048017, 'min_child_weight': 13, 'reg_alpha': 1.8336534133795008, 'reg_lambda': 6.512930079661244}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  75%|███████▌  | 300/400 [00:24<00:07, 12.65it/s]

[I 2025-11-04 01:48:02,882] Trial 298 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 85, 'max_depth': 4, 'learning_rate': 0.23697440188983226, 'subsample': 0.9052061664746587, 'colsample_bytree': 0.9630192952750604, 'gamma': 0.9521747790941973, 'min_child_weight': 14, 'reg_alpha': 1.2821861748351537, 'reg_lambda': 6.865590289671084}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:02,988] Trial 299 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 79, 'max_depth': 4, 'learning_rate': 0.21616493015481567, 'subsample': 0.8814363228159318, 'colsample_bytree': 0.9502723397954808, 'gamma': 1.0423637295458161, 'min_child_weight': 14, 'reg_alpha': 1.468978056464541, 'reg_lambda': 7.182907497996808}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:03,054] Trial 300 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 89, 'max_depth': 4, 'learning_rate': 0.257094832013356, 'subsample': 0.86269613435312, 'colsample_bytree': 0.9338983013620459, 'gamma': 1.1596817297676565, 'min_child_weight': 15, 'reg_alpha': 1.711817976595856, 'reg_lambda': 6.668100176151957}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  76%|███████▌  | 304/400 [00:25<00:13,  7.10it/s]

[I 2025-11-04 01:48:03,766] Trial 301 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 75, 'max_depth': 4, 'learning_rate': 0.24708446801348852, 'subsample': 0.8938797183113495, 'colsample_bytree': 0.9717006630107531, 'gamma': 1.2875854010475505, 'min_child_weight': 14, 'reg_alpha': 1.1952808670962918, 'reg_lambda': 7.386833022732354}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:03,847] Trial 302 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 94, 'max_depth': 4, 'learning_rate': 0.2275434320227319, 'subsample': 0.913924340646066, 'colsample_bytree': 0.9586107681783992, 'gamma': 0.9426072576855464, 'min_child_weight': 13, 'reg_alpha': 1.433183300336773, 'reg_lambda': 7.777508441217716}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:03,904] Trial 303 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 82, 'max_depth': 4, 'learning_rate': 0.2393808490672072, 'subsample': 0.8845112271034942, 'colsample_bytree': 0.9459500214375358, 'gamma': 0.7649594056510192, 'min_child_weight': 14, 'reg_alpha': 1.013217881949898, 'reg_lambda': 7.057138534352442}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:03,961] Trial 304 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 85, 'max_depth': 4, 'learning_rate': 0.2321051201445012, 'subsample': 0.9022312474515413, 'colsample_bytree': 0.929513669459652, 'gamma': 1.1101276182712767, 'min_child_weight': 14, 'reg_alpha': 0.7761173845552024, 'reg_lambda': 6.812293726613896}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  77%|███████▋  | 308/400 [00:25<00:09,  9.46it/s]

[I 2025-11-04 01:48:04,049] Trial 305 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 72, 'max_depth': 4, 'learning_rate': 0.2568879281087868, 'subsample': 0.8710289354874824, 'colsample_bytree': 0.9784901401670871, 'gamma': 1.0292459851131714, 'min_child_weight': 15, 'reg_alpha': 1.6131361265324102, 'reg_lambda': 6.53944620829801}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:04,127] Trial 306 finished with value: 0.6470588235294118 and parameters: {'n_estimators': 78, 'max_depth': 4, 'learning_rate': 0.24626331530821344, 'subsample': 0.8899464422214023, 'colsample_bytree': 0.9393409501598036, 'gamma': 0.8637794655002407, 'min_child_weight': 13, 'reg_alpha': 1.2742037734254612, 'reg_lambda': 7.095195857778827}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:04,193] Trial 307 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 82, 'max_depth': 4, 'learning_rate': 0.2256313596592505, 'subsample': 0.878954468914045, 'colsample_bytree': 0.9640978600712592, 'gamma': 1.2391065839740873, 'min_child_weight': 15, 'reg_alpha': 1.5083114792702181, 'reg_lambda': 7.570076937831571}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:04,243] Trial 308 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 76, 'max_depth': 4, 'learning_rate': 0.23737578784583707, 'subsample': 0.8986994221901554, 'colsample_bytree': 0.9527787070832275, 'gamma': 1.0625645554493384, 'min_child_weight': 14, 'reg_alpha': 1.7621195039799165, 'reg_lambda': 6.87165227791421}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  78%|███████▊  | 312/400 [00:25<00:07, 11.40it/s]

[I 2025-11-04 01:48:04,341] Trial 309 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 89, 'max_depth': 4, 'learning_rate': 0.21569732440513797, 'subsample': 0.9077372863923808, 'colsample_bytree': 0.9477426116379417, 'gamma': 0.9624659178166542, 'min_child_weight': 13, 'reg_alpha': 1.1235848422350296, 'reg_lambda': 7.27294508349592}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:04,415] Trial 310 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.24621841208005968, 'subsample': 0.930781522055563, 'colsample_bytree': 0.9216039473675217, 'gamma': 1.167978302492525, 'min_child_weight': 14, 'reg_alpha': 1.3539465875388832, 'reg_lambda': 6.493048563200788}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:04,477] Trial 311 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 84, 'max_depth': 4, 'learning_rate': 0.25728981700230613, 'subsample': 0.8900940769976619, 'colsample_bytree': 0.9678480945971066, 'gamma': 0.8609226145732021, 'min_child_weight': 14, 'reg_alpha': 0.8948244869872162, 'reg_lambda': 6.727693739402492}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:04,531] Trial 312 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 69, 'max_depth': 4, 'learning_rate': 0.2229038677485688, 'subsample': 0.897699747946073, 'colsample_bytree': 0.937775260835214, 'gamma': 1.3262871868320025, 'min_child_weight': 15, 'reg_alpha': 1.6091756028320388, 'reg_lambda': 6.974898676585948}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  79%|███████▉  | 316/400 [00:26<00:06, 12.63it/s]

[I 2025-11-04 01:48:04,627] Trial 313 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.23674605726854403, 'subsample': 0.917527705387499, 'colsample_bytree': 0.953075826181923, 'gamma': 1.0452792211861248, 'min_child_weight': 14, 'reg_alpha': 1.8935799857214348, 'reg_lambda': 7.341270377527897}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:04,712] Trial 314 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 86, 'max_depth': 4, 'learning_rate': 0.23020395163821833, 'subsample': 0.8842213322979944, 'colsample_bytree': 0.979458408338853, 'gamma': 1.1655711276031742, 'min_child_weight': 13, 'reg_alpha': 1.2574575294106463, 'reg_lambda': 6.423006289881152}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:04,763] Trial 315 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 74, 'max_depth': 4, 'learning_rate': 0.24991904565463352, 'subsample': 0.905526512184674, 'colsample_bytree': 0.9600233195962704, 'gamma': 2.6741659293806874, 'min_child_weight': 14, 'reg_alpha': 1.0518493245761213, 'reg_lambda': 6.664568826324316}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:04,825] Trial 316 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 92, 'max_depth': 4, 'learning_rate': 0.24195083617132013, 'subsample': 0.8748981364614492, 'colsample_bytree': 0.9443374441275286, 'gamma': 0.9438788928296156, 'min_child_weight': 15, 'reg_alpha': 1.4417814245857639, 'reg_lambda': 7.080932208974452}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  80%|███████▉  | 318/400 [00:26<00:06, 12.55it/s]

[I 2025-11-04 01:48:04,924] Trial 317 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 77, 'max_depth': 4, 'learning_rate': 0.2614189201123975, 'subsample': 0.8943159480581243, 'colsample_bytree': 0.9695762966907167, 'gamma': 1.0728816100153435, 'min_child_weight': 14, 'reg_alpha': 1.6262062815767175, 'reg_lambda': 6.895509016167313}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:05,024] Trial 318 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 83, 'max_depth': 4, 'learning_rate': 0.23296567248250727, 'subsample': 0.8666857819638477, 'colsample_bytree': 0.9307231152754579, 'gamma': 0.7655414707032744, 'min_child_weight': 15, 'reg_alpha': 1.2406277124524214, 'reg_lambda': 7.200472976593125}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  80%|████████  | 322/400 [00:26<00:07, 10.15it/s]

[I 2025-11-04 01:48:05,307] Trial 319 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 88, 'max_depth': 4, 'learning_rate': 0.22140136617927095, 'subsample': 0.8834934719746294, 'colsample_bytree': 0.9566241973321737, 'gamma': 1.1723919165533676, 'min_child_weight': 13, 'reg_alpha': 0.7977094345705115, 'reg_lambda': 6.716583347059156}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:05,380] Trial 320 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.24300100548746525, 'subsample': 0.9075711871964963, 'colsample_bytree': 0.9478616807868814, 'gamma': 0.9574179003502746, 'min_child_weight': 14, 'reg_alpha': 1.3761827973934646, 'reg_lambda': 7.528096547451165}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:05,436] Trial 321 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 73, 'max_depth': 4, 'learning_rate': 0.2520257096665148, 'subsample': 0.8993914911149021, 'colsample_bytree': 0.9815065507296967, 'gamma': 1.2911402225739559, 'min_child_weight': 14, 'reg_alpha': 1.8679438139016558, 'reg_lambda': 6.4561914681549215}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:05,494] Trial 322 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 85, 'max_depth': 4, 'learning_rate': 0.21214581066329324, 'subsample': 0.8879429213540113, 'colsample_bytree': 0.9374563217595935, 'gamma': 1.0667134375517529, 'min_child_weight': 13, 'reg_alpha': 1.0587896055275705, 'reg_lambda': 6.968433495166641}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  81%|████████  | 324/400 [00:26<00:06, 10.90it/s]

[I 2025-11-04 01:48:05,588] Trial 323 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 77, 'max_depth': 4, 'learning_rate': 0.22878306965344647, 'subsample': 0.8942510802057207, 'colsample_bytree': 0.9600771522344094, 'gamma': 2.7965878069485117, 'min_child_weight': 14, 'reg_alpha': 1.518367629774377, 'reg_lambda': 6.670598853985123}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  82%|████████▏ | 326/400 [00:27<00:09,  8.18it/s]

[I 2025-11-04 01:48:05,875] Trial 324 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 82, 'max_depth': 4, 'learning_rate': 0.2380148558232969, 'subsample': 0.9132786758488916, 'colsample_bytree': 0.9694188006331996, 'gamma': 0.8426130121817319, 'min_child_weight': 14, 'reg_alpha': 1.2295222461060789, 'reg_lambda': 7.193524268950399}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:05,974] Trial 325 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 191, 'max_depth': 4, 'learning_rate': 0.25273878594841087, 'subsample': 0.8822010028608274, 'colsample_bytree': 0.9226673417455019, 'gamma': 1.220295446131502, 'min_child_weight': 15, 'reg_alpha': 1.7093528192098986, 'reg_lambda': 6.365696253598113}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:06,044] Trial 326 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 87, 'max_depth': 4, 'learning_rate': 0.2232982160903447, 'subsample': 0.8764558457781689, 'colsample_bytree': 0.9502417283788768, 'gamma': 0.9885378222513002, 'min_child_weight': 14, 'reg_alpha': 1.4012665629262113, 'reg_lambda': 6.858195076820265}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  82%|████████▏ | 328/400 [00:27<00:07,  9.20it/s]

[I 2025-11-04 01:48:06,128] Trial 327 finished with value: 0.717948717948718 and parameters: {'n_estimators': 67, 'max_depth': 4, 'learning_rate': 0.2431637519854186, 'subsample': 0.9007989196985688, 'colsample_bytree': 0.9391942727868104, 'gamma': 1.080983895632168, 'min_child_weight': 15, 'reg_alpha': 0.9826473828697433, 'reg_lambda': 7.359490405980488}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:06,262] Trial 328 finished with value: 0.6857142857142857 and parameters: {'n_estimators': 79, 'max_depth': 4, 'learning_rate': 0.23422137131764356, 'subsample': 0.9232002411869885, 'colsample_bytree': 0.9596818216260751, 'gamma': 1.1587563324704513, 'min_child_weight': 13, 'reg_alpha': 1.5619282740757379, 'reg_lambda': 7.038502947202941}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  83%|████████▎ | 332/400 [00:27<00:06, 10.05it/s]

[I 2025-11-04 01:48:06,346] Trial 329 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 83, 'max_depth': 4, 'learning_rate': 0.26257454739832226, 'subsample': 0.8887842727273226, 'colsample_bytree': 0.9751815331421275, 'gamma': 0.9080420953128013, 'min_child_weight': 14, 'reg_alpha': 1.2198977457107913, 'reg_lambda': 6.5886780359106485}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:06,444] Trial 330 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 76, 'max_depth': 4, 'learning_rate': 0.2459428445620856, 'subsample': 0.9069844885735244, 'colsample_bytree': 0.9455051420704267, 'gamma': 1.3447582543651238, 'min_child_weight': 14, 'reg_alpha': 0.7391272849684095, 'reg_lambda': 7.691397080868705}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:06,500] Trial 331 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 91, 'max_depth': 4, 'learning_rate': 0.23002872976782435, 'subsample': 0.8940207761517475, 'colsample_bytree': 0.9285308423385104, 'gamma': 0.994335496801386, 'min_child_weight': 15, 'reg_alpha': 1.7986602318414093, 'reg_lambda': 6.849151008454823}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  84%|████████▎ | 334/400 [00:28<00:06, 10.70it/s]

[I 2025-11-04 01:48:06,562] Trial 332 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.2383710027242193, 'subsample': 0.8604677877619998, 'colsample_bytree': 0.985634665853918, 'gamma': 0.7229642995506174, 'min_child_weight': 13, 'reg_alpha': 1.3786739948561424, 'reg_lambda': 7.119515206962347}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:06,661] Trial 333 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 71, 'max_depth': 4, 'learning_rate': 0.21597422408588726, 'subsample': 0.8691001179792189, 'colsample_bytree': 0.9641282368906448, 'gamma': 2.534041639344356, 'min_child_weight': 14, 'reg_alpha': 1.0948782177970011, 'reg_lambda': 7.9344575888689715}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:06,725] Trial 334 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 85, 'max_depth': 4, 'learning_rate': 0.2531151803280942, 'subsample': 0.6015408693542351, 'colsample_bytree': 0.9539095026171476, 'gamma': 1.0776192211255902, 'min_child_weight': 13, 'reg_alpha': 1.5703087157085782, 'reg_lambda': 6.300928912905187}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  84%|████████▍ | 338/400 [00:28<00:04, 12.60it/s]

[I 2025-11-04 01:48:06,775] Trial 335 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 76, 'max_depth': 4, 'learning_rate': 0.22819560440059505, 'subsample': 0.8789123283178133, 'colsample_bytree': 0.9375135719810754, 'gamma': 1.2310368623490686, 'min_child_weight': 14, 'reg_alpha': 1.3557300784666078, 'reg_lambda': 6.737440884885643}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:06,852] Trial 336 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 82, 'max_depth': 4, 'learning_rate': 0.26019459851439575, 'subsample': 0.9007259003434391, 'colsample_bytree': 0.9169603502307093, 'gamma': 0.8713605499748349, 'min_child_weight': 14, 'reg_alpha': 1.1164451259922452, 'reg_lambda': 7.299899015973985}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:06,919] Trial 337 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 87, 'max_depth': 4, 'learning_rate': 0.2387078278756875, 'subsample': 0.8907221261848872, 'colsample_bytree': 0.9721574289623643, 'gamma': 1.1484039557457648, 'min_child_weight': 15, 'reg_alpha': 0.9025477424172157, 'reg_lambda': 6.505681575799419}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  85%|████████▌ | 340/400 [00:28<00:04, 12.84it/s]

[I 2025-11-04 01:48:06,978] Trial 338 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 94, 'max_depth': 4, 'learning_rate': 0.24656912859835706, 'subsample': 0.9136616244087694, 'colsample_bytree': 0.9528413766312662, 'gamma': 0.9807787366555416, 'min_child_weight': 14, 'reg_alpha': 1.8993559033249845, 'reg_lambda': 6.902323685236543}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:07,068] Trial 339 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 73, 'max_depth': 4, 'learning_rate': 0.22461814429915533, 'subsample': 0.8869184692303478, 'colsample_bytree': 0.9469940549650726, 'gamma': 1.0654427487401512, 'min_child_weight': 13, 'reg_alpha': 1.6448558518442025, 'reg_lambda': 7.4732363908101505}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:07,158] Trial 340 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 79, 'max_depth': 4, 'learning_rate': 0.23442905193124816, 'subsample': 0.8999086547632597, 'colsample_bytree': 0.9330773625603832, 'gamma': 0.9034769091533966, 'min_child_weight': 14, 'reg_alpha': 1.4125145716432879, 'reg_lambda': 6.637289068202006}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  86%|████████▌ | 344/400 [00:28<00:04, 11.87it/s]

[I 2025-11-04 01:48:07,284] Trial 341 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 83, 'max_depth': 4, 'learning_rate': 0.1332507117878585, 'subsample': 0.8743780331262324, 'colsample_bytree': 0.9590011759035219, 'gamma': 1.2287587244193046, 'min_child_weight': 15, 'reg_alpha': 1.187354826700336, 'reg_lambda': 7.011579702188428}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:07,375] Trial 342 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 89, 'max_depth': 4, 'learning_rate': 0.24980808381149863, 'subsample': 0.9067921211554388, 'colsample_bytree': 0.966046127630008, 'gamma': 0.7949846480046753, 'min_child_weight': 14, 'reg_alpha': 1.6900046612306738, 'reg_lambda': 7.180391864586086}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:07,440] Trial 343 finished with value: 0.6486486486486487 and parameters: {'n_estimators': 79, 'max_depth': 4, 'learning_rate': 0.22076424768105737, 'subsample': 0.8937271214154023, 'colsample_bytree': 0.9433661930139514, 'gamma': 1.1310847155904364, 'min_child_weight': 5, 'reg_alpha': 1.4767888658030124, 'reg_lambda': 6.782477757557624}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  86%|████████▋ | 346/400 [00:29<00:04, 12.03it/s]

[I 2025-11-04 01:48:07,494] Trial 344 finished with value: 0.6285714285714286 and parameters: {'n_estimators': 85, 'max_depth': 4, 'learning_rate': 0.26167307683782254, 'subsample': 0.8830826949742521, 'colsample_bytree': 0.9799570527739203, 'gamma': 1.336140924999545, 'min_child_weight': 13, 'reg_alpha': 0.9656389086866789, 'reg_lambda': 6.30629964494949}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:07,601] Trial 345 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 75, 'max_depth': 4, 'learning_rate': 0.23891639443076462, 'subsample': 0.914485420753577, 'colsample_bytree': 0.954552768909959, 'gamma': 1.0047568697958587, 'min_child_weight': 14, 'reg_alpha': 0.6473342584879009, 'reg_lambda': 6.574116644328889}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:07,667] Trial 346 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 81, 'max_depth': 4, 'learning_rate': 0.24813745907985837, 'subsample': 0.8959589955028134, 'colsample_bytree': 0.927985296785355, 'gamma': 0.9090752870833512, 'min_child_weight': 13, 'reg_alpha': 1.2719583786726145, 'reg_lambda': 6.994980186756761}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  88%|████████▊ | 350/400 [00:29<00:03, 12.56it/s]

[I 2025-11-04 01:48:07,739] Trial 347 finished with value: 0.717948717948718 and parameters: {'n_estimators': 77, 'max_depth': 4, 'learning_rate': 0.23242767361618835, 'subsample': 0.8523017907427168, 'colsample_bytree': 0.9635897646203194, 'gamma': 1.1073045258512253, 'min_child_weight': 14, 'reg_alpha': 1.4984356273608832, 'reg_lambda': 7.390536543003806}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:07,836] Trial 348 finished with value: 0.75 and parameters: {'n_estimators': 88, 'max_depth': 4, 'learning_rate': 0.21308838798053936, 'subsample': 0.9037505975432106, 'colsample_bytree': 0.9438677067538646, 'gamma': 1.246638703329681, 'min_child_weight': 15, 'reg_alpha': 1.9317658032806833, 'reg_lambda': 7.643195608193409}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:07,902] Trial 349 finished with value: 0.6842105263157895 and parameters: {'n_estimators': 93, 'max_depth': 4, 'learning_rate': 0.21225922086132287, 'subsample': 0.9243801437245976, 'colsample_bytree': 0.937272761618373, 'gamma': 1.2806650133320683, 'min_child_weight': 15, 'reg_alpha': 1.8944267470458929, 'reg_lambda': 7.577276557742489}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  88%|████████▊ | 352/400 [00:29<00:03, 12.51it/s]

[I 2025-11-04 01:48:07,967] Trial 350 finished with value: 0.717948717948718 and parameters: {'n_estimators': 90, 'max_depth': 4, 'learning_rate': 0.22758490381740698, 'subsample': 0.906210706305938, 'colsample_bytree': 0.9745252114167183, 'gamma': 1.1942625927175092, 'min_child_weight': 15, 'reg_alpha': 2.0433668450234546, 'reg_lambda': 6.80543855850256}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:08,063] Trial 351 finished with value: 0.717948717948718 and parameters: {'n_estimators': 87, 'max_depth': 4, 'learning_rate': 0.2566592075353699, 'subsample': 0.9207318834083711, 'colsample_bytree': 0.9146945493779581, 'gamma': 1.3159728873248846, 'min_child_weight': 15, 'reg_alpha': 1.7276010393474928, 'reg_lambda': 7.718517058089509}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:08,127] Trial 352 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 98, 'max_depth': 4, 'learning_rate': 0.21911302206776534, 'subsample': 0.901862401294807, 'colsample_bytree': 0.9899943633789267, 'gamma': 1.1485954980812483, 'min_child_weight': 14, 'reg_alpha': 1.2078621936428589, 'reg_lambda': 6.6019875252151445}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  88%|████████▊ | 354/400 [00:29<00:03, 13.25it/s]

[I 2025-11-04 01:48:08,191] Trial 353 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 85, 'max_depth': 4, 'learning_rate': 0.2455564411842248, 'subsample': 0.9110755313798313, 'colsample_bytree': 0.9549216252059577, 'gamma': 0.99517492265021, 'min_child_weight': 13, 'reg_alpha': 1.6154789103472496, 'reg_lambda': 6.397832172907249}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:08,374] Trial 354 finished with value: 0.6486486486486487 and parameters: {'n_estimators': 72, 'max_depth': 4, 'learning_rate': 0.267507866329821, 'subsample': 0.9333132426593124, 'colsample_bytree': 0.9461336153863539, 'gamma': 1.3772773365118152, 'min_child_weight': 8, 'reg_alpha': 1.0275583284777077, 'reg_lambda': 7.1089782578713185}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  90%|████████▉ | 358/400 [00:30<00:04, 10.38it/s]

[I 2025-11-04 01:48:08,494] Trial 355 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 83, 'max_depth': 4, 'learning_rate': 0.24076016234968256, 'subsample': 0.8882426057696764, 'colsample_bytree': 0.9621079505662673, 'gamma': 1.2346080403957203, 'min_child_weight': 14, 'reg_alpha': 1.9895191483290389, 'reg_lambda': 6.832870562579474}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:08,588] Trial 356 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 90, 'max_depth': 4, 'learning_rate': 0.22935932075934506, 'subsample': 0.8795017679421777, 'colsample_bytree': 0.9320983840387175, 'gamma': 0.8188437705612912, 'min_child_weight': 15, 'reg_alpha': 1.4611885858174107, 'reg_lambda': 6.973875883523234}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:08,679] Trial 357 finished with value: 0.717948717948718 and parameters: {'n_estimators': 79, 'max_depth': 4, 'learning_rate': 0.24969089090763885, 'subsample': 0.9053252134767509, 'colsample_bytree': 0.9693534362140047, 'gamma': 1.0617857478263717, 'min_child_weight': 15, 'reg_alpha': 0.8401905282856545, 'reg_lambda': 6.68583789143955}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  90%|█████████ | 360/400 [00:30<00:04,  9.17it/s]

[I 2025-11-04 01:48:08,845] Trial 358 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 75, 'max_depth': 4, 'learning_rate': 0.22139777701402932, 'subsample': 0.8970374834002206, 'colsample_bytree': 0.9403703881001988, 'gamma': 0.934994900080515, 'min_child_weight': 14, 'reg_alpha': 1.255282182102877, 'reg_lambda': 6.418462508917791}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:08,957] Trial 359 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 87, 'max_depth': 4, 'learning_rate': 0.2394928582896751, 'subsample': 0.8684402316346993, 'colsample_bytree': 0.951808519627784, 'gamma': 1.0991076829790298, 'min_child_weight': 13, 'reg_alpha': 1.6859039698144564, 'reg_lambda': 7.925658933677351}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:09,039] Trial 360 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 67, 'max_depth': 4, 'learning_rate': 0.2574313731365362, 'subsample': 0.8845601679435845, 'colsample_bytree': 0.9227103725723494, 'gamma': 1.2021912233770595, 'min_child_weight': 14, 'reg_alpha': 1.8566224414114223, 'reg_lambda': 7.199143198052655}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  91%|█████████ | 364/400 [00:30<00:03, 10.34it/s]

[I 2025-11-04 01:48:09,140] Trial 361 finished with value: 0.717948717948718 and parameters: {'n_estimators': 81, 'max_depth': 4, 'learning_rate': 0.23159925271221615, 'subsample': 0.9181191146622633, 'colsample_bytree': 0.9631108650274255, 'gamma': 1.0028183943804436, 'min_child_weight': 15, 'reg_alpha': 1.1206538292904078, 'reg_lambda': 6.19913446785798}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:09,241] Trial 362 finished with value: 0.6111111111111112 and parameters: {'n_estimators': 84, 'max_depth': 4, 'learning_rate': 0.20926771332190838, 'subsample': 0.8989165560943515, 'colsample_bytree': 0.9408659711761096, 'gamma': 0.8193989482584791, 'min_child_weight': 3, 'reg_alpha': 1.4741736734835258, 'reg_lambda': 6.7620490678801}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:09,300] Trial 363 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 77, 'max_depth': 4, 'learning_rate': 0.24345596170976713, 'subsample': 0.8903973698965297, 'colsample_bytree': 0.9818242163209888, 'gamma': 1.1364955514241204, 'min_child_weight': 14, 'reg_alpha': 1.330147241637244, 'reg_lambda': 6.980465967064199}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  92%|█████████▏| 366/400 [00:30<00:03, 10.53it/s]

[I 2025-11-04 01:48:09,373] Trial 364 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 71, 'max_depth': 4, 'learning_rate': 0.22483054262340318, 'subsample': 0.8757872074108852, 'colsample_bytree': 0.5092321419565758, 'gamma': 0.9178667324179637, 'min_child_weight': 14, 'reg_alpha': 1.6519320945991445, 'reg_lambda': 7.508324774510303}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:09,482] Trial 365 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 82, 'max_depth': 4, 'learning_rate': 0.2511265474480918, 'subsample': 0.9096077643314382, 'colsample_bytree': 0.9542754582812101, 'gamma': 1.2797610589182264, 'min_child_weight': 13, 'reg_alpha': 0.9835268281154803, 'reg_lambda': 6.519145647597002}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:09,572] Trial 366 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 200, 'max_depth': 4, 'learning_rate': 0.26615919873793736, 'subsample': 0.8924863934191846, 'colsample_bytree': 0.97259275802275, 'gamma': 1.0260573556691521, 'min_child_weight': 14, 'reg_alpha': 1.273386677170643, 'reg_lambda': 7.238433814331597}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  92%|█████████▎| 370/400 [00:31<00:02, 11.34it/s]

[I 2025-11-04 01:48:09,666] Trial 367 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 89, 'max_depth': 4, 'learning_rate': 0.2369687781612971, 'subsample': 0.8822168283163436, 'colsample_bytree': 0.9453744529253266, 'gamma': 1.1254021693856406, 'min_child_weight': 13, 'reg_alpha': 0.6163748577409831, 'reg_lambda': 6.662885242225019}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:09,747] Trial 368 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 78, 'max_depth': 4, 'learning_rate': 0.23339269015773975, 'subsample': 0.9028338224107988, 'colsample_bytree': 0.9354919382734928, 'gamma': 2.43924129393838, 'min_child_weight': 14, 'reg_alpha': 1.5662131014864553, 'reg_lambda': 6.922972444945719}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:09,816] Trial 369 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 85, 'max_depth': 4, 'learning_rate': 0.21683368100822903, 'subsample': 0.861068210721476, 'colsample_bytree': 0.9605729494506775, 'gamma': 0.6738488385727777, 'min_child_weight': 15, 'reg_alpha': 1.098290453306653, 'reg_lambda': 7.119800569520314}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  93%|█████████▎| 372/400 [00:31<00:02, 11.52it/s]

[I 2025-11-04 01:48:09,874] Trial 370 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 74, 'max_depth': 4, 'learning_rate': 0.24375338610225505, 'subsample': 0.887194559942439, 'colsample_bytree': 0.9510348205344847, 'gamma': 1.3946301583716234, 'min_child_weight': 15, 'reg_alpha': 1.7673469340446215, 'reg_lambda': 6.431297207923951}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:09,983] Trial 371 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 93, 'max_depth': 4, 'learning_rate': 0.2558597117612261, 'subsample': 0.8978449486060935, 'colsample_bytree': 0.9243110459522426, 'gamma': 0.9062183634980572, 'min_child_weight': 12, 'reg_alpha': 1.4055270105834332, 'reg_lambda': 6.823856171883214}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:10,054] Trial 372 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 81, 'max_depth': 4, 'learning_rate': 0.22852182161680867, 'subsample': 0.9146522850797515, 'colsample_bytree': 0.9694881181408391, 'gamma': 1.2179078048425331, 'min_child_weight': 14, 'reg_alpha': 0.8053968099013443, 'reg_lambda': 7.357861078984297}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  94%|█████████▎| 374/400 [00:31<00:02, 11.84it/s]

[I 2025-11-04 01:48:10,141] Trial 373 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 78, 'max_depth': 4, 'learning_rate': 0.24157892870799488, 'subsample': 0.875100544569223, 'colsample_bytree': 0.9424659514596071, 'gamma': 2.6421366243670144, 'min_child_weight': 13, 'reg_alpha': 1.2419117581427686, 'reg_lambda': 7.67749219997888}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:10,245] Trial 374 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 88, 'max_depth': 4, 'learning_rate': 0.25210733236445926, 'subsample': 0.9039081980205861, 'colsample_bytree': 0.9585188993224981, 'gamma': 1.0336536424333296, 'min_child_weight': 10, 'reg_alpha': 1.477994578885908, 'reg_lambda': 6.256600395153519}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  94%|█████████▍| 378/400 [00:31<00:01, 12.11it/s]

[I 2025-11-04 01:48:10,357] Trial 375 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 84, 'max_depth': 4, 'learning_rate': 0.22303187462737278, 'subsample': 0.8925055332549712, 'colsample_bytree': 0.9882787415053728, 'gamma': 0.9923706751484954, 'min_child_weight': 14, 'reg_alpha': 2.0002199831774146, 'reg_lambda': 6.543646452779843}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:10,417] Trial 376 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 81, 'max_depth': 4, 'learning_rate': 0.26309811099490843, 'subsample': 0.8856409640092627, 'colsample_bytree': 0.910879292637725, 'gamma': 1.1070975650573986, 'min_child_weight': 13, 'reg_alpha': 1.7923611725640396, 'reg_lambda': 7.141680694376399}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:10,481] Trial 377 finished with value: 0.717948717948718 and parameters: {'n_estimators': 75, 'max_depth': 4, 'learning_rate': 0.2331987113775614, 'subsample': 0.9102424308724042, 'colsample_bytree': 0.9342843751829896, 'gamma': 1.2674663117004537, 'min_child_weight': 15, 'reg_alpha': 1.06975668180476, 'reg_lambda': 6.741638604092661}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  95%|█████████▌| 380/400 [00:32<00:01, 10.92it/s]

[I 2025-11-04 01:48:10,573] Trial 378 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 171, 'max_depth': 4, 'learning_rate': 0.24555777036798385, 'subsample': 0.8971703616919162, 'colsample_bytree': 0.9757427454575671, 'gamma': 2.8699221383795535, 'min_child_weight': 14, 'reg_alpha': 1.597110683057047, 'reg_lambda': 8.083437613576631}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:10,704] Trial 379 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 164, 'max_depth': 4, 'learning_rate': 0.23436402383145752, 'subsample': 0.9241145493502382, 'colsample_bytree': 0.5194670555597339, 'gamma': 0.760448530057132, 'min_child_weight': 11, 'reg_alpha': 1.3281450683608262, 'reg_lambda': 6.993986576849344}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:10,771] Trial 380 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 85, 'max_depth': 4, 'learning_rate': 0.21458708590920597, 'subsample': 0.8695264782163746, 'colsample_bytree': 0.9511441411657983, 'gamma': 0.8783696453552792, 'min_child_weight': 14, 'reg_alpha': 0.8983438512373201, 'reg_lambda': 7.274785790925949}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  96%|█████████▌| 384/400 [00:32<00:01, 11.28it/s]

[I 2025-11-04 01:48:10,872] Trial 381 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 71, 'max_depth': 4, 'learning_rate': 0.2542568751959436, 'subsample': 0.8813372248393574, 'colsample_bytree': 0.5018436729565662, 'gamma': 1.171277733772798, 'min_child_weight': 14, 'reg_alpha': 9.350424562178263, 'reg_lambda': 7.480205224685504}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:10,959] Trial 382 finished with value: 0.717948717948718 and parameters: {'n_estimators': 96, 'max_depth': 4, 'learning_rate': 0.2278229322604913, 'subsample': 0.9015479173561404, 'colsample_bytree': 0.9689195795353899, 'gamma': 0.9779221263223142, 'min_child_weight': 15, 'reg_alpha': 1.4721842071273459, 'reg_lambda': 6.639691077097575}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:11,048] Trial 383 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 176, 'max_depth': 4, 'learning_rate': 0.2400915996698265, 'subsample': 0.8910732224580185, 'colsample_bytree': 0.9441581071725821, 'gamma': 1.1345414775854903, 'min_child_weight': 14, 'reg_alpha': 1.1904308109277635, 'reg_lambda': 6.899171227411529}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  96%|█████████▌| 384/400 [00:32<00:01, 11.28it/s]

[I 2025-11-04 01:48:11,128] Trial 384 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 79, 'max_depth': 3, 'learning_rate': 0.2651666437737833, 'subsample': 0.9061169439848709, 'colsample_bytree': 0.8273027829053208, 'gamma': 1.0415083166531522, 'min_child_weight': 14, 'reg_alpha': 1.6534468002275777, 'reg_lambda': 6.313023010794403}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  97%|█████████▋| 387/400 [00:32<00:01,  8.80it/s]

[I 2025-11-04 01:48:11,378] Trial 385 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 87, 'max_depth': 4, 'learning_rate': 0.24799592714788424, 'subsample': 0.8874666950607873, 'colsample_bytree': 0.9620208823501643, 'gamma': 1.340157625740143, 'min_child_weight': 13, 'reg_alpha': 1.4237273909160209, 'reg_lambda': 7.076577304622451}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:11,501] Trial 386 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 83, 'max_depth': 4, 'learning_rate': 0.2257718896423323, 'subsample': 0.914876746354304, 'colsample_bytree': 0.9313202615249184, 'gamma': 0.870664457379374, 'min_child_weight': 14, 'reg_alpha': 1.8365890371580955, 'reg_lambda': 6.549126643690741}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  97%|█████████▋| 389/400 [00:33<00:01,  9.19it/s]

[I 2025-11-04 01:48:11,585] Trial 387 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 76, 'max_depth': 4, 'learning_rate': 0.23730797217402924, 'subsample': 0.8482825454641187, 'colsample_bytree': 0.9516224133221048, 'gamma': 1.2186582986334493, 'min_child_weight': 15, 'reg_alpha': 1.0714576750138036, 'reg_lambda': 6.797183743230559}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:11,700] Trial 388 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 91, 'max_depth': 4, 'learning_rate': 0.22075038707208247, 'subsample': 0.8961695034064767, 'colsample_bytree': 0.9833100664438625, 'gamma': 0.9517235211305111, 'min_child_weight': 13, 'reg_alpha': 1.2684645833358714, 'reg_lambda': 7.395386444619133}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:11,765] Trial 389 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 79, 'max_depth': 4, 'learning_rate': 0.2572733147486911, 'subsample': 0.8785247695782695, 'colsample_bytree': 0.9592894732538159, 'gamma': 1.0878505738287185, 'min_child_weight': 14, 'reg_alpha': 1.6202915984983037, 'reg_lambda': 6.971104324251152}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  98%|█████████▊| 393/400 [00:33<00:00, 11.14it/s]

[I 2025-11-04 01:48:11,846] Trial 390 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 65, 'max_depth': 4, 'learning_rate': 0.24501119688268583, 'subsample': 0.8643263048193959, 'colsample_bytree': 0.9404809633310206, 'gamma': 2.760611298605154, 'min_child_weight': 15, 'reg_alpha': 0.8559093604638625, 'reg_lambda': 6.702314557905428}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:11,935] Trial 391 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 83, 'max_depth': 4, 'learning_rate': 0.23520916071852901, 'subsample': 0.8992242216425572, 'colsample_bytree': 0.9294122295955576, 'gamma': 0.7904231731988742, 'min_child_weight': 13, 'reg_alpha': 1.3780997816635263, 'reg_lambda': 7.817656483497526}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:11,993] Trial 392 finished with value: 0.7428571428571429 and parameters: {'n_estimators': 87, 'max_depth': 3, 'learning_rate': 0.20921645691288587, 'subsample': 0.8872561422815864, 'colsample_bytree': 0.9680590213551427, 'gamma': 1.0074156849622231, 'min_child_weight': 14, 'reg_alpha': 2.0056594699647015, 'reg_lambda': 7.1717886983409755}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8:  99%|█████████▉| 395/400 [00:33<00:00, 10.86it/s]

[I 2025-11-04 01:48:12,053] Trial 393 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 73, 'max_depth': 4, 'learning_rate': 0.2296117814857772, 'subsample': 0.9299687108061001, 'colsample_bytree': 0.949689024910714, 'gamma': 1.4344966424937398, 'min_child_weight': 14, 'reg_alpha': 1.1578334073065684, 'reg_lambda': 6.424533330722862}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:12,188] Trial 394 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.2707300857100048, 'subsample': 0.9067573622236231, 'colsample_bytree': 0.9749268958634184, 'gamma': 1.181545369898492, 'min_child_weight': 13, 'reg_alpha': 1.5276283839869615, 'reg_lambda': 6.1727327617546015}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:12,247] Trial 395 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 76, 'max_depth': 4, 'learning_rate': 0.2484113825776542, 'subsample': 0.8937230877931037, 'colsample_bytree': 0.510000860891808, 'gamma': 1.0936120781772707, 'min_child_weight': 14, 'reg_alpha': 0.6693690559734775, 'reg_lambda': 6.8451976781335295}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8: 100%|█████████▉| 399/400 [00:33<00:00, 11.24it/s]

[I 2025-11-04 01:48:12,375] Trial 396 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 161, 'max_depth': 4, 'learning_rate': 0.23999286101677847, 'subsample': 0.8744956986933211, 'colsample_bytree': 0.9581019611339859, 'gamma': 0.9317522184270373, 'min_child_weight': 14, 'reg_alpha': 1.8124389424033205, 'reg_lambda': 6.627385727059191}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:12,469] Trial 397 finished with value: 0.6842105263157895 and parameters: {'n_estimators': 83, 'max_depth': 4, 'learning_rate': 0.21983336245891033, 'subsample': 0.9407810036718559, 'colsample_bytree': 0.9442528973271537, 'gamma': 1.2701924664495317, 'min_child_weight': 15, 'reg_alpha': 0.9872330750963338, 'reg_lambda': 7.031941655332789}. Best is trial 62 with value: 0.8.
[I 2025-11-04 01:48:12,538] Trial 398 finished with value: 0.7058823529411765 and parameters: {'n_estimators': 90, 'max_depth': 4, 'learning_rate': 0.259371985449999, 'subsample': 0.8830685095237761, 'colsample_bytree': 0.5280909525572384, 'gamma': 1.0513072520586189, 'min_child_weight': 14, 'reg_alpha': 1.2945165534518874, 'reg_lambda': 7.593321275526178}. Best is trial 62 with value: 0.8.

Best trial: 62. Best value: 0.8: 100%|██████████| 400/400 [00:33<00:00, 11.79it/s]

[I 2025-11-04 01:48:12,591] Trial 399 finished with value: 0.6285714285714286 and parameters: {'n_estimators': 78, 'max_depth': 4, 'learning_rate': 0.23188845702271887, 'subsample': 0.9159658685082801, 'colsample_bytree': 0.9215139491621894, 'gamma': 2.5488390278061086, 'min_child_weight': 12, 'reg_alpha': 1.5495382867536758, 'reg_lambda': 7.398634521125712}. Best is trial 62 with value: 0.8.
Best F1 Score: 0.8
Best Hyperparameters: {'n_estimators': 157, 'max_depth': 4, 'learning_rate': 0.26210625673636767, 'subsample': 0.8552617560472509, 'colsample_bytree': 0.5038846620392105, 'gamma': 2.0114984841585324, 'min_child_weight': 14, 'reg_alpha': 1.3913329001216268, 'reg_lambda': 6.506601749982799}

Final Model Performance:
Accuracy: 0.7575757575757576
F1: 0.7777777777777778
ROC AUC: 0.725925925925926

# Pick top features
top_feats = feat_imp["feature"].head(40).tolist()

def objective(trial):
    params = {
        "n_estimators": trial.suggest_int("n_estimators", 20, 200),
        "max_depth": trial.suggest_int("max_depth", 2, 8),
        "learning_rate": trial.suggest_float("learning_rate", 0.05, 0.3, log=True),
        "subsample": trial.suggest_float("subsample", 0.6, 1.0),
        "colsample_bytree": trial.suggest_float("colsample_bytree", 0.5, 1.0),
        "gamma": trial.suggest_float("gamma", 0, 5),
        "min_child_weight": trial.suggest_int("min_child_weight", 1, 20),
        "reg_alpha": trial.suggest_float("reg_alpha", 0.1, 10.0),
        "reg_lambda": trial.suggest_float("reg_lambda", 0.1, 10.0),
        "random_state": 42,
        "n_jobs": -1,
        "tree_method": "hist",
        "eval_metric": "auc",
    }

    model = xgb.XGBClassifier(**params)
    model.fit(X_train[top_feats], y_train)

    y_prob = model.predict_proba(X_test[top_feats])[:, 1]
    auc = roc_auc_score(y_test, y_prob)
    return auc

# Run optimization
study = optuna.create_study(direction="maximize")
study.optimize(objective, n_trials=400, show_progress_bar=True)

print("Best AUC Score:", study.best_value)
print("Best Hyperparameters:", study.best_params)

# Train final model
best_params = study.best_params
final_model = xgb.XGBClassifier(**best_params)
final_model.fit(X_train[top_feats], y_train)

y_pred = final_model.predict(X_test[top_feats])
y_prob = final_model.predict_proba(X_test[top_feats])[:, 1]

print("\nFinal Model Performance:")
print("Accuracy:", accuracy_score(y_test, y_pred))
print("F1:", f1_score(y_test, y_pred))
print("ROC AUC:", roc_auc_score(y_test, y_prob))

[I 2025-11-04 02:26:46,536] A new study created in memory with name: no-name-d92f92fe-b1ec-4f29-859f-8c32df300a32
Best trial: 2. Best value: 0.653704:   1%|          | 3/400 [00:00<00:36, 10.83it/s]

[I 2025-11-04 02:26:46,663] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 26, 'max_depth': 3, 'learning_rate': 0.13538675602042355, 'subsample': 0.9899903663465102, 'colsample_bytree': 0.9130489830951728, 'gamma': 3.7895313591672357, 'min_child_weight': 19, 'reg_alpha': 0.733155884697175, 'reg_lambda': 2.071044406745756}. Best is trial 0 with value: 0.5.
[I 2025-11-04 02:26:46,761] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 158, 'max_depth': 6, 'learning_rate': 0.29635297377470327, 'subsample': 0.8812603149686756, 'colsample_bytree': 0.5555818606396534, 'gamma': 0.2800052712279172, 'min_child_weight': 20, 'reg_alpha': 5.425881896608387, 'reg_lambda': 4.790582017511499}. Best is trial 0 with value: 0.5.
[I 2025-11-04 02:26:46,825] Trial 2 finished with value: 0.6537037037037037 and parameters: {'n_estimators': 39, 'max_depth': 6, 'learning_rate': 0.1802428303817705, 'subsample': 0.9522008835914973, 'colsample_bytree': 0.9650856907791856, 'gamma': 4.62382658913991, 'min_child_weight': 6, 'reg_alpha': 4.447093965640735, 'reg_lambda': 1.320981282225932}. Best is trial 2 with value: 0.6537037037037037.

Best trial: 2. Best value: 0.653704:   1%|▏         | 5/400 [00:00<00:44,  8.97it/s]

[I 2025-11-04 02:26:46,943] Trial 3 finished with value: 0.625925925925926 and parameters: {'n_estimators': 133, 'max_depth': 2, 'learning_rate': 0.07469626816800055, 'subsample': 0.680496480006123, 'colsample_bytree': 0.6284377931820088, 'gamma': 2.960607853119657, 'min_child_weight': 2, 'reg_alpha': 8.651278117863777, 'reg_lambda': 5.749892360273769}. Best is trial 2 with value: 0.6537037037037037.
[I 2025-11-04 02:26:47,085] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 169, 'max_depth': 3, 'learning_rate': 0.05057922031259944, 'subsample': 0.7496346322724908, 'colsample_bytree': 0.9486793803139417, 'gamma': 0.921724870905346, 'min_child_weight': 20, 'reg_alpha': 6.371718143208903, 'reg_lambda': 3.60865517862838}. Best is trial 2 with value: 0.6537037037037037.

Best trial: 5. Best value: 0.659259:   2%|▏         | 7/400 [00:00<00:44,  8.82it/s]

[I 2025-11-04 02:26:47,170] Trial 5 finished with value: 0.6592592592592592 and parameters: {'n_estimators': 171, 'max_depth': 7, 'learning_rate': 0.13374188082759703, 'subsample': 0.7708718502755376, 'colsample_bytree': 0.9876664978377436, 'gamma': 1.1120102771129354, 'min_child_weight': 1, 'reg_alpha': 6.255273035990074, 'reg_lambda': 9.358545995723086}. Best is trial 5 with value: 0.6592592592592592.
[I 2025-11-04 02:26:47,317] Trial 6 finished with value: 0.6574074074074074 and parameters: {'n_estimators': 174, 'max_depth': 3, 'learning_rate': 0.12239196085153592, 'subsample': 0.9314634954389627, 'colsample_bytree': 0.5671609787682788, 'gamma': 0.98226865519773, 'min_child_weight': 2, 'reg_alpha': 5.654501223254924, 'reg_lambda': 2.0682281683789028}. Best is trial 5 with value: 0.6592592592592592.

Best trial: 8. Best value: 0.672222:   2%|▏         | 9/400 [00:01<00:46,  8.36it/s]

[I 2025-11-04 02:26:47,388] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 130, 'max_depth': 8, 'learning_rate': 0.054762133846444364, 'subsample': 0.8664854584654098, 'colsample_bytree': 0.9572181133762432, 'gamma': 0.7868952732304602, 'min_child_weight': 20, 'reg_alpha': 6.3530553623133, 'reg_lambda': 5.229041193001648}. Best is trial 5 with value: 0.6592592592592592.
[I 2025-11-04 02:26:47,577] Trial 8 finished with value: 0.6722222222222222 and parameters: {'n_estimators': 132, 'max_depth': 8, 'learning_rate': 0.2653261832931398, 'subsample': 0.9329170412119581, 'colsample_bytree': 0.573176814671329, 'gamma': 3.7542159592885387, 'min_child_weight': 2, 'reg_alpha': 2.054754543229449, 'reg_lambda': 6.186150310576915}. Best is trial 8 with value: 0.6722222222222222.

Best trial: 10. Best value: 0.737037:   3%|▎         | 11/400 [00:01<00:45,  8.57it/s]

[I 2025-11-04 02:26:47,671] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 99, 'max_depth': 6, 'learning_rate': 0.15949972824647693, 'subsample': 0.9166381402583995, 'colsample_bytree': 0.9646079823386966, 'gamma': 1.1945139614626077, 'min_child_weight': 18, 'reg_alpha': 1.8222768114557932, 'reg_lambda': 3.9123784775764876}. Best is trial 8 with value: 0.6722222222222222.
[I 2025-11-04 02:26:47,800] Trial 10 finished with value: 0.737037037037037 and parameters: {'n_estimators': 79, 'max_depth': 8, 'learning_rate': 0.2788239323058723, 'subsample': 0.8215593633207753, 'colsample_bytree': 0.7306940600276666, 'gamma': 2.3751724721015615, 'min_child_weight': 11, 'reg_alpha': 2.779213268641471, 'reg_lambda': 8.109172624151212}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:   4%|▎         | 14/400 [00:01<00:43,  8.86it/s]

[I 2025-11-04 02:26:47,958] Trial 11 finished with value: 0.7203703703703703 and parameters: {'n_estimators': 83, 'max_depth': 8, 'learning_rate': 0.2291060144433755, 'subsample': 0.8197669305523451, 'colsample_bytree': 0.7369163455695386, 'gamma': 2.5852188741495974, 'min_child_weight': 12, 'reg_alpha': 2.8822628971764703, 'reg_lambda': 7.893115973000234}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:48,055] Trial 12 finished with value: 0.6925925925925926 and parameters: {'n_estimators': 76, 'max_depth': 8, 'learning_rate': 0.21905744200282717, 'subsample': 0.8274061324187251, 'colsample_bytree': 0.7492165788535469, 'gamma': 2.2358418422401067, 'min_child_weight': 13, 'reg_alpha': 3.652970441055528, 'reg_lambda': 8.320599429144705}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:48,141] Trial 13 finished with value: 0.7018518518518518 and parameters: {'n_estimators': 67, 'max_depth': 5, 'learning_rate': 0.22189366454106502, 'subsample': 0.7015198526127024, 'colsample_bytree': 0.7467593644341521, 'gamma': 2.1087904970619924, 'min_child_weight': 12, 'reg_alpha': 2.8725147538661093, 'reg_lambda': 7.513149330244006}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:   4%|▍         | 15/400 [00:01<00:44,  8.66it/s]

[I 2025-11-04 02:26:48,267] Trial 14 finished with value: 0.674074074074074 and parameters: {'n_estimators': 81, 'max_depth': 7, 'learning_rate': 0.22485454804693109, 'subsample': 0.6051569546209125, 'colsample_bytree': 0.841896385624979, 'gamma': 2.9705327149324106, 'min_child_weight': 9, 'reg_alpha': 0.3950584051526498, 'reg_lambda': 9.660621620035378}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:48,358] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 52, 'max_depth': 7, 'learning_rate': 0.29996710498170603, 'subsample': 0.8164624996288078, 'colsample_bytree': 0.6658645467843497, 'gamma': 1.765872579918323, 'min_child_weight': 15, 'reg_alpha': 3.6564594605144087, 'reg_lambda': 7.3021690818527585}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:   4%|▍         | 17/400 [00:01<00:43,  8.74it/s]

[I 2025-11-04 02:26:48,492] Trial 16 finished with value: 0.5518518518518518 and parameters: {'n_estimators': 106, 'max_depth': 5, 'learning_rate': 0.09608918888003411, 'subsample': 0.8499865581407055, 'colsample_bytree': 0.8255110557011728, 'gamma': 2.991868120673826, 'min_child_weight': 9, 'reg_alpha': 7.9075242770173055, 'reg_lambda': 8.215638894314404}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:   5%|▍         | 19/400 [00:02<00:51,  7.46it/s]

[I 2025-11-04 02:26:48,700] Trial 17 finished with value: 0.6703703703703704 and parameters: {'n_estimators': 92, 'max_depth': 8, 'learning_rate': 0.18454503161076746, 'subsample': 0.7646031184135457, 'colsample_bytree': 0.6687533871749863, 'gamma': 3.6150606348353334, 'min_child_weight': 6, 'reg_alpha': 1.6159670680647529, 'reg_lambda': 6.906925416519036}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:48,834] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 200, 'max_depth': 4, 'learning_rate': 0.24580466315867325, 'subsample': 0.7137345515358036, 'colsample_bytree': 0.8085408495080864, 'gamma': 1.720507622365108, 'min_child_weight': 15, 'reg_alpha': 3.0200453971941923, 'reg_lambda': 8.947923331010443}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:48,880] Trial 19 finished with value: 0.6055555555555556 and parameters: {'n_estimators': 66, 'max_depth': 7, 'learning_rate': 0.1905769567954261, 'subsample': 0.6491938231362562, 'colsample_bytree': 0.7012425123198958, 'gamma': 4.601546412007625, 'min_child_weight': 10, 'reg_alpha': 4.519831639784595, 'reg_lambda': 9.976278434834818}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:   6%|▌         | 23/400 [00:02<00:34, 11.08it/s]

[I 2025-11-04 02:26:48,975] Trial 20 finished with value: 0.6685185185185185 and parameters: {'n_estimators': 115, 'max_depth': 5, 'learning_rate': 0.09705371492093144, 'subsample': 0.7956830058283716, 'colsample_bytree': 0.7897020264082659, 'gamma': 2.608205450273682, 'min_child_weight': 7, 'reg_alpha': 2.7166783038501703, 'reg_lambda': 6.623824185261659}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:49,046] Trial 21 finished with value: 0.6777777777777778 and parameters: {'n_estimators': 57, 'max_depth': 5, 'learning_rate': 0.21942178774857776, 'subsample': 0.7207638952453437, 'colsample_bytree': 0.7383510542097402, 'gamma': 2.0248198810249582, 'min_child_weight': 12, 'reg_alpha': 2.913111816324013, 'reg_lambda': 7.705535268080647}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:49,090] Trial 22 finished with value: 0.7314814814814815 and parameters: {'n_estimators': 82, 'max_depth': 4, 'learning_rate': 0.26373113420652944, 'subsample': 0.792898063347357, 'colsample_bytree': 0.8843079531121334, 'gamma': 2.46679208621335, 'min_child_weight': 13, 'reg_alpha': 1.3821117872502753, 'reg_lambda': 8.601422901307732}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:49,142] Trial 23 finished with value: 0.5 and parameters: {'n_estimators': 85, 'max_depth': 4, 'learning_rate': 0.2680048976978901, 'subsample': 0.7934986507059002, 'colsample_bytree': 0.8884656648409627, 'gamma': 2.5730018161391723, 'min_child_weight': 15, 'reg_alpha': 1.3235767498594462, 'reg_lambda': 8.746388892441988}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:   7%|▋         | 27/400 [00:02<00:30, 12.24it/s]

[I 2025-11-04 02:26:49,270] Trial 24 finished with value: 0.7129629629629629 and parameters: {'n_estimators': 114, 'max_depth': 4, 'learning_rate': 0.1647831995234891, 'subsample': 0.834226593449107, 'colsample_bytree': 0.8677330222836159, 'gamma': 3.361594047409432, 'min_child_weight': 13, 'reg_alpha': 0.14664978309929588, 'reg_lambda': 8.053376219626093}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:49,340] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 47, 'max_depth': 6, 'learning_rate': 0.25220669350609753, 'subsample': 0.8731788564553035, 'colsample_bytree': 0.7872000578900065, 'gamma': 1.4404200990258877, 'min_child_weight': 17, 'reg_alpha': 1.0410689108107685, 'reg_lambda': 9.067975512038325}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:49,399] Trial 26 finished with value: 0.7037037037037037 and parameters: {'n_estimators': 72, 'max_depth': 2, 'learning_rate': 0.20106320571446887, 'subsample': 0.8893033652084494, 'colsample_bytree': 0.6895007162151834, 'gamma': 4.192531895489234, 'min_child_weight': 11, 'reg_alpha': 2.1501908184918213, 'reg_lambda': 6.712067662002377}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:49,465] Trial 27 finished with value: 0.6703703703703704 and parameters: {'n_estimators': 93, 'max_depth': 8, 'learning_rate': 0.2978220947315375, 'subsample': 0.7934016818590566, 'colsample_bytree': 0.6237340312744744, 'gamma': 2.4959248057815953, 'min_child_weight': 8, 'reg_alpha': 3.837473146811655, 'reg_lambda': 5.822755155870496}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:   8%|▊         | 31/400 [00:03<00:26, 13.67it/s]

[I 2025-11-04 02:26:49,510] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 32, 'max_depth': 7, 'learning_rate': 0.15962637838693616, 'subsample': 0.7377698067704591, 'colsample_bytree': 0.7167643062092862, 'gamma': 3.1000155604905597, 'min_child_weight': 14, 'reg_alpha': 2.383384813585807, 'reg_lambda': 8.528732214206869}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:49,592] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 24, 'max_depth': 3, 'learning_rate': 0.11091038846518775, 'subsample': 0.7765075052283859, 'colsample_bytree': 0.9143912824473394, 'gamma': 4.038984884219902, 'min_child_weight': 17, 'reg_alpha': 0.8899108849749621, 'reg_lambda': 4.428978160383467}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:49,655] Trial 30 finished with value: 0.7166666666666666 and parameters: {'n_estimators': 123, 'max_depth': 4, 'learning_rate': 0.24568639601570638, 'subsample': 0.8380853716374853, 'colsample_bytree': 0.7819302853835617, 'gamma': 2.312793629679518, 'min_child_weight': 11, 'reg_alpha': 4.546631622437687, 'reg_lambda': 3.024723903370238}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:   8%|▊         | 33/400 [00:03<00:29, 12.33it/s]

[I 2025-11-04 02:26:49,715] Trial 31 finished with value: 0.6685185185185185 and parameters: {'n_estimators': 122, 'max_depth': 4, 'learning_rate': 0.24431614764158166, 'subsample': 0.9929320499972356, 'colsample_bytree': 0.7943424063108544, 'gamma': 2.384805607640548, 'min_child_weight': 11, 'reg_alpha': 4.466147390208081, 'reg_lambda': 0.3875737375790509}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:49,852] Trial 32 finished with value: 0.6851851851851852 and parameters: {'n_estimators': 104, 'max_depth': 4, 'learning_rate': 0.2689223732321404, 'subsample': 0.8464398764976135, 'colsample_bytree': 0.7705478612691226, 'gamma': 1.7685355670875356, 'min_child_weight': 10, 'reg_alpha': 3.377246077511692, 'reg_lambda': 4.099293073659129}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:   9%|▉         | 36/400 [00:03<00:32, 11.25it/s]

[I 2025-11-04 02:26:49,973] Trial 33 finished with value: 0.7018518518518518 and parameters: {'n_estimators': 143, 'max_depth': 3, 'learning_rate': 0.201710462637668, 'subsample': 0.813983124110949, 'colsample_bytree': 0.8524347028157622, 'gamma': 2.649788541575338, 'min_child_weight': 13, 'reg_alpha': 5.134234219437349, 'reg_lambda': 3.3238310347038}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:50,066] Trial 34 finished with value: 0.6388888888888888 and parameters: {'n_estimators': 150, 'max_depth': 5, 'learning_rate': 0.27663652510729864, 'subsample': 0.8905177483498842, 'colsample_bytree': 0.9166545516754258, 'gamma': 3.46212337529659, 'min_child_weight': 5, 'reg_alpha': 4.092518879270841, 'reg_lambda': 5.281924921317302}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:50,113] Trial 35 finished with value: 0.6944444444444444 and parameters: {'n_estimators': 88, 'max_depth': 6, 'learning_rate': 0.24103523673672703, 'subsample': 0.8469816516912394, 'colsample_bytree': 0.6422469612087932, 'gamma': 0.26402633660492203, 'min_child_weight': 12, 'reg_alpha': 4.7699134658407605, 'reg_lambda': 2.3726271073546306}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:50,161] Trial 36 finished with value: 0.6740740740740742 and parameters: {'n_estimators': 57, 'max_depth': 4, 'learning_rate': 0.14875422342700265, 'subsample': 0.970540964908214, 'colsample_bytree': 0.7260463592228728, 'gamma': 2.8109882059838056, 'min_child_weight': 9, 'reg_alpha': 7.257757973182738, 'reg_lambda': 2.7418364400556277}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:  10%|█         | 40/400 [00:03<00:27, 13.21it/s]

[I 2025-11-04 02:26:50,199] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 43, 'max_depth': 2, 'learning_rate': 0.07113976607390107, 'subsample': 0.7516820460960629, 'colsample_bytree': 0.7688397380932428, 'gamma': 3.203379062288313, 'min_child_weight': 14, 'reg_alpha': 5.526940904286688, 'reg_lambda': 1.070330661333378}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:50,310] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 122, 'max_depth': 6, 'learning_rate': 0.20801038650018197, 'subsample': 0.8065867403759746, 'colsample_bytree': 0.598779129585405, 'gamma': 2.038062059310683, 'min_child_weight': 16, 'reg_alpha': 2.4770078172099996, 'reg_lambda': 9.350905974941334}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:50,374] Trial 39 finished with value: 0.6796296296296296 and parameters: {'n_estimators': 98, 'max_depth': 3, 'learning_rate': 0.17444132615192898, 'subsample': 0.9147684098272243, 'colsample_bytree': 0.5244591070173301, 'gamma': 1.4651966512093915, 'min_child_weight': 11, 'reg_alpha': 1.4692516669934874, 'reg_lambda': 4.767417624531193}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:  10%|█         | 42/400 [00:04<00:26, 13.62it/s]

[I 2025-11-04 02:26:50,428] Trial 40 finished with value: 0.6814814814814815 and parameters: {'n_estimators': 66, 'max_depth': 8, 'learning_rate': 0.13587576625925818, 'subsample': 0.7794882944096071, 'colsample_bytree': 0.8848116702026296, 'gamma': 0.6876264975320954, 'min_child_weight': 4, 'reg_alpha': 9.213838688574752, 'reg_lambda': 7.179948002497026}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:50,509] Trial 41 finished with value: 0.7074074074074074 and parameters: {'n_estimators': 112, 'max_depth': 4, 'learning_rate': 0.2791107717419416, 'subsample': 0.8323027368406363, 'colsample_bytree': 0.8713866296284971, 'gamma': 3.4279323175895744, 'min_child_weight': 13, 'reg_alpha': 0.29122261244943193, 'reg_lambda': 7.903609065897826}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:50,588] Trial 42 finished with value: 0.7148148148148149 and parameters: {'n_estimators': 138, 'max_depth': 4, 'learning_rate': 0.17030096718023435, 'subsample': 0.8597221914404932, 'colsample_bytree': 0.9387290503125937, 'gamma': 2.3084710096816274, 'min_child_weight': 12, 'reg_alpha': 0.771446685763037, 'reg_lambda': 7.956889011969911}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:  11%|█         | 44/400 [00:04<00:27, 12.86it/s]

[I 2025-11-04 02:26:50,686] Trial 43 finished with value: 0.6870370370370371 and parameters: {'n_estimators': 138, 'max_depth': 3, 'learning_rate': 0.2377364606318841, 'subsample': 0.8653198010747374, 'colsample_bytree': 0.987066386782915, 'gamma': 2.2889713862033707, 'min_child_weight': 10, 'reg_alpha': 0.991013742092814, 'reg_lambda': 6.347196533576897}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:50,778] Trial 44 finished with value: 0.7074074074074075 and parameters: {'n_estimators': 125, 'max_depth': 5, 'learning_rate': 0.19493790704192918, 'subsample': 0.861183207595305, 'colsample_bytree': 0.8263534648653341, 'gamma': 1.952335524742836, 'min_child_weight': 12, 'reg_alpha': 1.9827631735159257, 'reg_lambda': 1.6617411549497643}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:  12%|█▏        | 46/400 [00:04<00:32, 10.95it/s]

[I 2025-11-04 02:26:50,935] Trial 45 finished with value: 0.6814814814814816 and parameters: {'n_estimators': 155, 'max_depth': 4, 'learning_rate': 0.23065051831971758, 'subsample': 0.8935252193892946, 'colsample_bytree': 0.9371251018736256, 'gamma': 2.7945651302272174, 'min_child_weight': 8, 'reg_alpha': 3.2340395490699767, 'reg_lambda': 8.574098362301845}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:51,092] Trial 46 finished with value: 0.6777777777777778 and parameters: {'n_estimators': 79, 'max_depth': 3, 'learning_rate': 0.1718090623519403, 'subsample': 0.8210195078018909, 'colsample_bytree': 0.9371925035738885, 'gamma': 2.323503557733345, 'min_child_weight': 14, 'reg_alpha': 0.5054769421502388, 'reg_lambda': 7.722221321322157}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:  12%|█▏        | 49/400 [00:04<00:42,  8.35it/s]

[I 2025-11-04 02:26:51,310] Trial 47 finished with value: 0.6722222222222223 and parameters: {'n_estimators': 183, 'max_depth': 7, 'learning_rate': 0.2550491919594498, 'subsample': 0.9063438009425184, 'colsample_bytree': 0.977275142830523, 'gamma': 1.5150498364909142, 'min_child_weight': 11, 'reg_alpha': 6.025610264856321, 'reg_lambda': 5.781370349735676}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:51,432] Trial 48 finished with value: 0.7074074074074075 and parameters: {'n_estimators': 144, 'max_depth': 5, 'learning_rate': 0.2839047505348476, 'subsample': 0.8367911668943078, 'colsample_bytree': 0.7583970393091676, 'gamma': 2.775314638506181, 'min_child_weight': 12, 'reg_alpha': 1.705483499605769, 'reg_lambda': 9.323893405246888}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:  13%|█▎        | 51/400 [00:05<00:46,  7.51it/s]

[I 2025-11-04 02:26:51,534] Trial 49 finished with value: 0.6888888888888889 and parameters: {'n_estimators': 164, 'max_depth': 8, 'learning_rate': 0.216000290438961, 'subsample': 0.9305181742429651, 'colsample_bytree': 0.99823124383616, 'gamma': 2.176760213524412, 'min_child_weight': 9, 'reg_alpha': 4.083566633758493, 'reg_lambda': 7.2214207211795545}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:51,724] Trial 50 finished with value: 0.6759259259259259 and parameters: {'n_estimators': 97, 'max_depth': 4, 'learning_rate': 0.14790094796431513, 'subsample': 0.7627094462711962, 'colsample_bytree': 0.6871405972741425, 'gamma': 1.7979111795735636, 'min_child_weight': 8, 'reg_alpha': 1.2666981419303946, 'reg_lambda': 3.077969672980063}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:  13%|█▎        | 52/400 [00:05<00:50,  6.84it/s]

[I 2025-11-04 02:26:51,914] Trial 51 finished with value: 0.7259259259259259 and parameters: {'n_estimators': 114, 'max_depth': 4, 'learning_rate': 0.16876251577424484, 'subsample': 0.8298008154662445, 'colsample_bytree': 0.8591602703863102, 'gamma': 3.311367945734121, 'min_child_weight': 13, 'reg_alpha': 0.13205414904843726, 'reg_lambda': 8.141222490350158}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:  14%|█▎        | 54/400 [00:05<01:06,  5.20it/s]

[I 2025-11-04 02:26:52,364] Trial 52 finished with value: 0.7351851851851852 and parameters: {'n_estimators': 131, 'max_depth': 4, 'learning_rate': 0.12336795255454519, 'subsample': 0.8546755833376992, 'colsample_bytree': 0.8925995785151054, 'gamma': 2.4143393584552473, 'min_child_weight': 14, 'reg_alpha': 0.6641684494174774, 'reg_lambda': 8.164671159313457}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:52,470] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 105, 'max_depth': 5, 'learning_rate': 0.11329031573269958, 'subsample': 0.8065970852921156, 'colsample_bytree': 0.8261253418005594, 'gamma': 3.1495489857264225, 'min_child_weight': 14, 'reg_alpha': 0.14267611572625757, 'reg_lambda': 9.902133246540252}. Best is trial 10 with value: 0.737037037037037.

Best trial: 10. Best value: 0.737037:  14%|█▍        | 56/400 [00:06<00:55,  6.22it/s]

[I 2025-11-04 02:26:52,568] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 129, 'max_depth': 4, 'learning_rate': 0.08369939611419205, 'subsample': 0.8253890842841295, 'colsample_bytree': 0.8121456567453044, 'gamma': 2.9195707433842317, 'min_child_weight': 16, 'reg_alpha': 0.5938723520307081, 'reg_lambda': 8.32629560604711}. Best is trial 10 with value: 0.737037037037037.
[I 2025-11-04 02:26:52,709] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 119, 'max_depth': 8, 'learning_rate': 0.13258504940577082, 'subsample': 0.8762107445120693, 'colsample_bytree': 0.8488084486780246, 'gamma': 2.5106510129552846, 'min_child_weight': 19, 'reg_alpha': 2.4324868497655037, 'reg_lambda': 8.999612232585184}. Best is trial 10 with value: 0.737037037037037.

Best trial: 56. Best value: 0.742593:  14%|█▍        | 56/400 [00:06<00:55,  6.22it/s]

[I 2025-11-04 02:26:52,777] Trial 56 finished with value: 0.7425925925925925 and parameters: {'n_estimators': 85, 'max_depth': 3, 'learning_rate': 0.18470217563464184, 'subsample': 0.7893787444743787, 'colsample_bytree': 0.8943957944612956, 'gamma': 3.8954465815259463, 'min_child_weight': 13, 'reg_alpha': 1.3378697651870146, 'reg_lambda': 7.45071783072193}. Best is trial 56 with value: 0.7425925925925925.

Best trial: 56. Best value: 0.742593:  15%|█▍        | 59/400 [00:06<00:53,  6.33it/s]

[I 2025-11-04 02:26:53,091] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 73, 'max_depth': 2, 'learning_rate': 0.1877781572084472, 'subsample': 0.7889665337071919, 'colsample_bytree': 0.896829170475283, 'gamma': 4.018701331652302, 'min_child_weight': 15, 'reg_alpha': 1.2867488063524353, 'reg_lambda': 7.390205950308086}. Best is trial 56 with value: 0.7425925925925925.
[I 2025-11-04 02:26:53,197] Trial 58 finished with value: 0.5777777777777778 and parameters: {'n_estimators': 86, 'max_depth': 3, 'learning_rate': 0.15125249279553835, 'subsample': 0.7412901563234898, 'colsample_bytree': 0.8981217203566082, 'gamma': 4.4465496535480336, 'min_child_weight': 13, 'reg_alpha': 1.7719029770804342, 'reg_lambda': 6.952857735334409}. Best is trial 56 with value: 0.7425925925925925.
[I 2025-11-04 02:26:53,248] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 60, 'max_depth': 3, 'learning_rate': 0.12590453199687437, 'subsample': 0.7829206421570856, 'colsample_bytree': 0.8679589971665671, 'gamma': 3.821676124863917, 'min_child_weight': 16, 'reg_alpha': 0.609328686042159, 'reg_lambda': 8.272959882801421}. Best is trial 56 with value: 0.7425925925925925.

Best trial: 56. Best value: 0.742593:  16%|█▌        | 63/400 [00:06<00:37,  9.05it/s]

[I 2025-11-04 02:26:53,303] Trial 60 finished with value: 0.5777777777777778 and parameters: {'n_estimators': 80, 'max_depth': 3, 'learning_rate': 0.22742299341614286, 'subsample': 0.8118512007200476, 'colsample_bytree': 0.9115552384918562, 'gamma': 3.669840780360528, 'min_child_weight': 14, 'reg_alpha': 2.1793499907332143, 'reg_lambda': 8.760034656165931}. Best is trial 56 with value: 0.7425925925925925.
[I 2025-11-04 02:26:53,422] Trial 61 finished with value: 0.6444444444444444 and parameters: {'n_estimators': 92, 'max_depth': 4, 'learning_rate': 0.25616381491551693, 'subsample': 0.8489689393890724, 'colsample_bytree': 0.7339836267995467, 'gamma': 2.666052973304735, 'min_child_weight': 10, 'reg_alpha': 6.905240335357046, 'reg_lambda': 7.791332239085512}. Best is trial 56 with value: 0.7425925925925925.
[I 2025-11-04 02:26:53,494] Trial 62 finished with value: 0.6777777777777778 and parameters: {'n_estimators': 111, 'max_depth': 5, 'learning_rate': 0.21129193503771915, 'subsample': 0.7673172983735894, 'colsample_bytree': 0.8355596565370758, 'gamma': 3.2624245914689087, 'min_child_weight': 13, 'reg_alpha': 1.1206984710221404, 'reg_lambda': 6.301470597859198}. Best is trial 56 with value: 0.7425925925925925.

Best trial: 56. Best value: 0.742593:  16%|█▋        | 65/400 [00:07<00:36,  9.17it/s]

[I 2025-11-04 02:26:53,613] Trial 63 finished with value: 0.6962962962962964 and parameters: {'n_estimators': 103, 'max_depth': 4, 'learning_rate': 0.18352007696305386, 'subsample': 0.8364929050321549, 'colsample_bytree': 0.7125922905784768, 'gamma': 4.814896718151145, 'min_child_weight': 11, 'reg_alpha': 3.1993583877123344, 'reg_lambda': 9.599156000452627}. Best is trial 56 with value: 0.7425925925925925.
[I 2025-11-04 02:26:53,707] Trial 64 finished with value: 0.7425925925925925 and parameters: {'n_estimators': 69, 'max_depth': 2, 'learning_rate': 0.28181827349761707, 'subsample': 0.8184892863525718, 'colsample_bytree': 0.8751780477528379, 'gamma': 2.423818432549225, 'min_child_weight': 13, 'reg_alpha': 2.7302356092977114, 'reg_lambda': 7.620775547079212}. Best is trial 56 with value: 0.7425925925925925.
[I 2025-11-04 02:26:53,762] Trial 65 finished with value: 0.674074074074074 and parameters: {'n_estimators': 71, 'max_depth': 2, 'learning_rate': 0.2931695032546179, 'subsample': 0.7965756441838988, 'colsample_bytree': 0.857523495815443, 'gamma': 2.978904554616662, 'min_child_weight': 13, 'reg_alpha': 1.5907527308338991, 'reg_lambda': 8.437986833454177}. Best is trial 56 with value: 0.7425925925925925.

Best trial: 56. Best value: 0.742593:  17%|█▋        | 67/400 [00:07<00:30, 10.90it/s]

[I 2025-11-04 02:26:53,819] Trial 66 finished with value: 0.5 and parameters: {'n_estimators': 61, 'max_depth': 2, 'learning_rate': 0.2601713188203506, 'subsample': 0.8209203839932119, 'colsample_bytree': 0.9230531747937686, 'gamma': 2.4872383591655485, 'min_child_weight': 15, 'reg_alpha': 2.713694859051145, 'reg_lambda': 7.526159603850812}. Best is trial 56 with value: 0.7425925925925925.
[I 2025-11-04 02:26:53,966] Trial 67 finished with value: 0.7314814814814814 and parameters: {'n_estimators': 86, 'max_depth': 7, 'learning_rate': 0.06584834796227189, 'subsample': 0.8024881398947616, 'colsample_bytree': 0.8089009300027835, 'gamma': 4.281228601631156, 'min_child_weight': 12, 'reg_alpha': 0.8435728666375443, 'reg_lambda': 8.117108827506593}. Best is trial 56 with value: 0.7425925925925925.

Best trial: 56. Best value: 0.742593:  17%|█▋        | 69/400 [00:07<00:31, 10.56it/s]

[I 2025-11-04 02:26:54,021] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 50, 'max_depth': 7, 'learning_rate': 0.05674712877934517, 'subsample': 0.8029817647092701, 'colsample_bytree': 0.8770516506246087, 'gamma': 4.1520447989750595, 'min_child_weight': 14, 'reg_alpha': 0.7751646557611124, 'reg_lambda': 8.799759986517747}. Best is trial 56 with value: 0.7425925925925925.
[I 2025-11-04 02:26:54,195] Trial 69 finished with value: 0.7148148148148148 and parameters: {'n_estimators': 90, 'max_depth': 2, 'learning_rate': 0.09260906853399219, 'subsample': 0.7526032893555841, 'colsample_bytree': 0.8085524160977539, 'gamma': 4.403843099249676, 'min_child_weight': 12, 'reg_alpha': 0.3799359880259301, 'reg_lambda': 6.966085877956459}. Best is trial 56 with value: 0.7425925925925925.

Best trial: 56. Best value: 0.742593:  18%|█▊        | 71/400 [00:07<00:35,  9.27it/s]

[I 2025-11-04 02:26:54,295] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 76, 'max_depth': 6, 'learning_rate': 0.07003994797970735, 'subsample': 0.7219534010861064, 'colsample_bytree': 0.9573513409652201, 'gamma': 3.943297059126305, 'min_child_weight': 17, 'reg_alpha': 1.9304515782734892, 'reg_lambda': 8.200000242416102}. Best is trial 56 with value: 0.7425925925925925.
[I 2025-11-04 02:26:54,407] Trial 71 finished with value: 0.711111111111111 and parameters: {'n_estimators': 83, 'max_depth': 8, 'learning_rate': 0.050851445877624024, 'subsample': 0.7822677453352315, 'colsample_bytree': 0.8967629543561135, 'gamma': 4.964943717305481, 'min_child_weight': 12, 'reg_alpha': 3.564447577792077, 'reg_lambda': 7.558903767415977}. Best is trial 56 with value: 0.7425925925925925.

Best trial: 56. Best value: 0.742593:  18%|█▊        | 74/400 [00:08<00:40,  8.05it/s]

[I 2025-11-04 02:26:54,528] Trial 72 finished with value: 0.6944444444444444 and parameters: {'n_estimators': 67, 'max_depth': 8, 'learning_rate': 0.26887524367295357, 'subsample': 0.8161756643016933, 'colsample_bytree': 0.858568411982446, 'gamma': 4.385350374023513, 'min_child_weight': 13, 'reg_alpha': 0.949054957428719, 'reg_lambda': 9.131049737938119}. Best is trial 56 with value: 0.7425925925925925.
[I 2025-11-04 02:26:54,713] Trial 73 finished with value: 0.5 and parameters: {'n_estimators': 99, 'max_depth': 7, 'learning_rate': 0.10946684733586665, 'subsample': 0.8019140750958333, 'colsample_bytree': 0.8396070151472488, 'gamma': 1.9348134909425325, 'min_child_weight': 15, 'reg_alpha': 1.3079317290977175, 'reg_lambda': 8.122224241846187}. Best is trial 56 with value: 0.7425925925925925.

Best trial: 76. Best value: 0.761111:  19%|█▉        | 77/400 [00:08<00:37,  8.71it/s]

[I 2025-11-04 02:26:54,870] Trial 74 finished with value: 0.7351851851851852 and parameters: {'n_estimators': 85, 'max_depth': 8, 'learning_rate': 0.0641483003607341, 'subsample': 0.8564702390088599, 'colsample_bytree': 0.754655959283786, 'gamma': 3.626363476557766, 'min_child_weight': 13, 'reg_alpha': 2.7895473005255687, 'reg_lambda': 8.545469897089758}. Best is trial 56 with value: 0.7425925925925925.
[I 2025-11-04 02:26:54,969] Trial 75 finished with value: 0.7481481481481481 and parameters: {'n_estimators': 95, 'max_depth': 7, 'learning_rate': 0.0633426106328815, 'subsample': 0.8582371830206234, 'colsample_bytree': 0.9045942587455996, 'gamma': 3.600842582096653, 'min_child_weight': 14, 'reg_alpha': 0.12256828217509297, 'reg_lambda': 8.58270415826207}. Best is trial 75 with value: 0.7481481481481481.
[I 2025-11-04 02:26:55,047] Trial 76 finished with value: 0.7611111111111111 and parameters: {'n_estimators': 95, 'max_depth': 7, 'learning_rate': 0.06673872224265583, 'subsample': 0.8557652664146871, 'colsample_bytree': 0.9023907049475567, 'gamma': 3.605728361521877, 'min_child_weight': 14, 'reg_alpha': 2.2235673351778646, 'reg_lambda': 8.8282031179855}. Best is trial 76 with value: 0.7611111111111111.

Best trial: 76. Best value: 0.761111:  20%|██        | 81/400 [00:08<00:27, 11.48it/s]

[I 2025-11-04 02:26:55,134] Trial 77 finished with value: 0.7370370370370369 and parameters: {'n_estimators': 95, 'max_depth': 6, 'learning_rate': 0.058554726070688554, 'subsample': 0.8824971997951924, 'colsample_bytree': 0.9241533079857116, 'gamma': 3.5536896074167963, 'min_child_weight': 14, 'reg_alpha': 2.852586546854777, 'reg_lambda': 9.58578003260758}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:55,213] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 98, 'max_depth': 7, 'learning_rate': 0.059146506616833974, 'subsample': 0.8845964962321371, 'colsample_bytree': 0.9711524332118101, 'gamma': 3.558138262004297, 'min_child_weight': 16, 'reg_alpha': 2.8447875830620437, 'reg_lambda': 9.729724516809268}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:55,265] Trial 79 finished with value: 0.7444444444444445 and parameters: {'n_estimators': 94, 'max_depth': 6, 'learning_rate': 0.06271598648388575, 'subsample': 0.8548489574938443, 'colsample_bytree': 0.9481444269647142, 'gamma': 3.7898667184767065, 'min_child_weight': 14, 'reg_alpha': 2.4429713666701742, 'reg_lambda': 9.514325738166706}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:55,320] Trial 80 finished with value: 0.7333333333333334 and parameters: {'n_estimators': 108, 'max_depth': 6, 'learning_rate': 0.07787683083100244, 'subsample': 0.8753684793736545, 'colsample_bytree': 0.922012092447778, 'gamma': 3.7924610992820362, 'min_child_weight': 14, 'reg_alpha': 2.460345829346079, 'reg_lambda': 9.326476858957722}. Best is trial 76 with value: 0.7611111111111111.

Best trial: 76. Best value: 0.761111:  21%|██▏       | 85/400 [00:09<00:24, 13.12it/s]

[I 2025-11-04 02:26:55,409] Trial 81 finished with value: 0.5 and parameters: {'n_estimators': 76, 'max_depth': 6, 'learning_rate': 0.06265740619596749, 'subsample': 0.8552571438738076, 'colsample_bytree': 0.9349560194528291, 'gamma': 3.882618735555672, 'min_child_weight': 15, 'reg_alpha': 2.2550110956257265, 'reg_lambda': 9.573205989234028}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:55,481] Trial 82 finished with value: 0.7092592592592593 and parameters: {'n_estimators': 96, 'max_depth': 7, 'learning_rate': 0.06245618828780781, 'subsample': 0.8975764868474924, 'colsample_bytree': 0.9472645768746015, 'gamma': 3.5817850839277536, 'min_child_weight': 14, 'reg_alpha': 3.10098809629658, 'reg_lambda': 8.926648597419192}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:55,537] Trial 83 finished with value: 0.5 and parameters: {'n_estimators': 93, 'max_depth': 8, 'learning_rate': 0.06657881020832958, 'subsample': 0.8692888198876171, 'colsample_bytree': 0.9246152110251122, 'gamma': 3.6639520265254877, 'min_child_weight': 15, 'reg_alpha': 2.7024181616652037, 'reg_lambda': 9.15715757370982}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:55,596] Trial 84 finished with value: 0.7388888888888889 and parameters: {'n_estimators': 87, 'max_depth': 6, 'learning_rate': 0.05290932043833309, 'subsample': 0.8458338871003288, 'colsample_bytree': 0.9532657040493795, 'gamma': 4.039849803215297, 'min_child_weight': 14, 'reg_alpha': 3.8872070443477256, 'reg_lambda': 8.650844929345068}. Best is trial 76 with value: 0.7611111111111111.

Best trial: 76. Best value: 0.761111:  22%|██▏       | 87/400 [00:09<00:35,  8.90it/s]

[I 2025-11-04 02:26:55,823] Trial 85 finished with value: 0.5 and parameters: {'n_estimators': 102, 'max_depth': 6, 'learning_rate': 0.051967095419362834, 'subsample': 0.8440080818847049, 'colsample_bytree': 0.9547471740793432, 'gamma': 3.4509833220057864, 'min_child_weight': 16, 'reg_alpha': 3.956527339581358, 'reg_lambda': 9.821839344712737}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:55,981] Trial 86 finished with value: 0.7351851851851852 and parameters: {'n_estimators': 89, 'max_depth': 6, 'learning_rate': 0.05423926157985807, 'subsample': 0.9171331171972558, 'colsample_bytree': 0.9063210942508053, 'gamma': 4.137963277944108, 'min_child_weight': 14, 'reg_alpha': 3.4383460029817488, 'reg_lambda': 8.633679755455095}. Best is trial 76 with value: 0.7611111111111111.

Best trial: 76. Best value: 0.761111:  23%|██▎       | 91/400 [00:09<00:26, 11.73it/s]

[I 2025-11-04 02:26:56,032] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 71, 'max_depth': 6, 'learning_rate': 0.05870235950750699, 'subsample': 0.882127144841607, 'colsample_bytree': 0.8803162286410162, 'gamma': 4.00727265238406, 'min_child_weight': 17, 'reg_alpha': 2.1281339593966297, 'reg_lambda': 9.466719797708611}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:56,123] Trial 88 finished with value: 0.7351851851851852 and parameters: {'n_estimators': 78, 'max_depth': 7, 'learning_rate': 0.07603847396131254, 'subsample': 0.8997563433430784, 'colsample_bytree': 0.9791234170766158, 'gamma': 3.854364978053305, 'min_child_weight': 14, 'reg_alpha': 1.652134575142218, 'reg_lambda': 8.915805138818177}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:56,175] Trial 89 finished with value: 0.5 and parameters: {'n_estimators': 107, 'max_depth': 6, 'learning_rate': 0.07147371426920449, 'subsample': 0.8682302250630833, 'colsample_bytree': 0.9603387341152293, 'gamma': 3.0807945417734146, 'min_child_weight': 15, 'reg_alpha': 3.750514751006925, 'reg_lambda': 9.16925812982661}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:56,228] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 82, 'max_depth': 7, 'learning_rate': 0.05386413601769087, 'subsample': 0.843727176141059, 'colsample_bytree': 0.9055487005068675, 'gamma': 4.574634064228263, 'min_child_weight': 18, 'reg_alpha': 4.193020967979065, 'reg_lambda': 6.682468517377892}. Best is trial 76 with value: 0.7611111111111111.

Best trial: 76. Best value: 0.761111:  24%|██▍       | 95/400 [00:09<00:22, 13.47it/s]

[I 2025-11-04 02:26:56,311] Trial 91 finished with value: 0.7185185185185186 and parameters: {'n_estimators': 94, 'max_depth': 8, 'learning_rate': 0.062219089446995876, 'subsample': 0.8547861630193001, 'colsample_bytree': 0.9264885609938238, 'gamma': 3.4898649695439294, 'min_child_weight': 13, 'reg_alpha': 2.644282907890082, 'reg_lambda': 8.68258314039735}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:56,388] Trial 92 finished with value: 0.7407407407407407 and parameters: {'n_estimators': 88, 'max_depth': 8, 'learning_rate': 0.05753270757669887, 'subsample': 0.8612456040997729, 'colsample_bytree': 0.8955275602382307, 'gamma': 3.728340583283251, 'min_child_weight': 14, 'reg_alpha': 2.8799054398184887, 'reg_lambda': 8.464301600531579}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:56,431] Trial 93 finished with value: 0.6777777777777778 and parameters: {'n_estimators': 63, 'max_depth': 7, 'learning_rate': 0.05758224688184051, 'subsample': 0.8255192090293018, 'colsample_bytree': 0.8871672317277475, 'gamma': 3.717425767381017, 'min_child_weight': 14, 'reg_alpha': 3.3583107103649663, 'reg_lambda': 9.98585193593686}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:56,493] Trial 94 finished with value: 0.5 and parameters: {'n_estimators': 87, 'max_depth': 5, 'learning_rate': 0.060309390184534975, 'subsample': 0.8388403745942405, 'colsample_bytree': 0.9422422512696066, 'gamma': 4.102410437449201, 'min_child_weight': 16, 'reg_alpha': 3.0936205099191962, 'reg_lambda': 7.867385254345761}. Best is trial 76 with value: 0.7611111111111111.

Best trial: 76. Best value: 0.761111:  24%|██▍       | 98/400 [00:10<00:24, 12.58it/s]

[I 2025-11-04 02:26:56,594] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 90, 'max_depth': 6, 'learning_rate': 0.05582102875053412, 'subsample': 0.86386454328448, 'colsample_bytree': 0.8975387344604293, 'gamma': 2.194740810568, 'min_child_weight': 15, 'reg_alpha': 2.3567667085131596, 'reg_lambda': 8.413363175293355}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:56,677] Trial 96 finished with value: 0.6907407407407408 and parameters: {'n_estimators': 101, 'max_depth': 8, 'learning_rate': 0.06717360098983234, 'subsample': 0.8786753087946939, 'colsample_bytree': 0.9097676314345452, 'gamma': 4.245702334969304, 'min_child_weight': 1, 'reg_alpha': 1.9672438710218652, 'reg_lambda': 9.411466965900061}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:56,727] Trial 97 finished with value: 0.7148148148148148 and parameters: {'n_estimators': 73, 'max_depth': 7, 'learning_rate': 0.05351887241186096, 'subsample': 0.9105578325555699, 'colsample_bytree': 0.95106181322574, 'gamma': 3.9245442546699927, 'min_child_weight': 13, 'reg_alpha': 2.9905217719422708, 'reg_lambda': 7.653726254936933}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:56,772] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 68, 'max_depth': 6, 'learning_rate': 0.0877940193263616, 'subsample': 0.6572582668596713, 'colsample_bytree': 0.931868079755031, 'gamma': 3.30675952606541, 'min_child_weight': 12, 'reg_alpha': 5.11990027146469, 'reg_lambda': 7.134284823638896}. Best is trial 76 with value: 0.7611111111111111.

Best trial: 76. Best value: 0.761111:  26%|██▌       | 102/400 [00:10<00:22, 13.54it/s]

[I 2025-11-04 02:26:56,865] Trial 99 finished with value: 0.7240740740740741 and parameters: {'n_estimators': 116, 'max_depth': 8, 'learning_rate': 0.10472148146375541, 'subsample': 0.8513036226620011, 'colsample_bytree': 0.9663042935861976, 'gamma': 2.4042738943137967, 'min_child_weight': 14, 'reg_alpha': 2.5162759607403906, 'reg_lambda': 8.00613614854155}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:56,958] Trial 100 finished with value: 0.6759259259259259 and parameters: {'n_estimators': 95, 'max_depth': 2, 'learning_rate': 0.08001486857514026, 'subsample': 0.8313056083232084, 'colsample_bytree': 0.8698533971415069, 'gamma': 3.738312072556872, 'min_child_weight': 11, 'reg_alpha': 1.5088825333061764, 'reg_lambda': 8.841061839102256}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:57,018] Trial 101 finished with value: 0.7148148148148148 and parameters: {'n_estimators': 84, 'max_depth': 8, 'learning_rate': 0.0648114800965219, 'subsample': 0.8623162406642001, 'colsample_bytree': 0.6529830008543699, 'gamma': 3.588902910015971, 'min_child_weight': 13, 'reg_alpha': 2.83365387728486, 'reg_lambda': 8.469826370628441}. Best is trial 76 with value: 0.7611111111111111.

Best trial: 76. Best value: 0.761111:  26%|██▋       | 106/400 [00:10<00:19, 14.80it/s]

[I 2025-11-04 02:26:57,070] Trial 102 finished with value: 0.7407407407407408 and parameters: {'n_estimators': 80, 'max_depth': 8, 'learning_rate': 0.06041247494427735, 'subsample': 0.8559111949228273, 'colsample_bytree': 0.8915068553087838, 'gamma': 2.707249627538785, 'min_child_weight': 14, 'reg_alpha': 1.8829466070766305, 'reg_lambda': 8.62608393910544}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:57,163] Trial 103 finished with value: 0.7370370370370369 and parameters: {'n_estimators': 78, 'max_depth': 8, 'learning_rate': 0.050329591367544994, 'subsample': 0.8863522633624604, 'colsample_bytree': 0.8905742891628706, 'gamma': 3.359965976018765, 'min_child_weight': 14, 'reg_alpha': 1.8703148913534278, 'reg_lambda': 9.096836280317875}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:57,220] Trial 104 finished with value: 0.7314814814814815 and parameters: {'n_estimators': 80, 'max_depth': 8, 'learning_rate': 0.05044087303640537, 'subsample': 0.9209968448500371, 'colsample_bytree': 0.9125265697590118, 'gamma': 3.391903953195329, 'min_child_weight': 15, 'reg_alpha': 2.074979189267978, 'reg_lambda': 9.301921304895659}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:57,268] Trial 105 finished with value: 0.7277777777777779 and parameters: {'n_estimators': 54, 'max_depth': 8, 'learning_rate': 0.0604997078247865, 'subsample': 0.9025724397113533, 'colsample_bytree': 0.8823259617559549, 'gamma': 3.2344926508820295, 'min_child_weight': 14, 'reg_alpha': 2.2775480973794897, 'reg_lambda': 9.163743218220423}. Best is trial 76 with value: 0.7611111111111111.

Best trial: 76. Best value: 0.761111:  27%|██▋       | 109/400 [00:10<00:20, 14.10it/s]

[I 2025-11-04 02:26:57,350] Trial 106 finished with value: 0.7166666666666667 and parameters: {'n_estimators': 89, 'max_depth': 8, 'learning_rate': 0.0526969763145106, 'subsample': 0.87213667411155, 'colsample_bytree': 0.9179138457367062, 'gamma': 3.745809722902778, 'min_child_weight': 13, 'reg_alpha': 1.8891477952445914, 'reg_lambda': 8.99556489121425}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:57,427] Trial 107 finished with value: 0.7555555555555555 and parameters: {'n_estimators': 76, 'max_depth': 8, 'learning_rate': 0.055792842728106126, 'subsample': 0.8419844456686597, 'colsample_bytree': 0.9993293091547726, 'gamma': 2.884590957748035, 'min_child_weight': 14, 'reg_alpha': 2.5894282728330986, 'reg_lambda': 9.68080716712298}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:57,473] Trial 108 finished with value: 0.5 and parameters: {'n_estimators': 73, 'max_depth': 7, 'learning_rate': 0.05614453120123016, 'subsample': 0.8130946069882495, 'colsample_bytree': 0.9863674934924009, 'gamma': 2.64080164357293, 'min_child_weight': 15, 'reg_alpha': 3.6364234373771254, 'reg_lambda': 9.66724029518057}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:57,524] Trial 109 finished with value: 0.5 and parameters: {'n_estimators': 92, 'max_depth': 8, 'learning_rate': 0.06797905185489024, 'subsample': 0.842992086823063, 'colsample_bytree': 0.9985643122092901, 'gamma': 2.7468019153280028, 'min_child_weight': 15, 'reg_alpha': 2.6122724836213354, 'reg_lambda': 9.582368199159001}. Best is trial 76 with value: 0.7611111111111111.

Best trial: 113. Best value: 0.768519:  28%|██▊       | 113/400 [00:11<00:18, 15.78it/s]

[I 2025-11-04 02:26:57,573] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 69, 'max_depth': 7, 'learning_rate': 0.07233594138885248, 'subsample': 0.602773294030951, 'colsample_bytree': 0.9769178416702627, 'gamma': 2.872471466173046, 'min_child_weight': 12, 'reg_alpha': 3.224195772095287, 'reg_lambda': 8.340543871121856}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:57,649] Trial 111 finished with value: 0.7333333333333334 and parameters: {'n_estimators': 78, 'max_depth': 8, 'learning_rate': 0.05531770849733402, 'subsample': 0.8883391875296291, 'colsample_bytree': 0.9017682489345056, 'gamma': 3.1400224894536928, 'min_child_weight': 14, 'reg_alpha': 1.8376045889963604, 'reg_lambda': 8.739685834839651}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:57,704] Trial 112 finished with value: 0.7277777777777779 and parameters: {'n_estimators': 76, 'max_depth': 8, 'learning_rate': 0.06088748839300873, 'subsample': 0.8248710458216876, 'colsample_bytree': 0.92963100704038, 'gamma': 3.496939176691556, 'min_child_weight': 13, 'reg_alpha': 2.9510658836878063, 'reg_lambda': 9.839033068415326}. Best is trial 76 with value: 0.7611111111111111.
[I 2025-11-04 02:26:57,750] Trial 113 finished with value: 0.7685185185185186 and parameters: {'n_estimators': 82, 'max_depth': 8, 'learning_rate': 0.05886878190431609, 'subsample': 0.8492026489134773, 'colsample_bytree': 0.9454563998946034, 'gamma': 3.0062798712555567, 'min_child_weight': 14, 'reg_alpha': 2.275087895909537, 'reg_lambda': 9.078367748365043}. Best is trial 113 with value: 0.7685185185185186.

Best trial: 113. Best value: 0.768519:  29%|██▉       | 117/400 [00:11<00:18, 14.96it/s]

[I 2025-11-04 02:26:57,834] Trial 114 finished with value: 0.7370370370370369 and parameters: {'n_estimators': 82, 'max_depth': 8, 'learning_rate': 0.05830983552151857, 'subsample': 0.8316031406290666, 'colsample_bytree': 0.9445643093705335, 'gamma': 3.060353113569049, 'min_child_weight': 14, 'reg_alpha': 2.215138537855959, 'reg_lambda': 8.551389787579282}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:57,918] Trial 115 finished with value: 0.5 and parameters: {'n_estimators': 64, 'max_depth': 8, 'learning_rate': 0.057220576934709964, 'subsample': 0.8492090065484738, 'colsample_bytree': 0.9720657226499738, 'gamma': 2.910519005271647, 'min_child_weight': 16, 'reg_alpha': 2.542375959329456, 'reg_lambda': 9.378927507505185}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:57,983] Trial 116 finished with value: 0.5 and parameters: {'n_estimators': 99, 'max_depth': 7, 'learning_rate': 0.06344822060990551, 'subsample': 0.8604439596377164, 'colsample_bytree': 0.9610740079656601, 'gamma': 2.6969385880086194, 'min_child_weight': 15, 'reg_alpha': 2.952543368259661, 'reg_lambda': 7.382344564286406}. Best is trial 113 with value: 0.7685185185185186.

Best trial: 113. Best value: 0.768519:  30%|██▉       | 119/400 [00:11<00:19, 14.24it/s]

[I 2025-11-04 02:26:58,037] Trial 117 finished with value: 0.7222222222222222 and parameters: {'n_estimators': 87, 'max_depth': 8, 'learning_rate': 0.0692360353456997, 'subsample': 0.8117212836205123, 'colsample_bytree': 0.9908474524457115, 'gamma': 3.930701207173504, 'min_child_weight': 12, 'reg_alpha': 3.396955646095319, 'reg_lambda': 7.858308916033945}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:58,138] Trial 118 finished with value: 0.6851851851851851 and parameters: {'n_estimators': 94, 'max_depth': 8, 'learning_rate': 0.06001990069080281, 'subsample': 0.950219490472977, 'colsample_bytree': 0.9456023863237257, 'gamma': 4.020303059416796, 'min_child_weight': 13, 'reg_alpha': 2.3648045029075737, 'reg_lambda': 8.711463557537838}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:58,193] Trial 119 finished with value: 0.5 and parameters: {'n_estimators': 82, 'max_depth': 6, 'learning_rate': 0.05222205730466331, 'subsample': 0.8376577678142743, 'colsample_bytree': 0.8738733747075516, 'gamma': 2.5231339520851557, 'min_child_weight': 13, 'reg_alpha': 9.870674441519554, 'reg_lambda': 9.472021840436094}. Best is trial 113 with value: 0.7685185185185186.

Best trial: 113. Best value: 0.768519:  31%|███       | 123/400 [00:11<00:18, 15.26it/s]

[I 2025-11-04 02:26:58,254] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 104, 'max_depth': 7, 'learning_rate': 0.055358136388782855, 'subsample': 0.7883121449974356, 'colsample_bytree': 0.9170811501415865, 'gamma': 3.8234936284778533, 'min_child_weight': 14, 'reg_alpha': 1.1569301037531319, 'reg_lambda': 5.467955557593456}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:58,328] Trial 121 finished with value: 0.7648148148148147 and parameters: {'n_estimators': 75, 'max_depth': 8, 'learning_rate': 0.05805035090130691, 'subsample': 0.8773903291976842, 'colsample_bytree': 0.9052758229232626, 'gamma': 0.03223368564687057, 'min_child_weight': 14, 'reg_alpha': 1.517225722114916, 'reg_lambda': 9.031927545072422}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:58,382] Trial 122 finished with value: 0.7685185185185185 and parameters: {'n_estimators': 75, 'max_depth': 8, 'learning_rate': 0.06525680354359616, 'subsample': 0.8700288411178312, 'colsample_bytree': 0.9332281626804126, 'gamma': 0.11066222716911378, 'min_child_weight': 14, 'reg_alpha': 1.5047252299244798, 'reg_lambda': 8.92541369712493}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:58,436] Trial 123 finished with value: 0.7611111111111111 and parameters: {'n_estimators': 74, 'max_depth': 8, 'learning_rate': 0.06480468742149718, 'subsample': 0.8695687918972463, 'colsample_bytree': 0.6996511745732527, 'gamma': 0.11942721186887857, 'min_child_weight': 13, 'reg_alpha': 1.5798874424538187, 'reg_lambda': 8.337837372723675}. Best is trial 113 with value: 0.7685185185185186.

Best trial: 113. Best value: 0.768519:  31%|███▏      | 125/400 [00:12<00:17, 15.71it/s]

[I 2025-11-04 02:26:58,500] Trial 124 finished with value: 0.5 and parameters: {'n_estimators': 60, 'max_depth': 8, 'learning_rate': 0.07300131803046432, 'subsample': 0.8689119304087553, 'colsample_bytree': 0.681009276612945, 'gamma': 0.20362122156031617, 'min_child_weight': 15, 'reg_alpha': 1.4854680537210676, 'reg_lambda': 8.926583286728587}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:58,682] Trial 125 finished with value: 0.7592592592592592 and parameters: {'n_estimators': 75, 'max_depth': 8, 'learning_rate': 0.06589043076618385, 'subsample': 0.874458881591615, 'colsample_bytree': 0.906976850327366, 'gamma': 0.45170725885910556, 'min_child_weight': 13, 'reg_alpha': 1.7699355811906439, 'reg_lambda': 8.302952098021462}. Best is trial 113 with value: 0.7685185185185186.

Best trial: 113. Best value: 0.768519:  32%|███▏      | 129/400 [00:12<00:23, 11.64it/s]

[I 2025-11-04 02:26:58,806] Trial 126 finished with value: 0.7666666666666667 and parameters: {'n_estimators': 73, 'max_depth': 8, 'learning_rate': 0.06522562037375366, 'subsample': 0.893608033065017, 'colsample_bytree': 0.8651606310196563, 'gamma': 0.024833379661555424, 'min_child_weight': 13, 'reg_alpha': 1.7362938605461098, 'reg_lambda': 8.240343414274191}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:58,884] Trial 127 finished with value: 0.7462962962962962 and parameters: {'n_estimators': 69, 'max_depth': 8, 'learning_rate': 0.06504207758783531, 'subsample': 0.8750366482177735, 'colsample_bytree': 0.8484969549590217, 'gamma': 0.02714714076258511, 'min_child_weight': 13, 'reg_alpha': 1.3288899230577367, 'reg_lambda': 8.321172954965574}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:58,958] Trial 128 finished with value: 0.7351851851851852 and parameters: {'n_estimators': 65, 'max_depth': 8, 'learning_rate': 0.07460787348218124, 'subsample': 0.8919575163046694, 'colsample_bytree': 0.860666248140034, 'gamma': 0.0014801203589953627, 'min_child_weight': 13, 'reg_alpha': 1.0442650361005754, 'reg_lambda': 8.252663510907775}. Best is trial 113 with value: 0.7685185185185186.

Best trial: 113. Best value: 0.768519:  33%|███▎      | 132/400 [00:12<00:21, 12.26it/s]

[I 2025-11-04 02:26:59,021] Trial 129 finished with value: 0.7555555555555555 and parameters: {'n_estimators': 55, 'max_depth': 8, 'learning_rate': 0.06483313467870394, 'subsample': 0.8950079456812065, 'colsample_bytree': 0.906357387121409, 'gamma': 0.5433552330637879, 'min_child_weight': 13, 'reg_alpha': 1.3559785677209744, 'reg_lambda': 7.999453757953175}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:59,099] Trial 130 finished with value: 0.7277777777777777 and parameters: {'n_estimators': 56, 'max_depth': 8, 'learning_rate': 0.0650121586625047, 'subsample': 0.8777736481762173, 'colsample_bytree': 0.8499655898499305, 'gamma': 0.6118969545741619, 'min_child_weight': 12, 'reg_alpha': 1.6568384946163077, 'reg_lambda': 8.017144339871257}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:59,148] Trial 131 finished with value: 0.7388888888888888 and parameters: {'n_estimators': 50, 'max_depth': 8, 'learning_rate': 0.06876146049264287, 'subsample': 0.9253778722112013, 'colsample_bytree': 0.905888257326534, 'gamma': 0.5197421309080662, 'min_child_weight': 13, 'reg_alpha': 1.3456721006604282, 'reg_lambda': 8.206647648165472}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:59,196] Trial 132 finished with value: 0.7388888888888888 and parameters: {'n_estimators': 45, 'max_depth': 8, 'learning_rate': 0.0662775609789596, 'subsample': 0.8953767623643066, 'colsample_bytree': 0.881166084616114, 'gamma': 0.08850645072701967, 'min_child_weight': 13, 'reg_alpha': 1.1663389107165234, 'reg_lambda': 7.734840439461239}. Best is trial 113 with value: 0.7685185185185186.

Best trial: 113. Best value: 0.768519:  34%|███▍      | 136/400 [00:12<00:18, 14.54it/s]

[I 2025-11-04 02:26:59,257] Trial 133 finished with value: 0.7388888888888888 and parameters: {'n_estimators': 69, 'max_depth': 8, 'learning_rate': 0.06263916347855704, 'subsample': 0.8732527646184371, 'colsample_bytree': 0.9330146142906524, 'gamma': 0.42889185734728785, 'min_child_weight': 12, 'reg_alpha': 1.5248684110251145, 'reg_lambda': 8.912054936960883}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:59,336] Trial 134 finished with value: 0.6962962962962963 and parameters: {'n_estimators': 74, 'max_depth': 8, 'learning_rate': 0.06946900399919188, 'subsample': 0.8837013271478855, 'colsample_bytree': 0.8713987347765074, 'gamma': 0.37614748287668254, 'min_child_weight': 11, 'reg_alpha': 1.7509206584620993, 'reg_lambda': 7.551753226658917}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:59,386] Trial 135 finished with value: 0.7259259259259259 and parameters: {'n_estimators': 62, 'max_depth': 8, 'learning_rate': 0.06532917630896869, 'subsample': 0.8693706905765918, 'colsample_bytree': 0.9017096432611255, 'gamma': 0.9991075368772777, 'min_child_weight': 13, 'reg_alpha': 2.073495878052475, 'reg_lambda': 8.329057212096817}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:59,429] Trial 136 finished with value: 0.7240740740740741 and parameters: {'n_estimators': 30, 'max_depth': 8, 'learning_rate': 0.06269208762479256, 'subsample': 0.8970983851575772, 'colsample_bytree': 0.616196983488834, 'gamma': 0.17838046925057477, 'min_child_weight': 13, 'reg_alpha': 0.9170001277697549, 'reg_lambda': 9.21797995551268}. Best is trial 113 with value: 0.7685185185185186.

Best trial: 113. Best value: 0.768519:  35%|███▌      | 140/400 [00:13<00:16, 15.41it/s]

[I 2025-11-04 02:26:59,496] Trial 137 finished with value: 0.7351851851851852 and parameters: {'n_estimators': 69, 'max_depth': 8, 'learning_rate': 0.06723802625774923, 'subsample': 0.8893681867443212, 'colsample_bytree': 0.909597045010714, 'gamma': 0.3283701211326667, 'min_child_weight': 12, 'reg_alpha': 1.413864639280323, 'reg_lambda': 7.935270774148217}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:59,573] Trial 138 finished with value: 0.7611111111111111 and parameters: {'n_estimators': 74, 'max_depth': 8, 'learning_rate': 0.07536733464398554, 'subsample': 0.8758252782417977, 'colsample_bytree': 0.8399439052467, 'gamma': 0.04374949758745862, 'min_child_weight': 14, 'reg_alpha': 0.49316261565763697, 'reg_lambda': 9.056889047400643}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:59,625] Trial 139 finished with value: 0.7481481481481481 and parameters: {'n_estimators': 59, 'max_depth': 8, 'learning_rate': 0.08167075881549479, 'subsample': 0.8788295123243315, 'colsample_bytree': 0.8377562000093892, 'gamma': 0.0010995272841916245, 'min_child_weight': 14, 'reg_alpha': 0.2915244448241099, 'reg_lambda': 8.841757888157908}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:59,678] Trial 140 finished with value: 0.7314814814814815 and parameters: {'n_estimators': 74, 'max_depth': 8, 'learning_rate': 0.08213400319445248, 'subsample': 0.9025105355084516, 'colsample_bytree': 0.8221191226510595, 'gamma': 0.026775048393828382, 'min_child_weight': 14, 'reg_alpha': 0.4433079990917073, 'reg_lambda': 9.06488775519802}. Best is trial 113 with value: 0.7685185185185186.

Best trial: 113. Best value: 0.768519:  36%|███▌      | 144/400 [00:13<00:15, 16.87it/s]

[I 2025-11-04 02:26:59,727] Trial 141 finished with value: 0.7444444444444445 and parameters: {'n_estimators': 38, 'max_depth': 8, 'learning_rate': 0.07321669734168615, 'subsample': 0.9069238291203437, 'colsample_bytree': 0.8371810110395775, 'gamma': 0.18818681651531566, 'min_child_weight': 14, 'reg_alpha': 0.22121432384126177, 'reg_lambda': 8.739336296925101}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:59,799] Trial 142 finished with value: 0.6925925925925926 and parameters: {'n_estimators': 57, 'max_depth': 8, 'learning_rate': 0.07555007960397467, 'subsample': 0.9089613566564354, 'colsample_bytree': 0.8434362455259713, 'gamma': 0.12149961021120947, 'min_child_weight': 15, 'reg_alpha': 0.1308660748534336, 'reg_lambda': 8.78056600614567}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:59,838] Trial 143 finished with value: 0.7314814814814814 and parameters: {'n_estimators': 29, 'max_depth': 8, 'learning_rate': 0.07864540118109964, 'subsample': 0.8791658455295875, 'colsample_bytree': 0.7983255711161525, 'gamma': 0.2385104059493486, 'min_child_weight': 14, 'reg_alpha': 0.5716678191670375, 'reg_lambda': 9.302341466623261}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:26:59,887] Trial 144 finished with value: 0.5 and parameters: {'n_estimators': 41, 'max_depth': 8, 'learning_rate': 0.07222743475650979, 'subsample': 0.8679540494475371, 'colsample_bytree': 0.8364381327320439, 'gamma': 0.11947863147800761, 'min_child_weight': 15, 'reg_alpha': 0.2982000609354627, 'reg_lambda': 8.963905932472096}. Best is trial 113 with value: 0.7685185185185186.

Best trial: 113. Best value: 0.768519:  37%|███▋      | 148/400 [00:13<00:15, 16.25it/s]

[I 2025-11-04 02:26:59,949] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 60, 'max_depth': 8, 'learning_rate': 0.06978273752844508, 'subsample': 0.9114029490220743, 'colsample_bytree': 0.8278089104491875, 'gamma': 0.2768767462747024, 'min_child_weight': 14, 'reg_alpha': 0.706956241785808, 'reg_lambda': 8.485388756076457}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:27:00,041] Trial 146 finished with value: 0.6851851851851852 and parameters: {'n_estimators': 52, 'max_depth': 8, 'learning_rate': 0.06966256678863678, 'subsample': 0.8778833750044841, 'colsample_bytree': 0.8245022977660011, 'gamma': 0.46574936461615757, 'min_child_weight': 14, 'reg_alpha': 0.7841889825772734, 'reg_lambda': 8.451802167084427}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:27:00,091] Trial 147 finished with value: 0.7111111111111111 and parameters: {'n_estimators': 65, 'max_depth': 8, 'learning_rate': 0.06393648591134353, 'subsample': 0.9422170635022838, 'colsample_bytree': 0.8592941993272347, 'gamma': 0.27671619607655407, 'min_child_weight': 15, 'reg_alpha': 0.6382888472238086, 'reg_lambda': 9.072230008453237}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:27:00,141] Trial 148 finished with value: 0.7388888888888889 and parameters: {'n_estimators': 59, 'max_depth': 8, 'learning_rate': 0.06121313514799342, 'subsample': 0.8614666631141771, 'colsample_bytree': 0.7067155104866836, 'gamma': 0.7378355828241354, 'min_child_weight': 13, 'reg_alpha': 1.1143315877665572, 'reg_lambda': 9.751756001462937}. Best is trial 113 with value: 0.7685185185185186.

Best trial: 113. Best value: 0.768519:  38%|███▊      | 152/400 [00:13<00:15, 15.93it/s]

[I 2025-11-04 02:27:00,217] Trial 149 finished with value: 0.7222222222222222 and parameters: {'n_estimators': 71, 'max_depth': 8, 'learning_rate': 0.07056023475497814, 'subsample': 0.8876006085126408, 'colsample_bytree': 0.8175517884975998, 'gamma': 0.5840211068684874, 'min_child_weight': 14, 'reg_alpha': 0.40970908383852, 'reg_lambda': 8.313664055975726}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:27:00,292] Trial 150 finished with value: 0.7444444444444445 and parameters: {'n_estimators': 75, 'max_depth': 8, 'learning_rate': 0.066797603577856, 'subsample': 0.8526770907434185, 'colsample_bytree': 0.8538787576558975, 'gamma': 0.011478337557954618, 'min_child_weight': 14, 'reg_alpha': 0.8342693233356572, 'reg_lambda': 9.449251291520506}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:27:00,347] Trial 151 finished with value: 0.7388888888888889 and parameters: {'n_estimators': 66, 'max_depth': 8, 'learning_rate': 0.06800320917943947, 'subsample': 0.9135303658340774, 'colsample_bytree': 0.8291492002885127, 'gamma': 0.3424246515938624, 'min_child_weight': 14, 'reg_alpha': 0.3913130796634763, 'reg_lambda': 8.793276432868865}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:27:00,392] Trial 152 finished with value: 0.6925925925925926 and parameters: {'n_estimators': 46, 'max_depth': 8, 'learning_rate': 0.07398007328456006, 'subsample': 0.9028589153914994, 'colsample_bytree': 0.8349569132257225, 'gamma': 0.1861386428146907, 'min_child_weight': 15, 'reg_alpha': 0.2469531167006198, 'reg_lambda': 8.60438342420289}. Best is trial 113 with value: 0.7685185185185186.

Best trial: 113. Best value: 0.768519:  39%|███▉      | 157/400 [00:14<00:14, 17.00it/s]

[I 2025-11-04 02:27:00,437] Trial 153 finished with value: 0.6944444444444444 and parameters: {'n_estimators': 21, 'max_depth': 8, 'learning_rate': 0.07618623225652235, 'subsample': 0.9369944472634034, 'colsample_bytree': 0.8004854854752662, 'gamma': 0.07242084738278232, 'min_child_weight': 13, 'reg_alpha': 0.5978479253777423, 'reg_lambda': 8.51665896899366}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:27:00,507] Trial 154 finished with value: 0.7 and parameters: {'n_estimators': 36, 'max_depth': 8, 'learning_rate': 0.08614045132041416, 'subsample': 0.8938295359135334, 'colsample_bytree': 0.7846496990661531, 'gamma': 0.26839997984855096, 'min_child_weight': 14, 'reg_alpha': 1.2536811208840182, 'reg_lambda': 9.212676773977524}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:27:00,564] Trial 155 finished with value: 0.7185185185185184 and parameters: {'n_estimators': 62, 'max_depth': 8, 'learning_rate': 0.06474213756845558, 'subsample': 0.9228325593543996, 'colsample_bytree': 0.844041670445135, 'gamma': 0.12522314390407474, 'min_child_weight': 13, 'reg_alpha': 1.6838119578080974, 'reg_lambda': 8.823944359114334}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:27:00,624] Trial 156 finished with value: 0.5 and parameters: {'n_estimators': 78, 'max_depth': 8, 'learning_rate': 0.05939745521030678, 'subsample': 0.9098657663636841, 'colsample_bytree': 0.8639506967905493, 'gamma': 0.42319187888000837, 'min_child_weight': 16, 'reg_alpha': 0.99494295379942, 'reg_lambda': 8.087785783149407}. Best is trial 113 with value: 0.7685185185185186.

Best trial: 158. Best value: 0.777778:  40%|████      | 160/400 [00:14<00:15, 15.81it/s]

[I 2025-11-04 02:27:00,699] Trial 157 finished with value: 0.7666666666666667 and parameters: {'n_estimators': 71, 'max_depth': 8, 'learning_rate': 0.07150370538592526, 'subsample': 0.8658415052175585, 'colsample_bytree': 0.7747298529594986, 'gamma': 0.23668016270954811, 'min_child_weight': 14, 'reg_alpha': 1.5551123393299695, 'reg_lambda': 9.014812897455224}. Best is trial 113 with value: 0.7685185185185186.
[I 2025-11-04 02:27:00,773] Trial 158 finished with value: 0.7777777777777778 and parameters: {'n_estimators': 72, 'max_depth': 7, 'learning_rate': 0.06269183960380549, 'subsample': 0.8748117215727703, 'colsample_bytree': 0.9188632212918826, 'gamma': 0.00493941201475092, 'min_child_weight': 14, 'reg_alpha': 1.524813810209654, 'reg_lambda': 9.08235089551945}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:00,820] Trial 159 finished with value: 0.5 and parameters: {'n_estimators': 71, 'max_depth': 7, 'learning_rate': 0.06512035622195571, 'subsample': 0.8754334249439332, 'colsample_bytree': 0.9220523106796152, 'gamma': 0.011208734339986558, 'min_child_weight': 15, 'reg_alpha': 1.5383895540690744, 'reg_lambda': 9.035166179687986}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:00,867] Trial 160 finished with value: 0.7592592592592593 and parameters: {'n_estimators': 66, 'max_depth': 7, 'learning_rate': 0.061533873670109075, 'subsample': 0.8657520914652727, 'colsample_bytree': 0.7635613824740983, 'gamma': 0.35918771112764736, 'min_child_weight': 13, 'reg_alpha': 1.3621404381961835, 'reg_lambda': 8.495067696441232}. Best is trial 158 with value: 0.7777777777777778.

Best trial: 158. Best value: 0.777778:  41%|████      | 164/400 [00:14<00:14, 15.91it/s]

[I 2025-11-04 02:27:00,968] Trial 161 finished with value: 0.7592592592592593 and parameters: {'n_estimators': 67, 'max_depth': 7, 'learning_rate': 0.062180605306938024, 'subsample': 0.8658036359833027, 'colsample_bytree': 0.7230314926386139, 'gamma': 0.3082013723057059, 'min_child_weight': 13, 'reg_alpha': 1.357619467737254, 'reg_lambda': 8.581008840771139}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:01,039] Trial 162 finished with value: 0.7740740740740741 and parameters: {'n_estimators': 55, 'max_depth': 7, 'learning_rate': 0.06142981561496188, 'subsample': 0.8673881622220432, 'colsample_bytree': 0.7235498114965706, 'gamma': 0.3317713034373011, 'min_child_weight': 14, 'reg_alpha': 1.721307828583741, 'reg_lambda': 8.52498121689221}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:01,088] Trial 163 finished with value: 0.725925925925926 and parameters: {'n_estimators': 54, 'max_depth': 7, 'learning_rate': 0.06124795951306653, 'subsample': 0.8673598831291381, 'colsample_bytree': 0.7622725352854297, 'gamma': 0.35706407261300843, 'min_child_weight': 13, 'reg_alpha': 1.7386904338741425, 'reg_lambda': 8.529800328662699}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:01,146] Trial 164 finished with value: 0.7259259259259259 and parameters: {'n_estimators': 75, 'max_depth': 7, 'learning_rate': 0.058458471475373655, 'subsample': 0.8551136544175947, 'colsample_bytree': 0.7427788763440141, 'gamma': 0.5043951316796634, 'min_child_weight': 12, 'reg_alpha': 2.013160589824191, 'reg_lambda': 8.100242873594546}. Best is trial 158 with value: 0.7777777777777778.

Best trial: 158. Best value: 0.777778:  42%|████▏     | 168/400 [00:14<00:17, 13.26it/s]

[I 2025-11-04 02:27:01,340] Trial 165 finished with value: 0.7518518518518518 and parameters: {'n_estimators': 66, 'max_depth': 7, 'learning_rate': 0.06219947054165988, 'subsample': 0.8658113904084493, 'colsample_bytree': 0.7237952548555419, 'gamma': 0.6472280202826031, 'min_child_weight': 13, 'reg_alpha': 1.5179308393415238, 'reg_lambda': 8.575903691695112}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:01,414] Trial 166 finished with value: 0.7481481481481482 and parameters: {'n_estimators': 66, 'max_depth': 7, 'learning_rate': 0.061768853159485576, 'subsample': 0.8647535296046673, 'colsample_bytree': 0.7198126799959325, 'gamma': 0.6886954776190927, 'min_child_weight': 13, 'reg_alpha': 1.5006251972446722, 'reg_lambda': 9.020992454961466}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:01,466] Trial 167 finished with value: 0.7074074074074075 and parameters: {'n_estimators': 63, 'max_depth': 7, 'learning_rate': 0.056651789682875334, 'subsample': 0.8849720920010177, 'colsample_bytree': 0.7280032277143152, 'gamma': 0.8489015844112844, 'min_child_weight': 12, 'reg_alpha': 1.2101438715859487, 'reg_lambda': 8.406554434844955}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:01,519] Trial 168 finished with value: 0.6888888888888888 and parameters: {'n_estimators': 71, 'max_depth': 7, 'learning_rate': 0.05946149848762398, 'subsample': 0.9790251281468352, 'colsample_bytree': 0.701986544093652, 'gamma': 0.5609860355352703, 'min_child_weight': 13, 'reg_alpha': 1.6771957392349766, 'reg_lambda': 8.670923125675058}. Best is trial 158 with value: 0.7777777777777778.

Best trial: 158. Best value: 0.777778:  43%|████▎     | 173/400 [00:15<00:14, 15.22it/s]

[I 2025-11-04 02:27:01,566] Trial 169 finished with value: 0.6981481481481482 and parameters: {'n_estimators': 49, 'max_depth': 7, 'learning_rate': 0.06769632995443474, 'subsample': 0.8468832724436182, 'colsample_bytree': 0.6879300778848977, 'gamma': 0.3014758105418767, 'min_child_weight': 14, 'reg_alpha': 2.172951007554405, 'reg_lambda': 9.226264631459749}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:01,650] Trial 170 finished with value: 0.6851851851851851 and parameters: {'n_estimators': 56, 'max_depth': 7, 'learning_rate': 0.07084199699951059, 'subsample': 0.8648974512955899, 'colsample_bytree': 0.7458331071293203, 'gamma': 0.24479887334893852, 'min_child_weight': 4, 'reg_alpha': 1.893672078814247, 'reg_lambda': 8.261984447824467}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:01,697] Trial 171 finished with value: 0.7592592592592593 and parameters: {'n_estimators': 66, 'max_depth': 7, 'learning_rate': 0.06181496624508803, 'subsample': 0.8674064771632214, 'colsample_bytree': 0.720461074776223, 'gamma': 0.6702448453612135, 'min_child_weight': 13, 'reg_alpha': 1.4691438576775517, 'reg_lambda': 8.982600272141744}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:01,758] Trial 172 finished with value: 0.7555555555555555 and parameters: {'n_estimators': 68, 'max_depth': 7, 'learning_rate': 0.06306081736651614, 'subsample': 0.873523322212909, 'colsample_bytree': 0.7217358313568678, 'gamma': 0.4206786356682673, 'min_child_weight': 13, 'reg_alpha': 1.3969533879148748, 'reg_lambda': 0.19027528306700958}. Best is trial 158 with value: 0.7777777777777778.

Best trial: 158. Best value: 0.777778:  44%|████▍     | 175/400 [00:15<00:18, 12.37it/s]

[I 2025-11-04 02:27:01,855] Trial 173 finished with value: 0.711111111111111 and parameters: {'n_estimators': 67, 'max_depth': 7, 'learning_rate': 0.06154363329292202, 'subsample': 0.8713152415665418, 'colsample_bytree': 0.7179946488213501, 'gamma': 0.6227118678243433, 'min_child_weight': 12, 'reg_alpha': 1.4168734283860398, 'reg_lambda': 1.2999370343748344}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:02,000] Trial 174 finished with value: 0.7648148148148148 and parameters: {'n_estimators': 77, 'max_depth': 7, 'learning_rate': 0.06354110138987024, 'subsample': 0.8831662676821819, 'colsample_bytree': 0.7328568387233408, 'gamma': 0.8378634922423245, 'min_child_weight': 13, 'reg_alpha': 1.6530843308145453, 'reg_lambda': 9.301966653861717}. Best is trial 158 with value: 0.7777777777777778.

Best trial: 158. Best value: 0.777778:  44%|████▍     | 177/400 [00:15<00:21, 10.37it/s]

[I 2025-11-04 02:27:02,151] Trial 175 finished with value: 0.7648148148148148 and parameters: {'n_estimators': 78, 'max_depth': 7, 'learning_rate': 0.05509816434401564, 'subsample': 0.8832407269656511, 'colsample_bytree': 0.7726813545713324, 'gamma': 0.4204290849186785, 'min_child_weight': 13, 'reg_alpha': 1.7869298743387014, 'reg_lambda': 4.189670821823782}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:02,271] Trial 176 finished with value: 0.7222222222222223 and parameters: {'n_estimators': 78, 'max_depth': 7, 'learning_rate': 0.05425600200287631, 'subsample': 0.8938844351010374, 'colsample_bytree': 0.7719311358400491, 'gamma': 0.8300140354041102, 'min_child_weight': 12, 'reg_alpha': 1.7727873438864967, 'reg_lambda': 9.334430984551288}. Best is trial 158 with value: 0.7777777777777778.

Best trial: 158. Best value: 0.777778:  44%|████▍     | 177/400 [00:15<00:21, 10.37it/s]

[I 2025-11-04 02:27:02,355] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 82, 'max_depth': 7, 'learning_rate': 0.05868686292625648, 'subsample': 0.8870006402392474, 'colsample_bytree': 0.7349097784633388, 'gamma': 0.4895459685700719, 'min_child_weight': 13, 'reg_alpha': 2.1040071926738135, 'reg_lambda': 4.806449254566129}. Best is trial 158 with value: 0.7777777777777778.

Best trial: 180. Best value: 0.781481:  45%|████▌     | 181/400 [00:16<00:22,  9.61it/s]

[I 2025-11-04 02:27:02,562] Trial 178 finished with value: 0.7555555555555555 and parameters: {'n_estimators': 74, 'max_depth': 7, 'learning_rate': 0.056204541582398376, 'subsample': 0.8818258419799702, 'colsample_bytree': 0.695459555189783, 'gamma': 0.14452444384580027, 'min_child_weight': 13, 'reg_alpha': 1.938829915994909, 'reg_lambda': 9.633373150314217}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:02,670] Trial 179 finished with value: 0.7314814814814815 and parameters: {'n_estimators': 76, 'max_depth': 7, 'learning_rate': 0.06620560886082547, 'subsample': 0.8498839767113288, 'colsample_bytree': 0.760805180030416, 'gamma': 1.2389877303085828, 'min_child_weight': 12, 'reg_alpha': 1.5895705281458115, 'reg_lambda': 4.08998307528962}. Best is trial 158 with value: 0.7777777777777778.
[I 2025-11-04 02:27:02,739] Trial 180 finished with value: 0.7814814814814814 and parameters: {'n_estimators': 80, 'max_depth': 7, 'learning_rate': 0.057990121246156774, 'subsample': 0.8607942421692685, 'colsample_bytree': 0.7710799930640205, 'gamma': 0.4211606308525587, 'min_child_weight': 14, 'reg_alpha': 1.0523774635481749, 'reg_lambda': 3.8467654393643236}. Best is trial 180 with value: 0.7814814814814814.

Best trial: 180. Best value: 0.781481:  46%|████▌     | 183/400 [00:16<00:21, 10.15it/s]

[I 2025-11-04 02:27:02,811] Trial 181 finished with value: 0.7555555555555555 and parameters: {'n_estimators': 79, 'max_depth': 7, 'learning_rate': 0.057757246017826586, 'subsample': 0.8599777498802771, 'colsample_bytree': 0.7474498927341977, 'gamma': 0.3761344980979595, 'min_child_weight': 14, 'reg_alpha': 1.1857573511886201, 'reg_lambda': 3.3588306124955025}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:02,911] Trial 182 finished with value: 0.7555555555555555 and parameters: {'n_estimators': 73, 'max_depth': 7, 'learning_rate': 0.05481872100386914, 'subsample': 0.880688861334269, 'colsample_bytree': 0.7714025264799383, 'gamma': 0.17620774514956944, 'min_child_weight': 14, 'reg_alpha': 1.0323684400875248, 'reg_lambda': 4.326798762527456}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:02,988] Trial 183 finished with value: 0.7388888888888889 and parameters: {'n_estimators': 83, 'max_depth': 7, 'learning_rate': 0.06011209362040318, 'subsample': 0.8712838761246765, 'colsample_bytree': 0.7754391097040257, 'gamma': 0.5216285250054101, 'min_child_weight': 13, 'reg_alpha': 1.6785862625293801, 'reg_lambda': 8.930376919084273}. Best is trial 180 with value: 0.7814814814814814.

Best trial: 180. Best value: 0.781481:  47%|████▋     | 187/400 [00:16<00:20, 10.26it/s]

[I 2025-11-04 02:27:03,129] Trial 184 finished with value: 0.7481481481481482 and parameters: {'n_estimators': 72, 'max_depth': 7, 'learning_rate': 0.06402958199182317, 'subsample': 0.8585510986244456, 'colsample_bytree': 0.712614357889912, 'gamma': 0.3831473777238893, 'min_child_weight': 14, 'reg_alpha': 1.2908771559634997, 'reg_lambda': 4.479499476681646}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:03,221] Trial 185 finished with value: 0.7296296296296296 and parameters: {'n_estimators': 80, 'max_depth': 7, 'learning_rate': 0.057392653809447726, 'subsample': 0.8395331383444645, 'colsample_bytree': 0.7330397409140241, 'gamma': 0.10888290637254867, 'min_child_weight': 14, 'reg_alpha': 1.6544516481847467, 'reg_lambda': 3.7062749863135114}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:03,301] Trial 186 finished with value: 0.7555555555555555 and parameters: {'n_estimators': 77, 'max_depth': 7, 'learning_rate': 0.05982578638525527, 'subsample': 0.8911687054043929, 'colsample_bytree': 0.7539990444441291, 'gamma': 0.2700486198871037, 'min_child_weight': 13, 'reg_alpha': 1.9192457064591104, 'reg_lambda': 3.909595631042253}. Best is trial 180 with value: 0.7814814814814814.

Best trial: 180. Best value: 0.781481:  47%|████▋     | 189/400 [00:17<00:20, 10.18it/s]

[I 2025-11-04 02:27:03,398] Trial 187 finished with value: 0.5 and parameters: {'n_estimators': 71, 'max_depth': 7, 'learning_rate': 0.06409038763525772, 'subsample': 0.8735566631673691, 'colsample_bytree': 0.7626321847796391, 'gamma': 0.2166055795519078, 'min_child_weight': 15, 'reg_alpha': 1.3886206088659092, 'reg_lambda': 2.562921449463473}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:03,504] Trial 188 finished with value: 0.7537037037037037 and parameters: {'n_estimators': 83, 'max_depth': 7, 'learning_rate': 0.0668775214675261, 'subsample': 0.851607347930062, 'colsample_bytree': 0.7816232363213191, 'gamma': 0.3282861189137923, 'min_child_weight': 14, 'reg_alpha': 8.032155107449464, 'reg_lambda': 3.541463117203071}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:03,566] Trial 189 finished with value: 0.7574074074074074 and parameters: {'n_estimators': 75, 'max_depth': 7, 'learning_rate': 0.054813398292125365, 'subsample': 0.8833328816693209, 'colsample_bytree': 0.7367357422870079, 'gamma': 0.7473442889159845, 'min_child_weight': 13, 'reg_alpha': 1.0754452009569362, 'reg_lambda': 9.211797132609808}. Best is trial 180 with value: 0.7814814814814814.

Best trial: 180. Best value: 0.781481:  48%|████▊     | 193/400 [00:17<00:18, 11.04it/s]

[I 2025-11-04 02:27:03,629] Trial 190 finished with value: 0.5 and parameters: {'n_estimators': 76, 'max_depth': 7, 'learning_rate': 0.05434747941240792, 'subsample': 0.8818858561473, 'colsample_bytree': 0.6799016277591772, 'gamma': 1.0048790934650556, 'min_child_weight': 15, 'reg_alpha': 0.977970782194862, 'reg_lambda': 9.45153464526757}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:03,738] Trial 191 finished with value: 0.7481481481481481 and parameters: {'n_estimators': 72, 'max_depth': 7, 'learning_rate': 0.05195023512975109, 'subsample': 0.8984448976529159, 'colsample_bytree': 0.7088469672097857, 'gamma': 0.7522014018546832, 'min_child_weight': 13, 'reg_alpha': 1.1617892564810997, 'reg_lambda': 9.1817529532579}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:03,824] Trial 192 finished with value: 0.7129629629629629 and parameters: {'n_estimators': 80, 'max_depth': 7, 'learning_rate': 0.0554427835040916, 'subsample': 0.8645103792308154, 'colsample_bytree': 0.74970770271882, 'gamma': 0.4609597068087178, 'min_child_weight': 13, 'reg_alpha': 1.8224422424817792, 'reg_lambda': 9.01873386765202}. Best is trial 180 with value: 0.7814814814814814.

Best trial: 180. Best value: 0.781481:  48%|████▊     | 193/400 [00:17<00:18, 11.04it/s]

[I 2025-11-04 02:27:03,952] Trial 193 finished with value: 0.7425925925925926 and parameters: {'n_estimators': 64, 'max_depth': 7, 'learning_rate': 0.061426387719816546, 'subsample': 0.8872419440058046, 'colsample_bytree': 0.7429861125399333, 'gamma': 0.8805098332377553, 'min_child_weight': 14, 'reg_alpha': 2.2394164761146897, 'reg_lambda': 8.843077918653854}. Best is trial 180 with value: 0.7814814814814814.

Best trial: 180. Best value: 0.781481:  49%|████▉     | 196/400 [00:17<00:24,  8.20it/s]

[I 2025-11-04 02:27:04,177] Trial 194 finished with value: 0.7222222222222222 and parameters: {'n_estimators': 69, 'max_depth': 7, 'learning_rate': 0.05695617413868139, 'subsample': 0.8766719906646221, 'colsample_bytree': 0.7399608431371946, 'gamma': 0.09731327664984014, 'min_child_weight': 12, 'reg_alpha': 1.4674945628763991, 'reg_lambda': 9.22240212885243}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:04,326] Trial 195 finished with value: 0.7777777777777777 and parameters: {'n_estimators': 75, 'max_depth': 8, 'learning_rate': 0.06034820945825717, 'subsample': 0.8612620847698169, 'colsample_bytree': 0.7272542152640838, 'gamma': 0.5613009272129299, 'min_child_weight': 14, 'reg_alpha': 2.0055993711008107, 'reg_lambda': 3.846400426380162}. Best is trial 180 with value: 0.7814814814814814.

Best trial: 180. Best value: 0.781481:  49%|████▉     | 196/400 [00:17<00:24,  8.20it/s]

[I 2025-11-04 02:27:04,403] Trial 196 finished with value: 0.7592592592592591 and parameters: {'n_estimators': 85, 'max_depth': 7, 'learning_rate': 0.05845380118524216, 'subsample': 0.8602081457027833, 'colsample_bytree': 0.7329187404664398, 'gamma': 0.7611727887907898, 'min_child_weight': 14, 'reg_alpha': 2.0700181016924364, 'reg_lambda': 3.676798856945145}. Best is trial 180 with value: 0.7814814814814814.

Best trial: 180. Best value: 0.781481:  50%|████▉     | 199/400 [00:18<00:26,  7.57it/s]

[I 2025-11-04 02:27:04,605] Trial 197 finished with value: 0.7555555555555555 and parameters: {'n_estimators': 84, 'max_depth': 7, 'learning_rate': 0.05925192266911269, 'subsample': 0.8593560812727556, 'colsample_bytree': 0.729632203934604, 'gamma': 0.6928455688427795, 'min_child_weight': 14, 'reg_alpha': 2.08217314412628, 'reg_lambda': 3.8794760167263034}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:04,755] Trial 198 finished with value: 0.7462962962962963 and parameters: {'n_estimators': 86, 'max_depth': 7, 'learning_rate': 0.061758000995646475, 'subsample': 0.8695176487974757, 'colsample_bytree': 0.7291081269578645, 'gamma': 0.189720658251802, 'min_child_weight': 14, 'reg_alpha': 1.75015546358039, 'reg_lambda': 4.104949997620897}. Best is trial 180 with value: 0.7814814814814814.

Best trial: 180. Best value: 0.781481:  50%|█████     | 201/400 [00:18<00:23,  8.62it/s]

[I 2025-11-04 02:27:04,816] Trial 199 finished with value: 0.5 and parameters: {'n_estimators': 79, 'max_depth': 7, 'learning_rate': 0.05967648386202686, 'subsample': 0.861875676353172, 'colsample_bytree': 0.7163665867099517, 'gamma': 1.100795924065702, 'min_child_weight': 15, 'reg_alpha': 1.5735696863043218, 'reg_lambda': 3.6707783365546303}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:04,929] Trial 200 finished with value: 0.7462962962962963 and parameters: {'n_estimators': 74, 'max_depth': 7, 'learning_rate': 0.057782616581366894, 'subsample': 0.8761588807103036, 'colsample_bytree': 0.6993123662633306, 'gamma': 0.6299352488150919, 'min_child_weight': 13, 'reg_alpha': 1.9817769126635136, 'reg_lambda': 3.263879576864767}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:04,997] Trial 201 finished with value: 0.7574074074074075 and parameters: {'n_estimators': 76, 'max_depth': 8, 'learning_rate': 0.05323716654163941, 'subsample': 0.8527905263355492, 'colsample_bytree': 0.7389242213037414, 'gamma': 0.7832708634640754, 'min_child_weight': 14, 'reg_alpha': 2.3476494105157704, 'reg_lambda': 3.600126821047838}. Best is trial 180 with value: 0.7814814814814814.

Best trial: 180. Best value: 0.781481:  51%|█████     | 203/400 [00:18<00:22,  8.85it/s]

[I 2025-11-04 02:27:05,143] Trial 202 finished with value: 0.7574074074074075 and parameters: {'n_estimators': 77, 'max_depth': 7, 'learning_rate': 0.05247905058315218, 'subsample': 0.8530752958661509, 'colsample_bytree': 0.7377145724335648, 'gamma': 0.7504938801718611, 'min_child_weight': 14, 'reg_alpha': 2.3359420544370706, 'reg_lambda': 3.1096259817168503}. Best is trial 180 with value: 0.7814814814814814.

Best trial: 180. Best value: 0.781481:  52%|█████▏    | 206/400 [00:19<00:24,  7.78it/s]

[I 2025-11-04 02:27:05,482] Trial 203 finished with value: 0.7148148148148148 and parameters: {'n_estimators': 80, 'max_depth': 8, 'learning_rate': 0.051343061713343977, 'subsample': 0.8517535054660095, 'colsample_bytree': 0.7518169594518243, 'gamma': 0.9343345513456089, 'min_child_weight': 14, 'reg_alpha': 2.356338078621208, 'reg_lambda': 2.932300837444632}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:05,578] Trial 204 finished with value: 0.5 and parameters: {'n_estimators': 70, 'max_depth': 8, 'learning_rate': 0.05231576211801232, 'subsample': 0.8435968953201635, 'colsample_bytree': 0.7093838530178499, 'gamma': 0.8122610155098376, 'min_child_weight': 15, 'reg_alpha': 2.223049614166464, 'reg_lambda': 3.534996984921348}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:05,637] Trial 205 finished with value: 0.7388888888888889 and parameters: {'n_estimators': 84, 'max_depth': 7, 'learning_rate': 0.05323003507433821, 'subsample': 0.8559469977173376, 'colsample_bytree': 0.7308712796219401, 'gamma': 0.3955876550852062, 'min_child_weight': 14, 'reg_alpha': 1.9283463816383273, 'reg_lambda': 3.141047193035945}. Best is trial 180 with value: 0.7814814814814814.

Best trial: 180. Best value: 0.781481:  52%|█████▏    | 208/400 [00:19<00:22,  8.70it/s]

[I 2025-11-04 02:27:05,716] Trial 206 finished with value: 0.7425925925925926 and parameters: {'n_estimators': 76, 'max_depth': 8, 'learning_rate': 0.06312250352144527, 'subsample': 0.8664599008689948, 'colsample_bytree': 0.7640651360155962, 'gamma': 0.5877234846271745, 'min_child_weight': 14, 'reg_alpha': 1.809958452447415, 'reg_lambda': 3.4067012377201737}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:05,813] Trial 207 finished with value: 0.5 and parameters: {'n_estimators': 73, 'max_depth': 7, 'learning_rate': 0.060584541742898415, 'subsample': 0.8509793316319567, 'colsample_bytree': 0.7923144495344785, 'gamma': 0.1293547297348227, 'min_child_weight': 15, 'reg_alpha': 2.089211785785769, 'reg_lambda': 3.811612450428803}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:05,886] Trial 208 finished with value: 0.762962962962963 and parameters: {'n_estimators': 80, 'max_depth': 8, 'learning_rate': 0.06686136426707592, 'subsample': 0.8597418764001598, 'colsample_bytree': 0.5047188578740693, 'gamma': 0.3089565015336078, 'min_child_weight': 14, 'reg_alpha': 2.3307801373951165, 'reg_lambda': 2.068292880252037}. Best is trial 180 with value: 0.7814814814814814.

Best trial: 210. Best value: 0.796296:  52%|█████▎    | 210/400 [00:19<00:19,  9.98it/s]

[I 2025-11-04 02:27:05,953] Trial 209 finished with value: 0.75 and parameters: {'n_estimators': 82, 'max_depth': 8, 'learning_rate': 0.06717218450586909, 'subsample': 0.8685945752806837, 'colsample_bytree': 0.5007816173128827, 'gamma': 0.29267556100153297, 'min_child_weight': 14, 'reg_alpha': 1.626423202619715, 'reg_lambda': 2.2488856190057698}. Best is trial 180 with value: 0.7814814814814814.
[I 2025-11-04 02:27:06,095] Trial 210 finished with value: 0.7962962962962963 and parameters: {'n_estimators': 69, 'max_depth': 8, 'learning_rate': 0.0656441480452378, 'subsample': 0.8600692946138827, 'colsample_bytree': 0.5469773476333255, 'gamma': 0.4526331140786218, 'min_child_weight': 14, 'reg_alpha': 1.8018512326776714, 'reg_lambda': 1.713021629934446}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  54%|█████▎    | 214/400 [00:19<00:19,  9.79it/s]

[I 2025-11-04 02:27:06,234] Trial 211 finished with value: 0.7814814814814814 and parameters: {'n_estimators': 68, 'max_depth': 8, 'learning_rate': 0.0656968805678638, 'subsample': 0.8609022761825628, 'colsample_bytree': 0.5176639196805906, 'gamma': 0.4812523508619822, 'min_child_weight': 14, 'reg_alpha': 1.8130240295395885, 'reg_lambda': 4.122466673249692}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:06,332] Trial 212 finished with value: 0.7685185185185185 and parameters: {'n_estimators': 67, 'max_depth': 8, 'learning_rate': 0.06882145809144488, 'subsample': 0.8608423707562716, 'colsample_bytree': 0.777997259772256, 'gamma': 0.44202808340290706, 'min_child_weight': 14, 'reg_alpha': 1.8250069015682988, 'reg_lambda': 1.9949281426893866}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:06,390] Trial 213 finished with value: 0.7592592592592593 and parameters: {'n_estimators': 67, 'max_depth': 8, 'learning_rate': 0.069040847583885, 'subsample': 0.873654185357128, 'colsample_bytree': 0.5287611053724094, 'gamma': 0.4434214864684718, 'min_child_weight': 13, 'reg_alpha': 1.7115355838603705, 'reg_lambda': 1.8694215078846985}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  54%|█████▍    | 216/400 [00:20<00:18, 10.06it/s]

[I 2025-11-04 02:27:06,443] Trial 214 finished with value: 0.5 and parameters: {'n_estimators': 63, 'max_depth': 8, 'learning_rate': 0.0691790607229512, 'subsample': 0.8628687970543462, 'colsample_bytree': 0.5358000763681383, 'gamma': 0.46742355736032093, 'min_child_weight': 15, 'reg_alpha': 1.4926710218222683, 'reg_lambda': 1.6719916161822002}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:06,577] Trial 215 finished with value: 0.7518518518518519 and parameters: {'n_estimators': 68, 'max_depth': 8, 'learning_rate': 0.06835104334827155, 'subsample': 0.8723132782374224, 'colsample_bytree': 0.5488775922926489, 'gamma': 0.31938351379063445, 'min_child_weight': 13, 'reg_alpha': 1.6671731382685064, 'reg_lambda': 1.7540427114278585}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:06,634] Trial 216 finished with value: 0.5 and parameters: {'n_estimators': 67, 'max_depth': 8, 'learning_rate': 0.0643573382191991, 'subsample': 0.8664805126162825, 'colsample_bytree': 0.5072100664824228, 'gamma': 0.22625776086208557, 'min_child_weight': 15, 'reg_alpha': 5.890211059818117, 'reg_lambda': 1.8107722844320167}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  55%|█████▍    | 218/400 [00:20<00:16, 10.84it/s]

[I 2025-11-04 02:27:06,729] Trial 217 finished with value: 0.7425925925925926 and parameters: {'n_estimators': 63, 'max_depth': 8, 'learning_rate': 0.0717330394585933, 'subsample': 0.8787493869445225, 'colsample_bytree': 0.5838569753225935, 'gamma': 0.39749202948286866, 'min_child_weight': 14, 'reg_alpha': 1.3157905015341196, 'reg_lambda': 2.277600753026413}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:06,919] Trial 218 finished with value: 0.7185185185185184 and parameters: {'n_estimators': 191, 'max_depth': 8, 'learning_rate': 0.0659269118249395, 'subsample': 0.8456936638963073, 'colsample_bytree': 0.5205290675090366, 'gamma': 0.5274382502048036, 'min_child_weight': 13, 'reg_alpha': 1.9154631995751115, 'reg_lambda': 1.9048874721823474}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  56%|█████▌    | 222/400 [00:20<00:18,  9.83it/s]

[I 2025-11-04 02:27:07,046] Trial 219 finished with value: 0.7537037037037037 and parameters: {'n_estimators': 70, 'max_depth': 8, 'learning_rate': 0.06857638706103997, 'subsample': 0.8591574050108668, 'colsample_bytree': 0.5163781164511849, 'gamma': 0.11758351792462172, 'min_child_weight': 14, 'reg_alpha': 1.531517349128129, 'reg_lambda': 4.313054893380184}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:07,142] Trial 220 finished with value: 0.7666666666666666 and parameters: {'n_estimators': 67, 'max_depth': 8, 'learning_rate': 0.06330338119990296, 'subsample': 0.87022305395583, 'colsample_bytree': 0.5409459877088927, 'gamma': 0.0014287762747310778, 'min_child_weight': 14, 'reg_alpha': 1.7791265878116578, 'reg_lambda': 2.0504777718429787}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:07,201] Trial 221 finished with value: 0.7277777777777779 and parameters: {'n_estimators': 66, 'max_depth': 8, 'learning_rate': 0.06343559538587727, 'subsample': 0.8703943689072049, 'colsample_bytree': 0.5303858883154929, 'gamma': 0.022828663957410247, 'min_child_weight': 14, 'reg_alpha': 1.7506218153266166, 'reg_lambda': 1.9031555751557998}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  56%|█████▌    | 224/400 [00:20<00:17,  9.82it/s]

[I 2025-11-04 02:27:07,257] Trial 222 finished with value: 0.7296296296296296 and parameters: {'n_estimators': 59, 'max_depth': 8, 'learning_rate': 0.06496974409198647, 'subsample': 0.8820867433982451, 'colsample_bytree': 0.5425179836836108, 'gamma': 0.23584276472383311, 'min_child_weight': 14, 'reg_alpha': 4.846855484014427, 'reg_lambda': 1.2979739051675179}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:07,404] Trial 223 finished with value: 0.7333333333333334 and parameters: {'n_estimators': 70, 'max_depth': 8, 'learning_rate': 0.07103150939820095, 'subsample': 0.8647904032080951, 'colsample_bytree': 0.5145024636104606, 'gamma': 0.07896771937214067, 'min_child_weight': 13, 'reg_alpha': 1.296444484488798, 'reg_lambda': 2.082294708702527}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  56%|█████▋    | 226/400 [00:21<00:19,  9.12it/s]

[I 2025-11-04 02:27:07,570] Trial 224 finished with value: 0.7388888888888889 and parameters: {'n_estimators': 64, 'max_depth': 8, 'learning_rate': 0.06259391863569568, 'subsample': 0.8722196845019446, 'colsample_bytree': 0.5528003360818752, 'gamma': 0.2959313355669425, 'min_child_weight': 14, 'reg_alpha': 1.7852189893150068, 'reg_lambda': 1.3847625242144352}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:07,660] Trial 225 finished with value: 0.5 and parameters: {'n_estimators': 71, 'max_depth': 8, 'learning_rate': 0.0670192078233836, 'subsample': 0.8615156224982933, 'colsample_bytree': 0.5683293232423438, 'gamma': 0.0029182003163309815, 'min_child_weight': 15, 'reg_alpha': 1.5056411434868942, 'reg_lambda': 2.49391660930011}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:07,728] Trial 226 finished with value: 0.7462962962962962 and parameters: {'n_estimators': 67, 'max_depth': 8, 'learning_rate': 0.06193041006195801, 'subsample': 0.8837857598198838, 'colsample_bytree': 0.5219044462577819, 'gamma': 0.3724075350433303, 'min_child_weight': 13, 'reg_alpha': 1.96878275896885, 'reg_lambda': 2.1218963841297813}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  57%|█████▊    | 230/400 [00:21<00:15, 10.80it/s]

[I 2025-11-04 02:27:07,800] Trial 227 finished with value: 0.725925925925926 and parameters: {'n_estimators': 61, 'max_depth': 8, 'learning_rate': 0.06572627258461528, 'subsample': 0.8765884601296517, 'colsample_bytree': 0.7797067424988555, 'gamma': 0.20131584652464768, 'min_child_weight': 14, 'reg_alpha': 1.623197615692684, 'reg_lambda': 1.6013736147477657}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:07,902] Trial 228 finished with value: 0.7240740740740741 and parameters: {'n_estimators': 73, 'max_depth': 8, 'learning_rate': 0.06959685633636374, 'subsample': 0.8558969444336041, 'colsample_bytree': 0.5295169256658924, 'gamma': 0.5277651341151868, 'min_child_weight': 13, 'reg_alpha': 1.3506944818912934, 'reg_lambda': 4.649024506944123}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:07,962] Trial 229 finished with value: 0.7759259259259259 and parameters: {'n_estimators': 68, 'max_depth': 8, 'learning_rate': 0.06387469055264366, 'subsample': 0.8685712751403224, 'colsample_bytree': 0.5074027965349888, 'gamma': 0.12743711485306286, 'min_child_weight': 14, 'reg_alpha': 1.8086431157428111, 'reg_lambda': 5.189786956749565}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  58%|█████▊    | 232/400 [00:21<00:15, 10.83it/s]

[I 2025-11-04 02:27:08,051] Trial 230 finished with value: 0.5 and parameters: {'n_estimators': 72, 'max_depth': 8, 'learning_rate': 0.06383848899046993, 'subsample': 0.8889915562733691, 'colsample_bytree': 0.5029357438148852, 'gamma': 0.13499139991511244, 'min_child_weight': 15, 'reg_alpha': 1.97528978695634, 'reg_lambda': 5.209622633180726}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:08,146] Trial 231 finished with value: 0.75 and parameters: {'n_estimators': 67, 'max_depth': 8, 'learning_rate': 0.06147261283503297, 'subsample': 0.869101220500103, 'colsample_bytree': 0.5341917107539957, 'gamma': 0.10064977868296608, 'min_child_weight': 14, 'reg_alpha': 1.7582327370431738, 'reg_lambda': 0.7952866012712132}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:08,242] Trial 232 finished with value: 0.7666666666666666 and parameters: {'n_estimators': 65, 'max_depth': 8, 'learning_rate': 0.0667569851881525, 'subsample': 0.8629592488225618, 'colsample_bytree': 0.5143667193901922, 'gamma': 0.3245964652995222, 'min_child_weight': 14, 'reg_alpha': 1.572917205892276, 'reg_lambda': 2.019542253512784}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  59%|█████▉    | 236/400 [00:22<00:14, 11.42it/s]

[I 2025-11-04 02:27:08,345] Trial 233 finished with value: 0.7703703703703704 and parameters: {'n_estimators': 62, 'max_depth': 8, 'learning_rate': 0.06643593479185006, 'subsample': 0.8589634774005026, 'colsample_bytree': 0.5089496021196732, 'gamma': 0.20580091207396156, 'min_child_weight': 14, 'reg_alpha': 1.4458808626778317, 'reg_lambda': 2.036010914045558}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:08,427] Trial 234 finished with value: 0.6870370370370371 and parameters: {'n_estimators': 59, 'max_depth': 8, 'learning_rate': 0.0658439386136987, 'subsample': 0.8471687001788699, 'colsample_bytree': 0.5124126025184407, 'gamma': 0.2266725296235727, 'min_child_weight': 14, 'reg_alpha': 1.149229743932246, 'reg_lambda': 5.654326093306983}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:08,485] Trial 235 finished with value: 0.7370370370370369 and parameters: {'n_estimators': 63, 'max_depth': 8, 'learning_rate': 0.06695592190159892, 'subsample': 0.8575173940190083, 'colsample_bytree': 0.5100874657179404, 'gamma': 0.3188445744938626, 'min_child_weight': 14, 'reg_alpha': 2.1684129887954584, 'reg_lambda': 2.1578206298822358}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:08,540] Trial 236 finished with value: 0.5 and parameters: {'n_estimators': 71, 'max_depth': 8, 'learning_rate': 0.06411012033699494, 'subsample': 0.8608022216616062, 'colsample_bytree': 0.5099389793771987, 'gamma': 0.17659824884533132, 'min_child_weight': 15, 'reg_alpha': 1.5374852930504672, 'reg_lambda': 4.177997084570346}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  60%|██████    | 240/400 [00:22<00:13, 11.63it/s]

[I 2025-11-04 02:27:08,647] Trial 237 finished with value: 0.6981481481481482 and parameters: {'n_estimators': 79, 'max_depth': 8, 'learning_rate': 0.07354069827017881, 'subsample': 0.8362533972920998, 'colsample_bytree': 0.5609446073968297, 'gamma': 0.0032033224224981977, 'min_child_weight': 14, 'reg_alpha': 1.872950826842245, 'reg_lambda': 6.101697996492559}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:08,745] Trial 238 finished with value: 0.7037037037037037 and parameters: {'n_estimators': 74, 'max_depth': 8, 'learning_rate': 0.06777577327098966, 'subsample': 0.8474907834379636, 'colsample_bytree': 0.5228889663682212, 'gamma': 0.1045037825776097, 'min_child_weight': 14, 'reg_alpha': 1.4118022206110423, 'reg_lambda': 1.5283352619574098}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:08,824] Trial 239 finished with value: 0.5 and parameters: {'n_estimators': 61, 'max_depth': 8, 'learning_rate': 0.06062546902609963, 'subsample': 0.8648848597660644, 'colsample_bytree': 0.5091397519558319, 'gamma': 0.3033861698584057, 'min_child_weight': 15, 'reg_alpha': 1.2156868743497011, 'reg_lambda': 2.704345097335885}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  60%|██████    | 242/400 [00:22<00:17,  9.22it/s]

[I 2025-11-04 02:27:09,050] Trial 240 finished with value: 0.7648148148148148 and parameters: {'n_estimators': 70, 'max_depth': 8, 'learning_rate': 0.06438082822911138, 'subsample': 0.8793444354804056, 'colsample_bytree': 0.7887832051215962, 'gamma': 0.18717486139078876, 'min_child_weight': 14, 'reg_alpha': 2.059632075443764, 'reg_lambda': 1.8917159355877218}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:09,145] Trial 241 finished with value: 0.7592592592592593 and parameters: {'n_estimators': 68, 'max_depth': 8, 'learning_rate': 0.06424909293177297, 'subsample': 0.8783057799054137, 'colsample_bytree': 0.7707369342937296, 'gamma': 0.1978652768984579, 'min_child_weight': 14, 'reg_alpha': 2.0325369654015772, 'reg_lambda': 1.9715500834801705}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:09,215] Trial 242 finished with value: 0.7074074074074074 and parameters: {'n_estimators': 74, 'max_depth': 8, 'learning_rate': 0.06303005365689508, 'subsample': 0.8570576270230889, 'colsample_bytree': 0.500230728551588, 'gamma': 0.09777231268941249, 'min_child_weight': 14, 'reg_alpha': 1.8231226286379891, 'reg_lambda': 2.3862155834360164}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  61%|██████    | 244/400 [00:22<00:14, 10.50it/s]

[I 2025-11-04 02:27:09,274] Trial 243 finished with value: 0.7425925925925927 and parameters: {'n_estimators': 70, 'max_depth': 8, 'learning_rate': 0.06603006080544047, 'subsample': 0.8702784564794308, 'colsample_bytree': 0.7882326173138436, 'gamma': 0.38105520535282517, 'min_child_weight': 14, 'reg_alpha': 1.6213738796061776, 'reg_lambda': 2.014536091135295}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:09,422] Trial 244 finished with value: 0.7333333333333334 and parameters: {'n_estimators': 77, 'max_depth': 8, 'learning_rate': 0.07143796270944237, 'subsample': 0.8827961831980708, 'colsample_bytree': 0.78104442144092, 'gamma': 0.24725780797091496, 'min_child_weight': 14, 'reg_alpha': 6.533038711650734, 'reg_lambda': 4.9263513699843955}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  62%|██████▏   | 246/400 [00:22<00:15,  9.85it/s]

[I 2025-11-04 02:27:09,506] Trial 245 finished with value: 0.5 and parameters: {'n_estimators': 64, 'max_depth': 8, 'learning_rate': 0.0592793688455475, 'subsample': 0.8900636218129049, 'colsample_bytree': 0.5436565530855824, 'gamma': 0.3369097440607223, 'min_child_weight': 15, 'reg_alpha': 2.1747456659826527, 'reg_lambda': 2.322311635735744}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  62%|██████▏   | 248/400 [00:23<00:20,  7.40it/s]

[I 2025-11-04 02:27:09,840] Trial 246 finished with value: 0.7574074074074073 and parameters: {'n_estimators': 69, 'max_depth': 8, 'learning_rate': 0.06327532727318251, 'subsample': 0.8652481661248541, 'colsample_bytree': 0.7602565626205884, 'gamma': 0.0003852660947429899, 'min_child_weight': 14, 'reg_alpha': 1.6554588707053235, 'reg_lambda': 4.068857995269796}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:09,933] Trial 247 finished with value: 0.7537037037037038 and parameters: {'n_estimators': 79, 'max_depth': 8, 'learning_rate': 0.06813636225595751, 'subsample': 0.8766340083742318, 'colsample_bytree': 0.6411181688212805, 'gamma': 0.16440680165833804, 'min_child_weight': 14, 'reg_alpha': 1.8680443237486586, 'reg_lambda': 2.1783320912729427}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:10,000] Trial 248 finished with value: 0.7222222222222223 and parameters: {'n_estimators': 73, 'max_depth': 8, 'learning_rate': 0.060445623795991284, 'subsample': 0.8549733695238315, 'colsample_bytree': 0.5190542241742221, 'gamma': 0.44117796146332844, 'min_child_weight': 14, 'reg_alpha': 1.4506438174677796, 'reg_lambda': 1.6433295995612553}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  62%|██████▎   | 250/400 [00:23<00:16,  8.84it/s]

[I 2025-11-04 02:27:10,057] Trial 249 finished with value: 0.5 and parameters: {'n_estimators': 56, 'max_depth': 8, 'learning_rate': 0.06572748556237992, 'subsample': 0.8722211901486987, 'colsample_bytree': 0.7965073368071244, 'gamma': 0.23898256068519397, 'min_child_weight': 15, 'reg_alpha': 2.0459475889441947, 'reg_lambda': 2.0129572454650426}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:10,188] Trial 250 finished with value: 0.7222222222222223 and parameters: {'n_estimators': 64, 'max_depth': 8, 'learning_rate': 0.06288958543469356, 'subsample': 0.8625894222036337, 'colsample_bytree': 0.7758880451716547, 'gamma': 0.10323936258132192, 'min_child_weight': 13, 'reg_alpha': 2.5088939418536644, 'reg_lambda': 0.9844915472946498}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  64%|██████▎   | 254/400 [00:23<00:15,  9.37it/s]

[I 2025-11-04 02:27:10,263] Trial 251 finished with value: 0.7537037037037038 and parameters: {'n_estimators': 73, 'max_depth': 8, 'learning_rate': 0.07063673787447618, 'subsample': 0.8820133988362593, 'colsample_bytree': 0.5801342735776084, 'gamma': 0.3333167538361136, 'min_child_weight': 14, 'reg_alpha': 1.627206837793107, 'reg_lambda': 8.683169525080121}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:10,398] Trial 252 finished with value: 0.5 and parameters: {'n_estimators': 69, 'max_depth': 8, 'learning_rate': 0.06551708572835628, 'subsample': 0.844770537072577, 'colsample_bytree': 0.937495539600235, 'gamma': 0.1468091623715752, 'min_child_weight': 20, 'reg_alpha': 1.31820083571975, 'reg_lambda': 1.7710229326353928}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:10,462] Trial 253 finished with value: 0.7666666666666666 and parameters: {'n_estimators': 78, 'max_depth': 8, 'learning_rate': 0.05786017531294311, 'subsample': 0.8554880117631114, 'colsample_bytree': 0.7676665825388886, 'gamma': 0.46626279945756754, 'min_child_weight': 14, 'reg_alpha': 0.9204288812213375, 'reg_lambda': 2.6051102212070685}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  64%|██████▍   | 256/400 [00:24<00:15,  9.49it/s]

[I 2025-11-04 02:27:10,562] Trial 254 finished with value: 0.5 and parameters: {'n_estimators': 81, 'max_depth': 8, 'learning_rate': 0.057299832325769136, 'subsample': 0.8538900943027512, 'colsample_bytree': 0.7720787872945527, 'gamma': 0.5229945351344005, 'min_child_weight': 15, 'reg_alpha': 0.7755721107249982, 'reg_lambda': 2.8267866697539086}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:10,666] Trial 255 finished with value: 0.7555555555555555 and parameters: {'n_estimators': 78, 'max_depth': 8, 'learning_rate': 0.05919540591722157, 'subsample': 0.8949325456867743, 'colsample_bytree': 0.7535006695003872, 'gamma': 0.4443216238726725, 'min_child_weight': 14, 'reg_alpha': 1.0163865393371991, 'reg_lambda': 1.4537710953195575}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:10,734] Trial 256 finished with value: 0.7166666666666667 and parameters: {'n_estimators': 76, 'max_depth': 8, 'learning_rate': 0.10185929077120061, 'subsample': 0.8747516890113761, 'colsample_bytree': 0.7627634459545578, 'gamma': 0.056555256151634065, 'min_child_weight': 14, 'reg_alpha': 0.8966386163510509, 'reg_lambda': 2.5675960672661704}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  65%|██████▌   | 260/400 [00:24<00:13, 10.10it/s]

[I 2025-11-04 02:27:10,859] Trial 257 finished with value: 0.6703703703703703 and parameters: {'n_estimators': 81, 'max_depth': 8, 'learning_rate': 0.06765574428374904, 'subsample': 0.8388310962572947, 'colsample_bytree': 0.7881845727559063, 'gamma': 0.20416887601340108, 'min_child_weight': 7, 'reg_alpha': 1.8423643472922764, 'reg_lambda': 4.616879158912338}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:10,967] Trial 258 finished with value: 0.5 and parameters: {'n_estimators': 72, 'max_depth': 8, 'learning_rate': 0.057031335701058825, 'subsample': 0.8579726983700113, 'colsample_bytree': 0.8039469320490549, 'gamma': 0.3878178640918159, 'min_child_weight': 15, 'reg_alpha': 2.2818543179156903, 'reg_lambda': 1.8078438342903067}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:11,040] Trial 259 finished with value: 0.7296296296296296 and parameters: {'n_estimators': 75, 'max_depth': 8, 'learning_rate': 0.06020781980148859, 'subsample': 0.8490801357281851, 'colsample_bytree': 0.5178119253125907, 'gamma': 0.002958305272465933, 'min_child_weight': 14, 'reg_alpha': 2.1050656568652704, 'reg_lambda': 2.3767926306260283}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  66%|██████▌   | 262/400 [00:24<00:14,  9.77it/s]

[I 2025-11-04 02:27:11,159] Trial 260 finished with value: 0.7518518518518518 and parameters: {'n_estimators': 89, 'max_depth': 8, 'learning_rate': 0.06447235822456568, 'subsample': 0.8665848357681598, 'colsample_bytree': 0.7672768836734611, 'gamma': 0.2526014974119897, 'min_child_weight': 14, 'reg_alpha': 1.7194163142585657, 'reg_lambda': 2.105816468586131}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:11,259] Trial 261 finished with value: 0.7314814814814815 and parameters: {'n_estimators': 78, 'max_depth': 8, 'learning_rate': 0.06978442413188417, 'subsample': 0.8882595528255486, 'colsample_bytree': 0.5003615644734513, 'gamma': 0.5933582724505007, 'min_child_weight': 14, 'reg_alpha': 1.5425525952959553, 'reg_lambda': 1.9862775132335133}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:11,322] Trial 262 finished with value: 0.5 and parameters: {'n_estimators': 60, 'max_depth': 8, 'learning_rate': 0.061721143543548275, 'subsample': 0.8770219735967982, 'colsample_bytree': 0.931685486191745, 'gamma': 0.46747359856055765, 'min_child_weight': 15, 'reg_alpha': 1.1465570886736853, 'reg_lambda': 3.96477288434915}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  66%|██████▋   | 266/400 [00:25<00:12, 10.94it/s]

[I 2025-11-04 02:27:11,379] Trial 263 finished with value: 0.7425925925925925 and parameters: {'n_estimators': 71, 'max_depth': 8, 'learning_rate': 0.06726099216332494, 'subsample': 0.8612224392147505, 'colsample_bytree': 0.7788669706841778, 'gamma': 0.12690214215505363, 'min_child_weight': 13, 'reg_alpha': 1.9621652482954064, 'reg_lambda': 1.6103808832831823}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:11,506] Trial 264 finished with value: 0.7722222222222223 and parameters: {'n_estimators': 65, 'max_depth': 8, 'learning_rate': 0.05871384687233628, 'subsample': 0.8704856908407816, 'colsample_bytree': 0.9206566274942157, 'gamma': 0.31935186920705927, 'min_child_weight': 14, 'reg_alpha': 2.2845146043596802, 'reg_lambda': 8.851087866745619}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:11,571] Trial 265 finished with value: 0.7296296296296297 and parameters: {'n_estimators': 75, 'max_depth': 8, 'learning_rate': 0.0580304215089243, 'subsample': 0.883251036929938, 'colsample_bytree': 0.9198489966332554, 'gamma': 0.26837061635309756, 'min_child_weight': 14, 'reg_alpha': 2.4316505632543044, 'reg_lambda': 9.050289971451337}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  67%|██████▋   | 268/400 [00:25<00:14,  9.03it/s]

[I 2025-11-04 02:27:11,704] Trial 266 finished with value: 0.5 and parameters: {'n_estimators': 82, 'max_depth': 8, 'learning_rate': 0.07325635219764104, 'subsample': 0.699223442052135, 'colsample_bytree': 0.6045337534980056, 'gamma': 0.09324351878564532, 'min_child_weight': 15, 'reg_alpha': 2.2189775462684223, 'reg_lambda': 8.787079233850779}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:11,881] Trial 267 finished with value: 0.7388888888888889 and parameters: {'n_estimators': 64, 'max_depth': 8, 'learning_rate': 0.1155150589488065, 'subsample': 0.8738145535117647, 'colsample_bytree': 0.9152870517709418, 'gamma': 0.2421293725269132, 'min_child_weight': 14, 'reg_alpha': 2.0175507089344937, 'reg_lambda': 4.435095929270776}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  68%|██████▊   | 270/400 [00:25<00:14,  8.82it/s]

[I 2025-11-04 02:27:11,955] Trial 268 finished with value: 0.7351851851851852 and parameters: {'n_estimators': 69, 'max_depth': 8, 'learning_rate': 0.055855588689973076, 'subsample': 0.8586556691787436, 'colsample_bytree': 0.9423715758767736, 'gamma': 0.5522959823060757, 'min_child_weight': 14, 'reg_alpha': 2.506095064792015, 'reg_lambda': 8.878949655949684}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:12,121] Trial 269 finished with value: 0.5 and parameters: {'n_estimators': 57, 'max_depth': 8, 'learning_rate': 0.0646357422148775, 'subsample': 0.8487872987045607, 'colsample_bytree': 0.9259382933854365, 'gamma': 0.3799412030247103, 'min_child_weight': 15, 'reg_alpha': 1.8559055947310312, 'reg_lambda': 9.312323881516827}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  68%|██████▊   | 272/400 [00:25<00:15,  8.53it/s]

[I 2025-11-04 02:27:12,179] Trial 270 finished with value: 0.7055555555555556 and parameters: {'n_estimators': 53, 'max_depth': 8, 'learning_rate': 0.059689288547213226, 'subsample': 0.9005935197504574, 'colsample_bytree': 0.8123570564907491, 'gamma': 0.17652343843857438, 'min_child_weight': 14, 'reg_alpha': 1.7994499970103142, 'reg_lambda': 9.078328635764253}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:12,374] Trial 271 finished with value: 0.5 and parameters: {'n_estimators': 73, 'max_depth': 8, 'learning_rate': 0.07678453976642358, 'subsample': 0.6254778411214164, 'colsample_bytree': 0.5386507339123433, 'gamma': 0.054469257117110606, 'min_child_weight': 14, 'reg_alpha': 2.2334758168183675, 'reg_lambda': 1.79521899222022}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  68%|██████▊   | 274/400 [00:26<00:15,  8.10it/s]

[I 2025-11-04 02:27:12,516] Trial 272 finished with value: 0.5 and parameters: {'n_estimators': 78, 'max_depth': 8, 'learning_rate': 0.06826119042807224, 'subsample': 0.8699334888545781, 'colsample_bytree': 0.5129014868453147, 'gamma': 0.46237850886230353, 'min_child_weight': 15, 'reg_alpha': 1.6173638510466042, 'reg_lambda': 2.1695302289090987}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:12,647] Trial 273 finished with value: 0.7462962962962962 and parameters: {'n_estimators': 85, 'max_depth': 8, 'learning_rate': 0.06326088769441056, 'subsample': 0.886409360794914, 'colsample_bytree': 0.5248245423310411, 'gamma': 0.31586750834120364, 'min_child_weight': 14, 'reg_alpha': 2.0484090393004917, 'reg_lambda': 1.2604348308689755}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:12,705] Trial 274 finished with value: 0.7222222222222222 and parameters: {'n_estimators': 65, 'max_depth': 8, 'learning_rate': 0.058348259159078104, 'subsample': 0.8538277581560617, 'colsample_bytree': 0.5298069150319926, 'gamma': 0.136878758940379, 'min_child_weight': 13, 'reg_alpha': 1.7967474403978927, 'reg_lambda': 2.4590119824118575}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  69%|██████▉   | 277/400 [00:26<00:15,  8.01it/s]

[I 2025-11-04 02:27:12,848] Trial 275 finished with value: 0.7518518518518519 and parameters: {'n_estimators': 70, 'max_depth': 8, 'learning_rate': 0.07068282932776068, 'subsample': 0.8784665244992976, 'colsample_bytree': 0.9555337598038244, 'gamma': 0.19351519361002367, 'min_child_weight': 14, 'reg_alpha': 2.3604232248905173, 'reg_lambda': 1.9290962491864476}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:13,008] Trial 276 finished with value: 0.5 and parameters: {'n_estimators': 76, 'max_depth': 8, 'learning_rate': 0.06609263882883797, 'subsample': 0.8681826321800118, 'colsample_bytree': 0.793446466602752, 'gamma': 0.004564257969722395, 'min_child_weight': 15, 'reg_alpha': 1.5030663950550793, 'reg_lambda': 8.8875885147736}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  70%|██████▉   | 279/400 [00:26<00:18,  6.41it/s]

[I 2025-11-04 02:27:13,341] Trial 277 finished with value: 0.7388888888888889 and parameters: {'n_estimators': 62, 'max_depth': 8, 'learning_rate': 0.06168337949385995, 'subsample': 0.8416630067283429, 'colsample_bytree': 0.8881866745169007, 'gamma': 0.3266518277773589, 'min_child_weight': 14, 'reg_alpha': 2.1361835704327725, 'reg_lambda': 6.502081930562388}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:13,446] Trial 278 finished with value: 0.7351851851851852 and parameters: {'n_estimators': 81, 'max_depth': 8, 'learning_rate': 0.05630239659952326, 'subsample': 0.8607950014338459, 'colsample_bytree': 0.9316073972963589, 'gamma': 1.3159085768195204, 'min_child_weight': 13, 'reg_alpha': 2.6539985440305407, 'reg_lambda': 2.6454835456632697}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:13,518] Trial 279 finished with value: 0.7407407407407407 and parameters: {'n_estimators': 67, 'max_depth': 8, 'learning_rate': 0.060259662125071944, 'subsample': 0.8906935063978526, 'colsample_bytree': 0.5006110724856001, 'gamma': 0.6017661359376782, 'min_child_weight': 14, 'reg_alpha': 1.2335730169545276, 'reg_lambda': 5.194249971420137}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  70%|███████   | 282/400 [00:27<00:15,  7.83it/s]

[I 2025-11-04 02:27:13,611] Trial 280 finished with value: 0.7388888888888888 and parameters: {'n_estimators': 72, 'max_depth': 8, 'learning_rate': 0.06489370349815074, 'subsample': 0.8717663031965754, 'colsample_bytree': 0.5125958941886445, 'gamma': 0.4436130237023191, 'min_child_weight': 13, 'reg_alpha': 1.6647783694349532, 'reg_lambda': 9.444007567120103}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:13,747] Trial 281 finished with value: 0.7222222222222221 and parameters: {'n_estimators': 77, 'max_depth': 8, 'learning_rate': 0.06744498864857265, 'subsample': 0.8769277822407066, 'colsample_bytree': 0.922093705787075, 'gamma': 0.1017780682657343, 'min_child_weight': 14, 'reg_alpha': 1.9504688247324746, 'reg_lambda': 6.056580499983538}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  70%|███████   | 282/400 [00:27<00:15,  7.83it/s]

[I 2025-11-04 02:27:13,835] Trial 282 finished with value: 0.5 and parameters: {'n_estimators': 170, 'max_depth': 8, 'learning_rate': 0.06453989046007143, 'subsample': 0.8521186803275094, 'colsample_bytree': 0.9123262474827886, 'gamma': 0.24953296115100543, 'min_child_weight': 15, 'reg_alpha': 1.0030276474808684, 'reg_lambda': 2.274110723024597}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  71%|███████▏  | 285/400 [00:27<00:16,  7.05it/s]

[I 2025-11-04 02:27:14,059] Trial 283 finished with value: 0.7148148148148148 and parameters: {'n_estimators': 69, 'max_depth': 8, 'learning_rate': 0.06220015873658857, 'subsample': 0.8631669704254478, 'colsample_bytree': 0.751118746685123, 'gamma': 1.6914876797671075, 'min_child_weight': 13, 'reg_alpha': 1.4586687268432845, 'reg_lambda': 9.195630087245426}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:14,211] Trial 284 finished with value: 0.6777777777777778 and parameters: {'n_estimators': 60, 'max_depth': 8, 'learning_rate': 0.06977028576941015, 'subsample': 0.832489762214178, 'colsample_bytree': 0.7844815311312319, 'gamma': 0.002936375065495156, 'min_child_weight': 14, 'reg_alpha': 1.7663494292875737, 'reg_lambda': 1.6523574607081375}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  72%|███████▏  | 286/400 [00:27<00:18,  6.09it/s]

[I 2025-11-04 02:27:14,446] Trial 285 finished with value: 0.5 and parameters: {'n_estimators': 74, 'max_depth': 8, 'learning_rate': 0.07331508394308192, 'subsample': 0.8819321422986013, 'colsample_bytree': 0.6685352041061986, 'gamma': 0.37352690290198354, 'min_child_weight': 15, 'reg_alpha': 1.9708835280458472, 'reg_lambda': 8.815206290303037}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  72%|███████▏  | 287/400 [00:28<00:21,  5.35it/s]

[I 2025-11-04 02:27:14,700] Trial 286 finished with value: 0.7555555555555555 and parameters: {'n_estimators': 87, 'max_depth': 8, 'learning_rate': 0.0587562019302132, 'subsample': 0.8683609789572436, 'colsample_bytree': 0.5239454547519432, 'gamma': 0.1751210333432887, 'min_child_weight': 13, 'reg_alpha': 2.2708133100714254, 'reg_lambda': 3.8172956705681957}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  72%|███████▏  | 289/400 [00:28<00:21,  5.05it/s]

[I 2025-11-04 02:27:15,059] Trial 287 finished with value: 0.6407407407407407 and parameters: {'n_estimators': 80, 'max_depth': 8, 'learning_rate': 0.06631362119909032, 'subsample': 0.8946028806812112, 'colsample_bytree': 0.7701954154170424, 'gamma': 0.5039238932124364, 'min_child_weight': 2, 'reg_alpha': 0.5803739029725439, 'reg_lambda': 4.266795597667907}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:15,166] Trial 288 finished with value: 0.5 and parameters: {'n_estimators': 66, 'max_depth': 8, 'learning_rate': 0.13709110724571782, 'subsample': 0.8571245019314341, 'colsample_bytree': 0.8979221041353739, 'gamma': 0.2979049379505175, 'min_child_weight': 16, 'reg_alpha': 0.808477653424986, 'reg_lambda': 9.031206546354055}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:15,248] Trial 289 finished with value: 0.6833333333333333 and parameters: {'n_estimators': 72, 'max_depth': 8, 'learning_rate': 0.06304628016698417, 'subsample': 0.8462184401693875, 'colsample_bytree': 0.5097086929205688, 'gamma': 0.16939513001012008, 'min_child_weight': 14, 'reg_alpha': 1.5804335495921678, 'reg_lambda': 8.70018585032161}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  73%|███████▎  | 292/400 [00:29<00:16,  6.73it/s]

[I 2025-11-04 02:27:15,386] Trial 290 finished with value: 0.7333333333333334 and parameters: {'n_estimators': 63, 'max_depth': 8, 'learning_rate': 0.06892489674011491, 'subsample': 0.872300780946042, 'colsample_bytree': 0.5396176004202732, 'gamma': 0.09946592222513044, 'min_child_weight': 14, 'reg_alpha': 1.267647082231703, 'reg_lambda': 2.029776618402851}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:15,501] Trial 291 finished with value: 0.7425925925925926 and parameters: {'n_estimators': 84, 'max_depth': 8, 'learning_rate': 0.0924369587486856, 'subsample': 0.8639477554582408, 'colsample_bytree': 0.7548511244443599, 'gamma': 0.397471805956752, 'min_child_weight': 14, 'reg_alpha': 5.463805212383352, 'reg_lambda': 9.274163721471604}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:15,564] Trial 292 finished with value: 0.7518518518518519 and parameters: {'n_estimators': 77, 'max_depth': 8, 'learning_rate': 0.06127350696262648, 'subsample': 0.8824870664555287, 'colsample_bytree': 0.9466690573658406, 'gamma': 0.6324328377515968, 'min_child_weight': 14, 'reg_alpha': 1.7734699377171683, 'reg_lambda': 1.8221120890031395}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  74%|███████▍  | 296/400 [00:29<00:10,  9.46it/s]

[I 2025-11-04 02:27:15,662] Trial 293 finished with value: 0.725925925925926 and parameters: {'n_estimators': 70, 'max_depth': 8, 'learning_rate': 0.05620722239228528, 'subsample': 0.8544563750253171, 'colsample_bytree': 0.9374427123631218, 'gamma': 0.2562699175195515, 'min_child_weight': 13, 'reg_alpha': 2.1319254595932353, 'reg_lambda': 8.975345069212484}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:15,747] Trial 294 finished with value: 0.5 and parameters: {'n_estimators': 67, 'max_depth': 5, 'learning_rate': 0.059443723962805055, 'subsample': 0.8754504785755919, 'colsample_bytree': 0.785978147814447, 'gamma': 0.5144823013600595, 'min_child_weight': 15, 'reg_alpha': 1.4037056916305883, 'reg_lambda': 1.5122100578330662}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:15,819] Trial 295 finished with value: 0.7648148148148148 and parameters: {'n_estimators': 74, 'max_depth': 8, 'learning_rate': 0.06600803332276615, 'subsample': 0.8635071095810783, 'colsample_bytree': 0.518844814588262, 'gamma': 0.08504318112392792, 'min_child_weight': 14, 'reg_alpha': 1.6416360880494911, 'reg_lambda': 2.1989772958091436}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  74%|███████▍  | 298/400 [00:29<00:10, 10.07it/s]

[I 2025-11-04 02:27:15,878] Trial 296 finished with value: 0.7444444444444445 and parameters: {'n_estimators': 58, 'max_depth': 8, 'learning_rate': 0.0639326735278847, 'subsample': 0.8600482208915073, 'colsample_bytree': 0.5174495949213791, 'gamma': 0.3213384770327293, 'min_child_weight': 13, 'reg_alpha': 1.6083198809683725, 'reg_lambda': 2.2628800301410887}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:15,995] Trial 297 finished with value: 0.5 and parameters: {'n_estimators': 79, 'max_depth': 8, 'learning_rate': 0.06636321564108293, 'subsample': 0.8429264700432596, 'colsample_bytree': 0.5525753044449188, 'gamma': 0.17579148131798014, 'min_child_weight': 15, 'reg_alpha': 1.9114022055642588, 'reg_lambda': 2.4259823585940454}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:16,072] Trial 298 finished with value: 0.712962962962963 and parameters: {'n_estimators': 74, 'max_depth': 8, 'learning_rate': 0.060778053638898905, 'subsample': 0.8502918027480503, 'colsample_bytree': 0.5278073862234233, 'gamma': 0.4060981627111362, 'min_child_weight': 14, 'reg_alpha': 1.452833150575836, 'reg_lambda': 2.0936749871218963}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  76%|███████▌  | 302/400 [00:29<00:09, 10.51it/s]

[I 2025-11-04 02:27:16,199] Trial 299 finished with value: 0.75 and parameters: {'n_estimators': 70, 'max_depth': 8, 'learning_rate': 0.06371214832445907, 'subsample': 0.8670007229892904, 'colsample_bytree': 0.5209812939418518, 'gamma': 0.0836393914948177, 'min_child_weight': 14, 'reg_alpha': 1.7034315886694402, 'reg_lambda': 1.9757453585072846}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:16,304] Trial 300 finished with value: 0.7425925925925926 and parameters: {'n_estimators': 82, 'max_depth': 8, 'learning_rate': 0.05423955390348134, 'subsample': 0.8604495252406446, 'colsample_bytree': 0.5091940213883364, 'gamma': 0.23162750228622703, 'min_child_weight': 13, 'reg_alpha': 2.431598619217504, 'reg_lambda': 2.1725282357636804}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:16,368] Trial 301 finished with value: 0.7462962962962962 and parameters: {'n_estimators': 62, 'max_depth': 8, 'learning_rate': 0.05740865713325185, 'subsample': 0.8896329755525711, 'colsample_bytree': 0.5001235790447803, 'gamma': 0.00014104334295939047, 'min_child_weight': 14, 'reg_alpha': 1.2316122367999802, 'reg_lambda': 2.8698507532434325}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  76%|███████▌  | 304/400 [00:30<00:09,  9.62it/s]

[I 2025-11-04 02:27:16,427] Trial 302 finished with value: 0.5 and parameters: {'n_estimators': 66, 'max_depth': 8, 'learning_rate': 0.06617660357368751, 'subsample': 0.8680042751274513, 'colsample_bytree': 0.5372699543262869, 'gamma': 0.5013719275707152, 'min_child_weight': 15, 'reg_alpha': 1.9490113013630475, 'reg_lambda': 1.7169220845181028}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:16,614] Trial 303 finished with value: 0.75 and parameters: {'n_estimators': 75, 'max_depth': 8, 'learning_rate': 0.0624448593459244, 'subsample': 0.8544113367885134, 'colsample_bytree': 0.6585500439856079, 'gamma': 0.30608676640986604, 'min_child_weight': 14, 'reg_alpha': 2.1768046537971566, 'reg_lambda': 4.106630974902107}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  76%|███████▋  | 306/400 [00:30<00:09,  9.81it/s]

[I 2025-11-04 02:27:16,683] Trial 304 finished with value: 0.5 and parameters: {'n_estimators': 52, 'max_depth': 8, 'learning_rate': 0.05925280119823397, 'subsample': 0.8372945610869473, 'colsample_bytree': 0.5186901957323881, 'gamma': 0.17455542476113947, 'min_child_weight': 15, 'reg_alpha': 4.335194889246911, 'reg_lambda': 1.8825847030448888}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:16,809] Trial 305 finished with value: 0.7240740740740741 and parameters: {'n_estimators': 91, 'max_depth': 8, 'learning_rate': 0.0682943676992799, 'subsample': 0.8801601689819882, 'colsample_bytree': 0.9253202312833405, 'gamma': 0.38981468624016713, 'min_child_weight': 14, 'reg_alpha': 1.646905041852381, 'reg_lambda': 2.568630553980769}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  76%|███████▋  | 306/400 [00:30<00:09,  9.81it/s]

[I 2025-11-04 02:27:16,903] Trial 306 finished with value: 0.5 and parameters: {'n_estimators': 72, 'max_depth': 8, 'learning_rate': 0.06481254996315902, 'subsample': 0.9029087873790832, 'colsample_bytree': 0.6327659637493517, 'gamma': 0.5830343177051226, 'min_child_weight': 19, 'reg_alpha': 1.0848324969374552, 'reg_lambda': 5.464066946279372}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  77%|███████▋  | 309/400 [00:30<00:11,  7.63it/s]

[I 2025-11-04 02:27:17,116] Trial 307 finished with value: 0.75 and parameters: {'n_estimators': 78, 'max_depth': 8, 'learning_rate': 0.061481700884131955, 'subsample': 0.8619346129420157, 'colsample_bytree': 0.9116636750113454, 'gamma': 0.08787709193894835, 'min_child_weight': 13, 'reg_alpha': 1.8736524064120799, 'reg_lambda': 2.267732216752565}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:17,308] Trial 308 finished with value: 0.7666666666666667 and parameters: {'n_estimators': 69, 'max_depth': 8, 'learning_rate': 0.05538966052339753, 'subsample': 0.86902070595138, 'colsample_bytree': 0.5640447781669063, 'gamma': 2.106187403988713, 'min_child_weight': 14, 'reg_alpha': 1.4826092400578805, 'reg_lambda': 3.951192341914517}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  78%|███████▊  | 310/400 [00:30<00:11,  7.65it/s]

[I 2025-11-04 02:27:17,433] Trial 309 finished with value: 0.7407407407407407 and parameters: {'n_estimators': 65, 'max_depth': 8, 'learning_rate': 0.054782318419753326, 'subsample': 0.849060918126735, 'colsample_bytree': 0.5617846181608843, 'gamma': 0.4333018215300725, 'min_child_weight': 14, 'reg_alpha': 1.480967539972095, 'reg_lambda': 3.8738472257052354}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:17,517] Trial 310 finished with value: 0.6814814814814815 and parameters: {'n_estimators': 68, 'max_depth': 8, 'learning_rate': 0.056495709218160516, 'subsample': 0.8727385927734951, 'colsample_bytree': 0.5298149153523506, 'gamma': 2.129819245794226, 'min_child_weight': 14, 'reg_alpha': 7.7708647148117045, 'reg_lambda': 3.385846691850851}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  78%|███████▊  | 314/400 [00:31<00:10,  7.84it/s]

[I 2025-11-04 02:27:17,829] Trial 311 finished with value: 0.5 and parameters: {'n_estimators': 61, 'max_depth': 8, 'learning_rate': 0.058501908532998456, 'subsample': 0.8824124506512141, 'colsample_bytree': 0.5513531099458842, 'gamma': 0.2718374651800538, 'min_child_weight': 15, 'reg_alpha': 1.3326938944169202, 'reg_lambda': 4.376038778443011}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:17,913] Trial 312 finished with value: 0.5 and parameters: {'n_estimators': 69, 'max_depth': 7, 'learning_rate': 0.055406025232869464, 'subsample': 0.8638986684221835, 'colsample_bytree': 0.5386176687494717, 'gamma': 1.6358525803401003, 'min_child_weight': 15, 'reg_alpha': 1.7818570150280144, 'reg_lambda': 3.833578454964542}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:17,981] Trial 313 finished with value: 0.7611111111111112 and parameters: {'n_estimators': 56, 'max_depth': 8, 'learning_rate': 0.0580417240145533, 'subsample': 0.8569766257643213, 'colsample_bytree': 0.558828243016805, 'gamma': 0.6947723713353557, 'min_child_weight': 14, 'reg_alpha': 2.068224660282371, 'reg_lambda': 4.0176671821535095}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  78%|███████▊  | 314/400 [00:31<00:10,  7.84it/s]

[I 2025-11-04 02:27:18,035] Trial 314 finished with value: 0.7518518518518519 and parameters: {'n_estimators': 51, 'max_depth': 8, 'learning_rate': 0.05719242847877166, 'subsample': 0.8562761164210219, 'colsample_bytree': 0.566107567371052, 'gamma': 0.6901472691272329, 'min_child_weight': 14, 'reg_alpha': 2.0455477353217337, 'reg_lambda': 4.0698412665714505}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  79%|███████▉  | 316/400 [00:31<00:13,  6.39it/s]

[I 2025-11-04 02:27:18,410] Trial 315 finished with value: 0.7222222222222223 and parameters: {'n_estimators': 56, 'max_depth': 8, 'learning_rate': 0.05506412079860671, 'subsample': 0.872172124257724, 'colsample_bytree': 0.5564165076265163, 'gamma': 1.8940999245239325, 'min_child_weight': 14, 'reg_alpha': 1.5982437509440168, 'reg_lambda': 4.5738070013711285}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  80%|███████▉  | 319/400 [00:32<00:12,  6.74it/s]

[I 2025-11-04 02:27:18,751] Trial 316 finished with value: 0.7370370370370369 and parameters: {'n_estimators': 58, 'max_depth': 8, 'learning_rate': 0.05797132285079874, 'subsample': 0.8885261332431827, 'colsample_bytree': 0.5747293040700642, 'gamma': 0.5786387077050995, 'min_child_weight': 14, 'reg_alpha': 1.201804174071113, 'reg_lambda': 3.9491734678097163}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:18,834] Trial 317 finished with value: 0.5 and parameters: {'n_estimators': 63, 'max_depth': 8, 'learning_rate': 0.05750717033249903, 'subsample': 0.8668532479456895, 'colsample_bytree': 0.5393831760426765, 'gamma': 0.6282621851380803, 'min_child_weight': 15, 'reg_alpha': 8.938525698748096, 'reg_lambda': 3.501749959878163}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:18,891] Trial 318 finished with value: 0.6759259259259259 and parameters: {'n_estimators': 55, 'max_depth': 8, 'learning_rate': 0.05361437804121228, 'subsample': 0.8457906204898344, 'colsample_bytree': 0.5837180240481359, 'gamma': 0.5059420156912576, 'min_child_weight': 9, 'reg_alpha': 1.7960603739165286, 'reg_lambda': 4.8759528898250535}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:18,949] Trial 319 finished with value: 0.7203703703703703 and parameters: {'n_estimators': 60, 'max_depth': 8, 'learning_rate': 0.060166100234297366, 'subsample': 0.8967588935152256, 'colsample_bytree': 0.772920850687358, 'gamma': 1.4129686516371667, 'min_child_weight': 13, 'reg_alpha': 2.0125460133420714, 'reg_lambda': 3.671957571061465}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  81%|████████  | 323/400 [00:32<00:08,  8.99it/s]

[I 2025-11-04 02:27:19,059] Trial 320 finished with value: 0.7462962962962963 and parameters: {'n_estimators': 66, 'max_depth': 8, 'learning_rate': 0.06032205776049361, 'subsample': 0.8756582790101487, 'colsample_bytree': 0.5427145586667099, 'gamma': 0.3884381869433159, 'min_child_weight': 14, 'reg_alpha': 1.397847364877012, 'reg_lambda': 3.9303741428533967}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:19,154] Trial 321 finished with value: 0.7351851851851852 and parameters: {'n_estimators': 71, 'max_depth': 8, 'learning_rate': 0.06269016376717401, 'subsample': 0.8577542138783825, 'colsample_bytree': 0.5474284045566393, 'gamma': 0.5018116657356074, 'min_child_weight': 14, 'reg_alpha': 2.307700965082281, 'reg_lambda': 4.188318669257766}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:19,217] Trial 322 finished with value: 0.6888888888888888 and parameters: {'n_estimators': 64, 'max_depth': 8, 'learning_rate': 0.056212399859571716, 'subsample': 0.882504131345858, 'colsample_bytree': 0.518596734823484, 'gamma': 0.6549966184551418, 'min_child_weight': 10, 'reg_alpha': 0.96034409390607, 'reg_lambda': 1.1004055332119251}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  81%|████████▏ | 325/400 [00:32<00:08,  9.06it/s]

[I 2025-11-04 02:27:19,278] Trial 323 finished with value: 0.7166666666666666 and parameters: {'n_estimators': 44, 'max_depth': 8, 'learning_rate': 0.05898273544490087, 'subsample': 0.8644039790597919, 'colsample_bytree': 0.5090422245927404, 'gamma': 0.240165184403349, 'min_child_weight': 13, 'reg_alpha': 1.6701533053348978, 'reg_lambda': 4.300041436949678}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:19,434] Trial 324 finished with value: 0.5 and parameters: {'n_estimators': 76, 'max_depth': 8, 'learning_rate': 0.06216281811403769, 'subsample': 0.8499066974136348, 'colsample_bytree': 0.8035420136370784, 'gamma': 0.34982240628111455, 'min_child_weight': 16, 'reg_alpha': 1.8292697498748087, 'reg_lambda': 1.5089986423750297}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  82%|████████▏ | 327/400 [00:33<00:07,  9.42it/s]

[I 2025-11-04 02:27:19,490] Trial 325 finished with value: 0.5 and parameters: {'n_estimators': 72, 'max_depth': 8, 'learning_rate': 0.06406643908328279, 'subsample': 0.8743088415389012, 'colsample_bytree': 0.5298390094150599, 'gamma': 0.000351827715103073, 'min_child_weight': 15, 'reg_alpha': 1.499677339736096, 'reg_lambda': 3.7408967590135944}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:19,627] Trial 326 finished with value: 0.7685185185185185 and parameters: {'n_estimators': 68, 'max_depth': 8, 'learning_rate': 0.0712570038663839, 'subsample': 0.8601265055082384, 'colsample_bytree': 0.5643367220525574, 'gamma': 0.14740149346114134, 'min_child_weight': 14, 'reg_alpha': 2.5949364720095565, 'reg_lambda': 2.102909600145898}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  82%|████████▏ | 329/400 [00:33<00:07,  9.37it/s]

[I 2025-11-04 02:27:19,699] Trial 327 finished with value: 0.7592592592592593 and parameters: {'n_estimators': 68, 'max_depth': 8, 'learning_rate': 0.07055627735151364, 'subsample': 0.8699326868078181, 'colsample_bytree': 0.5914866867896689, 'gamma': 0.159591049758027, 'min_child_weight': 14, 'reg_alpha': 2.51272856890121, 'reg_lambda': 2.0736267457640127}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:19,843] Trial 328 finished with value: 0.7611111111111111 and parameters: {'n_estimators': 70, 'max_depth': 8, 'learning_rate': 0.07156002986126045, 'subsample': 0.8883158104294989, 'colsample_bytree': 0.9690278477667457, 'gamma': 0.10507507701410833, 'min_child_weight': 14, 'reg_alpha': 1.1356880496240014, 'reg_lambda': 2.3119267289876153}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  83%|████████▎ | 331/400 [00:33<00:07,  9.46it/s]

[I 2025-11-04 02:27:19,927] Trial 329 finished with value: 0.7648148148148148 and parameters: {'n_estimators': 80, 'max_depth': 8, 'learning_rate': 0.06735413739312766, 'subsample': 0.8782413760635334, 'colsample_bytree': 0.5685074793280809, 'gamma': 0.23826600704971418, 'min_child_weight': 13, 'reg_alpha': 2.625449416698716, 'reg_lambda': 1.8375479717387453}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:20,050] Trial 330 finished with value: 0.7222222222222222 and parameters: {'n_estimators': 74, 'max_depth': 6, 'learning_rate': 0.0686249476922355, 'subsample': 0.8789449168825092, 'colsample_bytree': 0.5781668479461424, 'gamma': 0.218061313972228, 'min_child_weight': 12, 'reg_alpha': 2.6829038848157327, 'reg_lambda': 1.7583842390621047}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:20,115] Trial 331 finished with value: 0.7333333333333333 and parameters: {'n_estimators': 66, 'max_depth': 8, 'learning_rate': 0.07353202876528721, 'subsample': 0.8956158851723196, 'colsample_bytree': 0.5690164291995082, 'gamma': 0.0908065123647893, 'min_child_weight': 13, 'reg_alpha': 1.322025803285303, 'reg_lambda': 1.8161468380012835}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  84%|████████▎ | 334/400 [00:34<00:09,  7.05it/s]

[I 2025-11-04 02:27:20,543] Trial 332 finished with value: 0.7444444444444445 and parameters: {'n_estimators': 77, 'max_depth': 8, 'learning_rate': 0.06663664837893883, 'subsample': 0.8847780136749455, 'colsample_bytree': 0.5663294753569319, 'gamma': 0.217192943258003, 'min_child_weight': 13, 'reg_alpha': 1.575628376189556, 'reg_lambda': 1.6393760305562726}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:20,655] Trial 333 finished with value: 0.7425925925925926 and parameters: {'n_estimators': 82, 'max_depth': 8, 'learning_rate': 0.07036990934072966, 'subsample': 0.8771401456731817, 'colsample_bytree': 0.5935524834701499, 'gamma': 2.245965897132687, 'min_child_weight': 13, 'reg_alpha': 1.8947312339101616, 'reg_lambda': 1.9680404262875013}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:20,724] Trial 334 finished with value: 0.7481481481481482 and parameters: {'n_estimators': 72, 'max_depth': 8, 'learning_rate': 0.05076619767074239, 'subsample': 0.8681722733444485, 'colsample_bytree': 0.7624438467823008, 'gamma': 0.3008290585007825, 'min_child_weight': 13, 'reg_alpha': 2.601930794891295, 'reg_lambda': 1.430008907706366}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  84%|████████▍ | 338/400 [00:34<00:06,  8.91it/s]

[I 2025-11-04 02:27:20,848] Trial 335 finished with value: 0.7518518518518519 and parameters: {'n_estimators': 63, 'max_depth': 8, 'learning_rate': 0.06503222442760173, 'subsample': 0.8898008953170362, 'colsample_bytree': 0.5526382510495144, 'gamma': 0.15009006133080527, 'min_child_weight': 13, 'reg_alpha': 1.707711677659042, 'reg_lambda': 2.746317671700306}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:20,945] Trial 336 finished with value: 0.5 and parameters: {'n_estimators': 75, 'max_depth': 5, 'learning_rate': 0.06102586145257444, 'subsample': 0.8648553915870261, 'colsample_bytree': 0.7772323572044691, 'gamma': 0.08024606120540223, 'min_child_weight': 16, 'reg_alpha': 2.796176476364936, 'reg_lambda': 2.4170624999695978}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:21,013] Trial 337 finished with value: 0.7537037037037038 and parameters: {'n_estimators': 68, 'max_depth': 8, 'learning_rate': 0.06825219346978213, 'subsample': 0.8812746625672772, 'colsample_bytree': 0.7461241182736399, 'gamma': 0.38363471028091617, 'min_child_weight': 14, 'reg_alpha': 1.428618888515391, 'reg_lambda': 6.90713642133555}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  85%|████████▌ | 340/400 [00:34<00:06,  8.88it/s]

[I 2025-11-04 02:27:21,085] Trial 338 finished with value: 0.5 and parameters: {'n_estimators': 70, 'max_depth': 8, 'learning_rate': 0.0633698598976582, 'subsample': 0.8690833216104126, 'colsample_bytree': 0.9372489934556892, 'gamma': 0.2201713251153157, 'min_child_weight': 15, 'reg_alpha': 2.0847473250892197, 'reg_lambda': 3.2278326277357996}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:21,240] Trial 339 finished with value: 0.6777777777777778 and parameters: {'n_estimators': 80, 'max_depth': 8, 'learning_rate': 0.07177489081689896, 'subsample': 0.8271162980069254, 'colsample_bytree': 0.9522747809360618, 'gamma': 3.034740218020243, 'min_child_weight': 14, 'reg_alpha': 0.9178719741529979, 'reg_lambda': 9.37357324034768}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  86%|████████▌ | 342/400 [00:34<00:06,  8.92it/s]

[I 2025-11-04 02:27:21,306] Trial 340 finished with value: 0.5 and parameters: {'n_estimators': 65, 'max_depth': 8, 'learning_rate': 0.06633070706893493, 'subsample': 0.875698394467784, 'colsample_bytree': 0.7949085526140045, 'gamma': 0.4583387125736088, 'min_child_weight': 15, 'reg_alpha': 1.2837460037776292, 'reg_lambda': 2.138040556038959}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:21,461] Trial 341 finished with value: 0.7296296296296296 and parameters: {'n_estimators': 147, 'max_depth': 8, 'learning_rate': 0.060493260195129316, 'subsample': 0.9028481530847527, 'colsample_bytree': 0.5491404567738835, 'gamma': 0.30292523157914314, 'min_child_weight': 14, 'reg_alpha': 1.618759847784661, 'reg_lambda': 1.9429460977191395}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  86%|████████▌ | 344/400 [00:35<00:06,  8.91it/s]

[I 2025-11-04 02:27:21,532] Trial 342 finished with value: 0.7296296296296296 and parameters: {'n_estimators': 85, 'max_depth': 8, 'learning_rate': 0.0635455313622485, 'subsample': 0.8415801425952033, 'colsample_bytree': 0.6045970925879327, 'gamma': 0.08415690879575208, 'min_child_weight': 13, 'reg_alpha': 1.8794759175947084, 'reg_lambda': 1.770838511285536}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:21,684] Trial 343 finished with value: 0.7537037037037038 and parameters: {'n_estimators': 61, 'max_depth': 8, 'learning_rate': 0.07664211311587203, 'subsample': 0.8630537325529087, 'colsample_bytree': 0.7670856941867136, 'gamma': 0.18920912365032672, 'min_child_weight': 14, 'reg_alpha': 2.3035374059130462, 'reg_lambda': 9.206802837992372}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  86%|████████▋ | 346/400 [00:35<00:06,  7.79it/s]

[I 2025-11-04 02:27:21,792] Trial 344 finished with value: 0.5 and parameters: {'n_estimators': 74, 'max_depth': 8, 'learning_rate': 0.05416451220456727, 'subsample': 0.8499978063406064, 'colsample_bytree': 0.7825247506302291, 'gamma': 0.3014131903317122, 'min_child_weight': 15, 'reg_alpha': 2.183653670014213, 'reg_lambda': 5.034294534947869}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:21,984] Trial 345 finished with value: 0.7185185185185186 and parameters: {'n_estimators': 78, 'max_depth': 6, 'learning_rate': 0.06779119455342951, 'subsample': 0.8561000910122619, 'colsample_bytree': 0.5595598828706256, 'gamma': 0.07135109671414519, 'min_child_weight': 12, 'reg_alpha': 1.5293196460660425, 'reg_lambda': 9.487122175540055}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  87%|████████▋ | 349/400 [00:35<00:05,  8.62it/s]

[I 2025-11-04 02:27:22,119] Trial 346 finished with value: 0.7648148148148148 and parameters: {'n_estimators': 69, 'max_depth': 8, 'learning_rate': 0.06519621344223311, 'subsample': 0.8719318368194598, 'colsample_bytree': 0.7554117003852119, 'gamma': 0.4414767292210231, 'min_child_weight': 14, 'reg_alpha': 1.1216809679909479, 'reg_lambda': 2.3028416647262615}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:22,205] Trial 347 finished with value: 0.7333333333333334 and parameters: {'n_estimators': 68, 'max_depth': 7, 'learning_rate': 0.06481164280708915, 'subsample': 0.8712230933887835, 'colsample_bytree': 0.7551121311226764, 'gamma': 0.45291804901872224, 'min_child_weight': 14, 'reg_alpha': 1.7770583392588677, 'reg_lambda': 2.355620382661109}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:22,311] Trial 348 finished with value: 0.7259259259259259 and parameters: {'n_estimators': 64, 'max_depth': 8, 'learning_rate': 0.06946550941120548, 'subsample': 0.8634359124699376, 'colsample_bytree': 0.7573985157821805, 'gamma': 2.5800451468082155, 'min_child_weight': 13, 'reg_alpha': 1.0641822071454952, 'reg_lambda': 0.5416340346635948}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  88%|████████▊ | 352/400 [00:36<00:05,  9.14it/s]

[I 2025-11-04 02:27:22,463] Trial 349 finished with value: 0.7666666666666666 and parameters: {'n_estimators': 71, 'max_depth': 8, 'learning_rate': 0.06659004747543087, 'subsample': 0.8559967026856717, 'colsample_bytree': 0.7679948297823115, 'gamma': 0.5201613997806934, 'min_child_weight': 14, 'reg_alpha': 0.8174155567371033, 'reg_lambda': 2.192853050326204}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:22,561] Trial 350 finished with value: 0.5 and parameters: {'n_estimators': 72, 'max_depth': 8, 'learning_rate': 0.06793434287014492, 'subsample': 0.8365481849278965, 'colsample_bytree': 0.7683368785920981, 'gamma': 0.3997666981945653, 'min_child_weight': 18, 'reg_alpha': 2.528752276664614, 'reg_lambda': 2.5465572499061975}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:22,634] Trial 351 finished with value: 0.75 and parameters: {'n_estimators': 134, 'max_depth': 7, 'learning_rate': 0.0731571294937604, 'subsample': 0.8511124400748697, 'colsample_bytree': 0.776991192422753, 'gamma': 0.5376854256461443, 'min_child_weight': 14, 'reg_alpha': 0.7901340308310414, 'reg_lambda': 2.043823596460317}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  88%|████████▊ | 352/400 [00:36<00:05,  9.14it/s]

[I 2025-11-04 02:27:22,722] Trial 352 finished with value: 0.7370370370370369 and parameters: {'n_estimators': 48, 'max_depth': 8, 'learning_rate': 0.06233029836458489, 'subsample': 0.8442657348493265, 'colsample_bytree': 0.7950445870855932, 'gamma': 2.044945692368016, 'min_child_weight': 13, 'reg_alpha': 0.8464053836899752, 'reg_lambda': 2.1691952714307563}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  88%|████████▊ | 354/400 [00:36<00:07,  6.31it/s]

[I 2025-11-04 02:27:23,132] Trial 353 finished with value: 0.5 and parameters: {'n_estimators': 66, 'max_depth': 8, 'learning_rate': 0.0664694857466844, 'subsample': 0.8573761625244393, 'colsample_bytree': 0.7452041119090397, 'gamma': 0.5509838637891908, 'min_child_weight': 15, 'reg_alpha': 1.9315339864231174, 'reg_lambda': 1.6202806126974068}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  89%|████████▉ | 356/400 [00:37<00:08,  5.28it/s]

[I 2025-11-04 02:27:23,480] Trial 354 finished with value: 0.7425925925925926 and parameters: {'n_estimators': 60, 'max_depth': 8, 'learning_rate': 0.07142024520981216, 'subsample': 0.9624436979239123, 'colsample_bytree': 0.5308494297200529, 'gamma': 0.3391880426219207, 'min_child_weight': 14, 'reg_alpha': 0.6928549941811823, 'reg_lambda': 2.948879151897848}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:23,644] Trial 355 finished with value: 0.7277777777777779 and parameters: {'n_estimators': 72, 'max_depth': 8, 'learning_rate': 0.06921197834802234, 'subsample': 0.8600971309890569, 'colsample_bytree': 0.9607164867831008, 'gamma': 0.23624728410506463, 'min_child_weight': 14, 'reg_alpha': 2.13608752516819, 'reg_lambda': 1.8698891839834255}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  90%|████████▉ | 358/400 [00:37<00:06,  6.41it/s]

[I 2025-11-04 02:27:23,728] Trial 356 finished with value: 0.7407407407407407 and parameters: {'n_estimators': 77, 'max_depth': 8, 'learning_rate': 0.06315958936464071, 'subsample': 0.8821554461964031, 'colsample_bytree': 0.7814060703726239, 'gamma': 0.5706657829417545, 'min_child_weight': 13, 'reg_alpha': 1.3436650395336904, 'reg_lambda': 2.490159661566845}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:23,852] Trial 357 finished with value: 0.5 and parameters: {'n_estimators': 69, 'max_depth': 7, 'learning_rate': 0.06565063061987296, 'subsample': 0.8511286175210334, 'colsample_bytree': 0.544204146173453, 'gamma': 0.3427716414361133, 'min_child_weight': 15, 'reg_alpha': 2.382754259381222, 'reg_lambda': 4.71323506607777}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  90%|█████████ | 360/400 [00:37<00:06,  6.40it/s]

[I 2025-11-04 02:27:23,988] Trial 358 finished with value: 0.7185185185185186 and parameters: {'n_estimators': 82, 'max_depth': 8, 'learning_rate': 0.060289287647247475, 'subsample': 0.8644274132938733, 'colsample_bytree': 0.7672739006150432, 'gamma': 1.0398965638778104, 'min_child_weight': 12, 'reg_alpha': 1.7707392371686983, 'reg_lambda': 1.9693961094300338}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:24,159] Trial 359 finished with value: 0.6407407407407407 and parameters: {'n_estimators': 63, 'max_depth': 8, 'learning_rate': 0.06176989332017096, 'subsample': 0.8871664900252209, 'colsample_bytree': 0.6177501858486864, 'gamma': 0.1722396246033718, 'min_child_weight': 3, 'reg_alpha': 2.0575789125224366, 'reg_lambda': 1.407220122871814}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  90%|█████████ | 362/400 [00:37<00:05,  7.18it/s]

[I 2025-11-04 02:27:24,235] Trial 360 finished with value: 0.7185185185185186 and parameters: {'n_estimators': 74, 'max_depth': 8, 'learning_rate': 0.06747334710851075, 'subsample': 0.8562869528056557, 'colsample_bytree': 0.5746660388726985, 'gamma': 2.8061304093726434, 'min_child_weight': 14, 'reg_alpha': 1.6211767854840204, 'reg_lambda': 2.1621686848754877}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:24,388] Trial 361 finished with value: 0.762962962962963 and parameters: {'n_estimators': 71, 'max_depth': 8, 'learning_rate': 0.06466168809687695, 'subsample': 0.873385843710036, 'colsample_bytree': 0.5285522232463042, 'gamma': 0.4796220540176713, 'min_child_weight': 13, 'reg_alpha': 0.9975273968826136, 'reg_lambda': 1.9169819797614152}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  91%|█████████ | 364/400 [00:38<00:04,  8.15it/s]

[I 2025-11-04 02:27:24,448] Trial 362 finished with value: 0.6981481481481482 and parameters: {'n_estimators': 67, 'max_depth': 7, 'learning_rate': 0.06990063352353285, 'subsample': 0.8441369065910124, 'colsample_bytree': 0.5158601867378954, 'gamma': 3.167189760961942, 'min_child_weight': 14, 'reg_alpha': 1.4149687569929361, 'reg_lambda': 4.43218025226117}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:24,576] Trial 363 finished with value: 0.75 and parameters: {'n_estimators': 79, 'max_depth': 8, 'learning_rate': 0.05944255020963108, 'subsample': 0.8659082732132556, 'colsample_bytree': 0.776428510607779, 'gamma': 0.0059385448107754975, 'min_child_weight': 14, 'reg_alpha': 1.9561382406903782, 'reg_lambda': 1.6122232945307369}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  92%|█████████▏| 366/400 [00:38<00:03,  8.98it/s]

[I 2025-11-04 02:27:24,648] Trial 364 finished with value: 0.5777777777777778 and parameters: {'n_estimators': 87, 'max_depth': 8, 'learning_rate': 0.06391576514099515, 'subsample': 0.8945323637671962, 'colsample_bytree': 0.9448749393912392, 'gamma': 0.29025241174713523, 'min_child_weight': 15, 'reg_alpha': 1.1730963217559303, 'reg_lambda': 2.255317463855118}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:24,753] Trial 365 finished with value: 0.5 and parameters: {'n_estimators': 75, 'max_depth': 8, 'learning_rate': 0.07401996147255552, 'subsample': 0.6652051418368042, 'colsample_bytree': 0.7899657860179529, 'gamma': 0.17095655450285013, 'min_child_weight': 13, 'reg_alpha': 1.7112222148875458, 'reg_lambda': 1.2421680468933554}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:24,838] Trial 366 finished with value: 0.7537037037037038 and parameters: {'n_estimators': 63, 'max_depth': 8, 'learning_rate': 0.06179500788583104, 'subsample': 0.8804698966630959, 'colsample_bytree': 0.5568451628346127, 'gamma': 0.8812240171207363, 'min_child_weight': 14, 'reg_alpha': 1.506431713688122, 'reg_lambda': 5.893993669321546}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  92%|█████████▎| 370/400 [00:38<00:02, 10.21it/s]

[I 2025-11-04 02:27:24,954] Trial 367 finished with value: 0.7777777777777777 and parameters: {'n_estimators': 71, 'max_depth': 8, 'learning_rate': 0.07861157719007376, 'subsample': 0.8527485436398309, 'colsample_bytree': 0.7610897343200257, 'gamma': 1.5373259224052558, 'min_child_weight': 14, 'reg_alpha': 2.1718519402909657, 'reg_lambda': 3.534236905545327}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:25,046] Trial 368 finished with value: 0.5 and parameters: {'n_estimators': 59, 'max_depth': 7, 'learning_rate': 0.07836424515802748, 'subsample': 0.8409878428687851, 'colsample_bytree': 0.7667745059450767, 'gamma': 2.442867137580393, 'min_child_weight': 15, 'reg_alpha': 2.1269969719137043, 'reg_lambda': 3.735521563691435}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:25,109] Trial 369 finished with value: 0.7537037037037038 and parameters: {'n_estimators': 68, 'max_depth': 8, 'learning_rate': 0.056281173622186195, 'subsample': 0.8536137574598991, 'colsample_bytree': 0.7308142107945875, 'gamma': 0.6851461943328255, 'min_child_weight': 14, 'reg_alpha': 9.677231266874662, 'reg_lambda': 4.21398295902133}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  92%|█████████▎| 370/400 [00:38<00:02, 10.21it/s]

[I 2025-11-04 02:27:25,238] Trial 370 finished with value: 0.7314814814814814 and parameters: {'n_estimators': 177, 'max_depth': 8, 'learning_rate': 0.0806549293944849, 'subsample': 0.8492799907076258, 'colsample_bytree': 0.7447529597048009, 'gamma': 1.155918455688997, 'min_child_weight': 14, 'reg_alpha': 1.9576641856685593, 'reg_lambda': 2.699006438701532}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  93%|█████████▎| 373/400 [00:39<00:04,  6.72it/s]

[I 2025-11-04 02:27:25,669] Trial 371 finished with value: 0.5 and parameters: {'n_estimators': 71, 'max_depth': 8, 'learning_rate': 0.05245546864985951, 'subsample': 0.8338125683332234, 'colsample_bytree': 0.7575548570824734, 'gamma': 1.761522189522916, 'min_child_weight': 15, 'reg_alpha': 1.7985072731637035, 'reg_lambda': 3.6190496603158135}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:25,790] Trial 372 finished with value: 0.7240740740740741 and parameters: {'n_estimators': 66, 'max_depth': 8, 'learning_rate': 0.05935536549065961, 'subsample': 0.9961284618732577, 'colsample_bytree': 0.7863790957618787, 'gamma': 0.4240191200139139, 'min_child_weight': 14, 'reg_alpha': 2.26478907129814, 'reg_lambda': 3.4372710237129214}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:25,853] Trial 373 finished with value: 0.7351851851851852 and parameters: {'n_estimators': 72, 'max_depth': 8, 'learning_rate': 0.07572123931844595, 'subsample': 0.8604310299570831, 'colsample_bytree': 0.8074857264454939, 'gamma': 1.410219399323963, 'min_child_weight': 14, 'reg_alpha': 1.3400162455809823, 'reg_lambda': 2.9992968504014352}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  94%|█████████▍| 376/400 [00:39<00:02,  8.13it/s]

[I 2025-11-04 02:27:25,937] Trial 374 finished with value: 0.5 and parameters: {'n_estimators': 64, 'max_depth': 7, 'learning_rate': 0.07158766453759138, 'subsample': 0.8570034811575444, 'colsample_bytree': 0.7627735792891739, 'gamma': 1.6334156005458649, 'min_child_weight': 15, 'reg_alpha': 1.6262435841916956, 'reg_lambda': 3.9375999128144046}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:26,060] Trial 375 finished with value: 0.7277777777777779 and parameters: {'n_estimators': 69, 'max_depth': 8, 'learning_rate': 0.0625604229133832, 'subsample': 0.8665846649479171, 'colsample_bytree': 0.740206488619029, 'gamma': 2.0040826085727073, 'min_child_weight': 14, 'reg_alpha': 0.5852771542125962, 'reg_lambda': 3.5789898306883745}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:26,129] Trial 376 finished with value: 0.7333333333333334 and parameters: {'n_estimators': 75, 'max_depth': 7, 'learning_rate': 0.06522841639162136, 'subsample': 0.8466227883214827, 'colsample_bytree': 0.771629782353335, 'gamma': 0.5251226871216769, 'min_child_weight': 14, 'reg_alpha': 1.9012993620800163, 'reg_lambda': 8.865421117371632}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  95%|█████████▌| 380/400 [00:39<00:02,  9.52it/s]

[I 2025-11-04 02:27:26,286] Trial 377 finished with value: 0.5 and parameters: {'n_estimators': 154, 'max_depth': 8, 'learning_rate': 0.05786053594759954, 'subsample': 0.8615203070474875, 'colsample_bytree': 0.5092664556755133, 'gamma': 1.8973810741852497, 'min_child_weight': 15, 'reg_alpha': 1.2261462344643441, 'reg_lambda': 4.162374278838112}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:26,373] Trial 378 finished with value: 0.7518518518518519 and parameters: {'n_estimators': 59, 'max_depth': 8, 'learning_rate': 0.06895801363532633, 'subsample': 0.869784114234724, 'colsample_bytree': 0.7490855373066133, 'gamma': 1.2187009808202869, 'min_child_weight': 14, 'reg_alpha': 2.2025877395191493, 'reg_lambda': 2.4686871125430137}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:26,441] Trial 379 finished with value: 0.7277777777777777 and parameters: {'n_estimators': 72, 'max_depth': 8, 'learning_rate': 0.05502806165412851, 'subsample': 0.8524013141702246, 'colsample_bytree': 0.5193336426974128, 'gamma': 0.3836549523504782, 'min_child_weight': 14, 'reg_alpha': 1.6488759051815494, 'reg_lambda': 9.613149826983946}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  96%|█████████▌| 382/400 [00:40<00:01,  9.73it/s]

[I 2025-11-04 02:27:26,505] Trial 380 finished with value: 0.701851851851852 and parameters: {'n_estimators': 67, 'max_depth': 8, 'learning_rate': 0.060584431750950324, 'subsample': 0.831348491694475, 'colsample_bytree': 0.7752980167025372, 'gamma': 0.6211568512268417, 'min_child_weight': 13, 'reg_alpha': 1.8508518779351606, 'reg_lambda': 4.006741500862028}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:26,636] Trial 381 finished with value: 0.5 and parameters: {'n_estimators': 76, 'max_depth': 8, 'learning_rate': 0.1443706997998872, 'subsample': 0.8721479672549018, 'colsample_bytree': 0.7120513464947942, 'gamma': 2.304999475093019, 'min_child_weight': 15, 'reg_alpha': 0.9440962837193791, 'reg_lambda': 3.2779707109596394}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:26,694] Trial 382 finished with value: 0.7425925925925926 and parameters: {'n_estimators': 62, 'max_depth': 8, 'learning_rate': 0.1575880734532563, 'subsample': 0.8589502130404376, 'colsample_bytree': 0.5339542090333772, 'gamma': 0.7676307660875605, 'min_child_weight': 14, 'reg_alpha': 1.4521773199296863, 'reg_lambda': 8.617895692070178}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  96%|█████████▋| 386/400 [00:40<00:01, 10.85it/s]

[I 2025-11-04 02:27:26,784] Trial 383 finished with value: 0.7092592592592593 and parameters: {'n_estimators': 54, 'max_depth': 7, 'learning_rate': 0.06358142422298467, 'subsample': 0.8383039978014011, 'colsample_bytree': 0.7240006291399993, 'gamma': 0.12422549528985258, 'min_child_weight': 13, 'reg_alpha': 1.9642695459344581, 'reg_lambda': 3.762666608199035}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:26,897] Trial 384 finished with value: 0.7944444444444444 and parameters: {'n_estimators': 69, 'max_depth': 6, 'learning_rate': 0.06673379884063672, 'subsample': 0.8667270486897154, 'colsample_bytree': 0.5239231511915908, 'gamma': 0.27664984752393884, 'min_child_weight': 14, 'reg_alpha': 1.6816409663377665, 'reg_lambda': 9.037852325551846}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:26,963] Trial 385 finished with value: 0.5 and parameters: {'n_estimators': 66, 'max_depth': 5, 'learning_rate': 0.06986786189226891, 'subsample': 0.876687281747261, 'colsample_bytree': 0.7614074579073928, 'gamma': 0.37995895046286854, 'min_child_weight': 15, 'reg_alpha': 2.386310698285624, 'reg_lambda': 9.10222927587511}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  96%|█████████▋| 386/400 [00:40<00:01, 10.85it/s]

[I 2025-11-04 02:27:27,036] Trial 386 finished with value: 0.7777777777777777 and parameters: {'n_estimators': 69, 'max_depth': 7, 'learning_rate': 0.06693923511222165, 'subsample': 0.8515636406704724, 'colsample_bytree': 0.7859994338277623, 'gamma': 0.47246135622187135, 'min_child_weight': 14, 'reg_alpha': 2.0606471950276157, 'reg_lambda': 9.353152134049601}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  97%|█████████▋| 389/400 [00:40<00:01,  8.09it/s]

[I 2025-11-04 02:27:27,272] Trial 387 finished with value: 0.7388888888888889 and parameters: {'n_estimators': 163, 'max_depth': 6, 'learning_rate': 0.07372639702204709, 'subsample': 0.8473313146730428, 'colsample_bytree': 0.6805197363527555, 'gamma': 0.5717315700043548, 'min_child_weight': 14, 'reg_alpha': 1.8153042584498933, 'reg_lambda': 9.414486463241788}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:27,450] Trial 388 finished with value: 0.687037037037037 and parameters: {'n_estimators': 63, 'max_depth': 6, 'learning_rate': 0.06790776470890823, 'subsample': 0.8512193956294636, 'colsample_bytree': 0.9320701932434032, 'gamma': 1.534191145113343, 'min_child_weight': 5, 'reg_alpha': 1.1891380587526585, 'reg_lambda': 9.263424708293433}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  98%|█████████▊| 391/400 [00:41<00:01,  7.29it/s]

[I 2025-11-04 02:27:27,601] Trial 389 finished with value: 0.5777777777777778 and parameters: {'n_estimators': 68, 'max_depth': 7, 'learning_rate': 0.0894425471154905, 'subsample': 0.7592057101010069, 'colsample_bytree': 0.539622462529193, 'gamma': 0.49013737826137976, 'min_child_weight': 13, 'reg_alpha': 4.631251357628476, 'reg_lambda': 9.09464665695666}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:27,766] Trial 390 finished with value: 0.5 and parameters: {'n_estimators': 58, 'max_depth': 7, 'learning_rate': 0.0845237412383939, 'subsample': 0.8415391624530463, 'colsample_bytree': 0.7502500855441409, 'gamma': 0.6299321347690261, 'min_child_weight': 15, 'reg_alpha': 1.4807144950010485, 'reg_lambda': 9.989286615057948}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  98%|█████████▊| 393/400 [00:41<00:00,  7.98it/s]

[I 2025-11-04 02:27:27,842] Trial 391 finished with value: 0.5777777777777778 and parameters: {'n_estimators': 65, 'max_depth': 7, 'learning_rate': 0.07077161087205704, 'subsample': 0.8255203800616914, 'colsample_bytree': 0.5222450398621628, 'gamma': 0.47853124323565255, 'min_child_weight': 14, 'reg_alpha': 2.111680184670849, 'reg_lambda': 8.891484595908546}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:27,979] Trial 392 finished with value: 0.5 and parameters: {'n_estimators': 70, 'max_depth': 7, 'learning_rate': 0.05716675088317242, 'subsample': 0.7340065652622418, 'colsample_bytree': 0.7827242977013704, 'gamma': 0.349430442437084, 'min_child_weight': 13, 'reg_alpha': 1.7283853230389927, 'reg_lambda': 9.541295857477056}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:28,042] Trial 393 finished with value: 0.7388888888888889 and parameters: {'n_estimators': 72, 'max_depth': 7, 'learning_rate': 0.06741650015839706, 'subsample': 0.8575769825770485, 'colsample_bytree': 0.5103211755927252, 'gamma': 0.45584836231380915, 'min_child_weight': 14, 'reg_alpha': 0.7566739655703644, 'reg_lambda': 9.819333062695506}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296:  99%|█████████▉| 397/400 [00:41<00:00,  9.25it/s]

[I 2025-11-04 02:27:28,207] Trial 394 finished with value: 0.7685185185185186 and parameters: {'n_estimators': 62, 'max_depth': 6, 'learning_rate': 0.061817903408949895, 'subsample': 0.865979008908847, 'colsample_bytree': 0.7376094497854057, 'gamma': 0.6767117112822008, 'min_child_weight': 14, 'reg_alpha': 1.3238151013667045, 'reg_lambda': 9.304296992910901}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:28,304] Trial 395 finished with value: 0.5 and parameters: {'n_estimators': 58, 'max_depth': 6, 'learning_rate': 0.0616368204248369, 'subsample': 0.8523702648478493, 'colsample_bytree': 0.7483131505363119, 'gamma': 0.756214689298047, 'min_child_weight': 15, 'reg_alpha': 1.0906951349962672, 'reg_lambda': 9.389016057101168}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:28,374] Trial 396 finished with value: 0.5 and parameters: {'n_estimators': 61, 'max_depth': 6, 'learning_rate': 0.06452025319686545, 'subsample': 0.865017545114646, 'colsample_bytree': 0.7316203354307138, 'gamma': 0.7078654353695828, 'min_child_weight': 15, 'reg_alpha': 1.3456669915197168, 'reg_lambda': 9.20287935173722}. Best is trial 210 with value: 0.7962962962962963.

Best trial: 210. Best value: 0.796296: 100%|██████████| 400/400 [00:42<00:00,  9.48it/s]

[I 2025-11-04 02:27:28,537] Trial 397 finished with value: 0.7666666666666666 and parameters: {'n_estimators': 198, 'max_depth': 6, 'learning_rate': 0.06092728873558275, 'subsample': 0.856583989277336, 'colsample_bytree': 0.713888880185607, 'gamma': 0.6441138728034438, 'min_child_weight': 14, 'reg_alpha': 1.0012361932695684, 'reg_lambda': 9.700031658004894}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:28,658] Trial 398 finished with value: 0.7222222222222222 and parameters: {'n_estimators': 115, 'max_depth': 6, 'learning_rate': 0.12600588011434766, 'subsample': 0.8451524673518845, 'colsample_bytree': 0.5015441540477984, 'gamma': 0.6938338792427865, 'min_child_weight': 14, 'reg_alpha': 0.9401318321522578, 'reg_lambda': 9.734473144847795}. Best is trial 210 with value: 0.7962962962962963.
[I 2025-11-04 02:27:28,725] Trial 399 finished with value: 0.7555555555555555 and parameters: {'n_estimators': 122, 'max_depth': 6, 'learning_rate': 0.05981719169414961, 'subsample': 0.855030488401874, 'colsample_bytree': 0.7203123567932078, 'gamma': 0.5967614274496942, 'min_child_weight': 14, 'reg_alpha': 0.676236378199482, 'reg_lambda': 9.733258101244706}. Best is trial 210 with value: 0.7962962962962963.
Best F1 Score: 0.7962962962962963
Best Hyperparameters: {'n_estimators': 69, 'max_depth': 8, 'learning_rate': 0.0656441480452378, 'subsample': 0.8600692946138827, 'colsample_bytree': 0.5469773476333255, 'gamma': 0.4526331140786218, 'min_child_weight': 14, 'reg_alpha': 1.8018512326776714, 'reg_lambda': 1.713021629934446}

Final Model Performance:
Accuracy: 0.7272727272727273
F1: 0.7272727272727273
ROC AUC: 0.7962962962962963

# Get top N features
top_feats = feat_imp["feature"].head(35).tolist()

# Define objective
def objective(trial):
    params = {
        "n_estimators": trial.suggest_int("n_estimators", 20, 120),
        "max_depth": trial.suggest_int("max_depth", 2, 6),
        "learning_rate": trial.suggest_float("learning_rate", 0.05, 0.3, log=True),
        "subsample": trial.suggest_float("subsample", 0.6, 1.0),
        "colsample_bytree": trial.suggest_float("colsample_bytree", 0.5, 1.0),
        "gamma": trial.suggest_float("gamma", 0, 5),
        "min_child_weight": trial.suggest_int("min_child_weight", 1, 10),
        "reg_alpha": trial.suggest_float("reg_alpha", 1e-8, 10.0, log=True),
        "reg_lambda": trial.suggest_float("reg_lambda", 1e-8, 10.0, log=True),
        "random_state": 42,
        "n_jobs": -1,
        "tree_method": "hist",
        "eval_metric": "auc",
    }

    model = XGBClassifier(**params)
    # Stratified K-Fold for stability
    cv = StratifiedKFold(n_splits=10, shuffle=True, random_state=42)
    f1 = cross_val_score(
        model, X_train[top_feats], y_train, cv=cv,
        scoring=make_scorer(f1_score)
    ).mean()

    return f1

# Run the optimization
study = optuna.create_study(direction="maximize")
study.optimize(objective, n_trials=50, show_progress_bar=True)

print("Best F1 Score:", study.best_value)
print("Best Hyperparameters:", study.best_params)

# Train final model on the full training set
best_params = study.best_params
final_model = XGBClassifier(**best_params)
final_model.fit(X_train[top_feats], y_train)

# Evaluate on test set
y_pred = final_model.predict(X_test[top_feats])
y_prob = final_model.predict_proba(X_test[top_feats])[:, 1]

print("\nFinal Model Performance:")
print("Accuracy:", accuracy_score(y_test, y_pred))
print("F1:", f1_score(y_test, y_pred))
print("ROC AUC:", roc_auc_score(y_test, y_prob))

[I 2025-11-04 02:21:21,325] A new study created in memory with name: no-name-415c8963-ef31-4491-8643-dfd6feff0142
Best trial: 0. Best value: 0.709877:   2%|▏         | 1/50 [00:00<00:22,  2.14it/s]

[I 2025-11-04 02:21:21,792] Trial 0 finished with value: 0.7098766429648783 and parameters: {'n_estimators': 76, 'max_depth': 2, 'learning_rate': 0.07327350607755616, 'subsample': 0.6737355703568012, 'colsample_bytree': 0.7509140355779793, 'gamma': 0.9974518369103041, 'min_child_weight': 6, 'reg_alpha': 2.107445010591956e-07, 'reg_lambda': 0.01727078844472607}. Best is trial 0 with value: 0.7098766429648783.

Best trial: 1. Best value: 0.734899:   4%|▍         | 2/50 [00:01<00:26,  1.78it/s]

[I 2025-11-04 02:21:22,420] Trial 1 finished with value: 0.7348992673992674 and parameters: {'n_estimators': 95, 'max_depth': 5, 'learning_rate': 0.2979075034865697, 'subsample': 0.9072445642348351, 'colsample_bytree': 0.6227318300563315, 'gamma': 0.2086404013594062, 'min_child_weight': 3, 'reg_alpha': 0.00019253690911151904, 'reg_lambda': 0.00011204593816135474}. Best is trial 1 with value: 0.7348992673992674.

Best trial: 1. Best value: 0.734899:   6%|▌         | 3/50 [00:01<00:27,  1.69it/s]

[I 2025-11-04 02:21:23,048] Trial 2 finished with value: 0.723793363499246 and parameters: {'n_estimators': 107, 'max_depth': 3, 'learning_rate': 0.16271852951575602, 'subsample': 0.9131271205059198, 'colsample_bytree': 0.7538609159996068, 'gamma': 2.156785363141119, 'min_child_weight': 2, 'reg_alpha': 1.6012174018739135e-08, 'reg_lambda': 1.2179042589610055e-08}. Best is trial 1 with value: 0.7348992673992674.

Best trial: 1. Best value: 0.734899:   8%|▊         | 4/50 [00:02<00:23,  1.96it/s]

[I 2025-11-04 02:21:23,431] Trial 3 finished with value: 0.71239343989344 and parameters: {'n_estimators': 52, 'max_depth': 2, 'learning_rate': 0.19737456958110788, 'subsample': 0.6282453895855017, 'colsample_bytree': 0.7329397497518125, 'gamma': 3.1004030206250306, 'min_child_weight': 9, 'reg_alpha': 5.8090553979285996e-05, 'reg_lambda': 2.0540057325542194e-06}. Best is trial 1 with value: 0.7348992673992674.

Best trial: 4. Best value: 0.757665:  10%|█         | 5/50 [00:02<00:20,  2.17it/s]

[I 2025-11-04 02:21:23,806] Trial 4 finished with value: 0.7576648351648353 and parameters: {'n_estimators': 37, 'max_depth': 4, 'learning_rate': 0.09301281096733291, 'subsample': 0.605017635211019, 'colsample_bytree': 0.9426517305408726, 'gamma': 1.9002065035068894, 'min_child_weight': 6, 'reg_alpha': 6.144380503390742e-07, 'reg_lambda': 9.412730002452125}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  12%|█▏        | 6/50 [00:02<00:19,  2.21it/s]

[I 2025-11-04 02:21:24,242] Trial 5 finished with value: 0.7224773755656109 and parameters: {'n_estimators': 57, 'max_depth': 2, 'learning_rate': 0.18945070630780644, 'subsample': 0.7147101077535624, 'colsample_bytree': 0.9336830886512548, 'gamma': 3.2352435220961535, 'min_child_weight': 6, 'reg_alpha': 0.3040973436811082, 'reg_lambda': 3.677286776944316e-07}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  14%|█▍        | 7/50 [00:03<00:23,  1.86it/s]

[I 2025-11-04 02:21:24,954] Trial 6 finished with value: 0.6991300366300367 and parameters: {'n_estimators': 115, 'max_depth': 3, 'learning_rate': 0.09785760880337402, 'subsample': 0.7395316863724765, 'colsample_bytree': 0.8722988777469209, 'gamma': 3.5285561437604973, 'min_child_weight': 7, 'reg_alpha': 0.032566567439869964, 'reg_lambda': 1.5677253174187207e-08}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  16%|█▌        | 8/50 [00:04<00:23,  1.78it/s]

[I 2025-11-04 02:21:25,564] Trial 7 finished with value: 0.7363914027149321 and parameters: {'n_estimators': 91, 'max_depth': 3, 'learning_rate': 0.05553282000806396, 'subsample': 0.8045842018168214, 'colsample_bytree': 0.5627166631483109, 'gamma': 0.6980820538023996, 'min_child_weight': 5, 'reg_alpha': 0.2942843601622358, 'reg_lambda': 1.1350581237541799e-05}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  18%|█▊        | 9/50 [00:04<00:20,  1.99it/s]

[I 2025-11-04 02:21:25,936] Trial 8 finished with value: 0.7117264598146951 and parameters: {'n_estimators': 51, 'max_depth': 3, 'learning_rate': 0.21058958212278042, 'subsample': 0.7372628162571851, 'colsample_bytree': 0.9530758513972619, 'gamma': 3.2892305253470724, 'min_child_weight': 7, 'reg_alpha': 1.3954751049475664, 'reg_lambda': 0.01613689252555305}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  20%|██        | 10/50 [00:04<00:17,  2.22it/s]

[I 2025-11-04 02:21:26,269] Trial 9 finished with value: 0.7360531135531135 and parameters: {'n_estimators': 28, 'max_depth': 6, 'learning_rate': 0.09600618214794912, 'subsample': 0.9097063515729853, 'colsample_bytree': 0.9639945730993134, 'gamma': 0.4672749114058461, 'min_child_weight': 9, 'reg_alpha': 6.868479520252128e-08, 'reg_lambda': 0.0003837930283354089}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  22%|██▏       | 11/50 [00:05<00:17,  2.29it/s]

[I 2025-11-04 02:21:26,678] Trial 10 finished with value: 0.7298534798534799 and parameters: {'n_estimators': 20, 'max_depth': 5, 'learning_rate': 0.1337096347986194, 'subsample': 0.602759113094163, 'colsample_bytree': 0.8513390043050661, 'gamma': 4.891232317920366, 'min_child_weight': 4, 'reg_alpha': 3.397684810514007e-06, 'reg_lambda': 8.123112468957762}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  24%|██▍       | 12/50 [00:05<00:18,  2.06it/s]

[I 2025-11-04 02:21:27,278] Trial 11 finished with value: 0.7140750915750915 and parameters: {'n_estimators': 83, 'max_depth': 4, 'learning_rate': 0.050026371229691294, 'subsample': 0.8253143600066456, 'colsample_bytree': 0.5619610244803118, 'gamma': 1.6274845043252544, 'min_child_weight': 4, 'reg_alpha': 0.010664522201326278, 'reg_lambda': 1.5869902818103787}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  26%|██▌       | 13/50 [00:06<00:17,  2.10it/s]

[I 2025-11-04 02:21:27,728] Trial 12 finished with value: 0.7367943331178625 and parameters: {'n_estimators': 39, 'max_depth': 4, 'learning_rate': 0.05032693670940709, 'subsample': 0.8232010984882119, 'colsample_bytree': 0.5085320466158274, 'gamma': 1.3514496259018105, 'min_child_weight': 5, 'reg_alpha': 1.2702330516856622e-05, 'reg_lambda': 3.2388948633902695e-05}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  28%|██▊       | 14/50 [00:06<00:17,  2.08it/s]

[I 2025-11-04 02:21:28,223] Trial 13 finished with value: 0.6962550684609508 and parameters: {'n_estimators': 36, 'max_depth': 4, 'learning_rate': 0.070050352757571, 'subsample': 0.996380367767474, 'colsample_bytree': 0.5018590832884222, 'gamma': 1.4614918497735638, 'min_child_weight': 1, 'reg_alpha': 3.238239418022088e-06, 'reg_lambda': 0.03381175062132365}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  30%|███       | 15/50 [00:07<00:15,  2.21it/s]

[I 2025-11-04 02:21:28,612] Trial 14 finished with value: 0.7448443223443224 and parameters: {'n_estimators': 41, 'max_depth': 4, 'learning_rate': 0.08223167276726473, 'subsample': 0.8502357515563559, 'colsample_bytree': 0.7010457183185663, 'gamma': 2.1884403739651925, 'min_child_weight': 8, 'reg_alpha': 4.93394655759061e-06, 'reg_lambda': 0.0004842593685422359}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  32%|███▏      | 16/50 [00:07<00:15,  2.24it/s]

[I 2025-11-04 02:21:29,044] Trial 15 finished with value: 0.7143406593406594 and parameters: {'n_estimators': 63, 'max_depth': 5, 'learning_rate': 0.09464509632244426, 'subsample': 0.8559838466221021, 'colsample_bytree': 0.8132579512991747, 'gamma': 2.312623455308863, 'min_child_weight': 10, 'reg_alpha': 4.3650197411101117e-07, 'reg_lambda': 0.37150959554916013}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  34%|███▍      | 17/50 [00:08<00:14,  2.34it/s]

[I 2025-11-04 02:21:29,427] Trial 16 finished with value: 0.7398351648351648 and parameters: {'n_estimators': 43, 'max_depth': 6, 'learning_rate': 0.12340464379202278, 'subsample': 0.9938499566581245, 'colsample_bytree': 0.6657311181903582, 'gamma': 4.4507124849428, 'min_child_weight': 8, 'reg_alpha': 0.006823306821198229, 'reg_lambda': 0.0007773598747455308}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  36%|███▌      | 18/50 [00:08<00:14,  2.22it/s]

[I 2025-11-04 02:21:29,927] Trial 17 finished with value: 0.7093956043956043 and parameters: {'n_estimators': 67, 'max_depth': 4, 'learning_rate': 0.07732813730406755, 'subsample': 0.6730464825652964, 'colsample_bytree': 0.6939334952786608, 'gamma': 2.045323834056711, 'min_child_weight': 8, 'reg_alpha': 1.6786825347148055e-06, 'reg_lambda': 0.001947118545819594}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  38%|███▊      | 19/50 [00:08<00:12,  2.40it/s]

[I 2025-11-04 02:21:30,270] Trial 18 finished with value: 0.7502838827838828 and parameters: {'n_estimators': 23, 'max_depth': 5, 'learning_rate': 0.06321502026227246, 'subsample': 0.7716322930257262, 'colsample_bytree': 0.8084722741612168, 'gamma': 2.5956953737708974, 'min_child_weight': 7, 'reg_alpha': 0.00036118869335468115, 'reg_lambda': 0.23422709170939024}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 4. Best value: 0.757665:  40%|████      | 20/50 [00:09<00:12,  2.45it/s]

[I 2025-11-04 02:21:30,654] Trial 19 finished with value: 0.7504761904761905 and parameters: {'n_estimators': 22, 'max_depth': 5, 'learning_rate': 0.06209794719338478, 'subsample': 0.7647499763064204, 'colsample_bytree': 0.9967588491844844, 'gamma': 2.803167530280874, 'min_child_weight': 7, 'reg_alpha': 0.0006489142575645679, 'reg_lambda': 0.35187329585318333}. Best is trial 4 with value: 0.7576648351648353.

Best trial: 20. Best value: 0.765165:  42%|████▏     | 21/50 [00:09<00:12,  2.41it/s]

[I 2025-11-04 02:21:31,086] Trial 20 finished with value: 0.7651648351648352 and parameters: {'n_estimators': 27, 'max_depth': 6, 'learning_rate': 0.10994065350705394, 'subsample': 0.675901609420374, 'colsample_bytree': 0.9939825574013929, 'gamma': 3.7105718533461713, 'min_child_weight': 4, 'reg_alpha': 0.004381643250938217, 'reg_lambda': 8.650258555858803}. Best is trial 20 with value: 0.7651648351648352.

Best trial: 20. Best value: 0.765165:  44%|████▍     | 22/50 [00:10<00:11,  2.52it/s]

[I 2025-11-04 02:21:31,441] Trial 21 finished with value: 0.7651648351648352 and parameters: {'n_estimators': 30, 'max_depth': 6, 'learning_rate': 0.10722732694093101, 'subsample': 0.671291072189508, 'colsample_bytree': 0.9955398370347011, 'gamma': 3.7571976558082785, 'min_child_weight': 4, 'reg_alpha': 0.0017698475642015854, 'reg_lambda': 9.33435351455116}. Best is trial 20 with value: 0.7651648351648352.

Best trial: 20. Best value: 0.765165:  46%|████▌     | 23/50 [00:10<00:10,  2.57it/s]

[I 2025-11-04 02:21:31,812] Trial 22 finished with value: 0.7445146520146521 and parameters: {'n_estimators': 33, 'max_depth': 6, 'learning_rate': 0.11037743049612406, 'subsample': 0.664094130457804, 'colsample_bytree': 0.9152063235723327, 'gamma': 3.9208829596126713, 'min_child_weight': 4, 'reg_alpha': 0.0020523346118666206, 'reg_lambda': 7.958270556723738}. Best is trial 20 with value: 0.7651648351648352.

Best trial: 20. Best value: 0.765165:  48%|████▊     | 24/50 [00:11<00:11,  2.32it/s]

[I 2025-11-04 02:21:32,340] Trial 23 finished with value: 0.7306771170006463 and parameters: {'n_estimators': 48, 'max_depth': 6, 'learning_rate': 0.14146438412207768, 'subsample': 0.6335451194320849, 'colsample_bytree': 0.9966687431298917, 'gamma': 4.010153496477609, 'min_child_weight': 3, 'reg_alpha': 3.153822383457063e-05, 'reg_lambda': 1.8019274014849525}. Best is trial 20 with value: 0.7651648351648352.

Best trial: 20. Best value: 0.765165:  50%|█████     | 25/50 [00:11<00:10,  2.29it/s]

[I 2025-11-04 02:21:32,790] Trial 24 finished with value: 0.722161172161172 and parameters: {'n_estimators': 29, 'max_depth': 6, 'learning_rate': 0.1048892453523218, 'subsample': 0.601366568016426, 'colsample_bytree': 0.8933125057952367, 'gamma': 3.8926877319477664, 'min_child_weight': 3, 'reg_alpha': 0.08274575210249081, 'reg_lambda': 1.2472281538116707}. Best is trial 20 with value: 0.7651648351648352.

Best trial: 20. Best value: 0.765165:  52%|█████▏    | 26/50 [00:11<00:09,  2.41it/s]

[I 2025-11-04 02:21:33,157] Trial 25 finished with value: 0.7330677655677657 and parameters: {'n_estimators': 30, 'max_depth': 5, 'learning_rate': 0.0856905529189342, 'subsample': 0.6985868155015655, 'colsample_bytree': 0.9608395647574419, 'gamma': 4.380045214236435, 'min_child_weight': 5, 'reg_alpha': 0.002113660228585992, 'reg_lambda': 0.07334649946527547}. Best is trial 20 with value: 0.7651648351648352.

Best trial: 20. Best value: 0.765165:  54%|█████▍    | 27/50 [00:12<00:09,  2.40it/s]

[I 2025-11-04 02:21:33,576] Trial 26 finished with value: 0.6927197802197802 and parameters: {'n_estimators': 60, 'max_depth': 6, 'learning_rate': 0.118448058754879, 'subsample': 0.6423323276357455, 'colsample_bytree': 0.9092664818757118, 'gamma': 4.935716321720922, 'min_child_weight': 2, 'reg_alpha': 0.00018316497269724166, 'reg_lambda': 0.004576519857645124}. Best is trial 20 with value: 0.7651648351648352.

Best trial: 20. Best value: 0.765165:  56%|█████▌    | 28/50 [00:12<00:08,  2.46it/s]

[I 2025-11-04 02:21:33,960] Trial 27 finished with value: 0.7259249084249085 and parameters: {'n_estimators': 45, 'max_depth': 5, 'learning_rate': 0.1615721327895391, 'subsample': 0.6971487414894312, 'colsample_bytree': 0.8392322352374192, 'gamma': 3.687553290153617, 'min_child_weight': 4, 'reg_alpha': 0.0013011525683138926, 'reg_lambda': 7.76223618305561}. Best is trial 20 with value: 0.7651648351648352.

Best trial: 20. Best value: 0.765165:  58%|█████▊    | 29/50 [00:12<00:08,  2.56it/s]

[I 2025-11-04 02:21:34,312] Trial 28 finished with value: 0.7503291316526612 and parameters: {'n_estimators': 33, 'max_depth': 6, 'learning_rate': 0.09004235908133247, 'subsample': 0.6576140163736685, 'colsample_bytree': 0.993103187305125, 'gamma': 2.972520907330436, 'min_child_weight': 6, 'reg_alpha': 6.316872175543661, 'reg_lambda': 1.3726006518819713}. Best is trial 20 with value: 0.7651648351648352.

Best trial: 20. Best value: 0.765165:  60%|██████    | 30/50 [00:13<00:08,  2.39it/s]

[I 2025-11-04 02:21:34,796] Trial 29 finished with value: 0.7281227106227106 and parameters: {'n_estimators': 72, 'max_depth': 5, 'learning_rate': 0.14815312715172685, 'subsample': 0.6985818625350849, 'colsample_bytree': 0.939171978280641, 'gamma': 1.7360095734182046, 'min_child_weight': 6, 'reg_alpha': 0.01851264004725706, 'reg_lambda': 0.16705962518691556}. Best is trial 20 with value: 0.7651648351648352.

Best trial: 20. Best value: 0.765165:  62%|██████▏   | 31/50 [00:13<00:08,  2.33it/s]

[I 2025-11-04 02:21:35,248] Trial 30 finished with value: 0.6964402264402264 and parameters: {'n_estimators': 55, 'max_depth': 6, 'learning_rate': 0.10972127303999613, 'subsample': 0.6267287849501625, 'colsample_bytree': 0.8843762563694947, 'gamma': 4.426358599961019, 'min_child_weight': 2, 'reg_alpha': 6.139771874044761e-07, 'reg_lambda': 0.008867143632000267}. Best is trial 20 with value: 0.7651648351648352.

Best trial: 31. Best value: 0.765302:  64%|██████▍   | 32/50 [00:14<00:07,  2.51it/s]

[I 2025-11-04 02:21:35,574] Trial 31 finished with value: 0.7653021978021978 and parameters: {'n_estimators': 21, 'max_depth': 5, 'learning_rate': 0.06892912667334888, 'subsample': 0.7678323785547937, 'colsample_bytree': 0.9876891768370935, 'gamma': 2.7551572106972877, 'min_child_weight': 5, 'reg_alpha': 0.0010131085996299145, 'reg_lambda': 0.5233379292058289}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  66%|██████▌   | 33/50 [00:14<00:06,  2.49it/s]

[I 2025-11-04 02:21:35,982] Trial 32 finished with value: 0.7435531135531136 and parameters: {'n_estimators': 27, 'max_depth': 5, 'learning_rate': 0.0696624700955173, 'subsample': 0.7441508208015492, 'colsample_bytree': 0.9677624000533539, 'gamma': 2.6407013008860627, 'min_child_weight': 5, 'reg_alpha': 8.456705401671583e-05, 'reg_lambda': 2.3402886705103216}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  68%|██████▊   | 34/50 [00:15<00:06,  2.37it/s]

[I 2025-11-04 02:21:36,453] Trial 33 finished with value: 0.7539468864468863 and parameters: {'n_estimators': 20, 'max_depth': 6, 'learning_rate': 0.08076776360687656, 'subsample': 0.6852060155590383, 'colsample_bytree': 0.9293947982268977, 'gamma': 1.0978218401664368, 'min_child_weight': 3, 'reg_alpha': 0.005686951991703996, 'reg_lambda': 5.185533733428557}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  70%|███████   | 35/50 [00:15<00:06,  2.45it/s]

[I 2025-11-04 02:21:36,832] Trial 34 finished with value: 0.7073125404007756 and parameters: {'n_estimators': 38, 'max_depth': 5, 'learning_rate': 0.2847313616297303, 'subsample': 0.6536137824038806, 'colsample_bytree': 0.9754400921846256, 'gamma': 3.4653543551176, 'min_child_weight': 4, 'reg_alpha': 0.07829243782117322, 'reg_lambda': 0.768480750219865}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  72%|███████▏  | 36/50 [00:16<00:06,  2.30it/s]

[I 2025-11-04 02:21:37,328] Trial 35 finished with value: 0.7256092436974789 and parameters: {'n_estimators': 26, 'max_depth': 4, 'learning_rate': 0.1257906816804561, 'subsample': 0.717953721940265, 'colsample_bytree': 0.9318713872305937, 'gamma': 3.069331758306923, 'min_child_weight': 5, 'reg_alpha': 3.275330748004933e-08, 'reg_lambda': 0.03625070684096704}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  74%|███████▍  | 37/50 [00:16<00:06,  2.05it/s]

[I 2025-11-04 02:21:37,942] Trial 36 finished with value: 0.7241806722689075 and parameters: {'n_estimators': 35, 'max_depth': 6, 'learning_rate': 0.07365621080138084, 'subsample': 0.6212263359234095, 'colsample_bytree': 0.9937952771946533, 'gamma': 1.9045436874687152, 'min_child_weight': 6, 'reg_alpha': 0.0001393931856116812, 'reg_lambda': 0.12974134347039154}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  76%|███████▌  | 38/50 [00:17<00:06,  1.97it/s]

[I 2025-11-04 02:21:38,496] Trial 37 finished with value: 0.74242673992674 and parameters: {'n_estimators': 102, 'max_depth': 3, 'learning_rate': 0.09963082890113394, 'subsample': 0.7784636706451886, 'colsample_bytree': 0.7879576638547728, 'gamma': 4.140768532053348, 'min_child_weight': 3, 'reg_alpha': 1.6256722648915878e-05, 'reg_lambda': 3.257786204505982}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  78%|███████▊  | 39/50 [00:17<00:05,  1.98it/s]

[I 2025-11-04 02:21:38,992] Trial 38 finished with value: 0.7370415858651154 and parameters: {'n_estimators': 46, 'max_depth': 5, 'learning_rate': 0.06630839009901589, 'subsample': 0.9479114850871693, 'colsample_bytree': 0.9085475325755302, 'gamma': 3.4477836867862144, 'min_child_weight': 6, 'reg_alpha': 0.0005773942424965906, 'reg_lambda': 0.6284532014492769}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  80%|████████  | 40/50 [00:18<00:04,  2.17it/s]

[I 2025-11-04 02:21:39,351] Trial 39 finished with value: 0.722605580693816 and parameters: {'n_estimators': 25, 'max_depth': 6, 'learning_rate': 0.11631714069553926, 'subsample': 0.7233550406508509, 'colsample_bytree': 0.8682453115018283, 'gamma': 0.043254578788162856, 'min_child_weight': 4, 'reg_alpha': 0.0034511500288005774, 'reg_lambda': 2.0006085326319526e-06}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  82%|████████▏ | 41/50 [00:18<00:04,  2.17it/s]

[I 2025-11-04 02:21:39,810] Trial 40 finished with value: 0.7424084249084248 and parameters: {'n_estimators': 52, 'max_depth': 3, 'learning_rate': 0.0894961335602044, 'subsample': 0.675822175632023, 'colsample_bytree': 0.9487320563047227, 'gamma': 2.4974987892203493, 'min_child_weight': 5, 'reg_alpha': 0.04747512443506745, 'reg_lambda': 3.663823478260785}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  84%|████████▍ | 42/50 [00:18<00:03,  2.37it/s]

[I 2025-11-04 02:21:40,139] Trial 41 finished with value: 0.7342124542124543 and parameters: {'n_estimators': 20, 'max_depth': 6, 'learning_rate': 0.07873457530716123, 'subsample': 0.6842484156026114, 'colsample_bytree': 0.9282443290644493, 'gamma': 0.9174231454901018, 'min_child_weight': 3, 'reg_alpha': 0.006071395871603248, 'reg_lambda': 9.638760105297823}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  86%|████████▌ | 43/50 [00:19<00:02,  2.39it/s]

[I 2025-11-04 02:21:40,555] Trial 42 finished with value: 0.7415293040293041 and parameters: {'n_estimators': 31, 'max_depth': 6, 'learning_rate': 0.055932400180195165, 'subsample': 0.7543381176459295, 'colsample_bytree': 0.9743171566722943, 'gamma': 1.1691254943497067, 'min_child_weight': 1, 'reg_alpha': 0.188976195872991, 'reg_lambda': 4.600983653049625}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  88%|████████▊ | 44/50 [00:19<00:02,  2.43it/s]

[I 2025-11-04 02:21:40,945] Trial 43 finished with value: 0.7132740788623142 and parameters: {'n_estimators': 21, 'max_depth': 6, 'learning_rate': 0.10382918875359574, 'subsample': 0.6168956866238173, 'colsample_bytree': 0.9526220636266259, 'gamma': 1.0260808446685985, 'min_child_weight': 2, 'reg_alpha': 0.017896696075908453, 'reg_lambda': 0.6309357829607865}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  90%|█████████ | 45/50 [00:20<00:02,  2.46it/s]

[I 2025-11-04 02:21:41,344] Trial 44 finished with value: 0.7484981684981685 and parameters: {'n_estimators': 26, 'max_depth': 2, 'learning_rate': 0.0828336855703487, 'subsample': 0.7964520418171029, 'colsample_bytree': 0.9753296409322365, 'gamma': 0.544644289244939, 'min_child_weight': 4, 'reg_alpha': 0.0009729195931958447, 'reg_lambda': 3.789494589418941}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 31. Best value: 0.765302:  92%|█████████▏| 46/50 [00:21<00:03,  1.28it/s]

[I 2025-11-04 02:21:42,995] Trial 45 finished with value: 0.7380128205128205 and parameters: {'n_estimators': 120, 'max_depth': 5, 'learning_rate': 0.0937444028852211, 'subsample': 0.6485068710210513, 'colsample_bytree': 0.8961344486792957, 'gamma': 3.212859017033347, 'min_child_weight': 5, 'reg_alpha': 0.9768658933609462, 'reg_lambda': 0.00010558611762429672}. Best is trial 31 with value: 0.7653021978021978.

Best trial: 46. Best value: 0.766593:  94%|█████████▍| 47/50 [00:22<00:02,  1.43it/s]

[I 2025-11-04 02:21:43,500] Trial 46 finished with value: 0.7665934065934066 and parameters: {'n_estimators': 86, 'max_depth': 4, 'learning_rate': 0.05829236499556568, 'subsample': 0.7293172870623357, 'colsample_bytree': 0.9338021413910681, 'gamma': 3.6413246802186725, 'min_child_weight': 3, 'reg_alpha': 0.004238043928767844, 'reg_lambda': 9.763546916603218}. Best is trial 46 with value: 0.7665934065934066.

Best trial: 46. Best value: 0.766593:  96%|█████████▌| 48/50 [00:22<00:01,  1.50it/s]

[I 2025-11-04 02:21:44,087] Trial 47 finished with value: 0.7453479853479854 and parameters: {'n_estimators': 80, 'max_depth': 4, 'learning_rate': 0.05700520706733039, 'subsample': 0.7283017042996928, 'colsample_bytree': 0.8594419928240654, 'gamma': 3.780128943813072, 'min_child_weight': 4, 'reg_alpha': 1.007671062993394e-08, 'reg_lambda': 1.3349342919024236}. Best is trial 46 with value: 0.7665934065934066.

Best trial: 46. Best value: 0.766593:  98%|█████████▊| 49/50 [00:23<00:00,  1.56it/s]

[I 2025-11-04 02:21:44,674] Trial 48 finished with value: 0.7049170437405732 and parameters: {'n_estimators': 92, 'max_depth': 4, 'learning_rate': 0.06250675884132788, 'subsample': 0.7906419543065429, 'colsample_bytree': 0.7552712091825973, 'gamma': 2.869167394769057, 'min_child_weight': 2, 'reg_alpha': 1.30076992109439e-07, 'reg_lambda': 0.09331625475170165}. Best is trial 46 with value: 0.7665934065934066.

Best trial: 46. Best value: 0.766593: 100%|██████████| 50/50 [00:23<00:00,  2.09it/s]

[I 2025-11-04 02:21:45,267] Trial 49 finished with value: 0.6853894634776987 and parameters: {'n_estimators': 84, 'max_depth': 4, 'learning_rate': 0.13155708789202986, 'subsample': 0.7096693670672477, 'colsample_bytree': 0.6362292811079472, 'gamma': 4.6962423602973695, 'min_child_weight': 3, 'reg_alpha': 0.015660984579885722, 'reg_lambda': 2.686410504691628e-07}. Best is trial 46 with value: 0.7665934065934066.
Best F1 Score: 0.7665934065934066
Best Hyperparameters: {'n_estimators': 86, 'max_depth': 4, 'learning_rate': 0.05829236499556568, 'subsample': 0.7293172870623357, 'colsample_bytree': 0.9338021413910681, 'gamma': 3.6413246802186725, 'min_child_weight': 3, 'reg_alpha': 0.004238043928767844, 'reg_lambda': 9.763546916603218}

Final Model Performance:
Accuracy: 0.696969696969697
F1: 0.7222222222222222
ROC AUC: 0.687037037037037

TRAIN_X_CSV = "in_chemico_x_train.csv"
TEST_X_CSV  = "in_chemico_x_test.csv"
TRAIN_Y_CSV = "in_chemico_y_train.csv"
TEST_Y_CSV  = "in_chemico_y_test.csv"
FEATURE_IMPORT_CSV = "top_features_best.csv"

STEP = 5
N_TRIALS = 50
EARLY_STOP = 30

RESULTS_CSV = "repeatedcv_subset_results.csv"
TOP3_TEST_CSV = "repeatedcv_top3_test_results.csv"
BEST_PARAMS_JSON = "repeatedcv_best_params_per_n.json"

# Load data
X_train = pd.read_csv(TRAIN_X_CSV)
X_test  = pd.read_csv(TEST_X_CSV)
y_train = pd.read_csv(TRAIN_Y_CSV).iloc[:, 0].astype(int).values
y_test  = pd.read_csv(TEST_Y_CSV).iloc[:, 0].astype(int).values
assert list(X_train.columns) == list(X_test.columns), "Train/Test feature columns misaligned."

feat_imp = pd.read_csv(FEATURE_IMPORT_CSV)
ranked_features = [f for f in feat_imp["feature"].tolist() if f in X_train.columns]
assert len(ranked_features) > 0, "No ranked features available."

# Class imbalance
pos = int((y_train == 1).sum())
neg = int((y_train == 0).sum())
scale_pos_weight = (neg / pos) if pos > 0 else 1.0

# Feature subset sizes
subset_sizes = list(range(STEP, len(ranked_features) + 1, STEP))
if subset_sizes[-1] != len(ranked_features):
    subset_sizes.append(len(ranked_features))

# Cross validation fold
rskf = RepeatedStratifiedKFold(n_splits=5, n_repeats=5, random_state=42)

def cv_auc_for_subset(top_feats, trial):
    """Compute mean AUC with repeated stratified CV."""
    params = {
        "objective": "binary:logistic",
        "eval_metric": "auc",
        "tree_method": "hist",
        "random_state": 42,
        "n_jobs": -1,
        "scale_pos_weight": scale_pos_weight,
        "n_estimators": trial.suggest_int("n_estimators", 20, 200),
        "learning_rate": trial.suggest_float("learning_rate", 0.02, 0.3, log=True),
        "max_depth": trial.suggest_int("max_depth", 3, 10),
        "min_child_weight": trial.suggest_int("min_child_weight", 1, 10),
        "subsample": trial.suggest_float("subsample", 0.7, 1.0),
        "colsample_bytree": trial.suggest_float("colsample_bytree", 0.6, 1.0),
        "gamma": trial.suggest_float("gamma", 0.0, 2.0),
        "reg_alpha": trial.suggest_float("reg_alpha", 0.0, 1.0),
        "reg_lambda": trial.suggest_float("reg_lambda", 0.5, 5.0),
        "early_stopping_rounds": EARLY_STOP,   # XGBoost >= 2.0
    }

    X_sub = X_train[top_feats].values
    aucs = []

    for tr_idx, va_idx in rskf.split(X_sub, y_train):
        X_tr, X_va = X_sub[tr_idx], X_sub[va_idx]
        y_tr, y_va = y_train[tr_idx], y_train[va_idx]

        model = xgb.XGBClassifier(**params)
        model.fit(X_tr, y_tr, eval_set=[(X_va, y_va)], verbose=False)
        prob = model.predict_proba(X_va)[:, 1]
        aucs.append(roc_auc_score(y_va, prob))

    return float(np.mean(aucs))

# Search for each N + 5
val_results = []
best_params_per_n = {}

for n in subset_sizes:
    top_feats = ranked_features[:n]

    def objective(trial):
        return cv_auc_for_subset(top_feats, trial)

    study = optuna.create_study(direction="maximize")
    study.optimize(objective, n_trials=N_TRIALS, show_progress_bar=False)

    best_auc = float(study.best_value)
    best_params_per_n[n] = study.best_trial.params
    val_results.append({"Top_N": n, "CV_ROC_AUC": best_auc})
    print(f"[Top {n:>4}] mean 5x5 CV AUC = {best_auc:.4f}")

res_df = pd.DataFrame(val_results).sort_values("Top_N").reset_index(drop=True)

# Pick top 3 subsets by CV AUC
top3_val = res_df.sort_values("CV_ROC_AUC", ascending=False).head(3)
print("\nTop 3 subsets by repeated CV AUC")
print(top3_val.to_string(index=False))

# Plot CV AUC curve
plt.figure(figsize=(7, 4))
plt.plot(res_df["Top_N"], res_df["CV_ROC_AUC"], marker="o", label="Mean CV ROC AUC")
plt.xlabel("Number of top features")
plt.ylabel("Mean repeated CV ROC AUC")
plt.title("5x5 Repeated Stratified CV AUC vs number of top features")
plt.legend(loc="lower right")
plt.tight_layout()
plt.show()

# Train top 3 on full train
top3_rows = []
for rank, (_, row) in enumerate(top3_val.iterrows(), start=1):
    n = int(row["Top_N"])
    feats = ranked_features[:n]
    params = best_params_per_n[n]

    model = xgb.XGBClassifier(
        **params,
        objective="binary:logistic",
        eval_metric="auc",
        tree_method="hist",
        random_state=42,
        n_jobs=-1,
        scale_pos_weight=scale_pos_weight,
    )
    model.fit(X_train[feats], y_train)

    y_pred = model.predict(X_test[feats])
    y_prob = model.predict_proba(X_test[feats])[:, 1]

    acc  = accuracy_score(y_test, y_pred)
    prec = precision_score(y_test, y_pred, zero_division=0)
    rec  = recall_score(y_test, y_pred, zero_division=0)
    f1   = f1_score(y_test, y_pred, zero_division=0)
    auc  = roc_auc_score(y_test, y_prob)

    print(f"\n--- Top-{rank} model: using Top {n} features ---")
    print(f"Test Accuracy: {acc:.4f} | Precision: {prec:.4f} | Recall: {rec:.4f} | F1: {f1:.4f} | ROC AUC: {auc:.4f}")
    print("Classification report:")
    print(classification_report(y_test, y_pred, digits=3, zero_division=0))

    top3_rows.append({
        "Rank": rank, "Top_N": n,
        "Test_Accuracy": acc, "Test_Precision": prec,
        "Test_Recall": rec, "Test_F1": f1, "Test_ROC_AUC": auc
    })


best_row = res_df.iloc[res_df["CV_ROC_AUC"].idxmax()]
print(f"\nBest number of features by repeated CV AUC: {int(best_row.Top_N)} (AUC = {best_row.CV_ROC_AUC:.4f})")

[I 2025-11-03 23:39:38,537] A new study created in memory with name: no-name-d6e50af8-ad6f-44d4-a944-a07260a8fd38
[I 2025-11-03 23:39:39,288] Trial 0 finished with value: 0.8332326007326007 and parameters: {'n_estimators': 187, 'learning_rate': 0.2739117949724342, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8698689073562613, 'colsample_bytree': 0.7897148940583877, 'gamma': 0.044419680410934026, 'reg_alpha': 0.5816345585025299, 'reg_lambda': 1.4286397630972867}. Best is trial 0 with value: 0.8332326007326007.
[I 2025-11-03 23:39:39,875] Trial 1 finished with value: 0.8363919413919413 and parameters: {'n_estimators': 69, 'learning_rate': 0.03891678665532187, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9613111156079347, 'colsample_bytree': 0.8987951822087576, 'gamma': 0.21284304503591667, 'reg_alpha': 0.5306629767437404, 'reg_lambda': 1.438286011149866}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:40,329] Trial 2 finished with value: 0.8262912087912088 and parameters: {'n_estimators': 42, 'learning_rate': 0.14404918724788454, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.919056731332315, 'colsample_bytree': 0.9170034343766693, 'gamma': 1.2141585516079259, 'reg_alpha': 0.8165857942600095, 'reg_lambda': 0.6542338392668017}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:40,703] Trial 3 finished with value: 0.8196611721611721 and parameters: {'n_estimators': 52, 'learning_rate': 0.2715266975923007, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8367455702224449, 'colsample_bytree': 0.614271238168178, 'gamma': 1.6659178504422472, 'reg_alpha': 0.1813908820282455, 'reg_lambda': 3.681343919019457}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:41,069] Trial 4 finished with value: 0.770613553113553 and parameters: {'n_estimators': 82, 'learning_rate': 0.053911375311286897, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9033271247272285, 'colsample_bytree': 0.9716087201847208, 'gamma': 0.18068049493847815, 'reg_alpha': 0.7474806493379391, 'reg_lambda': 2.883690811685547}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:41,406] Trial 5 finished with value: 0.8159249084249085 and parameters: {'n_estimators': 30, 'learning_rate': 0.17066586066630804, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8933658925105288, 'colsample_bytree': 0.8441253094828647, 'gamma': 0.18191137966218096, 'reg_alpha': 0.3982233078467352, 'reg_lambda': 1.3596452059674768}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:41,833] Trial 6 finished with value: 0.8274633699633701 and parameters: {'n_estimators': 190, 'learning_rate': 0.04305891446827565, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7081404757195298, 'colsample_bytree': 0.6424384994581185, 'gamma': 1.0975391067123774, 'reg_alpha': 0.10563149318514986, 'reg_lambda': 3.555450270130786}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:42,197] Trial 7 finished with value: 0.8189926739926741 and parameters: {'n_estimators': 176, 'learning_rate': 0.07361703162423325, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9993781718699903, 'colsample_bytree': 0.8962446687749406, 'gamma': 1.8252556941154574, 'reg_alpha': 0.3449570111440583, 'reg_lambda': 3.34799605418238}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:42,639] Trial 8 finished with value: 0.8294871794871795 and parameters: {'n_estimators': 103, 'learning_rate': 0.023044944801301696, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9288679218469938, 'colsample_bytree': 0.7123302119907386, 'gamma': 1.0232699068201643, 'reg_alpha': 0.7677696877101391, 'reg_lambda': 1.7239081092387925}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:42,971] Trial 9 finished with value: 0.7286630036630036 and parameters: {'n_estimators': 87, 'learning_rate': 0.2499431530802575, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7242140079022877, 'colsample_bytree': 0.9543617445418905, 'gamma': 1.7158495383899635, 'reg_alpha': 0.7210010445660564, 'reg_lambda': 3.437741464621292}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:43,466] Trial 10 finished with value: 0.8236996336996337 and parameters: {'n_estimators': 142, 'learning_rate': 0.026070810696054676, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.996378454158627, 'colsample_bytree': 0.7934409488253431, 'gamma': 0.5655118938976398, 'reg_alpha': 0.5395514441141027, 'reg_lambda': 4.956859833517576}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:43,847] Trial 11 finished with value: 0.8303479853479854 and parameters: {'n_estimators': 140, 'learning_rate': 0.12787183477605762, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8162974907360618, 'colsample_bytree': 0.7928385008254729, 'gamma': 0.5623144324377365, 'reg_alpha': 0.99249700906646, 'reg_lambda': 1.8724826056089579}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:44,272] Trial 12 finished with value: 0.8320879120879121 and parameters: {'n_estimators': 132, 'learning_rate': 0.04197848614990343, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7993014391236137, 'colsample_bytree': 0.852614694416481, 'gamma': 0.002721582267792476, 'reg_alpha': 0.5468618193352253, 'reg_lambda': 0.8622029959700535}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:44,766] Trial 13 finished with value: 0.8333882783882786 and parameters: {'n_estimators': 67, 'learning_rate': 0.090456488504034, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.953686629812949, 'colsample_bytree': 0.7312400953089756, 'gamma': 0.5749370754520112, 'reg_alpha': 0.3781002125086962, 'reg_lambda': 2.35807693426267}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:45,297] Trial 14 finished with value: 0.8308882783882785 and parameters: {'n_estimators': 64, 'learning_rate': 0.08104637855110852, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9583667237676304, 'colsample_bytree': 0.7165301960225178, 'gamma': 0.6132453053838813, 'reg_alpha': 0.2874182483990178, 'reg_lambda': 2.3173331626251152}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:45,756] Trial 15 finished with value: 0.8291208791208792 and parameters: {'n_estimators': 74, 'learning_rate': 0.09311786400064428, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.959315306942414, 'colsample_bytree': 0.7266588041559423, 'gamma': 0.7786285337575489, 'reg_alpha': 0.005303630760446376, 'reg_lambda': 2.4168774824828607}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:46,156] Trial 16 finished with value: 0.8183333333333335 and parameters: {'n_estimators': 108, 'learning_rate': 0.03157063518481118, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9532559612913399, 'colsample_bytree': 0.8529671976438312, 'gamma': 0.3446488661777065, 'reg_alpha': 0.448192311267808, 'reg_lambda': 4.303505448823024}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:46,482] Trial 17 finished with value: 0.8262728937728937 and parameters: {'n_estimators': 25, 'learning_rate': 0.05778223466278129, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7631454438560257, 'colsample_bytree': 0.9990546872466156, 'gamma': 0.8616547377495751, 'reg_alpha': 0.2524966796001995, 'reg_lambda': 2.2495383154071917}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:46,887] Trial 18 finished with value: 0.8227106227106228 and parameters: {'n_estimators': 54, 'learning_rate': 0.10649348305697927, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8692049015659349, 'colsample_bytree': 0.6774532203353951, 'gamma': 1.402068266112178, 'reg_alpha': 0.6554342295012104, 'reg_lambda': 1.094724661460409}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:47,279] Trial 19 finished with value: 0.7904029304029304 and parameters: {'n_estimators': 97, 'learning_rate': 0.03141065289009966, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.972343786878943, 'colsample_bytree': 0.7662084641247667, 'gamma': 0.39255466946902884, 'reg_alpha': 0.4354836281749747, 'reg_lambda': 2.834114881898249}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:47,711] Trial 20 finished with value: 0.8325457875457876 and parameters: {'n_estimators': 121, 'learning_rate': 0.06289482734836283, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.938914608859596, 'colsample_bytree': 0.899475306394003, 'gamma': 0.38151641753233034, 'reg_alpha': 0.9352256792222875, 'reg_lambda': 1.852082852117841}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:48,131] Trial 21 finished with value: 0.8336172161172162 and parameters: {'n_estimators': 163, 'learning_rate': 0.2085956009876126, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8752417475120792, 'colsample_bytree': 0.7534195140541403, 'gamma': 0.0278121864934594, 'reg_alpha': 0.5005478834094408, 'reg_lambda': 1.3901454416793677}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:48,632] Trial 22 finished with value: 0.8231135531135532 and parameters: {'n_estimators': 162, 'learning_rate': 0.18839941826063525, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8810371014513412, 'colsample_bytree': 0.7562639513052604, 'gamma': 0.22030804419981492, 'reg_alpha': 0.48722642250626175, 'reg_lambda': 0.5349592378723186}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:49,020] Trial 23 finished with value: 0.8324084249084249 and parameters: {'n_estimators': 69, 'learning_rate': 0.20785443910672088, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8431764896525561, 'colsample_bytree': 0.6791457391382902, 'gamma': 0.7684846800934175, 'reg_alpha': 0.3423565156255832, 'reg_lambda': 1.2599144714564887}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:49,433] Trial 24 finished with value: 0.8213919413919413 and parameters: {'n_estimators': 158, 'learning_rate': 0.11947511482592878, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9252593157682106, 'colsample_bytree': 0.8296757772873985, 'gamma': 0.43073096171777586, 'reg_alpha': 0.6518153128411646, 'reg_lambda': 1.6515616388248273}. Best is trial 1 with value: 0.8363919413919413.
[I 2025-11-03 23:39:50,016] Trial 25 finished with value: 0.8401739926739927 and parameters: {'n_estimators': 119, 'learning_rate': 0.044252587813060656, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9740256835863144, 'colsample_bytree': 0.7477233711017187, 'gamma': 0.17583483405458328, 'reg_alpha': 0.6278144040747512, 'reg_lambda': 2.0143556911737877}. Best is trial 25 with value: 0.8401739926739927.
[I 2025-11-03 23:39:50,497] Trial 26 finished with value: 0.8405219780219779 and parameters: {'n_estimators': 121, 'learning_rate': 0.042711987163206525, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.979386845876126, 'colsample_bytree': 0.749649892065313, 'gamma': 0.1185761798081596, 'reg_alpha': 0.6207295055224485, 'reg_lambda': 0.908573624139494}. Best is trial 26 with value: 0.8405219780219779.
[I 2025-11-03 23:39:50,931] Trial 27 finished with value: 0.8282051282051284 and parameters: {'n_estimators': 124, 'learning_rate': 0.04341116182400797, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9789855270505979, 'colsample_bytree': 0.8771728919985033, 'gamma': 0.2527750704198868, 'reg_alpha': 0.6174131348282913, 'reg_lambda': 0.9774384295685354}. Best is trial 26 with value: 0.8405219780219779.
[I 2025-11-03 23:39:51,356] Trial 28 finished with value: 0.8058974358974358 and parameters: {'n_estimators': 118, 'learning_rate': 0.033837930176692586, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9790497997036027, 'colsample_bytree': 0.8190225071183574, 'gamma': 0.12210991243947618, 'reg_alpha': 0.8501904613978908, 'reg_lambda': 2.09511322513164}. Best is trial 26 with value: 0.8405219780219779.
[I 2025-11-03 23:39:51,814] Trial 29 finished with value: 0.8353205128205127 and parameters: {'n_estimators': 88, 'learning_rate': 0.04939252734321503, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9070633804172954, 'colsample_bytree': 0.6831641488295085, 'gamma': 0.005520700945956275, 'reg_alpha': 0.5945676103216064, 'reg_lambda': 1.5175214092138312}. Best is trial 26 with value: 0.8405219780219779.
[I 2025-11-03 23:39:52,210] Trial 30 finished with value: 0.8418864468864469 and parameters: {'n_estimators': 151, 'learning_rate': 0.036292708456813406, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9859933742525804, 'colsample_bytree': 0.7725944954470433, 'gamma': 0.3086556089911316, 'reg_alpha': 0.6499916386240676, 'reg_lambda': 0.9296384901842795}. Best is trial 30 with value: 0.8418864468864469.
[I 2025-11-03 23:39:52,615] Trial 31 finished with value: 0.8418864468864469 and parameters: {'n_estimators': 149, 'learning_rate': 0.032981338577280056, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9843444656598762, 'colsample_bytree': 0.7662373962533815, 'gamma': 0.3048454418582083, 'reg_alpha': 0.6893352488352845, 'reg_lambda': 0.9785696245097115}. Best is trial 30 with value: 0.8418864468864469.
[I 2025-11-03 23:39:53,058] Trial 32 finished with value: 0.8416391941391942 and parameters: {'n_estimators': 149, 'learning_rate': 0.025749278026231198, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9985603591778588, 'colsample_bytree': 0.7667159809944898, 'gamma': 0.31491126744750264, 'reg_alpha': 0.7123792360302463, 'reg_lambda': 0.8084113712707925}. Best is trial 30 with value: 0.8418864468864469.
[I 2025-11-03 23:39:53,460] Trial 33 finished with value: 0.8451831501831503 and parameters: {'n_estimators': 148, 'learning_rate': 0.025992029548346767, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.997989589556937, 'colsample_bytree': 0.7740256464710145, 'gamma': 0.46540204033300386, 'reg_alpha': 0.8477227396612703, 'reg_lambda': 0.7762681502932391}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:39:53,828] Trial 34 finished with value: 0.8398260073260073 and parameters: {'n_estimators': 151, 'learning_rate': 0.021036064293522977, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9871494712005962, 'colsample_bytree': 0.7747897943998224, 'gamma': 0.4930496263889804, 'reg_alpha': 0.8109022231346757, 'reg_lambda': 0.50469971246548}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:39:54,508] Trial 35 finished with value: 0.8325732600732602 and parameters: {'n_estimators': 175, 'learning_rate': 0.02610497690608976, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9403618208879471, 'colsample_bytree': 0.8070581839658042, 'gamma': 0.6772849972799326, 'reg_alpha': 0.8862547572023075, 'reg_lambda': 0.7638773123215021}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:39:54,926] Trial 36 finished with value: 0.8266208791208791 and parameters: {'n_estimators': 180, 'learning_rate': 0.03585335614617057, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9992119913265097, 'colsample_bytree': 0.7865269651968456, 'gamma': 0.3019448051720347, 'reg_alpha': 0.6950861868488818, 'reg_lambda': 1.1551928250223373}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:39:55,390] Trial 37 finished with value: 0.8389652014652015 and parameters: {'n_estimators': 199, 'learning_rate': 0.02429326735538419, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9403194339971012, 'colsample_bytree': 0.6965914977309793, 'gamma': 0.7136950689256525, 'reg_alpha': 0.7820613006877625, 'reg_lambda': 0.736166905446163}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:39:55,813] Trial 38 finished with value: 0.8396428571428571 and parameters: {'n_estimators': 146, 'learning_rate': 0.028955305806901886, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9648343104042557, 'colsample_bytree': 0.6428953229437071, 'gamma': 0.8533200280498321, 'reg_alpha': 0.7059195830136908, 'reg_lambda': 1.1298994017868937}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:39:56,260] Trial 39 finished with value: 0.8251648351648351 and parameters: {'n_estimators': 133, 'learning_rate': 0.02021450792448294, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9148880022230581, 'colsample_bytree': 0.8136085419779508, 'gamma': 0.46760573503212954, 'reg_alpha': 0.858141447516166, 'reg_lambda': 1.5241443190298143}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:39:56,676] Trial 40 finished with value: 0.8376465201465202 and parameters: {'n_estimators': 167, 'learning_rate': 0.028359457752855706, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9915054042373279, 'colsample_bytree': 0.7727912011965867, 'gamma': 1.2690117804954695, 'reg_alpha': 0.928088270754675, 'reg_lambda': 0.7349700369644889}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:39:57,122] Trial 41 finished with value: 0.8419963369963369 and parameters: {'n_estimators': 154, 'learning_rate': 0.03695842107612995, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9826782286039063, 'colsample_bytree': 0.7536980226511634, 'gamma': 0.11264973692516866, 'reg_alpha': 0.6813664674724851, 'reg_lambda': 0.9176566936585628}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:39:57,577] Trial 42 finished with value: 0.8427289377289376 and parameters: {'n_estimators': 151, 'learning_rate': 0.03594990115112015, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9885275681857998, 'colsample_bytree': 0.7305445818491564, 'gamma': 0.2883472367523343, 'reg_alpha': 0.7471540886132452, 'reg_lambda': 0.9916860110412177}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:39:58,157] Trial 43 finished with value: 0.8413736263736264 and parameters: {'n_estimators': 155, 'learning_rate': 0.036513539606722045, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9676412140098782, 'colsample_bytree': 0.7326179022641468, 'gamma': 0.0985082576761177, 'reg_alpha': 0.7712418368947416, 'reg_lambda': 1.299555225438973}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:39:58,776] Trial 44 finished with value: 0.8359615384615384 and parameters: {'n_estimators': 135, 'learning_rate': 0.050458290857934206, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9846898127316073, 'colsample_bytree': 0.7027620416284688, 'gamma': 0.23697542908486957, 'reg_alpha': 0.6754058064397717, 'reg_lambda': 1.0145314141390376}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:39:59,385] Trial 45 finished with value: 0.8322985347985348 and parameters: {'n_estimators': 171, 'learning_rate': 0.03841517499306178, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9453154833998137, 'colsample_bytree': 0.7397827018422668, 'gamma': 1.9803538335987758, 'reg_alpha': 0.7418042824200117, 'reg_lambda': 0.5695293896475422}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:39:59,973] Trial 46 finished with value: 0.8382051282051282 and parameters: {'n_estimators': 139, 'learning_rate': 0.029932541138298907, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9264158856408713, 'colsample_bytree': 0.656289031300193, 'gamma': 0.4873630477949094, 'reg_alpha': 0.5751615650040189, 'reg_lambda': 2.5840549574961496}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:40:00,581] Trial 47 finished with value: 0.8372527472527475 and parameters: {'n_estimators': 187, 'learning_rate': 0.021930338741352303, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9655470268789739, 'colsample_bytree': 0.7881809439594895, 'gamma': 0.30344236334810115, 'reg_alpha': 0.8155551778528998, 'reg_lambda': 3.090502030670142}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:40:01,031] Trial 48 finished with value: 0.8302106227106227 and parameters: {'n_estimators': 182, 'learning_rate': 0.07022972112880796, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7732125651387571, 'colsample_bytree': 0.8240389425386799, 'gamma': 0.07596623298799932, 'reg_alpha': 0.989460680989195, 'reg_lambda': 1.6531756887272748}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:40:01,455] Trial 49 finished with value: 0.841474358974359 and parameters: {'n_estimators': 154, 'learning_rate': 0.05615642859452844, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9858050287335387, 'colsample_bytree': 0.7130562788811653, 'gamma': 0.16027856452580097, 'reg_alpha': 0.741426375707996, 'reg_lambda': 3.9225019984578733}. Best is trial 33 with value: 0.8451831501831503.
[I 2025-11-03 23:40:01,456] A new study created in memory with name: no-name-a1bd58a1-6dcc-4c0c-9ae2-2385390d3711

[Top    5] mean 5x5 CV AUC = 0.8452

[I 2025-11-03 23:40:01,824] Trial 0 finished with value: 0.7452197802197802 and parameters: {'n_estimators': 88, 'learning_rate': 0.24146087162150598, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7445028591087409, 'colsample_bytree': 0.762290222744094, 'gamma': 1.5282945550630966, 'reg_alpha': 0.7102324844745606, 'reg_lambda': 3.4167352533669315}. Best is trial 0 with value: 0.7452197802197802.
[I 2025-11-03 23:40:02,354] Trial 1 finished with value: 0.8240293040293041 and parameters: {'n_estimators': 80, 'learning_rate': 0.03068466792158295, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9347317241375637, 'colsample_bytree': 0.6956934690248562, 'gamma': 0.8275403757167237, 'reg_alpha': 0.924653270905863, 'reg_lambda': 3.7005980935850435}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:02,860] Trial 2 finished with value: 0.8185164835164837 and parameters: {'n_estimators': 161, 'learning_rate': 0.029323896981273505, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.829793627030093, 'colsample_bytree': 0.8949125024076319, 'gamma': 0.8532273063053459, 'reg_alpha': 0.6504240342617277, 'reg_lambda': 0.529479586858802}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:03,316] Trial 3 finished with value: 0.8106959706959708 and parameters: {'n_estimators': 100, 'learning_rate': 0.12668220654270962, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8016985316830268, 'colsample_bytree': 0.7366649977776738, 'gamma': 0.9962663460841077, 'reg_alpha': 0.12602752702804354, 'reg_lambda': 2.5559342808652823}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:03,815] Trial 4 finished with value: 0.8177838827838828 and parameters: {'n_estimators': 51, 'learning_rate': 0.023697814332396663, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7065496038013805, 'colsample_bytree': 0.7388338776481499, 'gamma': 0.5868743804522261, 'reg_alpha': 0.7211045106332793, 'reg_lambda': 2.481650901985778}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:04,288] Trial 5 finished with value: 0.8133882783882784 and parameters: {'n_estimators': 165, 'learning_rate': 0.041821105037516855, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.847688748723265, 'colsample_bytree': 0.8006607814139837, 'gamma': 1.455835136042707, 'reg_alpha': 0.8795180050920091, 'reg_lambda': 4.8660617512695294}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:04,758] Trial 6 finished with value: 0.8229395604395604 and parameters: {'n_estimators': 44, 'learning_rate': 0.026187958672713507, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7506650558589013, 'colsample_bytree': 0.641766099655835, 'gamma': 1.0184296673862263, 'reg_alpha': 0.7313607798781198, 'reg_lambda': 1.5000883301856431}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:05,146] Trial 7 finished with value: 0.7543589743589743 and parameters: {'n_estimators': 88, 'learning_rate': 0.26138539438532515, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9831237205807276, 'colsample_bytree': 0.7435271010914454, 'gamma': 1.7095615377111357, 'reg_alpha': 0.08194323538530557, 'reg_lambda': 2.4138664180780727}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:05,615] Trial 8 finished with value: 0.7949175824175824 and parameters: {'n_estimators': 149, 'learning_rate': 0.03716389789965425, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8263712400948442, 'colsample_bytree': 0.834080666485255, 'gamma': 1.7836526344831958, 'reg_alpha': 0.12155403071120519, 'reg_lambda': 2.6040929250328437}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:06,103] Trial 9 finished with value: 0.8215567765567765 and parameters: {'n_estimators': 157, 'learning_rate': 0.04118859073793154, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8350691640370949, 'colsample_bytree': 0.8230954364586935, 'gamma': 1.9980228429578388, 'reg_alpha': 0.31890862635317574, 'reg_lambda': 2.2247416556222444}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:06,443] Trial 10 finished with value: 0.8161080586080587 and parameters: {'n_estimators': 24, 'learning_rate': 0.08355899498804727, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9447607266800713, 'colsample_bytree': 0.6077009943602809, 'gamma': 0.08210758851803024, 'reg_alpha': 0.9878052438774078, 'reg_lambda': 4.218580111095559}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:06,983] Trial 11 finished with value: 0.8181868131868132 and parameters: {'n_estimators': 59, 'learning_rate': 0.02022107788296833, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9127307634333326, 'colsample_bytree': 0.6240761304059774, 'gamma': 0.5424594152817581, 'reg_alpha': 0.5053515478962507, 'reg_lambda': 1.1724152928635179}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:07,414] Trial 12 finished with value: 0.8187545787545786 and parameters: {'n_estimators': 54, 'learning_rate': 0.06323931940430631, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8993376470370538, 'colsample_bytree': 0.6699337798153778, 'gamma': 1.2970402848091718, 'reg_alpha': 0.8589414866183622, 'reg_lambda': 3.5728924297041424}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:07,919] Trial 13 finished with value: 0.8122252747252746 and parameters: {'n_estimators': 125, 'learning_rate': 0.0646410697301012, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7737365088248053, 'colsample_bytree': 0.9882027452539233, 'gamma': 0.6496757698193769, 'reg_alpha': 0.5472078377497713, 'reg_lambda': 1.5328733618400883}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:08,304] Trial 14 finished with value: 0.8137912087912089 and parameters: {'n_estimators': 25, 'learning_rate': 0.029870960765327425, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8921703844295473, 'colsample_bytree': 0.6745880561803663, 'gamma': 1.2089393188984967, 'reg_alpha': 0.8611566984967446, 'reg_lambda': 3.358403348585533}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:08,820] Trial 15 finished with value: 0.8191758241758241 and parameters: {'n_estimators': 190, 'learning_rate': 0.09992243859785599, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9916415990318649, 'colsample_bytree': 0.6939998502736606, 'gamma': 0.06090950950557428, 'reg_alpha': 0.9926770583117812, 'reg_lambda': 1.680458840159825}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:09,387] Trial 16 finished with value: 0.821923076923077 and parameters: {'n_estimators': 71, 'learning_rate': 0.05083361357811929, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7091345464049811, 'colsample_bytree': 0.6442548277825876, 'gamma': 0.3579427141122171, 'reg_alpha': 0.3100535519883477, 'reg_lambda': 4.045178898192485}. Best is trial 1 with value: 0.8240293040293041.
[I 2025-11-03 23:40:09,916] Trial 17 finished with value: 0.8269322344322344 and parameters: {'n_estimators': 118, 'learning_rate': 0.02881263110213634, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8757841160514086, 'colsample_bytree': 0.6984034788170234, 'gamma': 0.8679881177813806, 'reg_alpha': 0.7878221857566889, 'reg_lambda': 0.6593395390733746}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:10,391] Trial 18 finished with value: 0.8097161172161172 and parameters: {'n_estimators': 123, 'learning_rate': 0.05286165812352736, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9434941354854459, 'colsample_bytree': 0.8862796986866516, 'gamma': 0.8179370684126843, 'reg_alpha': 0.812871995858209, 'reg_lambda': 0.6936924076958547}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:10,948] Trial 19 finished with value: 0.8202197802197801 and parameters: {'n_estimators': 129, 'learning_rate': 0.124828278382042, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8727810518359274, 'colsample_bytree': 0.6941899567061238, 'gamma': 0.3968531120191473, 'reg_alpha': 0.5942223990823624, 'reg_lambda': 3.0439447636074877}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:11,502] Trial 20 finished with value: 0.8118223443223442 and parameters: {'n_estimators': 103, 'learning_rate': 0.03517238331288768, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9368031913147825, 'colsample_bytree': 0.710178341748147, 'gamma': 1.0888573749542947, 'reg_alpha': 0.3206567231237492, 'reg_lambda': 4.674504836916076}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:12,003] Trial 21 finished with value: 0.8185897435897437 and parameters: {'n_estimators': 72, 'learning_rate': 0.025374631579045563, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.790444773041292, 'colsample_bytree': 0.6007825186210346, 'gamma': 0.9417851402577496, 'reg_alpha': 0.7494824718401986, 'reg_lambda': 1.013257780465602}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:12,500] Trial 22 finished with value: 0.8203113553113555 and parameters: {'n_estimators': 34, 'learning_rate': 0.021494350216880738, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8707419690446502, 'colsample_bytree': 0.6534519615448628, 'gamma': 0.7460675576204718, 'reg_alpha': 0.9226622571003336, 'reg_lambda': 1.9009837784420616}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:12,948] Trial 23 finished with value: 0.8174358974358975 and parameters: {'n_estimators': 41, 'learning_rate': 0.03085835212752006, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9668060260988366, 'colsample_bytree': 0.776174671615406, 'gamma': 1.1453495976272032, 'reg_alpha': 0.7683252069251295, 'reg_lambda': 1.1459446367171982}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:13,429] Trial 24 finished with value: 0.8221611721611721 and parameters: {'n_estimators': 77, 'learning_rate': 0.04779350309166008, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.743706756833917, 'colsample_bytree': 0.7087250133021106, 'gamma': 1.350629471440131, 'reg_alpha': 0.6613127153088503, 'reg_lambda': 0.7852606047606515}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:13,939] Trial 25 finished with value: 0.8194413919413921 and parameters: {'n_estimators': 114, 'learning_rate': 0.026452263211259996, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9229413101283998, 'colsample_bytree': 0.6464625185369157, 'gamma': 0.9934308115313345, 'reg_alpha': 0.4073187435128353, 'reg_lambda': 1.455720408256711}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:14,555] Trial 26 finished with value: 0.8170604395604396 and parameters: {'n_estimators': 87, 'learning_rate': 0.033892157251444927, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8628657003416157, 'colsample_bytree': 0.627140078078933, 'gamma': 0.39591335463576405, 'reg_alpha': 0.9323699358464429, 'reg_lambda': 1.9959081082795567}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:15,038] Trial 27 finished with value: 0.8108516483516484 and parameters: {'n_estimators': 63, 'learning_rate': 0.18736544196994512, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8832775133025675, 'colsample_bytree': 0.7200461891991046, 'gamma': 0.7234285297835317, 'reg_alpha': 0.8217764507699317, 'reg_lambda': 3.8622689476494703}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:15,605] Trial 28 finished with value: 0.8140567765567766 and parameters: {'n_estimators': 146, 'learning_rate': 0.026053982464175802, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8076657073889731, 'colsample_bytree': 0.6768182622385444, 'gamma': 0.8839106563375537, 'reg_alpha': 0.6604797855580739, 'reg_lambda': 3.0889414409056037}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:16,038] Trial 29 finished with value: 0.8082417582417583 and parameters: {'n_estimators': 45, 'learning_rate': 0.05987187393934386, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9694188856934105, 'colsample_bytree': 0.7687534975060386, 'gamma': 1.554121572134016, 'reg_alpha': 0.765524592621951, 'reg_lambda': 2.9371421953931516}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:16,431] Trial 30 finished with value: 0.8020146520146522 and parameters: {'n_estimators': 98, 'learning_rate': 0.2005739561766109, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7449710866974707, 'colsample_bytree': 0.7911310549199776, 'gamma': 1.0768151728422266, 'reg_alpha': 0.4253609405397027, 'reg_lambda': 4.352351685648043}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:16,912] Trial 31 finished with value: 0.8191208791208792 and parameters: {'n_estimators': 80, 'learning_rate': 0.046387607462039314, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7342357427009245, 'colsample_bytree': 0.7073496737843459, 'gamma': 1.285172139632937, 'reg_alpha': 0.6287179900622132, 'reg_lambda': 0.8558399128202161}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:17,357] Trial 32 finished with value: 0.819084249084249 and parameters: {'n_estimators': 72, 'learning_rate': 0.03930514644407619, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7632094073308258, 'colsample_bytree': 0.6808118063294818, 'gamma': 1.451814563545948, 'reg_alpha': 0.678163780079711, 'reg_lambda': 0.613532089838561}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:17,856] Trial 33 finished with value: 0.8114102564102563 and parameters: {'n_estimators': 110, 'learning_rate': 0.03406331984953796, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.72554740274535, 'colsample_bytree': 0.7457139339270031, 'gamma': 1.3445447262304242, 'reg_alpha': 0.5911257913533343, 'reg_lambda': 1.3048435617271483}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:18,447] Trial 34 finished with value: 0.8266208791208791 and parameters: {'n_estimators': 96, 'learning_rate': 0.02947789361476143, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7636485666498527, 'colsample_bytree': 0.725582914683419, 'gamma': 0.8697539279419086, 'reg_alpha': 0.6771758933673723, 'reg_lambda': 0.7819206026007366}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:19,088] Trial 35 finished with value: 0.8233516483516483 and parameters: {'n_estimators': 137, 'learning_rate': 0.021801189588204706, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.766360044726064, 'colsample_bytree': 0.7337222699230304, 'gamma': 0.8169358007256653, 'reg_alpha': 0.7172552925636478, 'reg_lambda': 0.5382606753166755}. Best is trial 17 with value: 0.8269322344322344.
[I 2025-11-03 23:40:19,736] Trial 36 finished with value: 0.8271153846153845 and parameters: {'n_estimators': 97, 'learning_rate': 0.022443055037240693, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7872263463506357, 'colsample_bytree': 0.7301370242526933, 'gamma': 0.527944827752182, 'reg_alpha': 0.9235529335223248, 'reg_lambda': 0.5386636964202469}. Best is trial 36 with value: 0.8271153846153845.
[I 2025-11-03 23:40:20,341] Trial 37 finished with value: 0.8229304029304029 and parameters: {'n_estimators': 96, 'learning_rate': 0.027937898241751722, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.813315203371786, 'colsample_bytree': 0.7540726093162827, 'gamma': 0.4906702353340772, 'reg_alpha': 0.9295154870281108, 'reg_lambda': 0.9332211054198016}. Best is trial 36 with value: 0.8271153846153845.
[I 2025-11-03 23:40:20,974] Trial 38 finished with value: 0.8273076923076923 and parameters: {'n_estimators': 117, 'learning_rate': 0.030830679138272202, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7844779534825059, 'colsample_bytree': 0.7260059735183161, 'gamma': 0.2791528713143736, 'reg_alpha': 0.8113952153897778, 'reg_lambda': 0.5120059710409095}. Best is trial 38 with value: 0.8273076923076923.
[I 2025-11-03 23:40:21,722] Trial 39 finished with value: 0.8199358974358973 and parameters: {'n_estimators': 113, 'learning_rate': 0.022889794424259244, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7850833943948515, 'colsample_bytree': 0.8166312289167729, 'gamma': 0.24236087206792123, 'reg_alpha': 0.8088215837134629, 'reg_lambda': 0.5225322395013645}. Best is trial 38 with value: 0.8273076923076923.
[I 2025-11-03 23:40:22,133] Trial 40 finished with value: 0.7601831501831504 and parameters: {'n_estimators': 182, 'learning_rate': 0.03077070833025153, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8456583897122036, 'colsample_bytree': 0.7895216195608245, 'gamma': 0.2385105856887706, 'reg_alpha': 0.890589682863036, 'reg_lambda': 1.0972401591440797}. Best is trial 38 with value: 0.8273076923076923.
[I 2025-11-03 23:40:22,963] Trial 41 finished with value: 0.8263003663003662 and parameters: {'n_estimators': 92, 'learning_rate': 0.02007318299100382, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8218944547534515, 'colsample_bytree': 0.7258433556842636, 'gamma': 0.6460137711182987, 'reg_alpha': 0.9484746050003716, 'reg_lambda': 0.8101837382344921}. Best is trial 38 with value: 0.8273076923076923.
[I 2025-11-03 23:40:23,674] Trial 42 finished with value: 0.8276648351648351 and parameters: {'n_estimators': 90, 'learning_rate': 0.023677868256610144, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8241233900054055, 'colsample_bytree': 0.7255930693743826, 'gamma': 0.6337390048138112, 'reg_alpha': 0.9761927192537999, 'reg_lambda': 0.7949764193020881}. Best is trial 42 with value: 0.8276648351648351.
[I 2025-11-03 23:40:24,255] Trial 43 finished with value: 0.819084249084249 and parameters: {'n_estimators': 108, 'learning_rate': 0.023740747965849004, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7917173718886145, 'colsample_bytree': 0.7620126947871988, 'gamma': 0.5259725777765671, 'reg_alpha': 0.8331451713924279, 'reg_lambda': 1.3475208279635047}. Best is trial 42 with value: 0.8276648351648351.
[I 2025-11-03 23:40:24,958] Trial 44 finished with value: 0.8193681318681318 and parameters: {'n_estimators': 85, 'learning_rate': 0.03202636435047402, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8427317210601812, 'colsample_bytree': 0.852617170283798, 'gamma': 0.23469401705726423, 'reg_alpha': 0.8918380520095814, 'reg_lambda': 0.9379477083100106}. Best is trial 42 with value: 0.8276648351648351.
[I 2025-11-03 23:40:25,454] Trial 45 finished with value: 0.8264285714285714 and parameters: {'n_estimators': 133, 'learning_rate': 0.04281939008067485, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.776883235808899, 'colsample_bytree': 0.7398784867080277, 'gamma': 0.6341554605458177, 'reg_alpha': 0.9950480572318124, 'reg_lambda': 0.5138168672727188}. Best is trial 42 with value: 0.8276648351648351.
[I 2025-11-03 23:40:26,054] Trial 46 finished with value: 0.8177655677655676 and parameters: {'n_estimators': 116, 'learning_rate': 0.0281502715839073, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7976749012332756, 'colsample_bytree': 0.7775796294838633, 'gamma': 0.4395519459156115, 'reg_alpha': 0.7029220768177903, 'reg_lambda': 1.6617285102484773}. Best is trial 42 with value: 0.8276648351648351.
[I 2025-11-03 23:40:26,697] Trial 47 finished with value: 0.7745787545787546 and parameters: {'n_estimators': 102, 'learning_rate': 0.02429436742328012, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.817294274318703, 'colsample_bytree': 0.6628326364721203, 'gamma': 0.7495842796596635, 'reg_alpha': 0.7727640629445812, 'reg_lambda': 1.2272190489755372}. Best is trial 42 with value: 0.8276648351648351.
[I 2025-11-03 23:40:27,203] Trial 48 finished with value: 0.8209981684981684 and parameters: {'n_estimators': 120, 'learning_rate': 0.03868403451999791, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8334388075727837, 'colsample_bytree': 0.689930616337902, 'gamma': 0.13550098039530922, 'reg_alpha': 0.9593817734804609, 'reg_lambda': 0.7504642993886554}. Best is trial 42 with value: 0.8276648351648351.
[I 2025-11-03 23:40:27,857] Trial 49 finished with value: 0.8202747252747252 and parameters: {'n_estimators': 139, 'learning_rate': 0.028563934928083453, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.859909201690335, 'colsample_bytree': 0.716566042433865, 'gamma': 0.32608336519721054, 'reg_alpha': 0.8617428683700281, 'reg_lambda': 0.9718362909352829}. Best is trial 42 with value: 0.8276648351648351.
[I 2025-11-03 23:40:27,858] A new study created in memory with name: no-name-cad17b81-f185-4b74-9731-f6d58d0588bb

[Top   10] mean 5x5 CV AUC = 0.8277

[I 2025-11-03 23:40:28,303] Trial 0 finished with value: 0.8286630036630038 and parameters: {'n_estimators': 54, 'learning_rate': 0.026776696593338995, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8128860914496271, 'colsample_bytree': 0.7387007974608375, 'gamma': 1.5730999899712066, 'reg_alpha': 0.6416622759868276, 'reg_lambda': 3.513064007965805}. Best is trial 0 with value: 0.8286630036630038.
[I 2025-11-03 23:40:28,794] Trial 1 finished with value: 0.8187454212454213 and parameters: {'n_estimators': 160, 'learning_rate': 0.032713798385562376, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7645222845992898, 'colsample_bytree': 0.8404840448054142, 'gamma': 1.023073117752347, 'reg_alpha': 0.29269319866214993, 'reg_lambda': 4.692765534350846}. Best is trial 0 with value: 0.8286630036630038.
[I 2025-11-03 23:40:29,175] Trial 2 finished with value: 0.8165750915750916 and parameters: {'n_estimators': 141, 'learning_rate': 0.21464678215296581, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9469475683271867, 'colsample_bytree': 0.8562305219386905, 'gamma': 1.977999435858036, 'reg_alpha': 0.8920836214333149, 'reg_lambda': 3.6898422803826327}. Best is trial 0 with value: 0.8286630036630038.
[I 2025-11-03 23:40:29,574] Trial 3 finished with value: 0.8040293040293041 and parameters: {'n_estimators': 67, 'learning_rate': 0.0269876650153941, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9477870002626378, 'colsample_bytree': 0.7852025206819516, 'gamma': 1.3096438274700881, 'reg_alpha': 0.6326091874132109, 'reg_lambda': 4.252940560667627}. Best is trial 0 with value: 0.8286630036630038.
[I 2025-11-03 23:40:30,020] Trial 4 finished with value: 0.823434065934066 and parameters: {'n_estimators': 54, 'learning_rate': 0.08787244178427378, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8419902039927663, 'colsample_bytree': 0.7374861290448846, 'gamma': 0.18786840724032627, 'reg_alpha': 0.7653898747682994, 'reg_lambda': 3.482056631559814}. Best is trial 0 with value: 0.8286630036630038.
[I 2025-11-03 23:40:30,400] Trial 5 finished with value: 0.7206501831501833 and parameters: {'n_estimators': 184, 'learning_rate': 0.20026943665283004, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8092734894708222, 'colsample_bytree': 0.9398426818102255, 'gamma': 0.09693519491667657, 'reg_alpha': 0.24870407975565245, 'reg_lambda': 2.2785039398755407}. Best is trial 0 with value: 0.8286630036630038.
[I 2025-11-03 23:40:30,796] Trial 6 finished with value: 0.82757326007326 and parameters: {'n_estimators': 31, 'learning_rate': 0.035415881284142685, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8595035047805666, 'colsample_bytree': 0.6533418237180225, 'gamma': 1.561339877790274, 'reg_alpha': 0.5047748647386031, 'reg_lambda': 1.5325636787925845}. Best is trial 0 with value: 0.8286630036630038.
[I 2025-11-03 23:40:31,260] Trial 7 finished with value: 0.8200183150183151 and parameters: {'n_estimators': 99, 'learning_rate': 0.08242465032933363, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7465259061738676, 'colsample_bytree': 0.815680157848534, 'gamma': 1.5355185458294378, 'reg_alpha': 0.40459654094912456, 'reg_lambda': 4.48834598716053}. Best is trial 0 with value: 0.8286630036630038.
[I 2025-11-03 23:40:31,728] Trial 8 finished with value: 0.8215018315018315 and parameters: {'n_estimators': 74, 'learning_rate': 0.10250776450980624, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9890946842733398, 'colsample_bytree': 0.9318264977962414, 'gamma': 1.5830371618073744, 'reg_alpha': 0.5665455469624969, 'reg_lambda': 1.0727910896537423}. Best is trial 0 with value: 0.8286630036630038.
[I 2025-11-03 23:40:32,276] Trial 9 finished with value: 0.8249633699633698 and parameters: {'n_estimators': 135, 'learning_rate': 0.12769153047114268, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7251296037628102, 'colsample_bytree': 0.9083396369734303, 'gamma': 1.2040656462765207, 'reg_alpha': 0.024545392493086293, 'reg_lambda': 4.482023888893202}. Best is trial 0 with value: 0.8286630036630038.
[I 2025-11-03 23:40:32,811] Trial 10 finished with value: 0.8230036630036629 and parameters: {'n_estimators': 37, 'learning_rate': 0.020026210349361365, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8834648432884191, 'colsample_bytree': 0.6069474702912233, 'gamma': 0.6522490311412201, 'reg_alpha': 0.9961945691278822, 'reg_lambda': 2.776456971254307}. Best is trial 0 with value: 0.8286630036630038.
[I 2025-11-03 23:40:33,118] Trial 11 finished with value: 0.8209249084249085 and parameters: {'n_estimators': 21, 'learning_rate': 0.04282390898873007, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.876035356886724, 'colsample_bytree': 0.684486631752907, 'gamma': 1.9973228573314068, 'reg_alpha': 0.7021186095867179, 'reg_lambda': 1.7235912512212646}. Best is trial 0 with value: 0.8286630036630038.
[I 2025-11-03 23:40:33,598] Trial 12 finished with value: 0.8297252747252748 and parameters: {'n_estimators': 80, 'learning_rate': 0.048385244592331164, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8069002056707308, 'colsample_bytree': 0.6558496731796888, 'gamma': 1.621939777439735, 'reg_alpha': 0.46501368439275415, 'reg_lambda': 0.7516325297278468}. Best is trial 12 with value: 0.8297252747252748.
[I 2025-11-03 23:40:34,087] Trial 13 finished with value: 0.830558608058608 and parameters: {'n_estimators': 90, 'learning_rate': 0.05245284438996654, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7891281802412611, 'colsample_bytree': 0.7366599653447146, 'gamma': 0.688908686588707, 'reg_alpha': 0.384610477245697, 'reg_lambda': 0.54548337917273}. Best is trial 13 with value: 0.830558608058608.
[I 2025-11-03 23:40:34,549] Trial 14 finished with value: 0.8178479853479853 and parameters: {'n_estimators': 99, 'learning_rate': 0.06415571238828371, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7860313044543681, 'colsample_bytree': 0.6809885332990401, 'gamma': 0.6271694589990084, 'reg_alpha': 0.3468766708420231, 'reg_lambda': 0.547749966760582}. Best is trial 13 with value: 0.830558608058608.
[I 2025-11-03 23:40:34,996] Trial 15 finished with value: 0.8320787545787545 and parameters: {'n_estimators': 118, 'learning_rate': 0.054196079567552374, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.723411001160519, 'colsample_bytree': 0.744200674947457, 'gamma': 0.7142466289401365, 'reg_alpha': 0.15496151578499473, 'reg_lambda': 0.5830796396308454}. Best is trial 15 with value: 0.8320787545787545.
[I 2025-11-03 23:40:35,491] Trial 16 finished with value: 0.7404029304029304 and parameters: {'n_estimators': 120, 'learning_rate': 0.052053225503711255, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7000590412351531, 'colsample_bytree': 0.7506417196374761, 'gamma': 0.5503308165516674, 'reg_alpha': 0.09608627080714915, 'reg_lambda': 1.2624186727873277}. Best is trial 15 with value: 0.8320787545787545.
[I 2025-11-03 23:40:35,930] Trial 17 finished with value: 0.8200732600732601 and parameters: {'n_estimators': 116, 'learning_rate': 0.12157757216151681, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7318973468582594, 'colsample_bytree': 0.7733509390585901, 'gamma': 0.8348378575313208, 'reg_alpha': 0.1266725226388166, 'reg_lambda': 2.300038087525105}. Best is trial 15 with value: 0.8320787545787545.
[I 2025-11-03 23:40:36,447] Trial 18 finished with value: 0.8201007326007326 and parameters: {'n_estimators': 198, 'learning_rate': 0.06046238765816513, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7007065923990183, 'colsample_bytree': 0.9883155007848122, 'gamma': 0.3394161582553652, 'reg_alpha': 0.20608042148682196, 'reg_lambda': 1.9862978503021753}. Best is trial 15 with value: 0.8320787545787545.
[I 2025-11-03 23:40:36,895] Trial 19 finished with value: 0.7733424908424908 and parameters: {'n_estimators': 94, 'learning_rate': 0.17436178193526453, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7624750832894752, 'colsample_bytree': 0.7108538903291688, 'gamma': 0.8935964992478842, 'reg_alpha': 0.15919547009524515, 'reg_lambda': 0.9730032604579051}. Best is trial 15 with value: 0.8320787545787545.
[I 2025-11-03 23:40:37,369] Trial 20 finished with value: 0.8273626373626374 and parameters: {'n_estimators': 153, 'learning_rate': 0.06867376226576043, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.78444675349061, 'colsample_bytree': 0.8563995303844152, 'gamma': 0.4637123460880875, 'reg_alpha': 0.015214444562113572, 'reg_lambda': 0.5211452736003065}. Best is trial 15 with value: 0.8320787545787545.
[I 2025-11-03 23:40:37,859] Trial 21 finished with value: 0.8240018315018315 and parameters: {'n_estimators': 86, 'learning_rate': 0.047381070604259834, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8250455847522229, 'colsample_bytree': 0.6224214703844908, 'gamma': 0.7599418687228179, 'reg_alpha': 0.40262914783876513, 'reg_lambda': 0.6476345350154173}. Best is trial 15 with value: 0.8320787545787545.
[I 2025-11-03 23:40:38,319] Trial 22 finished with value: 0.8338186813186813 and parameters: {'n_estimators': 77, 'learning_rate': 0.04094964275332574, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7870231610231915, 'colsample_bytree': 0.6566277691946316, 'gamma': 1.262621882474229, 'reg_alpha': 0.454021298091094, 'reg_lambda': 0.892230681576332}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:38,852] Trial 23 finished with value: 0.8280494505494507 and parameters: {'n_estimators': 114, 'learning_rate': 0.03941189073650679, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7792768105677923, 'colsample_bytree': 0.6936189797077584, 'gamma': 1.0589485056407668, 'reg_alpha': 0.3158974319105018, 'reg_lambda': 1.3248933325390755}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:39,292] Trial 24 finished with value: 0.8262271062271063 and parameters: {'n_estimators': 131, 'learning_rate': 0.05816084040436051, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7333755757791709, 'colsample_bytree': 0.7168805866072773, 'gamma': 1.1438383811678143, 'reg_alpha': 0.5017884010952938, 'reg_lambda': 0.9445958868050695}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:39,824] Trial 25 finished with value: 0.7788461538461537 and parameters: {'n_estimators': 64, 'learning_rate': 0.295582932612105, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7574500860012534, 'colsample_bytree': 0.6423425370168807, 'gamma': 1.3361880285223653, 'reg_alpha': 0.4098920627323819, 'reg_lambda': 1.6300441601547933}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:40,344] Trial 26 finished with value: 0.8296153846153846 and parameters: {'n_estimators': 104, 'learning_rate': 0.029372692445339618, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8332953012400945, 'colsample_bytree': 0.7638474535580311, 'gamma': 0.38098614990282187, 'reg_alpha': 0.21054490885019556, 'reg_lambda': 2.936465380258691}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:40,843] Trial 27 finished with value: 0.8252106227106227 and parameters: {'n_estimators': 85, 'learning_rate': 0.07275387036590622, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7930810538179085, 'colsample_bytree': 0.8067068134579063, 'gamma': 0.9246990166511284, 'reg_alpha': 0.5799703564212059, 'reg_lambda': 1.2350780127786636}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:41,957] Trial 28 finished with value: 0.780540293040293 and parameters: {'n_estimators': 54, 'learning_rate': 0.022908136533382605, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7184973663712796, 'colsample_bytree': 0.719564398148745, 'gamma': 0.7482797156438757, 'reg_alpha': 0.28786800695276543, 'reg_lambda': 1.9188930567462483}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:42,436] Trial 29 finished with value: 0.8307234432234432 and parameters: {'n_estimators': 42, 'learning_rate': 0.03597416512953735, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7501285904814686, 'colsample_bytree': 0.7481598557538756, 'gamma': 1.3501249034423322, 'reg_alpha': 0.7656967127995518, 'reg_lambda': 0.769725645479316}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:42,923] Trial 30 finished with value: 0.8257509157509157 and parameters: {'n_estimators': 40, 'learning_rate': 0.036864575448656664, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.741344015272466, 'colsample_bytree': 0.6679448599549325, 'gamma': 1.7652644515335951, 'reg_alpha': 0.7856388920091006, 'reg_lambda': 0.8918555671227373}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:43,459] Trial 31 finished with value: 0.8309615384615385 and parameters: {'n_estimators': 58, 'learning_rate': 0.04170980633523547, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7664618146171, 'colsample_bytree': 0.7373949047630466, 'gamma': 1.4115312230864951, 'reg_alpha': 0.6798258632452704, 'reg_lambda': 0.5236712367416839}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:43,929] Trial 32 finished with value: 0.8270970695970696 and parameters: {'n_estimators': 45, 'learning_rate': 0.0326821971020767, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7641786641779442, 'colsample_bytree': 0.7870256711159028, 'gamma': 1.4036467970848288, 'reg_alpha': 0.831884649952458, 'reg_lambda': 1.3643603520016585}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:44,362] Trial 33 finished with value: 0.8298717948717949 and parameters: {'n_estimators': 64, 'learning_rate': 0.04196476233986061, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7160761635930832, 'colsample_bytree': 0.8288554714927292, 'gamma': 1.2111471459717928, 'reg_alpha': 0.6996082062667477, 'reg_lambda': 0.8749796459050532}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:44,673] Trial 34 finished with value: 0.8125183150183148 and parameters: {'n_estimators': 24, 'learning_rate': 0.024393426724197077, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7501628883432677, 'colsample_bytree': 0.7542895844498226, 'gamma': 1.7964927258329926, 'reg_alpha': 0.9033291243010461, 'reg_lambda': 4.986501449688236}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:45,155] Trial 35 finished with value: 0.8272344322344323 and parameters: {'n_estimators': 52, 'learning_rate': 0.029043941093453877, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7677517844352192, 'colsample_bytree': 0.7039952628670535, 'gamma': 1.4305094534483171, 'reg_alpha': 0.6681512010120336, 'reg_lambda': 1.0835482327569315}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:45,605] Trial 36 finished with value: 0.8250824175824175 and parameters: {'n_estimators': 71, 'learning_rate': 0.032050333605524395, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.804483639851265, 'colsample_bytree': 0.7270739008837233, 'gamma': 1.0039956006877129, 'reg_alpha': 0.6031577492979209, 'reg_lambda': 3.858254431131387}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:46,123] Trial 37 finished with value: 0.8313644688644689 and parameters: {'n_estimators': 57, 'learning_rate': 0.04453676460596155, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9238296311646887, 'colsample_bytree': 0.8542213059836238, 'gamma': 1.1384738057316504, 'reg_alpha': 0.7415458873177373, 'reg_lambda': 0.7454611297856424}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:46,595] Trial 38 finished with value: 0.8245604395604396 and parameters: {'n_estimators': 150, 'learning_rate': 0.09363899051192773, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9202938618688498, 'colsample_bytree': 0.8696998290912181, 'gamma': 1.1483589561515637, 'reg_alpha': 0.8663285156714776, 'reg_lambda': 1.4645679793639164}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:47,072] Trial 39 finished with value: 0.8316208791208791 and parameters: {'n_estimators': 61, 'learning_rate': 0.056777030487641295, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9373555369508639, 'colsample_bytree': 0.8840083335993351, 'gamma': 1.4772471672100345, 'reg_alpha': 0.5479280357899954, 'reg_lambda': 2.3866718720746687}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:47,590] Trial 40 finished with value: 0.8118131868131868 and parameters: {'n_estimators': 76, 'learning_rate': 0.07608766978969993, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9252792673098519, 'colsample_bytree': 0.8859872191886482, 'gamma': 1.6932603095862475, 'reg_alpha': 0.4572813720064425, 'reg_lambda': 2.421514408528004}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:48,078] Trial 41 finished with value: 0.8199450549450549 and parameters: {'n_estimators': 61, 'learning_rate': 0.04354186197758387, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9745953791156293, 'colsample_bytree': 0.893970608765057, 'gamma': 1.4737690919498492, 'reg_alpha': 0.5347675664571496, 'reg_lambda': 3.1046366619271186}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:48,556] Trial 42 finished with value: 0.8327289377289379 and parameters: {'n_estimators': 125, 'learning_rate': 0.05498325719878391, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9094737891246079, 'colsample_bytree': 0.8367004752663869, 'gamma': 1.2693121681878168, 'reg_alpha': 0.6381550577572028, 'reg_lambda': 1.11982788928589}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:49,128] Trial 43 finished with value: 0.824065934065934 and parameters: {'n_estimators': 128, 'learning_rate': 0.05596512662524457, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9129637282325883, 'colsample_bytree': 0.8438693638866581, 'gamma': 1.2567762452330007, 'reg_alpha': 0.6258984108902788, 'reg_lambda': 1.8616866726828625}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:49,636] Trial 44 finished with value: 0.8261630036630037 and parameters: {'n_estimators': 165, 'learning_rate': 0.049000688610259885, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9499619436705854, 'colsample_bytree': 0.9166668738144588, 'gamma': 1.0299529463801664, 'reg_alpha': 0.71296016781193, 'reg_lambda': 1.159604528795856}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:50,270] Trial 45 finished with value: 0.8295604395604396 and parameters: {'n_estimators': 139, 'learning_rate': 0.06579314136440462, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9002341114705165, 'colsample_bytree': 0.8224023978475561, 'gamma': 1.1102387547041388, 'reg_alpha': 0.5505471436702909, 'reg_lambda': 3.245452172403706}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:50,797] Trial 46 finished with value: 0.8194505494505495 and parameters: {'n_estimators': 108, 'learning_rate': 0.05659598519527968, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9550377275641785, 'colsample_bytree': 0.9462321157048033, 'gamma': 1.52287433525529, 'reg_alpha': 0.7363850220874248, 'reg_lambda': 2.585074446856833}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:51,397] Trial 47 finished with value: 0.8308974358974359 and parameters: {'n_estimators': 122, 'learning_rate': 0.08708963551276996, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8657068195726682, 'colsample_bytree': 0.8658089366622357, 'gamma': 1.2935277352872288, 'reg_alpha': 0.6426050256005584, 'reg_lambda': 4.064677501388805}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:51,826] Trial 48 finished with value: 0.7970787545787544 and parameters: {'n_estimators': 49, 'learning_rate': 0.10696789432052138, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.930914822251554, 'colsample_bytree': 0.7865710845878155, 'gamma': 0.9279762468792379, 'reg_alpha': 0.4483782740149101, 'reg_lambda': 2.0754517291895334}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:52,385] Trial 49 finished with value: 0.8218406593406593 and parameters: {'n_estimators': 34, 'learning_rate': 0.04600744465326897, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8952681757688477, 'colsample_bytree': 0.8357079838598755, 'gamma': 1.884444891837893, 'reg_alpha': 0.8060443888143158, 'reg_lambda': 1.7047152078614882}. Best is trial 22 with value: 0.8338186813186813.
[I 2025-11-03 23:40:52,386] A new study created in memory with name: no-name-9a147d88-7eaa-454f-966f-0295f5b58eef

[Top   15] mean 5x5 CV AUC = 0.8338

[I 2025-11-03 23:40:53,114] Trial 0 finished with value: 0.7664102564102564 and parameters: {'n_estimators': 189, 'learning_rate': 0.03537410174830432, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9069277362780619, 'colsample_bytree': 0.7092216798282752, 'gamma': 0.15603537408144064, 'reg_alpha': 0.16606728267768667, 'reg_lambda': 4.5513557856354865}. Best is trial 0 with value: 0.7664102564102564.
[I 2025-11-03 23:40:53,750] Trial 1 finished with value: 0.8249267399267398 and parameters: {'n_estimators': 68, 'learning_rate': 0.07066733407836483, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8552829611413586, 'colsample_bytree': 0.9637903987340593, 'gamma': 1.600429590740633, 'reg_alpha': 0.6844565555737077, 'reg_lambda': 2.6409512210234416}. Best is trial 1 with value: 0.8249267399267398.
[I 2025-11-03 23:40:54,490] Trial 2 finished with value: 0.8294780219780222 and parameters: {'n_estimators': 155, 'learning_rate': 0.10566348827423341, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9563270032848228, 'colsample_bytree': 0.8586393247004237, 'gamma': 0.6486318589640994, 'reg_alpha': 0.48806914411332103, 'reg_lambda': 1.037746226308923}. Best is trial 2 with value: 0.8294780219780222.
[I 2025-11-03 23:40:54,884] Trial 3 finished with value: 0.745054945054945 and parameters: {'n_estimators': 142, 'learning_rate': 0.07884275432040382, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7293693008097497, 'colsample_bytree': 0.7928229624179121, 'gamma': 1.986801629985424, 'reg_alpha': 0.8669966031363373, 'reg_lambda': 4.832762647891509}. Best is trial 2 with value: 0.8294780219780222.
[I 2025-11-03 23:40:55,176] Trial 4 finished with value: 0.7765934065934066 and parameters: {'n_estimators': 22, 'learning_rate': 0.1925925071952322, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7663917198648669, 'colsample_bytree': 0.9640177260973528, 'gamma': 1.3541011503963851, 'reg_alpha': 0.962963234677458, 'reg_lambda': 4.446283892559946}. Best is trial 2 with value: 0.8294780219780222.
[I 2025-11-03 23:40:55,644] Trial 5 finished with value: 0.8459615384615387 and parameters: {'n_estimators': 200, 'learning_rate': 0.09406257435470362, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9731924548918132, 'colsample_bytree': 0.8968940542895256, 'gamma': 1.6814874688286081, 'reg_alpha': 0.043238287711961365, 'reg_lambda': 0.6271335715461923}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:40:56,178] Trial 6 finished with value: 0.8362179487179486 and parameters: {'n_estimators': 164, 'learning_rate': 0.08434172621183485, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.991958625427921, 'colsample_bytree': 0.8423327404316219, 'gamma': 1.0940311786293633, 'reg_alpha': 0.8413446426998948, 'reg_lambda': 2.198788757273091}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:40:56,676] Trial 7 finished with value: 0.8330402930402931 and parameters: {'n_estimators': 75, 'learning_rate': 0.1364979721607436, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8337980652108503, 'colsample_bytree': 0.8108616726634391, 'gamma': 1.1982544839855893, 'reg_alpha': 0.38680485634683015, 'reg_lambda': 0.5871312333715072}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:40:57,216] Trial 8 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 189, 'learning_rate': 0.08053999013142164, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7227381304330511, 'colsample_bytree': 0.8819572849662036, 'gamma': 0.24810472943548412, 'reg_alpha': 0.30747861869313997, 'reg_lambda': 3.13401893425867}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:40:57,703] Trial 9 finished with value: 0.7328663003663003 and parameters: {'n_estimators': 60, 'learning_rate': 0.09648766313723697, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.7688755803984232, 'colsample_bytree': 0.8737777717110945, 'gamma': 1.0602108498258374, 'reg_alpha': 0.17799155204807438, 'reg_lambda': 4.135533721018829}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:40:58,508] Trial 10 finished with value: 0.8407692307692308 and parameters: {'n_estimators': 115, 'learning_rate': 0.020230217949044872, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9183982153296041, 'colsample_bytree': 0.6190167009875968, 'gamma': 1.9663854754562609, 'reg_alpha': 0.0384778678983217, 'reg_lambda': 1.5828864145878048}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:40:59,204] Trial 11 finished with value: 0.8447161172161173 and parameters: {'n_estimators': 113, 'learning_rate': 0.021350449491472072, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9235959254996456, 'colsample_bytree': 0.6172278475840306, 'gamma': 1.880938047246709, 'reg_alpha': 0.0027469314444645496, 'reg_lambda': 1.6343936946345379}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:40:59,820] Trial 12 finished with value: 0.8426190476190477 and parameters: {'n_estimators': 103, 'learning_rate': 0.04352796428423548, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9813798079931261, 'colsample_bytree': 0.6030487529269256, 'gamma': 1.620539526397432, 'reg_alpha': 0.03444658331479586, 'reg_lambda': 1.5121633061891468}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:41:00,305] Trial 13 finished with value: 0.8226556776556777 and parameters: {'n_estimators': 122, 'learning_rate': 0.266777423063797, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9186784298970231, 'colsample_bytree': 0.722690996131234, 'gamma': 1.60295993619813, 'reg_alpha': 0.007932494443557828, 'reg_lambda': 0.8908313664419722}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:41:00,667] Trial 14 finished with value: 0.8279670329670331 and parameters: {'n_estimators': 23, 'learning_rate': 0.04764798769112487, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8653941058137128, 'colsample_bytree': 0.6824378261479361, 'gamma': 0.7475989166206365, 'reg_alpha': 0.21472348593917587, 'reg_lambda': 1.6810726705260262}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:41:01,364] Trial 15 finished with value: 0.836492673992674 and parameters: {'n_estimators': 198, 'learning_rate': 0.027382456804344587, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9424667843424578, 'colsample_bytree': 0.7670585705890498, 'gamma': 1.794774664028902, 'reg_alpha': 0.5457768531610998, 'reg_lambda': 0.5019574102794051}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:41:01,946] Trial 16 finished with value: 0.8264285714285714 and parameters: {'n_estimators': 92, 'learning_rate': 0.05575485274043235, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8950922210676164, 'colsample_bytree': 0.9173757346688575, 'gamma': 1.4416219644038168, 'reg_alpha': 0.14563649925674832, 'reg_lambda': 2.0708223274375386}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:41:02,374] Trial 17 finished with value: 0.8308791208791209 and parameters: {'n_estimators': 134, 'learning_rate': 0.14263693709023992, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9595082746844551, 'colsample_bytree': 0.6581780329070568, 'gamma': 0.8178861797927443, 'reg_alpha': 0.3551020116674585, 'reg_lambda': 3.3599024609222985}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:41:03,028] Trial 18 finished with value: 0.8307509157509158 and parameters: {'n_estimators': 181, 'learning_rate': 0.020098854023639614, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8248742327178402, 'colsample_bytree': 0.9971142767215959, 'gamma': 0.4378810588672174, 'reg_alpha': 0.25364398802003496, 'reg_lambda': 1.088344997394251}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:41:03,622] Trial 19 finished with value: 0.8372985347985348 and parameters: {'n_estimators': 46, 'learning_rate': 0.061093020005610225, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8785208075685795, 'colsample_bytree': 0.7541771743822538, 'gamma': 1.380892646418553, 'reg_alpha': 0.09399054418263081, 'reg_lambda': 2.291687009201871}. Best is trial 5 with value: 0.8459615384615387.
[I 2025-11-03 23:41:04,192] Trial 20 finished with value: 0.8466483516483517 and parameters: {'n_estimators': 167, 'learning_rate': 0.032450872769417195, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9976420174009224, 'colsample_bytree': 0.6532758802883148, 'gamma': 1.8299485499012547, 'reg_alpha': 0.463760758112588, 'reg_lambda': 1.2713335008030258}. Best is trial 20 with value: 0.8466483516483517.
[I 2025-11-03 23:41:05,486] Trial 21 finished with value: 0.8444505494505493 and parameters: {'n_estimators': 177, 'learning_rate': 0.032717084949013694, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9934492653156373, 'colsample_bytree': 0.6381432563548156, 'gamma': 1.8166103111402787, 'reg_alpha': 0.6522365972726024, 'reg_lambda': 1.4071818852127476}. Best is trial 20 with value: 0.8466483516483517.
[I 2025-11-03 23:41:06,082] Trial 22 finished with value: 0.8358699633699633 and parameters: {'n_estimators': 165, 'learning_rate': 0.026422800136280365, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9429843302255618, 'colsample_bytree': 0.6711755619589237, 'gamma': 1.7110445555684868, 'reg_alpha': 0.4420548205089519, 'reg_lambda': 1.1162089348958675}. Best is trial 20 with value: 0.8466483516483517.
[I 2025-11-03 23:41:06,604] Trial 23 finished with value: 0.8420146520146521 and parameters: {'n_estimators': 143, 'learning_rate': 0.026146044841104336, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.968642444893563, 'colsample_bytree': 0.7041882000885898, 'gamma': 1.8591905132493507, 'reg_alpha': 0.6142718295915761, 'reg_lambda': 1.8679735490784841}. Best is trial 20 with value: 0.8466483516483517.
[I 2025-11-03 23:41:07,195] Trial 24 finished with value: 0.8361996336996337 and parameters: {'n_estimators': 200, 'learning_rate': 0.03931490430190102, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9977843690450999, 'colsample_bytree': 0.6376673110346476, 'gamma': 1.4749097652688745, 'reg_alpha': 0.7531870642160097, 'reg_lambda': 0.7393290555584048}. Best is trial 20 with value: 0.8466483516483517.
[I 2025-11-03 23:41:07,701] Trial 25 finished with value: 0.8478113553113552 and parameters: {'n_estimators': 91, 'learning_rate': 0.12446122084964283, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9383383930377702, 'colsample_bytree': 0.9202744409472664, 'gamma': 1.228105281486487, 'reg_alpha': 0.0962909343224462, 'reg_lambda': 2.5291986444786363}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:08,254] Trial 26 finished with value: 0.8278021978021978 and parameters: {'n_estimators': 91, 'learning_rate': 0.13873840609983923, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.943463535827406, 'colsample_bytree': 0.907379923626516, 'gamma': 1.2827211247682833, 'reg_alpha': 0.2937992128037187, 'reg_lambda': 2.612096469131712}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:08,718] Trial 27 finished with value: 0.8344505494505496 and parameters: {'n_estimators': 171, 'learning_rate': 0.11071680691016944, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9734774439133468, 'colsample_bytree': 0.9422137086419319, 'gamma': 0.9624057003868622, 'reg_alpha': 0.0996469435040315, 'reg_lambda': 3.4542360739083846}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:09,167] Trial 28 finished with value: 0.8329304029304029 and parameters: {'n_estimators': 150, 'learning_rate': 0.16838173510492907, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8918325186844647, 'colsample_bytree': 0.8172189186736347, 'gamma': 1.5611745995065431, 'reg_alpha': 0.11330396937441232, 'reg_lambda': 3.726044015922666}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:09,549] Trial 29 finished with value: 0.837445054945055 and parameters: {'n_estimators': 183, 'learning_rate': 0.26092178319068376, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9678742901845192, 'colsample_bytree': 0.9157947484363085, 'gamma': 1.2219424114900697, 'reg_alpha': 0.5558539670399409, 'reg_lambda': 1.3172333073534015}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:10,035] Trial 30 finished with value: 0.8319505494505494 and parameters: {'n_estimators': 125, 'learning_rate': 0.06034128786546413, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9332508180399056, 'colsample_bytree': 0.9999154764831558, 'gamma': 1.7557441270893777, 'reg_alpha': 0.2103913374748816, 'reg_lambda': 2.4676521732988546}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:10,538] Trial 31 finished with value: 0.8444230769230769 and parameters: {'n_estimators': 92, 'learning_rate': 0.033280238054242905, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9161398716162649, 'colsample_bytree': 0.7204949586281891, 'gamma': 1.891217437954784, 'reg_alpha': 0.06156390792604295, 'reg_lambda': 1.9402230360609272}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:11,111] Trial 32 finished with value: 0.8366849816849817 and parameters: {'n_estimators': 103, 'learning_rate': 0.02324537122040303, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9278697466278758, 'colsample_bytree': 0.9472650963907059, 'gamma': 1.6815127609853109, 'reg_alpha': 0.15838121264886873, 'reg_lambda': 2.9107743883233255}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:12,210] Trial 33 finished with value: 0.8403479853479854 and parameters: {'n_estimators': 80, 'learning_rate': 0.10135029901705547, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9550101062229447, 'colsample_bytree': 0.8397442845161931, 'gamma': 1.4923967415113977, 'reg_alpha': 0.01495772093970107, 'reg_lambda': 1.313917437522478}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:12,657] Trial 34 finished with value: 0.8335347985347985 and parameters: {'n_estimators': 156, 'learning_rate': 0.12025147720226195, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9040974362329858, 'colsample_bytree': 0.8959345353457793, 'gamma': 1.8733043226302195, 'reg_alpha': 0.4423104722336707, 'reg_lambda': 0.7870527897601688}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:13,153] Trial 35 finished with value: 0.8340567765567765 and parameters: {'n_estimators': 62, 'learning_rate': 0.07205951414853712, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9807511723295149, 'colsample_bytree': 0.6053585096973976, 'gamma': 1.9626920713391542, 'reg_alpha': 0.08283078582828936, 'reg_lambda': 1.7573076598185544}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:13,599] Trial 36 finished with value: 0.8289560439560439 and parameters: {'n_estimators': 40, 'learning_rate': 0.09285269200041188, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.949888726703061, 'colsample_bytree': 0.7794432703179127, 'gamma': 0.015793241240138034, 'reg_alpha': 0.7366782076761351, 'reg_lambda': 1.0678465317812087}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:13,992] Trial 37 finished with value: 0.8356043956043956 and parameters: {'n_estimators': 191, 'learning_rate': 0.21388359006585755, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9993029864351411, 'colsample_bytree': 0.9724557188922781, 'gamma': 1.6625393168548903, 'reg_alpha': 0.9744091668274667, 'reg_lambda': 2.8411388702665143}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:14,482] Trial 38 finished with value: 0.8235897435897435 and parameters: {'n_estimators': 132, 'learning_rate': 0.1803775661613523, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8128167894748636, 'colsample_bytree': 0.8472035933536977, 'gamma': 0.9580685315106043, 'reg_alpha': 0.2567498031021797, 'reg_lambda': 2.1738900316397025}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:14,970] Trial 39 finished with value: 0.8186721611721611 and parameters: {'n_estimators': 79, 'learning_rate': 0.15706478826676443, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8605533624537041, 'colsample_bytree': 0.748234484787511, 'gamma': 1.541235326675495, 'reg_alpha': 0.8815147390308248, 'reg_lambda': 2.3710848566719407}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:15,411] Trial 40 finished with value: 0.8404395604395605 and parameters: {'n_estimators': 156, 'learning_rate': 0.11932956024146947, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9849941975554408, 'colsample_bytree': 0.8673981405091145, 'gamma': 1.9939745930764377, 'reg_alpha': 0.35812572552045036, 'reg_lambda': 0.8865082820730477}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:15,956] Trial 41 finished with value: 0.8338919413919414 and parameters: {'n_estimators': 176, 'learning_rate': 0.03481282072644159, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9633813849691513, 'colsample_bytree': 0.6331018678911077, 'gamma': 1.7808719053550657, 'reg_alpha': 0.6783727704775491, 'reg_lambda': 1.4316514514075374}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:16,494] Trial 42 finished with value: 0.8451739926739927 and parameters: {'n_estimators': 168, 'learning_rate': 0.032232891972674545, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9851021559931368, 'colsample_bytree': 0.6512996106778837, 'gamma': 1.8226212876482035, 'reg_alpha': 0.5965525037166036, 'reg_lambda': 1.254892238517507}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:17,036] Trial 43 finished with value: 0.8461813186813187 and parameters: {'n_estimators': 112, 'learning_rate': 0.031180734764087906, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9820628100330876, 'colsample_bytree': 0.6567965102349523, 'gamma': 1.7076314142650635, 'reg_alpha': 0.5045626095757865, 'reg_lambda': 1.2251410230698239}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:17,589] Trial 44 finished with value: 0.8448992673992675 and parameters: {'n_estimators': 164, 'learning_rate': 0.04766527143647108, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9845506513947577, 'colsample_bytree': 0.6958789875349484, 'gamma': 1.3487706978880492, 'reg_alpha': 0.5438897272120453, 'reg_lambda': 0.522777130812511}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:18,694] Trial 45 finished with value: 0.844386446886447 and parameters: {'n_estimators': 191, 'learning_rate': 0.0384450483819329, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9754593101713299, 'colsample_bytree': 0.6531734485199507, 'gamma': 1.1543863052594077, 'reg_alpha': 0.4838135322779228, 'reg_lambda': 1.2597201850416377}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:19,222] Trial 46 finished with value: 0.7725457875457874 and parameters: {'n_estimators': 145, 'learning_rate': 0.028217752688614137, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.781903033484737, 'colsample_bytree': 0.6811787095183021, 'gamma': 1.690232982755249, 'reg_alpha': 0.5888091731022801, 'reg_lambda': 0.813757556678301}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:19,719] Trial 47 finished with value: 0.8416025641025641 and parameters: {'n_estimators': 105, 'learning_rate': 0.08872020128274222, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9582630424343833, 'colsample_bytree': 0.7308842841156753, 'gamma': 1.3916822348240543, 'reg_alpha': 0.4306305129891826, 'reg_lambda': 4.153525367314014}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:20,273] Trial 48 finished with value: 0.8366666666666666 and parameters: {'n_estimators': 70, 'learning_rate': 0.02923569310575454, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9994277996891868, 'colsample_bytree': 0.9339706343279475, 'gamma': 1.607057328421439, 'reg_alpha': 0.500226995055145, 'reg_lambda': 4.70074397866827}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:20,784] Trial 49 finished with value: 0.8349542124542124 and parameters: {'n_estimators': 134, 'learning_rate': 0.022682878786683836, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7115623096919176, 'colsample_bytree': 0.6571460390566818, 'gamma': 0.5689681032204128, 'reg_alpha': 0.7408032200035963, 'reg_lambda': 0.6785444211791203}. Best is trial 25 with value: 0.8478113553113552.
[I 2025-11-03 23:41:20,785] A new study created in memory with name: no-name-d4bccfc3-aaf0-4007-b1fa-581b67e79aed

[Top   20] mean 5x5 CV AUC = 0.8478

[I 2025-11-03 23:41:21,442] Trial 0 finished with value: 0.8138461538461539 and parameters: {'n_estimators': 75, 'learning_rate': 0.15389358047738957, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7099768591713607, 'colsample_bytree': 0.9596871110027446, 'gamma': 0.37238320767950506, 'reg_alpha': 0.5927901103587676, 'reg_lambda': 3.2462835056773534}. Best is trial 0 with value: 0.8138461538461539.
[I 2025-11-03 23:41:21,862] Trial 1 finished with value: 0.763003663003663 and parameters: {'n_estimators': 123, 'learning_rate': 0.08188369915110283, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9342231486641515, 'colsample_bytree': 0.6560272217484036, 'gamma': 0.8947764651616934, 'reg_alpha': 0.5221829497232092, 'reg_lambda': 4.497083110990436}. Best is trial 0 with value: 0.8138461538461539.
[I 2025-11-03 23:41:22,354] Trial 2 finished with value: 0.8270054945054944 and parameters: {'n_estimators': 131, 'learning_rate': 0.14679290059692404, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8599358817281479, 'colsample_bytree': 0.638585706351945, 'gamma': 0.3194408206917312, 'reg_alpha': 0.1646674164559364, 'reg_lambda': 1.9536251678496284}. Best is trial 2 with value: 0.8270054945054944.
[I 2025-11-03 23:41:22,850] Trial 3 finished with value: 0.8247893772893772 and parameters: {'n_estimators': 145, 'learning_rate': 0.06397902773011521, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7856442402325355, 'colsample_bytree': 0.7106591654771898, 'gamma': 1.2864569195608435, 'reg_alpha': 0.14090003986175237, 'reg_lambda': 1.007805517657842}. Best is trial 2 with value: 0.8270054945054944.
[I 2025-11-03 23:41:23,286] Trial 4 finished with value: 0.8282875457875458 and parameters: {'n_estimators': 58, 'learning_rate': 0.11079657647378288, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.91677144272801, 'colsample_bytree': 0.8804736884400047, 'gamma': 1.6885359108841564, 'reg_alpha': 0.20925658395025948, 'reg_lambda': 1.7066280460125545}. Best is trial 4 with value: 0.8282875457875458.
[I 2025-11-03 23:41:23,968] Trial 5 finished with value: 0.7495512820512821 and parameters: {'n_estimators': 119, 'learning_rate': 0.08785502760813182, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8529699403644829, 'colsample_bytree': 0.8530386553784886, 'gamma': 1.4989660840047745, 'reg_alpha': 0.8943712014434496, 'reg_lambda': 4.24729092555284}. Best is trial 4 with value: 0.8282875457875458.
[I 2025-11-03 23:41:24,405] Trial 6 finished with value: 0.8135989010989012 and parameters: {'n_estimators': 27, 'learning_rate': 0.08695815545661613, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8975954052612398, 'colsample_bytree': 0.6374161859643974, 'gamma': 1.6584421846975463, 'reg_alpha': 0.7342825436835742, 'reg_lambda': 4.760947387213924}. Best is trial 4 with value: 0.8282875457875458.
[I 2025-11-03 23:41:24,977] Trial 7 finished with value: 0.75010989010989 and parameters: {'n_estimators': 130, 'learning_rate': 0.16284339766347433, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7658670562908506, 'colsample_bytree': 0.9980171436563217, 'gamma': 1.0720961582770838, 'reg_alpha': 0.7076349573420374, 'reg_lambda': 0.7186883487730122}. Best is trial 4 with value: 0.8282875457875458.
[I 2025-11-03 23:41:25,479] Trial 8 finished with value: 0.8353937728937728 and parameters: {'n_estimators': 39, 'learning_rate': 0.09564791283008926, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8887123747605186, 'colsample_bytree': 0.7455440322560041, 'gamma': 0.14013771812676024, 'reg_alpha': 0.408297540014674, 'reg_lambda': 3.7928750988325937}. Best is trial 8 with value: 0.8353937728937728.
[I 2025-11-03 23:41:26,078] Trial 9 finished with value: 0.8377838827838828 and parameters: {'n_estimators': 119, 'learning_rate': 0.09826455813790237, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7710224579017787, 'colsample_bytree': 0.7757267313693913, 'gamma': 1.163054898745283, 'reg_alpha': 0.11616989469126604, 'reg_lambda': 4.144181999373227}. Best is trial 9 with value: 0.8377838827838828.
[I 2025-11-03 23:41:26,701] Trial 10 finished with value: 0.8450915750915751 and parameters: {'n_estimators': 190, 'learning_rate': 0.026320270117459795, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9801874833129706, 'colsample_bytree': 0.7940073131663239, 'gamma': 0.7608285344307721, 'reg_alpha': 0.0012356942225068557, 'reg_lambda': 2.8883921224392926}. Best is trial 10 with value: 0.8450915750915751.
[I 2025-11-03 23:41:28,016] Trial 11 finished with value: 0.8471428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.027674967566000415, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9888330019680984, 'colsample_bytree': 0.791825536857414, 'gamma': 0.7124899760237615, 'reg_alpha': 0.019657513598451557, 'reg_lambda': 2.764411121475829}. Best is trial 11 with value: 0.8471428571428571.
[I 2025-11-03 23:41:28,783] Trial 12 finished with value: 0.8318315018315018 and parameters: {'n_estimators': 200, 'learning_rate': 0.02292313790092754, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9955486668951561, 'colsample_bytree': 0.8395771434242019, 'gamma': 0.7133150157227011, 'reg_alpha': 0.010721341966784275, 'reg_lambda': 2.773745702528348}. Best is trial 11 with value: 0.8471428571428571.
[I 2025-11-03 23:41:29,498] Trial 13 finished with value: 0.8440567765567765 and parameters: {'n_estimators': 196, 'learning_rate': 0.020226620652445217, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.997339000899156, 'colsample_bytree': 0.8078253093940395, 'gamma': 0.6480802048947437, 'reg_alpha': 0.3033256611635793, 'reg_lambda': 2.3616795247475615}. Best is trial 11 with value: 0.8471428571428571.
[I 2025-11-03 23:41:30,149] Trial 14 finished with value: 0.8147985347985349 and parameters: {'n_estimators': 173, 'learning_rate': 0.03788771757793417, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.962766919107289, 'colsample_bytree': 0.907923550407377, 'gamma': 0.6181492942444112, 'reg_alpha': 3.115550816243872e-05, 'reg_lambda': 3.280048437595432}. Best is trial 11 with value: 0.8471428571428571.
[I 2025-11-03 23:41:30,569] Trial 15 finished with value: 0.8397435897435898 and parameters: {'n_estimators': 170, 'learning_rate': 0.29359144558368155, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9610830220717064, 'colsample_bytree': 0.7205759966400921, 'gamma': 0.88129748173162, 'reg_alpha': 0.34906889634410737, 'reg_lambda': 2.775202969249221}. Best is trial 11 with value: 0.8471428571428571.
[I 2025-11-03 23:41:31,140] Trial 16 finished with value: 0.8436630036630035 and parameters: {'n_estimators': 167, 'learning_rate': 0.03413470531867531, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9523528925282153, 'colsample_bytree': 0.7972781993289245, 'gamma': 0.013934200083445147, 'reg_alpha': 0.22887474695726928, 'reg_lambda': 3.4466331253296785}. Best is trial 11 with value: 0.8471428571428571.
[I 2025-11-03 23:41:31,601] Trial 17 finished with value: 0.822069597069597 and parameters: {'n_estimators': 158, 'learning_rate': 0.04990628894314353, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8198197743539307, 'colsample_bytree': 0.688064374456744, 'gamma': 0.4395904233806394, 'reg_alpha': 0.06548077224283103, 'reg_lambda': 1.3942991467588222}. Best is trial 11 with value: 0.8471428571428571.
[I 2025-11-03 23:41:32,274] Trial 18 finished with value: 0.8444871794871796 and parameters: {'n_estimators': 82, 'learning_rate': 0.02799306635830849, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9986990804106691, 'colsample_bytree': 0.7707523239370356, 'gamma': 1.260938486820435, 'reg_alpha': 0.9669182611021486, 'reg_lambda': 2.3258322675416885}. Best is trial 11 with value: 0.8471428571428571.
[I 2025-11-03 23:41:32,915] Trial 19 finished with value: 0.8140567765567766 and parameters: {'n_estimators': 184, 'learning_rate': 0.04743384141961797, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8864933019526724, 'colsample_bytree': 0.9138469347578267, 'gamma': 1.958455289452346, 'reg_alpha': 0.27429924738193057, 'reg_lambda': 2.390581089374916}. Best is trial 11 with value: 0.8471428571428571.
[I 2025-11-03 23:41:33,602] Trial 20 finished with value: 0.8344230769230769 and parameters: {'n_estimators': 102, 'learning_rate': 0.029049808799846075, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9372035579466466, 'colsample_bytree': 0.8260016709995847, 'gamma': 0.844215946839138, 'reg_alpha': 0.39190377465492393, 'reg_lambda': 3.6611897609912605}. Best is trial 11 with value: 0.8471428571428571.
[I 2025-11-03 23:41:34,233] Trial 21 finished with value: 0.8484065934065934 and parameters: {'n_estimators': 94, 'learning_rate': 0.02690511794288148, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9764449026832178, 'colsample_bytree': 0.7604317360964212, 'gamma': 1.3175508873404465, 'reg_alpha': 0.8983676468136618, 'reg_lambda': 2.3171248091219385}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:34,829] Trial 22 finished with value: 0.8445238095238095 and parameters: {'n_estimators': 95, 'learning_rate': 0.041173114774143225, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9707702453798973, 'colsample_bytree': 0.756803639430732, 'gamma': 1.4509176574646194, 'reg_alpha': 0.7299000186960825, 'reg_lambda': 2.972418839288415}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:35,580] Trial 23 finished with value: 0.8365201465201466 and parameters: {'n_estimators': 147, 'learning_rate': 0.026182096147633283, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9768289947448652, 'colsample_bytree': 0.7332742185190646, 'gamma': 0.985462176977554, 'reg_alpha': 0.8651036955646092, 'reg_lambda': 1.9889821097161342}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:36,154] Trial 24 finished with value: 0.8343589743589744 and parameters: {'n_estimators': 185, 'learning_rate': 0.06074878275800363, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9250237440501266, 'colsample_bytree': 0.793737224890632, 'gamma': 0.5610753143185153, 'reg_alpha': 0.6214520815527868, 'reg_lambda': 2.5213611699058487}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:36,719] Trial 25 finished with value: 0.8432051282051282 and parameters: {'n_estimators': 64, 'learning_rate': 0.033164900239518534, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9788387279886205, 'colsample_bytree': 0.6794190831930642, 'gamma': 0.7484458586195398, 'reg_alpha': 0.4805125214375621, 'reg_lambda': 3.0886001937289267}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:37,324] Trial 26 finished with value: 0.8324908424908425 and parameters: {'n_estimators': 93, 'learning_rate': 0.020445231777333133, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9085747550794377, 'colsample_bytree': 0.6077331209744004, 'gamma': 1.0343500071602545, 'reg_alpha': 0.07494592823770124, 'reg_lambda': 1.4756288708302807}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:38,113] Trial 27 finished with value: 0.8296886446886447 and parameters: {'n_estimators': 150, 'learning_rate': 0.025801892089888954, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9434387360453133, 'colsample_bytree': 0.854039195364313, 'gamma': 1.3696854277024193, 'reg_alpha': 0.8064506653612038, 'reg_lambda': 2.0086304740546}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:38,625] Trial 28 finished with value: 0.7999908424908425 and parameters: {'n_estimators': 185, 'learning_rate': 0.043269498159032777, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8197941333048304, 'colsample_bytree': 0.8851389465841552, 'gamma': 0.5090704865823675, 'reg_alpha': 0.9609696233998075, 'reg_lambda': 2.779688384570358}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:39,588] Trial 29 finished with value: 0.8207783882783882 and parameters: {'n_estimators': 108, 'learning_rate': 0.05732089846875886, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9778790906146251, 'colsample_bytree': 0.8101832015502796, 'gamma': 0.3873981146595637, 'reg_alpha': 0.6179120278629304, 'reg_lambda': 3.59694721546163}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:40,177] Trial 30 finished with value: 0.8237728937728938 and parameters: {'n_estimators': 75, 'learning_rate': 0.03258154908736458, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7098374597992203, 'colsample_bytree': 0.7737551589039506, 'gamma': 0.23674888097679558, 'reg_alpha': 0.506856407124056, 'reg_lambda': 3.185306587355841}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:40,732] Trial 31 finished with value: 0.8422435897435898 and parameters: {'n_estimators': 95, 'learning_rate': 0.03921827997664911, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9680105056957784, 'colsample_bytree': 0.7547041230986868, 'gamma': 1.5948606551083957, 'reg_alpha': 0.7419816388980591, 'reg_lambda': 2.9734358337927236}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:41,324] Trial 32 finished with value: 0.8390567765567767 and parameters: {'n_estimators': 87, 'learning_rate': 0.02545851325006728, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9460946835963633, 'colsample_bytree': 0.7082877573211577, 'gamma': 1.8528001219834098, 'reg_alpha': 0.8178996834103769, 'reg_lambda': 2.541314867526717}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:41,823] Trial 33 finished with value: 0.8451923076923076 and parameters: {'n_estimators': 59, 'learning_rate': 0.030386508862508623, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9870082024346889, 'colsample_bytree': 0.7509794327443348, 'gamma': 1.4462525469125005, 'reg_alpha': 0.8878894941956894, 'reg_lambda': 2.1634393413555144}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:42,387] Trial 34 finished with value: 0.8393040293040293 and parameters: {'n_estimators': 48, 'learning_rate': 0.031775689529765526, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.984945328681685, 'colsample_bytree': 0.6861627766019492, 'gamma': 1.1815832185589874, 'reg_alpha': 0.9979634948408681, 'reg_lambda': 2.04513770495195}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:42,917] Trial 35 finished with value: 0.8347344322344321 and parameters: {'n_estimators': 68, 'learning_rate': 0.022726544024650863, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9285954000254237, 'colsample_bytree': 0.8224108684295864, 'gamma': 0.8000144017498867, 'reg_alpha': 0.9224746346367818, 'reg_lambda': 1.665483947877044}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:43,423] Trial 36 finished with value: 0.8376007326007325 and parameters: {'n_estimators': 50, 'learning_rate': 0.06839858142582857, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7429334372428837, 'colsample_bytree': 0.730000768047982, 'gamma': 1.3668640839742057, 'reg_alpha': 0.1752382248965192, 'reg_lambda': 2.249497321203673}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:43,730] Trial 37 finished with value: 0.8405860805860805 and parameters: {'n_estimators': 20, 'learning_rate': 0.036081494940554834, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.958340437582668, 'colsample_bytree': 0.7814528524138492, 'gamma': 0.9307592038518215, 'reg_alpha': 0.8170374620280646, 'reg_lambda': 1.2556728147585416}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:44,288] Trial 38 finished with value: 0.8228479853479854 and parameters: {'n_estimators': 193, 'learning_rate': 0.023235192984120884, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9061855777979846, 'colsample_bytree': 0.8602505556900841, 'gamma': 1.767692671664606, 'reg_alpha': 0.08915042832010767, 'reg_lambda': 2.58906168236069}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:44,820] Trial 39 finished with value: 0.8249633699633699 and parameters: {'n_estimators': 133, 'learning_rate': 0.047625082601586446, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8710359475953517, 'colsample_bytree': 0.711356478227949, 'gamma': 1.540002709094957, 'reg_alpha': 0.6718967146925322, 'reg_lambda': 1.6771781313073058}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:45,286] Trial 40 finished with value: 0.8153296703296702 and parameters: {'n_estimators': 37, 'learning_rate': 0.16729171044348376, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8284286373888415, 'colsample_bytree': 0.6641370881328262, 'gamma': 1.149406632335471, 'reg_alpha': 0.5819554218161642, 'reg_lambda': 1.0944716724692072}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:45,872] Trial 41 finished with value: 0.8465109890109891 and parameters: {'n_estimators': 113, 'learning_rate': 0.0421398030419644, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.979620212165723, 'colsample_bytree': 0.7526487220443945, 'gamma': 1.4664729831721284, 'reg_alpha': 0.7873817323377678, 'reg_lambda': 2.8847431204561484}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:46,472] Trial 42 finished with value: 0.8448443223443225 and parameters: {'n_estimators': 114, 'learning_rate': 0.02991245551714606, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9894890602439791, 'colsample_bytree': 0.7412186619226917, 'gamma': 1.4449669839134653, 'reg_alpha': 0.8821025829265589, 'reg_lambda': 2.174032333568554}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:46,939] Trial 43 finished with value: 0.8483058608058609 and parameters: {'n_estimators': 125, 'learning_rate': 0.02814017661906156, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9500970505813876, 'colsample_bytree': 0.7615686154766231, 'gamma': 1.316952359722015, 'reg_alpha': 0.7710708629663605, 'reg_lambda': 3.3178444199572494}. Best is trial 21 with value: 0.8484065934065934.
[I 2025-11-03 23:41:47,516] Trial 44 finished with value: 0.8488003663003663 and parameters: {'n_estimators': 129, 'learning_rate': 0.05315434627318694, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9545104591389317, 'colsample_bytree': 0.7671992512349134, 'gamma': 1.272561285160913, 'reg_alpha': 0.7768927762150477, 'reg_lambda': 3.914670538100312}. Best is trial 44 with value: 0.8488003663003663.
[I 2025-11-03 23:41:48,109] Trial 45 finished with value: 0.844835164835165 and parameters: {'n_estimators': 135, 'learning_rate': 0.07151240549091908, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9221997025464392, 'colsample_bytree': 0.761533042991448, 'gamma': 1.2951960681550514, 'reg_alpha': 0.7816977239262544, 'reg_lambda': 4.058964630249567}. Best is trial 44 with value: 0.8488003663003663.
[I 2025-11-03 23:41:48,568] Trial 46 finished with value: 0.8484249084249085 and parameters: {'n_estimators': 124, 'learning_rate': 0.05551888268644342, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9533735597802899, 'colsample_bytree': 0.827611761213106, 'gamma': 1.2536308088158625, 'reg_alpha': 0.6668704405943894, 'reg_lambda': 4.317349507025995}. Best is trial 44 with value: 0.8488003663003663.
[I 2025-11-03 23:41:49,099] Trial 47 finished with value: 0.8359798534798535 and parameters: {'n_estimators': 120, 'learning_rate': 0.05598754557694757, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9340794393687023, 'colsample_bytree': 0.8232650368933369, 'gamma': 1.0911760673528432, 'reg_alpha': 0.6558549576642853, 'reg_lambda': 4.999391018761596}. Best is trial 44 with value: 0.8488003663003663.
[I 2025-11-03 23:41:49,553] Trial 48 finished with value: 0.8493956043956042 and parameters: {'n_estimators': 127, 'learning_rate': 0.07849948086497875, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.948565902656618, 'colsample_bytree': 0.8368186054057432, 'gamma': 1.2927881129508696, 'reg_alpha': 0.5767640675603644, 'reg_lambda': 4.355260075203839}. Best is trial 48 with value: 0.8493956043956042.
[I 2025-11-03 23:41:50,517] Trial 49 finished with value: 0.8221245421245422 and parameters: {'n_estimators': 127, 'learning_rate': 0.12736876722368032, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9531358851536892, 'colsample_bytree': 0.8707698939248273, 'gamma': 1.2735468065844895, 'reg_alpha': 0.5615090975486872, 'reg_lambda': 4.456508783074389}. Best is trial 48 with value: 0.8493956043956042.
[I 2025-11-03 23:41:50,519] A new study created in memory with name: no-name-c1a29f1c-fde0-4515-bca2-dd5a16ff70e2

[Top   25] mean 5x5 CV AUC = 0.8494

[I 2025-11-03 23:41:51,577] Trial 0 finished with value: 0.8258150183150182 and parameters: {'n_estimators': 120, 'learning_rate': 0.021810370628980936, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8740308459374022, 'colsample_bytree': 0.6201743963116607, 'gamma': 1.9419247473794614, 'reg_alpha': 0.8515310263752335, 'reg_lambda': 2.288484155771539}. Best is trial 0 with value: 0.8258150183150182.
[I 2025-11-03 23:41:52,010] Trial 1 finished with value: 0.8179212454212454 and parameters: {'n_estimators': 185, 'learning_rate': 0.24985127440293856, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7684737184875425, 'colsample_bytree': 0.6656875583918184, 'gamma': 0.9473945330407767, 'reg_alpha': 0.11002450765358629, 'reg_lambda': 2.969086621886807}. Best is trial 0 with value: 0.8258150183150182.
[I 2025-11-03 23:41:52,494] Trial 2 finished with value: 0.7591941391941393 and parameters: {'n_estimators': 70, 'learning_rate': 0.022735567776191776, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.912874063332157, 'colsample_bytree': 0.869048109757619, 'gamma': 0.9190085848441727, 'reg_alpha': 0.1484077109909684, 'reg_lambda': 0.9876867115696075}. Best is trial 0 with value: 0.8258150183150182.
[I 2025-11-03 23:41:53,150] Trial 3 finished with value: 0.8287454212454212 and parameters: {'n_estimators': 134, 'learning_rate': 0.038351261133471024, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9556158449004017, 'colsample_bytree': 0.861869454990204, 'gamma': 0.6286070787518816, 'reg_alpha': 0.3272530292417324, 'reg_lambda': 2.8613984524366685}. Best is trial 3 with value: 0.8287454212454212.
[I 2025-11-03 23:41:53,651] Trial 4 finished with value: 0.8326556776556778 and parameters: {'n_estimators': 140, 'learning_rate': 0.11524926386782283, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8855648920764586, 'colsample_bytree': 0.7948772802241767, 'gamma': 0.9177608046027352, 'reg_alpha': 0.20697116993696862, 'reg_lambda': 3.522836004726948}. Best is trial 4 with value: 0.8326556776556778.
[I 2025-11-03 23:41:55,060] Trial 5 finished with value: 0.8244047619047619 and parameters: {'n_estimators': 33, 'learning_rate': 0.1825511187622821, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8874671621084756, 'colsample_bytree': 0.9052272198193605, 'gamma': 0.8552599422978029, 'reg_alpha': 0.5891330274095369, 'reg_lambda': 1.9212328820033286}. Best is trial 4 with value: 0.8326556776556778.
[I 2025-11-03 23:41:55,961] Trial 6 finished with value: 0.8228571428571427 and parameters: {'n_estimators': 187, 'learning_rate': 0.029288544591608533, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8700230825720721, 'colsample_bytree': 0.6490110958469177, 'gamma': 1.4656012612034746, 'reg_alpha': 0.25409106472732157, 'reg_lambda': 3.1026569235807124}. Best is trial 4 with value: 0.8326556776556778.
[I 2025-11-03 23:41:56,611] Trial 7 finished with value: 0.7893131868131867 and parameters: {'n_estimators': 86, 'learning_rate': 0.052132033869234824, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7779239116124622, 'colsample_bytree': 0.7649725163098497, 'gamma': 0.48721137487333244, 'reg_alpha': 0.02065724260775026, 'reg_lambda': 2.283846266717851}. Best is trial 4 with value: 0.8326556776556778.
[I 2025-11-03 23:41:58,171] Trial 8 finished with value: 0.8239652014652015 and parameters: {'n_estimators': 153, 'learning_rate': 0.06416887440122289, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8213312783127212, 'colsample_bytree': 0.8612042622225515, 'gamma': 1.3523337762231635, 'reg_alpha': 0.2819139483016657, 'reg_lambda': 3.427297771932139}. Best is trial 4 with value: 0.8326556776556778.
[I 2025-11-03 23:41:59,257] Trial 9 finished with value: 0.7593498168498168 and parameters: {'n_estimators': 115, 'learning_rate': 0.14049905626225978, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7991149590372206, 'colsample_bytree': 0.8108144253635233, 'gamma': 1.2769293818514789, 'reg_alpha': 0.26678603436487525, 'reg_lambda': 3.334274181569485}. Best is trial 4 with value: 0.8326556776556778.
[I 2025-11-03 23:42:07,500] Trial 10 finished with value: 0.8089010989010988 and parameters: {'n_estimators': 160, 'learning_rate': 0.09955816628798267, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7274707482069644, 'colsample_bytree': 0.9964756103084054, 'gamma': 0.005274322472194393, 'reg_alpha': 0.5234062815698242, 'reg_lambda': 4.7563678197198715}. Best is trial 4 with value: 0.8326556776556778.
[I 2025-11-03 23:42:18,140] Trial 11 finished with value: 0.824981684981685 and parameters: {'n_estimators': 142, 'learning_rate': 0.04415442889923436, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9919037809464284, 'colsample_bytree': 0.7400025471260754, 'gamma': 0.44744247685742167, 'reg_alpha': 0.43783307328456633, 'reg_lambda': 4.2620630694040695}. Best is trial 4 with value: 0.8326556776556778.
[I 2025-11-03 23:42:18,767] Trial 12 finished with value: 0.8321153846153847 and parameters: {'n_estimators': 94, 'learning_rate': 0.08747920680610244, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9467160024840594, 'colsample_bytree': 0.9278590017753947, 'gamma': 0.5166080761418982, 'reg_alpha': 0.41347459890562155, 'reg_lambda': 4.043938613349493}. Best is trial 4 with value: 0.8326556776556778.
[I 2025-11-03 23:42:19,305] Trial 13 finished with value: 0.8341025641025642 and parameters: {'n_estimators': 85, 'learning_rate': 0.09529909902609517, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9367743095079455, 'colsample_bytree': 0.9841244201205385, 'gamma': 0.1334978768184737, 'reg_alpha': 0.7096901326297409, 'reg_lambda': 3.9744572326032612}. Best is trial 13 with value: 0.8341025641025642.
[I 2025-11-03 23:42:19,756] Trial 14 finished with value: 0.8493223443223442 and parameters: {'n_estimators': 52, 'learning_rate': 0.13585046016587116, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9198150159030408, 'colsample_bytree': 0.7092762141049489, 'gamma': 0.08369076130583339, 'reg_alpha': 0.7206316351983699, 'reg_lambda': 3.956219304337848}. Best is trial 14 with value: 0.8493223443223442.
[I 2025-11-03 23:42:20,185] Trial 15 finished with value: 0.8520604395604395 and parameters: {'n_estimators': 45, 'learning_rate': 0.28986756369476685, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9358344098109587, 'colsample_bytree': 0.7119000672650826, 'gamma': 0.014959123951152634, 'reg_alpha': 0.7313700769834343, 'reg_lambda': 4.913259129934078}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:20,511] Trial 16 finished with value: 0.8501831501831503 and parameters: {'n_estimators': 20, 'learning_rate': 0.277562464676303, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9948195105648303, 'colsample_bytree': 0.7105144369571822, 'gamma': 0.2404452646173686, 'reg_alpha': 0.9289961504495422, 'reg_lambda': 4.891626092180116}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:20,847] Trial 17 finished with value: 0.8414652014652017 and parameters: {'n_estimators': 24, 'learning_rate': 0.2824110332270196, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9868344230112731, 'colsample_bytree': 0.6961168275213756, 'gamma': 0.3278744853857495, 'reg_alpha': 0.9534225518742677, 'reg_lambda': 4.95952934386765}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:22,392] Trial 18 finished with value: 0.8474450549450551 and parameters: {'n_estimators': 49, 'learning_rate': 0.20032486730141408, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9694675010076855, 'colsample_bytree': 0.6041324772384487, 'gamma': 0.29183179622490446, 'reg_alpha': 0.9672386214305903, 'reg_lambda': 4.594581180089809}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:22,802] Trial 19 finished with value: 0.8229761904761905 and parameters: {'n_estimators': 46, 'learning_rate': 0.1976204732913109, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9973461137845122, 'colsample_bytree': 0.7273053102706707, 'gamma': 0.7274266980852664, 'reg_alpha': 0.8120997653606116, 'reg_lambda': 0.5475547197408352}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:23,159] Trial 20 finished with value: 0.8189285714285713 and parameters: {'n_estimators': 20, 'learning_rate': 0.2785645489806568, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8490812218375114, 'colsample_bytree': 0.6624640545023597, 'gamma': 0.22836491563308847, 'reg_alpha': 0.6428701700618493, 'reg_lambda': 4.432589274991973}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:23,670] Trial 21 finished with value: 0.8466391941391942 and parameters: {'n_estimators': 61, 'learning_rate': 0.14677996052037137, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9250142166214841, 'colsample_bytree': 0.7214246290659364, 'gamma': 0.008826964900208713, 'reg_alpha': 0.7665684653512986, 'reg_lambda': 4.992928377988476}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:24,157] Trial 22 finished with value: 0.8363369963369963 and parameters: {'n_estimators': 42, 'learning_rate': 0.21661140605755808, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9125501548761739, 'colsample_bytree': 0.6899008568977902, 'gamma': 0.1503432074421468, 'reg_alpha': 0.8829883778985086, 'reg_lambda': 3.849886841508278}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:24,628] Trial 23 finished with value: 0.8393131868131869 and parameters: {'n_estimators': 65, 'learning_rate': 0.15388003775036277, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9636404780209495, 'colsample_bytree': 0.7738915876576495, 'gamma': 0.007751312845122232, 'reg_alpha': 0.6947460254327544, 'reg_lambda': 4.557700707770962}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:25,049] Trial 24 finished with value: 0.8425091575091576 and parameters: {'n_estimators': 35, 'learning_rate': 0.23698220581032256, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.908772857792556, 'colsample_bytree': 0.7055004125050827, 'gamma': 0.3481656675439353, 'reg_alpha': 0.9065835389234537, 'reg_lambda': 4.237402065803998}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:25,484] Trial 25 finished with value: 0.8320146520146523 and parameters: {'n_estimators': 56, 'learning_rate': 0.29667596028393006, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9656646231977725, 'colsample_bytree': 0.7562490977250557, 'gamma': 0.6776152751215154, 'reg_alpha': 0.767202157495242, 'reg_lambda': 3.7991417389742193}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:26,234] Trial 26 finished with value: 0.825018315018315 and parameters: {'n_estimators': 74, 'learning_rate': 0.1610682765851468, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8403712127720052, 'colsample_bytree': 0.8224225737559137, 'gamma': 1.1446534880961423, 'reg_alpha': 0.9995167774524738, 'reg_lambda': 4.731308581490601}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:27,421] Trial 27 finished with value: 0.8279395604395603 and parameters: {'n_estimators': 103, 'learning_rate': 0.11936329490339803, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9368644076871802, 'colsample_bytree': 0.6385092828090317, 'gamma': 0.19146492168406046, 'reg_alpha': 0.5756936909418106, 'reg_lambda': 4.349330616376539}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:27,868] Trial 28 finished with value: 0.8314377289377287 and parameters: {'n_estimators': 34, 'learning_rate': 0.17560708110440715, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9001957811728524, 'colsample_bytree': 0.6815195462936047, 'gamma': 0.42669601032208393, 'reg_alpha': 0.6944573345894998, 'reg_lambda': 3.684710123209668}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:28,166] Trial 29 finished with value: 0.8283333333333335 and parameters: {'n_estimators': 20, 'learning_rate': 0.0741890419999966, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9794658009357045, 'colsample_bytree': 0.6248748387965231, 'gamma': 1.591026630131127, 'reg_alpha': 0.8403397552995348, 'reg_lambda': 2.3844352190403812}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:28,775] Trial 30 finished with value: 0.8218131868131867 and parameters: {'n_estimators': 53, 'learning_rate': 0.12775256182049682, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8598665510758469, 'colsample_bytree': 0.7844800937277506, 'gamma': 1.9330000197252257, 'reg_alpha': 0.8104334106946869, 'reg_lambda': 4.986648371426414}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:29,218] Trial 31 finished with value: 0.8447435897435897 and parameters: {'n_estimators': 47, 'learning_rate': 0.20900934466728138, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.971092398347177, 'colsample_bytree': 0.7389601033340406, 'gamma': 0.26273513816532634, 'reg_alpha': 0.9381044064511882, 'reg_lambda': 4.615713454275575}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:29,675] Trial 32 finished with value: 0.8338003663003662 and parameters: {'n_estimators': 76, 'learning_rate': 0.23525757477188475, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9479251048578192, 'colsample_bytree': 0.6093458303671118, 'gamma': 0.12234854802335719, 'reg_alpha': 0.8765625369447417, 'reg_lambda': 4.149400290752945}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:30,070] Trial 33 finished with value: 0.8439194139194138 and parameters: {'n_estimators': 34, 'learning_rate': 0.2560887652376913, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9262302705028963, 'colsample_bytree': 0.6578105087781623, 'gamma': 0.3420910391134472, 'reg_alpha': 0.9967132883722515, 'reg_lambda': 4.641951882033939}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:30,654] Trial 34 finished with value: 0.8432326007326008 and parameters: {'n_estimators': 60, 'learning_rate': 0.1847347092920698, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9995221493566847, 'colsample_bytree': 0.6136542653688879, 'gamma': 0.5679368774154387, 'reg_alpha': 0.7414034200841815, 'reg_lambda': 4.490001901167393}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:31,151] Trial 35 finished with value: 0.822591575091575 and parameters: {'n_estimators': 45, 'learning_rate': 0.2371001358714521, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9734654948147697, 'colsample_bytree': 0.6775250507789865, 'gamma': 0.09876561067238916, 'reg_alpha': 0.6411740662229508, 'reg_lambda': 4.784799300445996}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:31,589] Trial 36 finished with value: 0.8396886446886447 and parameters: {'n_estimators': 29, 'learning_rate': 0.20207484742009155, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9557750198389406, 'colsample_bytree': 0.7142282161116753, 'gamma': 0.7990626833134077, 'reg_alpha': 0.8285017652272098, 'reg_lambda': 4.296246228550974}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:32,058] Trial 37 finished with value: 0.8245970695970698 and parameters: {'n_estimators': 73, 'learning_rate': 0.25378729463731403, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8902974314757179, 'colsample_bytree': 0.6004678006011371, 'gamma': 0.2719450368001463, 'reg_alpha': 0.9267981786742703, 'reg_lambda': 1.5536675633580002}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:32,501] Trial 38 finished with value: 0.8328021978021978 and parameters: {'n_estimators': 52, 'learning_rate': 0.16488555731061258, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9269505617709299, 'colsample_bytree': 0.8330984315060062, 'gamma': 0.38111363601755016, 'reg_alpha': 0.49547285924688556, 'reg_lambda': 3.184685168596965}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:32,911] Trial 39 finished with value: 0.8188186813186813 and parameters: {'n_estimators': 40, 'learning_rate': 0.2987038541999482, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8744043080725546, 'colsample_bytree': 0.6414944664344031, 'gamma': 0.5606795805537932, 'reg_alpha': 0.6231248523126969, 'reg_lambda': 2.746872232489912}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:33,430] Trial 40 finished with value: 0.8430311355311355 and parameters: {'n_estimators': 122, 'learning_rate': 0.02272321094891542, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9799817951609436, 'colsample_bytree': 0.7616912847885867, 'gamma': 1.0210439605194683, 'reg_alpha': 0.9722312843945524, 'reg_lambda': 3.663223499934631}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:33,864] Trial 41 finished with value: 0.8500366300366301 and parameters: {'n_estimators': 60, 'learning_rate': 0.13815260949576935, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9230158692136173, 'colsample_bytree': 0.723667811648878, 'gamma': 0.04664797100156333, 'reg_alpha': 0.775050038051986, 'reg_lambda': 4.9763438495924515}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:34,328] Trial 42 finished with value: 0.8365109890109891 and parameters: {'n_estimators': 65, 'learning_rate': 0.10652152100326374, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9472922907973714, 'colsample_bytree': 0.7437166882813168, 'gamma': 0.10428414847604639, 'reg_alpha': 0.7830762814623753, 'reg_lambda': 4.822915776323655}. Best is trial 15 with value: 0.8520604395604395.
[I 2025-11-03 23:42:34,702] Trial 43 finished with value: 0.8532600732600732 and parameters: {'n_estimators': 30, 'learning_rate': 0.13140458107376565, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9567657829894574, 'colsample_bytree': 0.7049334024674029, 'gamma': 0.24163336418197684, 'reg_alpha': 0.865037241827714, 'reg_lambda': 4.519022611126478}. Best is trial 43 with value: 0.8532600732600732.
[I 2025-11-03 23:42:34,988] Trial 44 finished with value: 0.5395787545787546 and parameters: {'n_estimators': 28, 'learning_rate': 0.13300916666917909, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.72870762899445, 'colsample_bytree': 0.7077976709572128, 'gamma': 0.06495124896199969, 'reg_alpha': 0.8611419742316923, 'reg_lambda': 4.045211914894579}. Best is trial 43 with value: 0.8532600732600732.
[I 2025-11-03 23:42:35,475] Trial 45 finished with value: 0.8287362637362637 and parameters: {'n_estimators': 174, 'learning_rate': 0.08138650792287298, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8990326392969683, 'colsample_bytree': 0.6783653443304416, 'gamma': 0.20552745574064263, 'reg_alpha': 0.7303140735208645, 'reg_lambda': 4.867810749435781}. Best is trial 43 with value: 0.8532600732600732.
[I 2025-11-03 23:42:36,084] Trial 46 finished with value: 0.8228388278388278 and parameters: {'n_estimators': 83, 'learning_rate': 0.10944275837982297, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9325195830529178, 'colsample_bytree': 0.7992807195995048, 'gamma': 0.001235123743080796, 'reg_alpha': 0.5584922449200518, 'reg_lambda': 4.510579835279035}. Best is trial 43 with value: 0.8532600732600732.
[I 2025-11-03 23:42:36,590] Trial 47 finished with value: 0.8363919413919415 and parameters: {'n_estimators': 198, 'learning_rate': 0.03223717988457748, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9163279377363255, 'colsample_bytree': 0.7322139389427575, 'gamma': 0.19912698511487764, 'reg_alpha': 0.6660287751517773, 'reg_lambda': 4.754399169280568}. Best is trial 43 with value: 0.8532600732600732.
[I 2025-11-03 23:42:36,992] Trial 48 finished with value: 0.8196886446886446 and parameters: {'n_estimators': 39, 'learning_rate': 0.060229002352314154, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9568624832432593, 'colsample_bytree': 0.699414963903707, 'gamma': 0.477216436522501, 'reg_alpha': 0.8950216701519094, 'reg_lambda': 4.340984870897871}. Best is trial 43 with value: 0.8532600732600732.
[I 2025-11-03 23:42:37,491] Trial 49 finished with value: 0.8422527472527473 and parameters: {'n_estimators': 95, 'learning_rate': 0.07157322245027363, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9427325856642813, 'colsample_bytree': 0.7476469856354709, 'gamma': 0.08713311475558579, 'reg_alpha': 0.8163602883247584, 'reg_lambda': 4.113820839947345}. Best is trial 43 with value: 0.8532600732600732.
[I 2025-11-03 23:42:37,492] A new study created in memory with name: no-name-e69656cf-f0d5-4070-bffb-171786b91b89

[Top   30] mean 5x5 CV AUC = 0.8533

[I 2025-11-03 23:42:37,998] Trial 0 finished with value: 0.8169780219780219 and parameters: {'n_estimators': 177, 'learning_rate': 0.05657964312070364, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8346683497266749, 'colsample_bytree': 0.7621571236977137, 'gamma': 1.0660093094797232, 'reg_alpha': 0.2960038020958844, 'reg_lambda': 3.693443048618221}. Best is trial 0 with value: 0.8169780219780219.
[I 2025-11-03 23:42:38,308] Trial 1 finished with value: 0.5126190476190476 and parameters: {'n_estimators': 84, 'learning_rate': 0.0238312820726767, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7109401044016886, 'colsample_bytree': 0.6422013654440367, 'gamma': 0.8205970576519321, 'reg_alpha': 0.7309744608269567, 'reg_lambda': 4.788073366096205}. Best is trial 0 with value: 0.8169780219780219.
[I 2025-11-03 23:42:38,744] Trial 2 finished with value: 0.7890018315018316 and parameters: {'n_estimators': 74, 'learning_rate': 0.05790083530604663, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7677163702340197, 'colsample_bytree': 0.645980388395502, 'gamma': 0.772762946947267, 'reg_alpha': 0.7847818177641104, 'reg_lambda': 4.21170761034365}. Best is trial 0 with value: 0.8169780219780219.
[I 2025-11-03 23:42:39,280] Trial 3 finished with value: 0.7443681318681318 and parameters: {'n_estimators': 147, 'learning_rate': 0.29754153305843173, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7390259788339131, 'colsample_bytree': 0.9792491917767082, 'gamma': 0.9000675650151577, 'reg_alpha': 0.14216333260496394, 'reg_lambda': 3.5628696257994044}. Best is trial 0 with value: 0.8169780219780219.
[I 2025-11-03 23:42:39,674] Trial 4 finished with value: 0.8025824175824176 and parameters: {'n_estimators': 93, 'learning_rate': 0.2546121819390438, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7017846340021258, 'colsample_bytree': 0.7016864726995045, 'gamma': 1.1202127058151803, 'reg_alpha': 0.18504332465657058, 'reg_lambda': 1.6444683489027723}. Best is trial 0 with value: 0.8169780219780219.
[I 2025-11-03 23:42:40,470] Trial 5 finished with value: 0.8245604395604396 and parameters: {'n_estimators': 59, 'learning_rate': 0.12117440439859442, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7127678664087298, 'colsample_bytree': 0.6207727935731004, 'gamma': 0.7178766862763533, 'reg_alpha': 0.033146350723976425, 'reg_lambda': 3.168513631095171}. Best is trial 5 with value: 0.8245604395604396.
[I 2025-11-03 23:42:41,222] Trial 6 finished with value: 0.8070512820512822 and parameters: {'n_estimators': 39, 'learning_rate': 0.04817709868163262, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.968523040646256, 'colsample_bytree': 0.8602471010495005, 'gamma': 0.5381229552898186, 'reg_alpha': 0.670876305416643, 'reg_lambda': 3.6740198200459044}. Best is trial 5 with value: 0.8245604395604396.
[I 2025-11-03 23:42:41,927] Trial 7 finished with value: 0.8296245421245421 and parameters: {'n_estimators': 98, 'learning_rate': 0.023371269846943613, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9772906153391046, 'colsample_bytree': 0.6204314704901037, 'gamma': 1.675863700155749, 'reg_alpha': 0.5831418332247998, 'reg_lambda': 2.606590217310985}. Best is trial 7 with value: 0.8296245421245421.
[I 2025-11-03 23:42:42,388] Trial 8 finished with value: 0.7854578754578755 and parameters: {'n_estimators': 49, 'learning_rate': 0.03328737181154315, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7446249501337305, 'colsample_bytree': 0.9746799449640079, 'gamma': 1.7557554441095982, 'reg_alpha': 0.45844009231920657, 'reg_lambda': 3.8728847458279994}. Best is trial 7 with value: 0.8296245421245421.
[I 2025-11-03 23:42:42,800] Trial 9 finished with value: 0.7651373626373627 and parameters: {'n_estimators': 36, 'learning_rate': 0.02211046156166009, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8861190703921429, 'colsample_bytree': 0.9281664760578254, 'gamma': 1.794372453864499, 'reg_alpha': 0.10981722397583304, 'reg_lambda': 4.928908212281371}. Best is trial 7 with value: 0.8296245421245421.
[I 2025-11-03 23:42:43,577] Trial 10 finished with value: 0.8221153846153847 and parameters: {'n_estimators': 125, 'learning_rate': 0.10795160862730323, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9974401836513449, 'colsample_bytree': 0.7886956488337007, 'gamma': 0.09064616133079606, 'reg_alpha': 0.96844524975185, 'reg_lambda': 2.0697836003919385}. Best is trial 7 with value: 0.8296245421245421.
[I 2025-11-03 23:42:44,073] Trial 11 finished with value: 0.8187912087912088 and parameters: {'n_estimators': 115, 'learning_rate': 0.14138548940259868, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9142152901491357, 'colsample_bytree': 0.6065537020598052, 'gamma': 1.305675283761627, 'reg_alpha': 0.45978980729752367, 'reg_lambda': 2.6631517863735548}. Best is trial 7 with value: 0.8296245421245421.
[I 2025-11-03 23:42:44,583] Trial 12 finished with value: 0.8276465201465202 and parameters: {'n_estimators': 69, 'learning_rate': 0.1370664925642543, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8073369486554597, 'colsample_bytree': 0.7109014678576311, 'gamma': 1.393146143310537, 'reg_alpha': 0.0004835865972887543, 'reg_lambda': 0.6602980768535964}. Best is trial 7 with value: 0.8296245421245421.
[I 2025-11-03 23:42:44,919] Trial 13 finished with value: 0.8144139194139196 and parameters: {'n_estimators': 20, 'learning_rate': 0.1901398083074679, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8177385655486303, 'colsample_bytree': 0.7170640843838534, 'gamma': 1.5768027947526864, 'reg_alpha': 0.5815660808253121, 'reg_lambda': 0.6962711010510076}. Best is trial 7 with value: 0.8296245421245421.
[I 2025-11-03 23:42:45,641] Trial 14 finished with value: 0.8121703296703298 and parameters: {'n_estimators': 134, 'learning_rate': 0.08050955396554937, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7964736180784846, 'colsample_bytree': 0.7003395085043027, 'gamma': 1.4189200494591128, 'reg_alpha': 0.38873148786116835, 'reg_lambda': 0.7116064162344138}. Best is trial 7 with value: 0.8296245421245421.
[I 2025-11-03 23:42:46,123] Trial 15 finished with value: 0.846547619047619 and parameters: {'n_estimators': 101, 'learning_rate': 0.08420267999908669, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9168263620848962, 'colsample_bytree': 0.84950612859361, 'gamma': 1.9138989341317647, 'reg_alpha': 0.8907568653103763, 'reg_lambda': 1.412455075088951}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:46,801] Trial 16 finished with value: 0.8345604395604396 and parameters: {'n_estimators': 101, 'learning_rate': 0.03523204381057389, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9290549230988763, 'colsample_bytree': 0.8570768447006837, 'gamma': 1.9498250789590774, 'reg_alpha': 0.9296369153628321, 'reg_lambda': 1.5689407094396715}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:47,603] Trial 17 finished with value: 0.8326739926739927 and parameters: {'n_estimators': 162, 'learning_rate': 0.0358769025020312, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9208476482297308, 'colsample_bytree': 0.8636622977430012, 'gamma': 1.9642550821439855, 'reg_alpha': 0.9884518506411459, 'reg_lambda': 1.5994829834323847}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:48,137] Trial 18 finished with value: 0.8296428571428572 and parameters: {'n_estimators': 200, 'learning_rate': 0.08840158117322669, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8795883599585447, 'colsample_bytree': 0.8404217995625073, 'gamma': 1.88313554632731, 'reg_alpha': 0.8596042338677745, 'reg_lambda': 1.329577551086777}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:48,882] Trial 19 finished with value: 0.8222619047619049 and parameters: {'n_estimators': 105, 'learning_rate': 0.038966389079897704, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9314998487751807, 'colsample_bytree': 0.9130031388004081, 'gamma': 0.3334936359057453, 'reg_alpha': 0.908363053259526, 'reg_lambda': 2.1170444399023065}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:49,668] Trial 20 finished with value: 0.8192857142857142 and parameters: {'n_estimators': 143, 'learning_rate': 0.06444586791096854, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8666842746572716, 'colsample_bytree': 0.8258150045584742, 'gamma': 1.5555776380670614, 'reg_alpha': 0.8110739542144757, 'reg_lambda': 1.1176275615751683}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:50,186] Trial 21 finished with value: 0.8345604395604396 and parameters: {'n_estimators': 158, 'learning_rate': 0.03463328696122676, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9311615268596228, 'colsample_bytree': 0.889853656102878, 'gamma': 1.927447511172636, 'reg_alpha': 0.9998962338924979, 'reg_lambda': 2.0151800438914518}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:50,775] Trial 22 finished with value: 0.8402289377289377 and parameters: {'n_estimators': 121, 'learning_rate': 0.029849685563721758, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9482391836491807, 'colsample_bytree': 0.9011774348384047, 'gamma': 1.9795732401746613, 'reg_alpha': 0.8913133306225907, 'reg_lambda': 2.2580079983128587}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:51,337] Trial 23 finished with value: 0.8207234432234433 and parameters: {'n_estimators': 120, 'learning_rate': 0.02753278133563802, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9543299520475494, 'colsample_bytree': 0.9390741169396271, 'gamma': 1.989513210766338, 'reg_alpha': 0.8864789902935075, 'reg_lambda': 2.3114760526641382}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:51,926] Trial 24 finished with value: 0.8422619047619048 and parameters: {'n_estimators': 86, 'learning_rate': 0.04433904471704759, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8977938034628935, 'colsample_bytree': 0.8029674640286963, 'gamma': 1.6364549860857212, 'reg_alpha': 0.7182786179365942, 'reg_lambda': 1.2645620153593695}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:52,481] Trial 25 finished with value: 0.8391208791208791 and parameters: {'n_estimators': 82, 'learning_rate': 0.045331209339431244, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.894509370883462, 'colsample_bytree': 0.7945439556261721, 'gamma': 1.6822924014355025, 'reg_alpha': 0.7146558694998784, 'reg_lambda': 1.2060503889201382}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:53,005] Trial 26 finished with value: 0.8310439560439561 and parameters: {'n_estimators': 127, 'learning_rate': 0.06930266438495289, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8485758191342185, 'colsample_bytree': 0.7507490072405527, 'gamma': 1.2026136133812568, 'reg_alpha': 0.6350986354005794, 'reg_lambda': 3.0126650740346714}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:53,639] Trial 27 finished with value: 0.8191666666666667 and parameters: {'n_estimators': 113, 'learning_rate': 0.02883921426020992, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9530473474582934, 'colsample_bytree': 0.896224987840499, 'gamma': 1.5232381986874728, 'reg_alpha': 0.7761859863210436, 'reg_lambda': 1.0016379210241124}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:54,394] Trial 28 finished with value: 0.8313186813186814 and parameters: {'n_estimators': 87, 'learning_rate': 0.04562738806749726, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9071206378798686, 'colsample_bytree': 0.8194229223188898, 'gamma': 1.820054027372382, 'reg_alpha': 0.8398639832447168, 'reg_lambda': 1.7736278112638029}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:54,862] Trial 29 finished with value: 0.8223717948717949 and parameters: {'n_estimators': 59, 'learning_rate': 0.09737239592831033, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8638391695644437, 'colsample_bytree': 0.7737598396560952, 'gamma': 1.637105966218033, 'reg_alpha': 0.5716107340958558, 'reg_lambda': 2.410092700877292}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:55,381] Trial 30 finished with value: 0.8075732600732601 and parameters: {'n_estimators': 168, 'learning_rate': 0.053442850495179765, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9968142906388936, 'colsample_bytree': 0.7539276562774567, 'gamma': 1.4201509238577525, 'reg_alpha': 0.7178418076432496, 'reg_lambda': 1.389790193834573}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:55,913] Trial 31 finished with value: 0.841025641025641 and parameters: {'n_estimators': 86, 'learning_rate': 0.04252213906961145, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8967881724934094, 'colsample_bytree': 0.8050132813520687, 'gamma': 1.7267631323484076, 'reg_alpha': 0.7175374319743341, 'reg_lambda': 1.1074856817573366}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:56,377] Trial 32 finished with value: 0.8405860805860808 and parameters: {'n_estimators': 79, 'learning_rate': 0.0685933535710855, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9474650158288301, 'colsample_bytree': 0.8362373632589148, 'gamma': 1.7810260290022586, 'reg_alpha': 0.7533636233582115, 'reg_lambda': 0.9817032539281654}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:56,880] Trial 33 finished with value: 0.828470695970696 and parameters: {'n_estimators': 69, 'learning_rate': 0.0700675793441465, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8996175562878136, 'colsample_bytree': 0.808461602282037, 'gamma': 1.744520340816493, 'reg_alpha': 0.749318067276397, 'reg_lambda': 0.9861128479125387}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:57,390] Trial 34 finished with value: 0.8308058608058608 and parameters: {'n_estimators': 83, 'learning_rate': 0.05976242444319056, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8358220740848493, 'colsample_bytree': 0.841575058626633, 'gamma': 0.9864892284124892, 'reg_alpha': 0.6469928701354877, 'reg_lambda': 0.5489519095262785}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:58,107] Trial 35 finished with value: 0.8248168498168499 and parameters: {'n_estimators': 74, 'learning_rate': 0.052799829215939065, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8728021507084458, 'colsample_bytree': 0.8788885323649729, 'gamma': 1.2418130596625763, 'reg_alpha': 0.7971064973064274, 'reg_lambda': 1.7369223719658557}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:58,582] Trial 36 finished with value: 0.8271703296703297 and parameters: {'n_estimators': 98, 'learning_rate': 0.08078150037929507, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9392865838882785, 'colsample_bytree': 0.7740047249156331, 'gamma': 1.8465603827941124, 'reg_alpha': 0.29568511087081517, 'reg_lambda': 0.8883634615642857}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:59,296] Trial 37 finished with value: 0.834423076923077 and parameters: {'n_estimators': 90, 'learning_rate': 0.0402432395645761, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9085417023028334, 'colsample_bytree': 0.7292267111364517, 'gamma': 1.4995738805649386, 'reg_alpha': 0.5226002085852267, 'reg_lambda': 1.443638028030229}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:42:59,798] Trial 38 finished with value: 0.8372161172161172 and parameters: {'n_estimators': 59, 'learning_rate': 0.05896174678674336, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9694298751616881, 'colsample_bytree': 0.6715180910605032, 'gamma': 1.6511194133882015, 'reg_alpha': 0.671337898423871, 'reg_lambda': 4.502990383523208}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:43:00,296] Trial 39 finished with value: 0.8218406593406594 and parameters: {'n_estimators': 76, 'learning_rate': 0.07178954561942563, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.85240558150394, 'colsample_bytree': 0.8338885299704876, 'gamma': 1.750267324317377, 'reg_alpha': 0.7266621547854706, 'reg_lambda': 1.8970615916381912}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:43:00,775] Trial 40 finished with value: 0.8297252747252748 and parameters: {'n_estimators': 107, 'learning_rate': 0.10053420339975014, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.890391837730048, 'colsample_bytree': 0.8066863006276609, 'gamma': 1.120722464744692, 'reg_alpha': 0.8286281493747009, 'reg_lambda': 0.8036458437467252}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:43:01,294] Trial 41 finished with value: 0.8380494505494505 and parameters: {'n_estimators': 91, 'learning_rate': 0.025816480577660103, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9501506871970314, 'colsample_bytree': 0.9556726853754925, 'gamma': 1.8381453955809108, 'reg_alpha': 0.9010855836226932, 'reg_lambda': 1.1685345585299312}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:43:01,895] Trial 42 finished with value: 0.8358516483516483 and parameters: {'n_estimators': 136, 'learning_rate': 0.02028557260859748, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9408783476123864, 'colsample_bytree': 0.875414098866402, 'gamma': 1.9798250869603378, 'reg_alpha': 0.9506911671641712, 'reg_lambda': 3.116710942393931}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:43:02,398] Trial 43 finished with value: 0.8336721611721611 and parameters: {'n_estimators': 110, 'learning_rate': 0.040876134617282414, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9692083283203015, 'colsample_bytree': 0.904866642061682, 'gamma': 1.727815093124969, 'reg_alpha': 0.8632732303301374, 'reg_lambda': 1.2889349168638247}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:43:02,857] Trial 44 finished with value: 0.797967032967033 and parameters: {'n_estimators': 66, 'learning_rate': 0.04520515076703856, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9788473298234397, 'colsample_bytree': 0.8456085173923971, 'gamma': 1.8738557278593369, 'reg_alpha': 0.7717350298451852, 'reg_lambda': 2.3789898648771812}. Best is trial 15 with value: 0.846547619047619.
[I 2025-11-03 23:43:03,471] Trial 45 finished with value: 0.8470421245421246 and parameters: {'n_estimators': 94, 'learning_rate': 0.02917325120308956, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9195198611788246, 'colsample_bytree': 0.7836067176052528, 'gamma': 0.6121156010141704, 'reg_alpha': 0.6359093289953286, 'reg_lambda': 0.5100888343202654}. Best is trial 45 with value: 0.8470421245421246.
[I 2025-11-03 23:43:04,776] Trial 46 finished with value: 0.8216483516483517 and parameters: {'n_estimators': 49, 'learning_rate': 0.03064994653536109, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9175112955795294, 'colsample_bytree': 0.7822417877322199, 'gamma': 0.5692182388142226, 'reg_alpha': 0.679977791365313, 'reg_lambda': 0.5511993566589585}. Best is trial 45 with value: 0.8470421245421246.
[I 2025-11-03 23:43:05,203] Trial 47 finished with value: 0.8179853479853478 and parameters: {'n_estimators': 96, 'learning_rate': 0.1230535792486225, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9004469128465277, 'colsample_bytree': 0.7410107143684818, 'gamma': 0.8206077182554316, 'reg_alpha': 0.6156346080271813, 'reg_lambda': 0.879006377754324}. Best is trial 45 with value: 0.8470421245421246.
[I 2025-11-03 23:43:05,786] Trial 48 finished with value: 0.8246428571428571 and parameters: {'n_estimators': 77, 'learning_rate': 0.05117345153633513, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8803127799211037, 'colsample_bytree': 0.8087342556438991, 'gamma': 0.3201112132963143, 'reg_alpha': 0.5636699162750298, 'reg_lambda': 0.5166031200192565}. Best is trial 45 with value: 0.8470421245421246.
[I 2025-11-03 23:43:06,224] Trial 49 finished with value: 0.831886446886447 and parameters: {'n_estimators': 48, 'learning_rate': 0.08875448005467426, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9198331745612819, 'colsample_bytree': 0.8202443033534251, 'gamma': 0.66884108503449, 'reg_alpha': 0.4514260958791057, 'reg_lambda': 1.4840836537083397}. Best is trial 45 with value: 0.8470421245421246.
[I 2025-11-03 23:43:06,225] A new study created in memory with name: no-name-9d4151a4-e7c5-45f6-929b-b17dafbd271b

[Top   35] mean 5x5 CV AUC = 0.8470

[I 2025-11-03 23:43:06,626] Trial 0 finished with value: 0.8249267399267398 and parameters: {'n_estimators': 34, 'learning_rate': 0.029962341211255735, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7124224909836142, 'colsample_bytree': 0.696157913827301, 'gamma': 0.13045423783340926, 'reg_alpha': 0.9414103589315539, 'reg_lambda': 0.7601914593857492}. Best is trial 0 with value: 0.8249267399267398.
[I 2025-11-03 23:43:07,126] Trial 1 finished with value: 0.8340293040293041 and parameters: {'n_estimators': 113, 'learning_rate': 0.06564173108639465, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7793917901369702, 'colsample_bytree': 0.8015108595353488, 'gamma': 0.03918557672679346, 'reg_alpha': 0.24953161473985275, 'reg_lambda': 1.430360188932428}. Best is trial 1 with value: 0.8340293040293041.
[I 2025-11-03 23:43:07,534] Trial 2 finished with value: 0.8288186813186813 and parameters: {'n_estimators': 86, 'learning_rate': 0.23191655514771287, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8776320333869922, 'colsample_bytree': 0.8051599842267734, 'gamma': 0.9322215200789672, 'reg_alpha': 0.8233118037073406, 'reg_lambda': 2.956649798246872}. Best is trial 1 with value: 0.8340293040293041.
[I 2025-11-03 23:43:07,919] Trial 3 finished with value: 0.8297985347985349 and parameters: {'n_estimators': 27, 'learning_rate': 0.032160068320869165, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9076967383486683, 'colsample_bytree': 0.9798276779100021, 'gamma': 1.7953157008041802, 'reg_alpha': 0.18301358097093978, 'reg_lambda': 2.0417319751395957}. Best is trial 1 with value: 0.8340293040293041.
[I 2025-11-03 23:43:08,524] Trial 4 finished with value: 0.8043406593406592 and parameters: {'n_estimators': 127, 'learning_rate': 0.12083866746178981, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7730332327636079, 'colsample_bytree': 0.9963423359735044, 'gamma': 1.0900224968352294, 'reg_alpha': 0.7759212967713117, 'reg_lambda': 1.793042831168367}. Best is trial 1 with value: 0.8340293040293041.
[I 2025-11-03 23:43:08,905] Trial 5 finished with value: 0.7770238095238095 and parameters: {'n_estimators': 129, 'learning_rate': 0.22407221459032545, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7279258668116748, 'colsample_bytree': 0.8309178457703346, 'gamma': 0.029150809665027477, 'reg_alpha': 0.6961374389849815, 'reg_lambda': 2.215319079899087}. Best is trial 1 with value: 0.8340293040293041.
[I 2025-11-03 23:43:09,321] Trial 6 finished with value: 0.8068589743589744 and parameters: {'n_estimators': 81, 'learning_rate': 0.20047831665619315, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7933546230424253, 'colsample_bytree': 0.8730780584617659, 'gamma': 1.3776833962455282, 'reg_alpha': 0.958932411828201, 'reg_lambda': 2.3408225601403774}. Best is trial 1 with value: 0.8340293040293041.
[I 2025-11-03 23:43:09,695] Trial 7 finished with value: 0.825540293040293 and parameters: {'n_estimators': 34, 'learning_rate': 0.07455092973759181, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.842972443453564, 'colsample_bytree': 0.6196909801120372, 'gamma': 1.8469494467220786, 'reg_alpha': 0.22937660869538856, 'reg_lambda': 0.6422653142323793}. Best is trial 1 with value: 0.8340293040293041.
[I 2025-11-03 23:43:10,012] Trial 8 finished with value: 0.5185714285714286 and parameters: {'n_estimators': 99, 'learning_rate': 0.11023397380214968, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7198602627072475, 'colsample_bytree': 0.8074056798162594, 'gamma': 0.4263880786664136, 'reg_alpha': 0.9365262033903315, 'reg_lambda': 4.405948839522486}. Best is trial 1 with value: 0.8340293040293041.
[I 2025-11-03 23:43:10,431] Trial 9 finished with value: 0.7965659340659341 and parameters: {'n_estimators': 199, 'learning_rate': 0.1271106507204345, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7269780142095122, 'colsample_bytree': 0.7548321041789336, 'gamma': 0.5519645996779377, 'reg_alpha': 0.4764042466301458, 'reg_lambda': 4.168260838293202}. Best is trial 1 with value: 0.8340293040293041.
[I 2025-11-03 23:43:11,003] Trial 10 finished with value: 0.8251556776556775 and parameters: {'n_estimators': 171, 'learning_rate': 0.04931900950223866, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9802804712449366, 'colsample_bytree': 0.8958301162116478, 'gamma': 0.6277495706349208, 'reg_alpha': 0.032635500888865465, 'reg_lambda': 3.3906605024979632}. Best is trial 1 with value: 0.8340293040293041.
[I 2025-11-03 23:43:11,518] Trial 11 finished with value: 0.8381410256410257 and parameters: {'n_estimators': 61, 'learning_rate': 0.023151866893983197, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9252201094378064, 'colsample_bytree': 0.9751643296010696, 'gamma': 1.9721428427706489, 'reg_alpha': 0.3032606044857249, 'reg_lambda': 1.4627857027410642}. Best is trial 11 with value: 0.8381410256410257.
[I 2025-11-03 23:43:12,019] Trial 12 finished with value: 0.8404029304029303 and parameters: {'n_estimators': 64, 'learning_rate': 0.04898287237335788, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9486400247642227, 'colsample_bytree': 0.9020558143773248, 'gamma': 1.4791678807691384, 'reg_alpha': 0.4191189031939634, 'reg_lambda': 1.3452462901743303}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:12,548] Trial 13 finished with value: 0.8334432234432234 and parameters: {'n_estimators': 56, 'learning_rate': 0.022876585251288876, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9632462261516745, 'colsample_bytree': 0.9391702566906062, 'gamma': 1.525290802839783, 'reg_alpha': 0.4736817618405427, 'reg_lambda': 1.2201714839984004}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:13,143] Trial 14 finished with value: 0.822069597069597 and parameters: {'n_estimators': 59, 'learning_rate': 0.044699486072047385, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9330366009428097, 'colsample_bytree': 0.9291061880630442, 'gamma': 1.537165258203325, 'reg_alpha': 0.36194716392622633, 'reg_lambda': 1.4294341622992432}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:13,673] Trial 15 finished with value: 0.829139194139194 and parameters: {'n_estimators': 67, 'learning_rate': 0.024288412840833055, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9991682713916011, 'colsample_bytree': 0.8721791221486629, 'gamma': 1.9168457450440095, 'reg_alpha': 0.6213206930521095, 'reg_lambda': 3.061946603750833}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:14,151] Trial 16 finished with value: 0.8146520146520146 and parameters: {'n_estimators': 62, 'learning_rate': 0.04366696323311408, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.935441396177877, 'colsample_bytree': 0.9495423033600372, 'gamma': 1.194066172693287, 'reg_alpha': 0.3671237880365003, 'reg_lambda': 1.028714798960172}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:14,675] Trial 17 finished with value: 0.8248443223443224 and parameters: {'n_estimators': 148, 'learning_rate': 0.03021402511306967, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8721298536182366, 'colsample_bytree': 0.9074124766387754, 'gamma': 1.6620372090454438, 'reg_alpha': 0.0036973045895118406, 'reg_lambda': 3.6000313932692034}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:15,166] Trial 18 finished with value: 0.8302106227106226 and parameters: {'n_estimators': 48, 'learning_rate': 0.020730887306051826, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9198993232538007, 'colsample_bytree': 0.850435540881931, 'gamma': 1.9565678183570578, 'reg_alpha': 0.5507486914216322, 'reg_lambda': 1.6718141373002937}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:15,782] Trial 19 finished with value: 0.818434065934066 and parameters: {'n_estimators': 88, 'learning_rate': 0.05638357915692989, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9591538943851654, 'colsample_bytree': 0.7335988285596724, 'gamma': 1.335034911933067, 'reg_alpha': 0.3308279235825822, 'reg_lambda': 2.6314869999398534}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:16,197] Trial 20 finished with value: 0.7475457875457875 and parameters: {'n_estimators': 73, 'learning_rate': 0.03701641817283145, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8392843144107445, 'colsample_bytree': 0.9793617852448557, 'gamma': 1.672616657775815, 'reg_alpha': 0.12361182407975563, 'reg_lambda': 0.5414896945768928}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:16,714] Trial 21 finished with value: 0.8308608058608058 and parameters: {'n_estimators': 116, 'learning_rate': 0.06840563618829089, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8206591635630037, 'colsample_bytree': 0.7611963133470243, 'gamma': 0.7679284897968403, 'reg_alpha': 0.28559124461066754, 'reg_lambda': 1.454248721300176}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:17,238] Trial 22 finished with value: 0.8282875457875458 and parameters: {'n_estimators': 104, 'learning_rate': 0.10305879949262345, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8975500527295994, 'colsample_bytree': 0.6705029198210308, 'gamma': 0.270420060683798, 'reg_alpha': 0.4208519389540479, 'reg_lambda': 1.0254185224580048}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:17,927] Trial 23 finished with value: 0.8301556776556775 and parameters: {'n_estimators': 132, 'learning_rate': 0.060511548478084036, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7881821714277897, 'colsample_bytree': 0.9475254083073262, 'gamma': 0.9109167506698735, 'reg_alpha': 0.15574240265435363, 'reg_lambda': 1.9234362998293448}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:18,535] Trial 24 finished with value: 0.810393772893773 and parameters: {'n_estimators': 43, 'learning_rate': 0.08479243791571461, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.751946030658932, 'colsample_bytree': 0.9020630849301631, 'gamma': 1.2557813511518052, 'reg_alpha': 0.26704306814168505, 'reg_lambda': 2.608666963461647}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:18,980] Trial 25 finished with value: 0.8037087912087912 and parameters: {'n_estimators': 157, 'learning_rate': 0.2963204818470342, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8781190739432584, 'colsample_bytree': 0.8460985400044649, 'gamma': 1.5410403844681386, 'reg_alpha': 0.6037909406685088, 'reg_lambda': 1.4963374744563718}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:19,571] Trial 26 finished with value: 0.8282051282051284 and parameters: {'n_estimators': 113, 'learning_rate': 0.08675111862901497, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9495473741145867, 'colsample_bytree': 0.7711373835851049, 'gamma': 1.71790120848171, 'reg_alpha': 0.4152273361631583, 'reg_lambda': 1.0439156072920928}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:19,988] Trial 27 finished with value: 0.8079945054945056 and parameters: {'n_estimators': 87, 'learning_rate': 0.159554458891994, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8185097213211818, 'colsample_bytree': 0.9656537854961522, 'gamma': 1.983095830956449, 'reg_alpha': 0.12507020419934722, 'reg_lambda': 2.308250861431138}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:20,335] Trial 28 finished with value: 0.8336538461538461 and parameters: {'n_estimators': 22, 'learning_rate': 0.03730891109200666, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9846447815221004, 'colsample_bytree': 0.7118190998983052, 'gamma': 1.3979367403339849, 'reg_alpha': 0.22490807609345703, 'reg_lambda': 1.2786866927543643}. Best is trial 12 with value: 0.8404029304029303.
[I 2025-11-03 23:43:20,814] Trial 29 finished with value: 0.8436538461538463 and parameters: {'n_estimators': 42, 'learning_rate': 0.026843577231317757, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9018781848933082, 'colsample_bytree': 0.6456745379050206, 'gamma': 0.23217392098079667, 'reg_alpha': 0.5399262190552532, 'reg_lambda': 0.8609728883483704}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:21,246] Trial 30 finished with value: 0.818269230769231 and parameters: {'n_estimators': 44, 'learning_rate': 0.028328572241170157, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8978247199372316, 'colsample_bytree': 0.6037635536835817, 'gamma': 0.24142564142782574, 'reg_alpha': 0.5526480703725325, 'reg_lambda': 0.9786009037870931}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:21,800] Trial 31 finished with value: 0.8381684981684981 and parameters: {'n_estimators': 76, 'learning_rate': 0.024949521901415854, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9215198270761895, 'colsample_bytree': 0.6598835706572403, 'gamma': 0.10762760304755126, 'reg_alpha': 0.31588624303580237, 'reg_lambda': 4.939782475313152}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:22,369] Trial 32 finished with value: 0.8329578754578755 and parameters: {'n_estimators': 72, 'learning_rate': 0.025576184280748548, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9214737497134202, 'colsample_bytree': 0.6603937997834192, 'gamma': 0.19567006483868346, 'reg_alpha': 0.4320893366580014, 'reg_lambda': 4.950341229495598}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:22,876] Trial 33 finished with value: 0.8366208791208792 and parameters: {'n_estimators': 49, 'learning_rate': 0.03487337824110838, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9457794191682964, 'colsample_bytree': 0.6386009380522789, 'gamma': 0.4129317547376967, 'reg_alpha': 0.31822142240569334, 'reg_lambda': 0.7012294200900561}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:23,285] Trial 34 finished with value: 0.8273992673992676 and parameters: {'n_estimators': 34, 'learning_rate': 0.021039370406460502, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8677370254056778, 'colsample_bytree': 0.6939640276023211, 'gamma': 0.004995137643308056, 'reg_alpha': 0.532996995588757, 'reg_lambda': 3.7268063223357033}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:23,797] Trial 35 finished with value: 0.8271336996336998 and parameters: {'n_estimators': 78, 'learning_rate': 0.02739935306502665, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.896532742729726, 'colsample_bytree': 0.6448763693013729, 'gamma': 0.14332073370539744, 'reg_alpha': 0.641693052323193, 'reg_lambda': 4.618459611062305}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:24,234] Trial 36 finished with value: 0.84 and parameters: {'n_estimators': 35, 'learning_rate': 0.03283767984816805, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9171598513618463, 'colsample_bytree': 0.9987948485836137, 'gamma': 1.0602723448142517, 'reg_alpha': 0.35849847728650175, 'reg_lambda': 1.738053207392241}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:24,692] Trial 37 finished with value: 0.8146428571428572 and parameters: {'n_estimators': 32, 'learning_rate': 0.03228715529603365, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9052665040419006, 'colsample_bytree': 0.6901940245776488, 'gamma': 1.0449986081596625, 'reg_alpha': 0.3816484789061319, 'reg_lambda': 1.7221526324602665}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:25,171] Trial 38 finished with value: 0.8285347985347985 and parameters: {'n_estimators': 42, 'learning_rate': 0.04153066671179828, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8856164730288171, 'colsample_bytree': 0.7253854862701317, 'gamma': 0.817338801873686, 'reg_alpha': 0.709529727050823, 'reg_lambda': 2.0358478785257126}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:25,498] Trial 39 finished with value: 0.8261172161172162 and parameters: {'n_estimators': 21, 'learning_rate': 0.051369427866627286, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8628315161893099, 'colsample_bytree': 0.7923825674304634, 'gamma': 0.341498942221708, 'reg_alpha': 0.47106833498321443, 'reg_lambda': 0.8163104592970433}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:26,034] Trial 40 finished with value: 0.8317673992673993 and parameters: {'n_estimators': 91, 'learning_rate': 0.030661495384086124, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9716770968889775, 'colsample_bytree': 0.9952515276750665, 'gamma': 0.6254116309180084, 'reg_alpha': 0.8474637739291699, 'reg_lambda': 2.953768931785881}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:26,559] Trial 41 finished with value: 0.8410989010989011 and parameters: {'n_estimators': 57, 'learning_rate': 0.025906604092693974, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9196837394753907, 'colsample_bytree': 0.9975394846741439, 'gamma': 1.1289649500601495, 'reg_alpha': 0.20856724314616965, 'reg_lambda': 1.5817119596597113}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:27,047] Trial 42 finished with value: 0.8368315018315019 and parameters: {'n_estimators': 54, 'learning_rate': 0.02600459259991407, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9128730106695693, 'colsample_bytree': 0.9285556227769545, 'gamma': 1.1804773684304346, 'reg_alpha': 0.21378723853109755, 'reg_lambda': 1.7524355740330577}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:27,520] Trial 43 finished with value: 0.8387087912087913 and parameters: {'n_estimators': 39, 'learning_rate': 0.034339256362725896, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9475941707061883, 'colsample_bytree': 0.9981946028880874, 'gamma': 0.9368192956335323, 'reg_alpha': 0.07997471846733373, 'reg_lambda': 2.173701925597814}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:27,899] Trial 44 finished with value: 0.813543956043956 and parameters: {'n_estimators': 29, 'learning_rate': 0.0402819410676447, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9451716846119201, 'colsample_bytree': 0.9930843731286331, 'gamma': 0.9593903844175364, 'reg_alpha': 0.0668996896087155, 'reg_lambda': 2.239402099547809}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:28,388] Trial 45 finished with value: 0.8300457875457876 and parameters: {'n_estimators': 40, 'learning_rate': 0.032816144253868786, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9590042288360426, 'colsample_bytree': 0.9585035127822124, 'gamma': 1.0999740926146362, 'reg_alpha': 0.08872604386711747, 'reg_lambda': 2.1023134264392653}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:29,081] Trial 46 finished with value: 0.807408424908425 and parameters: {'n_estimators': 51, 'learning_rate': 0.050815148630198585, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9325153317370309, 'colsample_bytree': 0.9979189282002117, 'gamma': 0.8002754431001605, 'reg_alpha': 0.2160449321425506, 'reg_lambda': 1.2480778545861007}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:29,632] Trial 47 finished with value: 0.8262454212454212 and parameters: {'n_estimators': 65, 'learning_rate': 0.03700736480080932, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9920567173483953, 'colsample_bytree': 0.9201230364325059, 'gamma': 1.4589413141818093, 'reg_alpha': 0.15101050172507408, 'reg_lambda': 1.8949727462814197}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:30,067] Trial 48 finished with value: 0.8291483516483517 and parameters: {'n_estimators': 39, 'learning_rate': 0.04616574597967562, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9705048862689756, 'colsample_bytree': 0.8766263405482603, 'gamma': 1.3073356716082027, 'reg_alpha': 0.5077224946934605, 'reg_lambda': 2.492337028713659}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:30,434] Trial 49 finished with value: 0.8344780219780219 and parameters: {'n_estimators': 25, 'learning_rate': 0.02249853496793634, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9399811194802216, 'colsample_bytree': 0.9621467130334063, 'gamma': 0.8850103690762502, 'reg_alpha': 0.25768249163586365, 'reg_lambda': 1.6026477632895886}. Best is trial 29 with value: 0.8436538461538463.
[I 2025-11-03 23:43:30,435] A new study created in memory with name: no-name-25815a4e-1979-46c8-9a0e-caf38c35043f

[Top   40] mean 5x5 CV AUC = 0.8437

[I 2025-11-03 23:43:30,812] Trial 0 finished with value: 0.661565934065934 and parameters: {'n_estimators': 173, 'learning_rate': 0.2741025340482329, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7448591008272881, 'colsample_bytree': 0.8702076926349065, 'gamma': 1.673292823764755, 'reg_alpha': 0.17351083090556219, 'reg_lambda': 1.9483755654722477}. Best is trial 0 with value: 0.661565934065934.
[I 2025-11-03 23:43:31,476] Trial 1 finished with value: 0.8340934065934066 and parameters: {'n_estimators': 133, 'learning_rate': 0.05034383478778657, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9035005277025685, 'colsample_bytree': 0.9039125874969622, 'gamma': 1.651127834357054, 'reg_alpha': 0.8519986802041517, 'reg_lambda': 3.317199892820935}. Best is trial 1 with value: 0.8340934065934066.
[I 2025-11-03 23:43:31,934] Trial 2 finished with value: 0.8401739926739928 and parameters: {'n_estimators': 80, 'learning_rate': 0.1017799168575882, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9853961540912541, 'colsample_bytree': 0.70192445454442, 'gamma': 0.27288594902884067, 'reg_alpha': 0.5597672114820484, 'reg_lambda': 0.7518340022403612}. Best is trial 2 with value: 0.8401739926739928.
[I 2025-11-03 23:43:32,296] Trial 3 finished with value: 0.8242765567765568 and parameters: {'n_estimators': 30, 'learning_rate': 0.0520426206846289, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9608026047742535, 'colsample_bytree': 0.8121600015845565, 'gamma': 0.25917226601966314, 'reg_alpha': 0.610070052320873, 'reg_lambda': 1.684967488674606}. Best is trial 2 with value: 0.8401739926739928.
[I 2025-11-03 23:43:32,723] Trial 4 finished with value: 0.7949358974358973 and parameters: {'n_estimators': 154, 'learning_rate': 0.13794321609519072, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7211430420820941, 'colsample_bytree': 0.6346488110054456, 'gamma': 1.3467506479592788, 'reg_alpha': 0.607858149488357, 'reg_lambda': 3.030484757776636}. Best is trial 2 with value: 0.8401739926739928.
[I 2025-11-03 23:43:33,206] Trial 5 finished with value: 0.8295695970695971 and parameters: {'n_estimators': 63, 'learning_rate': 0.0671212806364704, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8122323176734609, 'colsample_bytree': 0.9656958886516478, 'gamma': 1.9086446912516768, 'reg_alpha': 0.9490970104282416, 'reg_lambda': 2.0015512274508733}. Best is trial 2 with value: 0.8401739926739928.
[I 2025-11-03 23:43:33,665] Trial 6 finished with value: 0.7983241758241758 and parameters: {'n_estimators': 54, 'learning_rate': 0.045756323886649825, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9935880793879146, 'colsample_bytree': 0.7475377511254063, 'gamma': 1.8530435884764025, 'reg_alpha': 0.3520340371822168, 'reg_lambda': 1.45059301356814}. Best is trial 2 with value: 0.8401739926739928.
[I 2025-11-03 23:43:34,142] Trial 7 finished with value: 0.7946978021978022 and parameters: {'n_estimators': 92, 'learning_rate': 0.03195322853435075, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7274878955821009, 'colsample_bytree': 0.7947662271089069, 'gamma': 0.4937305508794989, 'reg_alpha': 0.0992835978596831, 'reg_lambda': 3.3500708791051945}. Best is trial 2 with value: 0.8401739926739928.
[I 2025-11-03 23:43:34,576] Trial 8 finished with value: 0.8241391941391941 and parameters: {'n_estimators': 93, 'learning_rate': 0.13324184987080562, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9056697088840716, 'colsample_bytree': 0.9483299540878029, 'gamma': 1.138260381402665, 'reg_alpha': 0.9659852448336689, 'reg_lambda': 4.430045158745459}. Best is trial 2 with value: 0.8401739926739928.
[I 2025-11-03 23:43:35,050] Trial 9 finished with value: 0.8068772893772895 and parameters: {'n_estimators': 145, 'learning_rate': 0.024057388558757085, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7586264452912079, 'colsample_bytree': 0.7184882484080175, 'gamma': 1.8002352864956639, 'reg_alpha': 0.24211286730045312, 'reg_lambda': 4.493452127415667}. Best is trial 2 with value: 0.8401739926739928.
[I 2025-11-03 23:43:35,579] Trial 10 finished with value: 0.8121703296703296 and parameters: {'n_estimators': 198, 'learning_rate': 0.11448710287023904, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.859931107243622, 'colsample_bytree': 0.6012640057854424, 'gamma': 0.6449466919564575, 'reg_alpha': 0.45846059790400384, 'reg_lambda': 0.5649010370913259}. Best is trial 2 with value: 0.8401739926739928.
[I 2025-11-03 23:43:36,075] Trial 11 finished with value: 0.8426831501831502 and parameters: {'n_estimators': 115, 'learning_rate': 0.09100754116000587, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9273053662842189, 'colsample_bytree': 0.9007570385409016, 'gamma': 0.8639800342164032, 'reg_alpha': 0.7924109640052499, 'reg_lambda': 3.688110719753643}. Best is trial 11 with value: 0.8426831501831502.
[I 2025-11-03 23:43:36,589] Trial 12 finished with value: 0.8427380952380953 and parameters: {'n_estimators': 111, 'learning_rate': 0.08605929695478175, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9447594263368368, 'colsample_bytree': 0.6867402424256509, 'gamma': 0.035293235682097746, 'reg_alpha': 0.7363836327775151, 'reg_lambda': 3.909465771622672}. Best is trial 12 with value: 0.8427380952380953.
[I 2025-11-03 23:43:37,101] Trial 13 finished with value: 0.8320054945054944 and parameters: {'n_estimators': 118, 'learning_rate': 0.19495481275041926, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9187805549525243, 'colsample_bytree': 0.8532920480214587, 'gamma': 0.022077970427876806, 'reg_alpha': 0.7538504759291942, 'reg_lambda': 3.9373636761872186}. Best is trial 12 with value: 0.8427380952380953.
[I 2025-11-03 23:43:37,663] Trial 14 finished with value: 0.8288186813186814 and parameters: {'n_estimators': 117, 'learning_rate': 0.08168060163523076, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9449469737389184, 'colsample_bytree': 0.6783341872411015, 'gamma': 0.6673214646856659, 'reg_alpha': 0.7524753701088935, 'reg_lambda': 3.7045825917526036}. Best is trial 12 with value: 0.8427380952380953.
[I 2025-11-03 23:43:38,289] Trial 15 finished with value: 0.8114468864468862 and parameters: {'n_estimators': 107, 'learning_rate': 0.07424768079467929, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8589402609080498, 'colsample_bytree': 0.7749560231507884, 'gamma': 0.8947159445154176, 'reg_alpha': 0.7365752944354309, 'reg_lambda': 4.971470340295798}. Best is trial 12 with value: 0.8427380952380953.
[I 2025-11-03 23:43:38,740] Trial 16 finished with value: 0.8283150183150183 and parameters: {'n_estimators': 162, 'learning_rate': 0.17003583120230772, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8187594563929671, 'colsample_bytree': 0.9999550999660844, 'gamma': 1.2971182584866083, 'reg_alpha': 0.8301449254948633, 'reg_lambda': 2.7767631751245108}. Best is trial 12 with value: 0.8427380952380953.
[I 2025-11-03 23:43:39,393] Trial 17 finished with value: 0.8147985347985349 and parameters: {'n_estimators': 134, 'learning_rate': 0.03702667444271849, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9446898166926828, 'colsample_bytree': 0.8456994333954863, 'gamma': 0.9143398097361619, 'reg_alpha': 0.4197875493403194, 'reg_lambda': 2.439181578405045}. Best is trial 12 with value: 0.8427380952380953.
[I 2025-11-03 23:43:39,914] Trial 18 finished with value: 0.8428937728937729 and parameters: {'n_estimators': 65, 'learning_rate': 0.09502767223003108, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8853928210761567, 'colsample_bytree': 0.9087872983903814, 'gamma': 0.015027130514910003, 'reg_alpha': 0.6648135362144857, 'reg_lambda': 4.008359301432163}. Best is trial 18 with value: 0.8428937728937729.
[I 2025-11-03 23:43:40,330] Trial 19 finished with value: 0.8390384615384616 and parameters: {'n_estimators': 26, 'learning_rate': 0.060806364009705044, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8849676603816811, 'colsample_bytree': 0.6590649490010652, 'gamma': 0.11392015422729854, 'reg_alpha': 0.652997406735176, 'reg_lambda': 4.19683313930631}. Best is trial 18 with value: 0.8428937728937729.
[I 2025-11-03 23:43:40,837] Trial 20 finished with value: 0.8097710622710623 and parameters: {'n_estimators': 53, 'learning_rate': 0.29860630170096364, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8781047915339197, 'colsample_bytree': 0.7501434619738069, 'gamma': 0.38764345724237864, 'reg_alpha': 0.6792721235102434, 'reg_lambda': 4.820186503703766}. Best is trial 18 with value: 0.8428937728937729.
[I 2025-11-03 23:43:41,342] Trial 21 finished with value: 0.8450915750915752 and parameters: {'n_estimators': 75, 'learning_rate': 0.088541433273837, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9250309636696349, 'colsample_bytree': 0.9070416136617448, 'gamma': 0.0073443374158777, 'reg_alpha': 0.8828601181216866, 'reg_lambda': 3.7729716255208716}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:41,828] Trial 22 finished with value: 0.829423076923077 and parameters: {'n_estimators': 70, 'learning_rate': 0.1088014441142082, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8246932829053032, 'colsample_bytree': 0.9252482397923848, 'gamma': 0.04386249025293046, 'reg_alpha': 0.8849541410513027, 'reg_lambda': 4.011218520505604}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:42,293] Trial 23 finished with value: 0.8392673992673992 and parameters: {'n_estimators': 41, 'learning_rate': 0.16291029297486478, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9702878791027256, 'colsample_bytree': 0.8297164461487632, 'gamma': 0.21839570397971456, 'reg_alpha': 0.5522277246149516, 'reg_lambda': 3.445566722512832}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:42,959] Trial 24 finished with value: 0.8192765567765568 and parameters: {'n_estimators': 85, 'learning_rate': 0.07923447836911697, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8868295130689564, 'colsample_bytree': 0.8820926038835736, 'gamma': 0.4438789385502139, 'reg_alpha': 0.8875250867641857, 'reg_lambda': 4.211980847414804}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:43,503] Trial 25 finished with value: 0.8255494505494505 and parameters: {'n_estimators': 72, 'learning_rate': 0.0614803509965794, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.933414546751157, 'colsample_bytree': 0.9997392693800348, 'gamma': 0.16501629882967125, 'reg_alpha': 0.9845672576281218, 'reg_lambda': 4.538478564520765}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:44,008] Trial 26 finished with value: 0.8271153846153847 and parameters: {'n_estimators': 101, 'learning_rate': 0.22109974170767982, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.791110958672398, 'colsample_bytree': 0.9316589342081121, 'gamma': 0.005351050219212684, 'reg_alpha': 0.6974432357780007, 'reg_lambda': 2.972508488551723}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:44,466] Trial 27 finished with value: 0.8404945054945056 and parameters: {'n_estimators': 47, 'learning_rate': 0.12897096294158406, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.96116544073793, 'colsample_bytree': 0.9686838883255879, 'gamma': 0.6286523545382652, 'reg_alpha': 0.4990942815306563, 'reg_lambda': 3.752160071492562}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:44,939] Trial 28 finished with value: 0.8215109890109891 and parameters: {'n_estimators': 64, 'learning_rate': 0.094873607078356, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8456523168565458, 'colsample_bytree': 0.8952918859404445, 'gamma': 0.3512860876575141, 'reg_alpha': 0.8058032389129627, 'reg_lambda': 2.4994912280306654}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:45,432] Trial 29 finished with value: 0.7841300366300367 and parameters: {'n_estimators': 81, 'learning_rate': 0.040749766671723385, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9115479768403267, 'colsample_bytree': 0.8730588368325898, 'gamma': 0.5257732526954233, 'reg_alpha': 0.35728375153292263, 'reg_lambda': 4.691720371255351}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:45,921] Trial 30 finished with value: 0.8354212454212455 and parameters: {'n_estimators': 181, 'learning_rate': 0.24257886450667013, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.877152955101036, 'colsample_bytree': 0.782046884555154, 'gamma': 0.20227949827387035, 'reg_alpha': 0.9320223141536462, 'reg_lambda': 4.1543722040618665}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:46,371] Trial 31 finished with value: 0.8352380952380953 and parameters: {'n_estimators': 125, 'learning_rate': 0.0917632422831234, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9381707488438445, 'colsample_bytree': 0.9095482245499843, 'gamma': 1.588993186964298, 'reg_alpha': 0.7970150002218401, 'reg_lambda': 3.393623482418547}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:46,851] Trial 32 finished with value: 0.841062271062271 and parameters: {'n_estimators': 100, 'learning_rate': 0.09267859332362284, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9237673611090488, 'colsample_bytree': 0.861082609477007, 'gamma': 0.8387267971886871, 'reg_alpha': 0.8701470128743549, 'reg_lambda': 3.689332428096959}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:47,358] Trial 33 finished with value: 0.8348901098901098 and parameters: {'n_estimators': 132, 'learning_rate': 0.07105208518170956, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8963387476369872, 'colsample_bytree': 0.9207289528447524, 'gamma': 0.3226097241759331, 'reg_alpha': 0.778632717320542, 'reg_lambda': 3.1284849210658843}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:47,864] Trial 34 finished with value: 0.8439835164835163 and parameters: {'n_estimators': 111, 'learning_rate': 0.11514222988496432, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9823465780522399, 'colsample_bytree': 0.8900946911675863, 'gamma': 0.11402931776289452, 'reg_alpha': 0.619767817174632, 'reg_lambda': 3.581675737124999}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:48,315] Trial 35 finished with value: 0.8289285714285716 and parameters: {'n_estimators': 90, 'learning_rate': 0.15009156545299324, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9805092803245774, 'colsample_bytree': 0.8287051816802619, 'gamma': 0.15184129150798756, 'reg_alpha': 0.5984319722917028, 'reg_lambda': 3.8871284050580517}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:48,771] Trial 36 finished with value: 0.841547619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.11764791540196252, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9574912195695265, 'colsample_bytree': 0.9514618651725816, 'gamma': 0.0998003648189721, 'reg_alpha': 0.6648476845922737, 'reg_lambda': 3.548925087648315}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:49,441] Trial 37 finished with value: 0.810631868131868 and parameters: {'n_estimators': 74, 'learning_rate': 0.05425428781374423, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9934031559814462, 'colsample_bytree': 0.8247558865032839, 'gamma': 0.2750238473971564, 'reg_alpha': 0.5381987710597781, 'reg_lambda': 3.1997973183020836}. Best is trial 21 with value: 0.8450915750915752.
[I 2025-11-03 23:43:49,982] Trial 38 finished with value: 0.8454761904761904 and parameters: {'n_estimators': 106, 'learning_rate': 0.11378705551773628, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9759593988988462, 'colsample_bytree': 0.8929554415086652, 'gamma': 0.024002756290405353, 'reg_alpha': 0.6042825128358701, 'reg_lambda': 4.244806180404302}. Best is trial 38 with value: 0.8454761904761904.
[I 2025-11-03 23:43:50,478] Trial 39 finished with value: 0.8421611721611721 and parameters: {'n_estimators': 62, 'learning_rate': 0.10475812924167893, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9988437526139123, 'colsample_bytree': 0.8850971122598443, 'gamma': 0.2649091984608031, 'reg_alpha': 0.6137085814826968, 'reg_lambda': 4.328820136683282}. Best is trial 38 with value: 0.8454761904761904.
[I 2025-11-03 23:43:50,970] Trial 40 finished with value: 0.8245421245421245 and parameters: {'n_estimators': 98, 'learning_rate': 0.19075527550434052, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9738450185328017, 'colsample_bytree': 0.9732948774742194, 'gamma': 0.5597717408774456, 'reg_alpha': 0.23616292260215427, 'reg_lambda': 1.2525933401789935}. Best is trial 38 with value: 0.8454761904761904.
[I 2025-11-03 23:43:51,464] Trial 41 finished with value: 0.8440842490842492 and parameters: {'n_estimators': 109, 'learning_rate': 0.128255510604439, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9528079690090285, 'colsample_bytree': 0.936310299397185, 'gamma': 0.016104935931159966, 'reg_alpha': 0.7114074426795971, 'reg_lambda': 3.9712928347812757}. Best is trial 38 with value: 0.8454761904761904.
[I 2025-11-03 23:43:51,968] Trial 42 finished with value: 0.8464835164835166 and parameters: {'n_estimators': 140, 'learning_rate': 0.1246296833915483, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9564069992343266, 'colsample_bytree': 0.9426683712897764, 'gamma': 0.13180888137068014, 'reg_alpha': 0.6088440266213497, 'reg_lambda': 4.683015747218276}. Best is trial 42 with value: 0.8464835164835166.
[I 2025-11-03 23:43:52,424] Trial 43 finished with value: 0.8392490842490844 and parameters: {'n_estimators': 142, 'learning_rate': 0.12850903911416997, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9680124048825861, 'colsample_bytree': 0.94331075710739, 'gamma': 0.13305754958507351, 'reg_alpha': 0.007094996897677008, 'reg_lambda': 4.689464299031557}. Best is trial 42 with value: 0.8464835164835166.
[I 2025-11-03 23:43:52,899] Trial 44 finished with value: 0.8276282051282051 and parameters: {'n_estimators': 153, 'learning_rate': 0.1409484216744764, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.981766153186285, 'colsample_bytree': 0.9791254242474678, 'gamma': 0.3838933223896095, 'reg_alpha': 0.47850259931582295, 'reg_lambda': 4.382686626610679}. Best is trial 42 with value: 0.8464835164835166.
[I 2025-11-03 23:43:53,386] Trial 45 finished with value: 0.8283058608058608 and parameters: {'n_estimators': 127, 'learning_rate': 0.15705304719020025, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9567789241254631, 'colsample_bytree': 0.9371366492719782, 'gamma': 0.20759789457152508, 'reg_alpha': 0.5688690388393841, 'reg_lambda': 4.620693721987706}. Best is trial 42 with value: 0.8464835164835166.
[I 2025-11-03 23:43:53,881] Trial 46 finished with value: 0.8452747252747252 and parameters: {'n_estimators': 142, 'learning_rate': 0.1163126693793419, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9519369244797526, 'colsample_bytree': 0.9542164219567867, 'gamma': 0.10708851746724038, 'reg_alpha': 0.6199166550218351, 'reg_lambda': 4.970411765583503}. Best is trial 42 with value: 0.8464835164835166.
[I 2025-11-03 23:43:54,526] Trial 47 finished with value: 0.818901098901099 and parameters: {'n_estimators': 162, 'learning_rate': 0.17642062310660514, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9515491028471474, 'colsample_bytree': 0.9546337758067107, 'gamma': 0.2894644899681587, 'reg_alpha': 0.4149560863155026, 'reg_lambda': 4.84065190261134}. Best is trial 42 with value: 0.8464835164835166.
[I 2025-11-03 23:43:55,031] Trial 48 finished with value: 0.8323076923076923 and parameters: {'n_estimators': 143, 'learning_rate': 0.12443325198443425, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9043329160816775, 'colsample_bytree': 0.9155191172857643, 'gamma': 0.4611760592119586, 'reg_alpha': 0.7124403249888711, 'reg_lambda': 4.990472303896323}. Best is trial 42 with value: 0.8464835164835166.
[I 2025-11-03 23:43:55,525] Trial 49 finished with value: 0.8382967032967032 and parameters: {'n_estimators': 174, 'learning_rate': 0.1030370236961704, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9352844372091644, 'colsample_bytree': 0.9837073851625783, 'gamma': 0.7345057407484393, 'reg_alpha': 0.5314066669164644, 'reg_lambda': 4.4376367933507535}. Best is trial 42 with value: 0.8464835164835166.
[I 2025-11-03 23:43:55,526] A new study created in memory with name: no-name-6843021a-d941-47ec-b4fb-e309ec10275e

[Top   45] mean 5x5 CV AUC = 0.8465

[I 2025-11-03 23:43:56,294] Trial 0 finished with value: 0.8312179487179487 and parameters: {'n_estimators': 141, 'learning_rate': 0.06509673087623097, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7968016756846101, 'colsample_bytree': 0.7037433839311924, 'gamma': 1.5574311094349096, 'reg_alpha': 0.9961706505007607, 'reg_lambda': 4.109139024357757}. Best is trial 0 with value: 0.8312179487179487.
[I 2025-11-03 23:43:57,064] Trial 1 finished with value: 0.8196978021978023 and parameters: {'n_estimators': 40, 'learning_rate': 0.05195559204633872, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8868408186233616, 'colsample_bytree': 0.621951272322283, 'gamma': 0.011837510521663264, 'reg_alpha': 0.6111292134191576, 'reg_lambda': 1.076435420300074}. Best is trial 0 with value: 0.8312179487179487.
[I 2025-11-03 23:43:57,703] Trial 2 finished with value: 0.8141483516483516 and parameters: {'n_estimators': 36, 'learning_rate': 0.02978827269335146, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7058676932523638, 'colsample_bytree': 0.8074947419482642, 'gamma': 1.0361282188296739, 'reg_alpha': 0.8172636917866254, 'reg_lambda': 4.635368512219529}. Best is trial 0 with value: 0.8312179487179487.
[I 2025-11-03 23:43:58,186] Trial 3 finished with value: 0.8197161172161173 and parameters: {'n_estimators': 140, 'learning_rate': 0.1816017169245018, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7878111237868614, 'colsample_bytree': 0.7481180584694387, 'gamma': 1.235814014441965, 'reg_alpha': 0.38292776590418964, 'reg_lambda': 4.257977700659536}. Best is trial 0 with value: 0.8312179487179487.
[I 2025-11-03 23:43:58,865] Trial 4 finished with value: 0.8362362637362638 and parameters: {'n_estimators': 60, 'learning_rate': 0.055319484074860543, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8045306324878576, 'colsample_bytree': 0.9838095227970356, 'gamma': 0.030305516851072634, 'reg_alpha': 0.9597410960256936, 'reg_lambda': 3.43437485099522}. Best is trial 4 with value: 0.8362362637362638.
[I 2025-11-03 23:43:59,359] Trial 5 finished with value: 0.8318223443223444 and parameters: {'n_estimators': 163, 'learning_rate': 0.10446000305601737, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7841935876460828, 'colsample_bytree': 0.9769796170306657, 'gamma': 0.7488926360040415, 'reg_alpha': 0.5410706618829833, 'reg_lambda': 4.321899984671443}. Best is trial 4 with value: 0.8362362637362638.
[I 2025-11-03 23:44:00,025] Trial 6 finished with value: 0.8260622710622711 and parameters: {'n_estimators': 156, 'learning_rate': 0.02530913688409236, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7975824278415069, 'colsample_bytree': 0.8928145201474604, 'gamma': 0.8786910530872916, 'reg_alpha': 0.46114490116688034, 'reg_lambda': 0.8560999420919864}. Best is trial 4 with value: 0.8362362637362638.
[I 2025-11-03 23:44:00,389] Trial 7 finished with value: 0.8339468864468864 and parameters: {'n_estimators': 25, 'learning_rate': 0.05626073920407778, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9418988188331467, 'colsample_bytree': 0.6438776770275272, 'gamma': 1.1338864959520953, 'reg_alpha': 0.3093617264793731, 'reg_lambda': 2.2342382533224363}. Best is trial 4 with value: 0.8362362637362638.
[I 2025-11-03 23:44:00,928] Trial 8 finished with value: 0.8172161172161172 and parameters: {'n_estimators': 36, 'learning_rate': 0.045573722005409704, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8082717164596993, 'colsample_bytree': 0.9072962899527353, 'gamma': 1.5896615127274425, 'reg_alpha': 0.35144768712440844, 'reg_lambda': 3.4989445226284466}. Best is trial 4 with value: 0.8362362637362638.
[I 2025-11-03 23:44:01,427] Trial 9 finished with value: 0.8185164835164833 and parameters: {'n_estimators': 145, 'learning_rate': 0.11369337574585726, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7575885605507917, 'colsample_bytree': 0.7001612120699495, 'gamma': 1.6743535227125177, 'reg_alpha': 0.921622534184824, 'reg_lambda': 3.6221039235304806}. Best is trial 4 with value: 0.8362362637362638.
[I 2025-11-03 23:44:01,843] Trial 10 finished with value: 0.7690384615384614 and parameters: {'n_estimators': 92, 'learning_rate': 0.2386551134981816, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.8774420356556947, 'colsample_bytree': 0.9900132886110494, 'gamma': 0.0058468909538624825, 'reg_alpha': 0.015274379507878133, 'reg_lambda': 2.496984457435806}. Best is trial 4 with value: 0.8362362637362638.
[I 2025-11-03 23:44:02,371] Trial 11 finished with value: 0.8325641025641026 and parameters: {'n_estimators': 78, 'learning_rate': 0.04104903577642414, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9817595287651201, 'colsample_bytree': 0.8513698935832004, 'gamma': 0.5140903237562588, 'reg_alpha': 0.10304084525729115, 'reg_lambda': 2.2549767369496747}. Best is trial 4 with value: 0.8362362637362638.
[I 2025-11-03 23:44:02,858] Trial 12 finished with value: 0.821190476190476 and parameters: {'n_estimators': 67, 'learning_rate': 0.08598253062075178, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9693954734186193, 'colsample_bytree': 0.6029456098674799, 'gamma': 0.43364235094835096, 'reg_alpha': 0.20079976038596858, 'reg_lambda': 1.6076699982780636}. Best is trial 4 with value: 0.8362362637362638.
[I 2025-11-03 23:44:03,402] Trial 13 finished with value: 0.8450641025641026 and parameters: {'n_estimators': 63, 'learning_rate': 0.03439740298684728, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9217492838575502, 'colsample_bytree': 0.6749365307359726, 'gamma': 1.2622712807159202, 'reg_alpha': 0.6622942778818132, 'reg_lambda': 3.2141456534573005}. Best is trial 13 with value: 0.8450641025641026.
[I 2025-11-03 23:44:03,977] Trial 14 finished with value: 0.8472252747252748 and parameters: {'n_estimators': 114, 'learning_rate': 0.0214063800571141, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9176746876633729, 'colsample_bytree': 0.7879439820430548, 'gamma': 1.9303348678866703, 'reg_alpha': 0.7090328757363227, 'reg_lambda': 3.147772868067361}. Best is trial 14 with value: 0.8472252747252748.
[I 2025-11-03 23:44:04,542] Trial 15 finished with value: 0.8477014652014653 and parameters: {'n_estimators': 114, 'learning_rate': 0.02159731230617312, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9237305456079643, 'colsample_bytree': 0.7620176637544956, 'gamma': 1.8888177068593204, 'reg_alpha': 0.719831076519883, 'reg_lambda': 2.987248736023978}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:05,065] Trial 16 finished with value: 0.8043681318681319 and parameters: {'n_estimators': 112, 'learning_rate': 0.021544661481199365, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.910709911669171, 'colsample_bytree': 0.7655240022583158, 'gamma': 1.9937855856731161, 'reg_alpha': 0.7587857333498911, 'reg_lambda': 2.985166948405798}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:05,606] Trial 17 finished with value: 0.8437271062271061 and parameters: {'n_estimators': 197, 'learning_rate': 0.020111526728447345, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8593073351773597, 'colsample_bytree': 0.8011886385988041, 'gamma': 1.9626975688849815, 'reg_alpha': 0.7567884526328746, 'reg_lambda': 1.7016329507195795}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:06,156] Trial 18 finished with value: 0.8405677655677656 and parameters: {'n_estimators': 113, 'learning_rate': 0.03196338241584828, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9984219189915103, 'colsample_bytree': 0.7482398374848397, 'gamma': 1.7847205090854918, 'reg_alpha': 0.676353635097765, 'reg_lambda': 2.6807826924014053}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:06,706] Trial 19 finished with value: 0.8076373626373627 and parameters: {'n_estimators': 97, 'learning_rate': 0.026330703926679962, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.936642667450828, 'colsample_bytree': 0.8477904282410483, 'gamma': 1.4374025245959812, 'reg_alpha': 0.8512816929244386, 'reg_lambda': 4.921640643369171}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:07,263] Trial 20 finished with value: 0.846025641025641 and parameters: {'n_estimators': 123, 'learning_rate': 0.03807689625186904, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8432364721042678, 'colsample_bytree': 0.8370989512851055, 'gamma': 1.8230662040674235, 'reg_alpha': 0.5275662614592872, 'reg_lambda': 1.8630888191528785}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:08,035] Trial 21 finished with value: 0.8468223443223444 and parameters: {'n_estimators': 124, 'learning_rate': 0.020251044748933335, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8371514470089066, 'colsample_bytree': 0.8382997511303604, 'gamma': 1.7895406288558064, 'reg_alpha': 0.5406296739788276, 'reg_lambda': 1.7993757566334003}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:08,715] Trial 22 finished with value: 0.8425457875457876 and parameters: {'n_estimators': 126, 'learning_rate': 0.024039665057788144, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8420014647171017, 'colsample_bytree': 0.7736293141716054, 'gamma': 1.3924722072716325, 'reg_alpha': 0.66717168283814, 'reg_lambda': 1.308785958363694}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:09,330] Trial 23 finished with value: 0.843956043956044 and parameters: {'n_estimators': 96, 'learning_rate': 0.02049264743410979, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.901561187546466, 'colsample_bytree': 0.8952824622604733, 'gamma': 1.764923383618613, 'reg_alpha': 0.587762578631392, 'reg_lambda': 3.0986811274819}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:09,991] Trial 24 finished with value: 0.8318589743589743 and parameters: {'n_estimators': 174, 'learning_rate': 0.02840785214884774, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.955274891304429, 'colsample_bytree': 0.7186040455881345, 'gamma': 1.898496662148001, 'reg_alpha': 0.4470352121494294, 'reg_lambda': 3.7982697241039665}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:10,544] Trial 25 finished with value: 0.834368131868132 and parameters: {'n_estimators': 127, 'learning_rate': 0.03485271520588193, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8704136597294801, 'colsample_bytree': 0.817569142975783, 'gamma': 1.6462649074491251, 'reg_alpha': 0.7560612870670571, 'reg_lambda': 0.6235205745966192}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:11,103] Trial 26 finished with value: 0.8167124542124543 and parameters: {'n_estimators': 82, 'learning_rate': 0.024898812374755525, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8289197285910024, 'colsample_bytree': 0.867895619304394, 'gamma': 1.4450879741623255, 'reg_alpha': 0.8683892551098528, 'reg_lambda': 2.127989871080229}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:11,570] Trial 27 finished with value: 0.8360531135531136 and parameters: {'n_estimators': 107, 'learning_rate': 0.16186132205307005, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.896894876637737, 'colsample_bytree': 0.9354958541217733, 'gamma': 1.7608334672677113, 'reg_alpha': 0.7160237207727842, 'reg_lambda': 2.798326355520763}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:12,167] Trial 28 finished with value: 0.8476098901098901 and parameters: {'n_estimators': 176, 'learning_rate': 0.020014411567722542, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9267188552960974, 'colsample_bytree': 0.7725137721122556, 'gamma': 1.9074665437440375, 'reg_alpha': 0.6097926871124384, 'reg_lambda': 2.499862297896124}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:12,705] Trial 29 finished with value: 0.834065934065934 and parameters: {'n_estimators': 194, 'learning_rate': 0.08089080058590384, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9254620207770723, 'colsample_bytree': 0.7193262727962888, 'gamma': 1.5409966462689755, 'reg_alpha': 0.6031018597938815, 'reg_lambda': 2.5516004330719158}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:13,252] Trial 30 finished with value: 0.8292490842490844 and parameters: {'n_estimators': 180, 'learning_rate': 0.044148157067530634, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9550688047248478, 'colsample_bytree': 0.7762211580801842, 'gamma': 1.9977813934580821, 'reg_alpha': 0.9884234127460267, 'reg_lambda': 3.885826282508836}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:13,859] Trial 31 finished with value: 0.8439560439560441 and parameters: {'n_estimators': 137, 'learning_rate': 0.02042559008433106, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9151329924014024, 'colsample_bytree': 0.7845210733748968, 'gamma': 1.8589515005855488, 'reg_alpha': 0.5041895429790328, 'reg_lambda': 2.8603699074328106}. Best is trial 15 with value: 0.8477014652014653.
[I 2025-11-03 23:44:14,411] Trial 32 finished with value: 0.8477838827838827 and parameters: {'n_estimators': 155, 'learning_rate': 0.028937751478581398, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8862313616820521, 'colsample_bytree': 0.7479243504874686, 'gamma': 1.6777196598032535, 'reg_alpha': 0.596098418213373, 'reg_lambda': 1.9355519834531896}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:15,033] Trial 33 finished with value: 0.8396703296703297 and parameters: {'n_estimators': 155, 'learning_rate': 0.030396998306837744, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8809367504421826, 'colsample_bytree': 0.7402711047086814, 'gamma': 1.680339011755431, 'reg_alpha': 0.6171371403464856, 'reg_lambda': 3.285001396060762}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:15,755] Trial 34 finished with value: 0.8277014652014651 and parameters: {'n_estimators': 174, 'learning_rate': 0.02498408450269017, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8945597880301244, 'colsample_bytree': 0.6895875123936618, 'gamma': 1.9087350383722153, 'reg_alpha': 0.808805287091254, 'reg_lambda': 1.3585108459583692}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:16,394] Trial 35 finished with value: 0.8405860805860805 and parameters: {'n_estimators': 185, 'learning_rate': 0.06814819793537599, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9413680575886633, 'colsample_bytree': 0.7276085939115383, 'gamma': 1.5221654677345313, 'reg_alpha': 0.7050211941938944, 'reg_lambda': 2.395764986004187}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:17,002] Trial 36 finished with value: 0.846007326007326 and parameters: {'n_estimators': 164, 'learning_rate': 0.02942060608717371, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8622440278540847, 'colsample_bytree': 0.6705449269442156, 'gamma': 1.676605833752171, 'reg_alpha': 0.6124440102164153, 'reg_lambda': 1.9600137690978687}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:17,605] Trial 37 finished with value: 0.8138095238095238 and parameters: {'n_estimators': 141, 'learning_rate': 0.024238638727220246, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.962702978163834, 'colsample_bytree': 0.8137188778869066, 'gamma': 1.2519620392906097, 'reg_alpha': 0.4476140949555034, 'reg_lambda': 4.063862577338108}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:18,162] Trial 38 finished with value: 0.8408058608058607 and parameters: {'n_estimators': 151, 'learning_rate': 0.04761284432283985, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9300205700505125, 'colsample_bytree': 0.7528327008885008, 'gamma': 1.3353381825921904, 'reg_alpha': 0.8006489522056544, 'reg_lambda': 2.7102077536080644}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:18,717] Trial 39 finished with value: 0.8249908424908425 and parameters: {'n_estimators': 163, 'learning_rate': 0.03746191097931224, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7111776427446163, 'colsample_bytree': 0.7932108131665285, 'gamma': 1.002875941414699, 'reg_alpha': 0.3884519629484821, 'reg_lambda': 3.363723622908179}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:19,305] Trial 40 finished with value: 0.8271062271062272 and parameters: {'n_estimators': 134, 'learning_rate': 0.05988839506071743, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8863157184448727, 'colsample_bytree': 0.7602181173955236, 'gamma': 1.5763484142772222, 'reg_alpha': 0.886006812564312, 'reg_lambda': 2.069990634865463}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:19,892] Trial 41 finished with value: 0.841849816849817 and parameters: {'n_estimators': 106, 'learning_rate': 0.02233747891948202, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8216191553335483, 'colsample_bytree': 0.825546463876413, 'gamma': 1.8596155841585504, 'reg_alpha': 0.5623214124382641, 'reg_lambda': 1.480165033061617}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:20,413] Trial 42 finished with value: 0.8310347985347987 and parameters: {'n_estimators': 118, 'learning_rate': 0.022583232464908887, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7647531930513602, 'colsample_bytree': 0.7969318189111094, 'gamma': 1.756328891120721, 'reg_alpha': 0.6375930700963124, 'reg_lambda': 1.175593269187779}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:20,989] Trial 43 finished with value: 0.8390018315018314 and parameters: {'n_estimators': 146, 'learning_rate': 0.02890694038370427, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9012294295051331, 'colsample_bytree': 0.8668586846175463, 'gamma': 1.7138901689458417, 'reg_alpha': 0.559499930059371, 'reg_lambda': 1.7961903903997054}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:21,539] Trial 44 finished with value: 0.8466391941391942 and parameters: {'n_estimators': 132, 'learning_rate': 0.02728923654120778, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8586688579370234, 'colsample_bytree': 0.8262235562381247, 'gamma': 1.9031974201799333, 'reg_alpha': 0.7139064162685461, 'reg_lambda': 2.348742830878673}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:22,157] Trial 45 finished with value: 0.8416666666666666 and parameters: {'n_estimators': 101, 'learning_rate': 0.02004921646808955, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9096723170430078, 'colsample_bytree': 0.7378631357376237, 'gamma': 0.8017442322146664, 'reg_alpha': 0.5035041729891553, 'reg_lambda': 0.9332574005927636}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:22,699] Trial 46 finished with value: 0.8272619047619046 and parameters: {'n_estimators': 87, 'learning_rate': 0.03247256548195392, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.978944724129438, 'colsample_bytree': 0.9346998189456058, 'gamma': 1.9988867197274587, 'reg_alpha': 0.24117895534620598, 'reg_lambda': 2.9807603266622538}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:23,207] Trial 47 finished with value: 0.8415750915750917 and parameters: {'n_estimators': 52, 'learning_rate': 0.023153006175984044, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9482103842606976, 'colsample_bytree': 0.6475831318500349, 'gamma': 1.0992705709719222, 'reg_alpha': 0.4085136075524459, 'reg_lambda': 2.539438874064852}. Best is trial 32 with value: 0.8477838827838827.
[I 2025-11-03 23:44:23,710] Trial 48 finished with value: 0.8482326007326009 and parameters: {'n_estimators': 159, 'learning_rate': 0.09984598468938743, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8720458007257123, 'colsample_bytree': 0.772052008856643, 'gamma': 1.6384928233301306, 'reg_alpha': 0.47474162718692486, 'reg_lambda': 2.2088407026524464}. Best is trial 48 with value: 0.8482326007326009.
[I 2025-11-03 23:44:24,139] Trial 49 finished with value: 0.7849175824175825 and parameters: {'n_estimators': 172, 'learning_rate': 0.11597581833879879, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8710225950195484, 'colsample_bytree': 0.7128316308585765, 'gamma': 0.6003868193481479, 'reg_alpha': 0.3392486808580452, 'reg_lambda': 2.2356975545716002}. Best is trial 48 with value: 0.8482326007326009.
[I 2025-11-03 23:44:24,140] A new study created in memory with name: no-name-e5099dc1-8744-440d-a597-828c0e9837d7

[Top   50] mean 5x5 CV AUC = 0.8482

[I 2025-11-03 23:44:24,652] Trial 0 finished with value: 0.8222802197802197 and parameters: {'n_estimators': 157, 'learning_rate': 0.29387736418527594, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.946600169677443, 'colsample_bytree': 0.8173264056706628, 'gamma': 0.5724664731809708, 'reg_alpha': 0.2708180514776546, 'reg_lambda': 1.7069041630311668}. Best is trial 0 with value: 0.8222802197802197.
[I 2025-11-03 23:44:25,222] Trial 1 finished with value: 0.7896428571428571 and parameters: {'n_estimators': 176, 'learning_rate': 0.2483102493930208, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.887814072895411, 'colsample_bytree': 0.9542469241981396, 'gamma': 0.6489812757362876, 'reg_alpha': 0.7082925278307103, 'reg_lambda': 1.3719135180528033}. Best is trial 0 with value: 0.8222802197802197.
[I 2025-11-03 23:44:25,677] Trial 2 finished with value: 0.8227838827838828 and parameters: {'n_estimators': 68, 'learning_rate': 0.15763425130907469, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.935081711153614, 'colsample_bytree': 0.7223400680253466, 'gamma': 1.5083858701324415, 'reg_alpha': 0.12442341888449293, 'reg_lambda': 1.1728144480283988}. Best is trial 2 with value: 0.8227838827838828.
[I 2025-11-03 23:44:26,222] Trial 3 finished with value: 0.8250549450549451 and parameters: {'n_estimators': 167, 'learning_rate': 0.02492507464691846, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7465784406158531, 'colsample_bytree': 0.9441507810993182, 'gamma': 1.2492967516648046, 'reg_alpha': 0.9222125244424397, 'reg_lambda': 0.7212307801465663}. Best is trial 3 with value: 0.8250549450549451.
[I 2025-11-03 23:44:26,818] Trial 4 finished with value: 0.7979304029304027 and parameters: {'n_estimators': 34, 'learning_rate': 0.07210677768170057, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7708863930560632, 'colsample_bytree': 0.7055069626384575, 'gamma': 0.7610408376973663, 'reg_alpha': 0.15787323499772565, 'reg_lambda': 1.983661650042732}. Best is trial 3 with value: 0.8250549450549451.
[I 2025-11-03 23:44:27,272] Trial 5 finished with value: 0.8047161172161172 and parameters: {'n_estimators': 147, 'learning_rate': 0.14531184957923707, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.959003625948907, 'colsample_bytree': 0.6835949189180386, 'gamma': 1.9257593816413632, 'reg_alpha': 0.38299548731325705, 'reg_lambda': 1.3978020717703847}. Best is trial 3 with value: 0.8250549450549451.
[I 2025-11-03 23:44:27,898] Trial 6 finished with value: 0.7894871794871796 and parameters: {'n_estimators': 167, 'learning_rate': 0.026459911645949737, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8948315591649394, 'colsample_bytree': 0.9823152308635903, 'gamma': 1.97864598797327, 'reg_alpha': 0.6992090456680204, 'reg_lambda': 1.4540657918498685}. Best is trial 3 with value: 0.8250549450549451.
[I 2025-11-03 23:44:28,261] Trial 7 finished with value: 0.7643315018315019 and parameters: {'n_estimators': 26, 'learning_rate': 0.03338352167695388, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9261345298305659, 'colsample_bytree': 0.8411269499717158, 'gamma': 1.7325637324568164, 'reg_alpha': 0.00039323232717614065, 'reg_lambda': 3.7336081073853644}. Best is trial 3 with value: 0.8250549450549451.
[I 2025-11-03 23:44:28,823] Trial 8 finished with value: 0.8236263736263737 and parameters: {'n_estimators': 127, 'learning_rate': 0.07290355277071331, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9381734818660994, 'colsample_bytree': 0.9096029874802467, 'gamma': 0.978801997233171, 'reg_alpha': 0.4404787218431677, 'reg_lambda': 4.234152878387154}. Best is trial 3 with value: 0.8250549450549451.
[I 2025-11-03 23:44:29,353] Trial 9 finished with value: 0.8284157509157508 and parameters: {'n_estimators': 166, 'learning_rate': 0.18383074068270971, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8755663693831848, 'colsample_bytree': 0.9128143102083601, 'gamma': 0.061164771702205245, 'reg_alpha': 0.6588871745223256, 'reg_lambda': 1.4498146700593315}. Best is trial 9 with value: 0.8284157509157508.
[I 2025-11-03 23:44:29,904] Trial 10 finished with value: 0.8203388278388277 and parameters: {'n_estimators': 93, 'learning_rate': 0.12492094716460019, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8149165541752905, 'colsample_bytree': 0.6056626694537139, 'gamma': 0.1439324241747062, 'reg_alpha': 0.6601475014885936, 'reg_lambda': 2.7841980306660057}. Best is trial 9 with value: 0.8284157509157508.
[I 2025-11-03 23:44:30,500] Trial 11 finished with value: 0.8263369963369963 and parameters: {'n_estimators': 198, 'learning_rate': 0.04184788438449699, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7338593235171086, 'colsample_bytree': 0.878409764908741, 'gamma': 1.2883390293936152, 'reg_alpha': 0.9417820904508192, 'reg_lambda': 0.5864452590886847}. Best is trial 9 with value: 0.8284157509157508.
[I 2025-11-03 23:44:31,105] Trial 12 finished with value: 0.8320512820512822 and parameters: {'n_estimators': 192, 'learning_rate': 0.044303513508461186, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7054069469070628, 'colsample_bytree': 0.8698059810567933, 'gamma': 0.04559677458131796, 'reg_alpha': 0.9663744259144442, 'reg_lambda': 0.5632768579261525}. Best is trial 12 with value: 0.8320512820512822.
[I 2025-11-03 23:44:31,719] Trial 13 finished with value: 0.8225824175824176 and parameters: {'n_estimators': 197, 'learning_rate': 0.05375192466364951, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8255856799214313, 'colsample_bytree': 0.7640916501137727, 'gamma': 0.08534594564502865, 'reg_alpha': 0.8293811398058211, 'reg_lambda': 2.8393889562069825}. Best is trial 12 with value: 0.8320512820512822.
[I 2025-11-03 23:44:32,305] Trial 14 finished with value: 0.8235256410256412 and parameters: {'n_estimators': 130, 'learning_rate': 0.10201613508705777, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8595527334580509, 'colsample_bytree': 0.8803125119857648, 'gamma': 0.3401693610369226, 'reg_alpha': 0.5618968743577218, 'reg_lambda': 2.1325732965468793}. Best is trial 12 with value: 0.8320512820512822.
[I 2025-11-03 23:44:32,900] Trial 15 finished with value: 0.8210347985347985 and parameters: {'n_estimators': 105, 'learning_rate': 0.05237488638122904, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7094425623223239, 'colsample_bytree': 0.7895340080176242, 'gamma': 0.3546471808186903, 'reg_alpha': 0.9939017492864127, 'reg_lambda': 4.953735136171904}. Best is trial 12 with value: 0.8320512820512822.
[I 2025-11-03 23:44:33,442] Trial 16 finished with value: 0.8368681318681319 and parameters: {'n_estimators': 190, 'learning_rate': 0.19010904097097098, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9938544351495127, 'colsample_bytree': 0.9950441288603047, 'gamma': 0.07118639346472766, 'reg_alpha': 0.8134005295045597, 'reg_lambda': 0.5956093920557803}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:34,040] Trial 17 finished with value: 0.8356318681318681 and parameters: {'n_estimators': 186, 'learning_rate': 0.09741837041577375, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9853782302627547, 'colsample_bytree': 0.997096620445119, 'gamma': 0.3801124556909096, 'reg_alpha': 0.8304269196609799, 'reg_lambda': 0.5018265751730933}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:34,664] Trial 18 finished with value: 0.8204212454212455 and parameters: {'n_estimators': 136, 'learning_rate': 0.09947496433118225, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9908079227023481, 'colsample_bytree': 0.9769661001238663, 'gamma': 0.3905530715840969, 'reg_alpha': 0.7975047369700129, 'reg_lambda': 2.3896034534301043}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:35,129] Trial 19 finished with value: 0.8260989010989012 and parameters: {'n_estimators': 182, 'learning_rate': 0.2108479008350874, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9971530733860009, 'colsample_bytree': 0.9902445425281403, 'gamma': 0.8834071897227773, 'reg_alpha': 0.828507981075525, 'reg_lambda': 3.3163888956959897}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:35,650] Trial 20 finished with value: 0.8293040293040294 and parameters: {'n_estimators': 77, 'learning_rate': 0.10613303057507276, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9766554549875628, 'colsample_bytree': 0.9318495955434736, 'gamma': 0.5050281545467775, 'reg_alpha': 0.5038257299187338, 'reg_lambda': 0.9510704657358813}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:36,226] Trial 21 finished with value: 0.8310989010989012 and parameters: {'n_estimators': 186, 'learning_rate': 0.05502788305664121, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7855279598599683, 'colsample_bytree': 0.9967477082460244, 'gamma': 0.0006176445288670271, 'reg_alpha': 0.8848859445077535, 'reg_lambda': 0.5396745893232162}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:37,060] Trial 22 finished with value: 0.822371794871795 and parameters: {'n_estimators': 199, 'learning_rate': 0.037948505606702, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9653795014957054, 'colsample_bytree': 0.86326199513559, 'gamma': 0.2370492219347749, 'reg_alpha': 0.7637621752424538, 'reg_lambda': 0.8375641433318883}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:37,652] Trial 23 finished with value: 0.8183150183150183 and parameters: {'n_estimators': 148, 'learning_rate': 0.08138907765649449, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9207078751505825, 'colsample_bytree': 0.9522271253115396, 'gamma': 0.19791824881453107, 'reg_alpha': 0.998546214601867, 'reg_lambda': 0.5011903832997335}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:38,193] Trial 24 finished with value: 0.8296062271062271 and parameters: {'n_estimators': 182, 'learning_rate': 0.19156966187363086, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8296228881212021, 'colsample_bytree': 0.9144307088309949, 'gamma': 0.4735813833492704, 'reg_alpha': 0.877471366701826, 'reg_lambda': 1.080456570153538}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:38,740] Trial 25 finished with value: 0.8244413919413919 and parameters: {'n_estimators': 186, 'learning_rate': 0.06609105728028856, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7949555848882295, 'colsample_bytree': 0.9994813124553228, 'gamma': 0.25679629492874906, 'reg_alpha': 0.5475731187583951, 'reg_lambda': 0.9982314108602433}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:39,402] Trial 26 finished with value: 0.8217857142857143 and parameters: {'n_estimators': 151, 'learning_rate': 0.14677953996152154, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9093244013319772, 'colsample_bytree': 0.8399100044220249, 'gamma': 0.7832095954099186, 'reg_alpha': 0.6088053483525429, 'reg_lambda': 1.794213872530164}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:39,937] Trial 27 finished with value: 0.801547619047619 and parameters: {'n_estimators': 114, 'learning_rate': 0.020664912386288887, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8521554443157977, 'colsample_bytree': 0.89600607173036, 'gamma': 0.019260403965174144, 'reg_alpha': 0.7564669401519638, 'reg_lambda': 2.378955170936723}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:40,442] Trial 28 finished with value: 0.8301007326007327 and parameters: {'n_estimators': 50, 'learning_rate': 0.04345302154350457, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7016259796520762, 'colsample_bytree': 0.7610619390583164, 'gamma': 0.2189430809526315, 'reg_alpha': 0.8699168256819524, 'reg_lambda': 0.903653370727809}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:40,924] Trial 29 finished with value: 0.8285897435897435 and parameters: {'n_estimators': 163, 'learning_rate': 0.27807897412879334, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9493135287078625, 'colsample_bytree': 0.9595477153535782, 'gamma': 0.5871269430374247, 'reg_alpha': 0.3388582739897146, 'reg_lambda': 1.6028919722188852}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:41,537] Trial 30 finished with value: 0.8186538461538462 and parameters: {'n_estimators': 175, 'learning_rate': 0.08766714160160967, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9727784038952234, 'colsample_bytree': 0.8272377936401819, 'gamma': 0.6458654625916216, 'reg_alpha': 0.9376716079066445, 'reg_lambda': 1.1553550694837575}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:42,044] Trial 31 finished with value: 0.8322161172161171 and parameters: {'n_estimators': 189, 'learning_rate': 0.058701579798095385, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7578963979697341, 'colsample_bytree': 0.9741505272769542, 'gamma': 0.0449343885039222, 'reg_alpha': 0.8736600890468702, 'reg_lambda': 0.5819934676099382}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:42,631] Trial 32 finished with value: 0.8339652014652015 and parameters: {'n_estimators': 192, 'learning_rate': 0.06035353542128292, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7370089070805504, 'colsample_bytree': 0.966696896785203, 'gamma': 0.1685639869731685, 'reg_alpha': 0.7398620187196154, 'reg_lambda': 0.7531892783363082}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:43,166] Trial 33 finished with value: 0.8309157509157511 and parameters: {'n_estimators': 173, 'learning_rate': 0.061570256715094314, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7494447509103958, 'colsample_bytree': 0.9631363897359885, 'gamma': 0.4098452472565832, 'reg_alpha': 0.7339537460281428, 'reg_lambda': 0.7897671366452519}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:43,678] Trial 34 finished with value: 0.8293772893772894 and parameters: {'n_estimators': 158, 'learning_rate': 0.1275474654632232, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7331375942840556, 'colsample_bytree': 0.9338356786596429, 'gamma': 0.3013591695312483, 'reg_alpha': 0.8064683793593986, 'reg_lambda': 1.2185320685942014}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:44,169] Trial 35 finished with value: 0.8313736263736264 and parameters: {'n_estimators': 178, 'learning_rate': 0.22854019740709758, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7647927788012236, 'colsample_bytree': 0.967065138849346, 'gamma': 0.145657299523903, 'reg_alpha': 0.6788089163616867, 'reg_lambda': 1.748513001525699}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:44,726] Trial 36 finished with value: 0.8230036630036629 and parameters: {'n_estimators': 191, 'learning_rate': 0.0862615222263196, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7203834760709305, 'colsample_bytree': 0.942787472158255, 'gamma': 0.5319178481510596, 'reg_alpha': 0.8854621939177348, 'reg_lambda': 0.7690155169597678}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:45,277] Trial 37 finished with value: 0.8325183150183151 and parameters: {'n_estimators': 142, 'learning_rate': 0.03078608030543974, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7993256068426224, 'colsample_bytree': 0.971354565647349, 'gamma': 1.1194561624273496, 'reg_alpha': 0.6340363389302319, 'reg_lambda': 1.1794530877411797}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:45,854] Trial 38 finished with value: 0.8253479853479853 and parameters: {'n_estimators': 141, 'learning_rate': 0.030420254034651917, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7974738902304098, 'colsample_bytree': 0.9220103777074301, 'gamma': 1.242300183425199, 'reg_alpha': 0.6014104964526703, 'reg_lambda': 1.2176843635124441}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:46,216] Trial 39 finished with value: 0.7538186813186815 and parameters: {'n_estimators': 124, 'learning_rate': 0.293047828074893, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7773911567357696, 'colsample_bytree': 0.6469813913640222, 'gamma': 1.1473224459079514, 'reg_alpha': 0.717477277316701, 'reg_lambda': 2.015770365738078}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:46,856] Trial 40 finished with value: 0.8182967032967032 and parameters: {'n_estimators': 156, 'learning_rate': 0.02077879249655919, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8871757251375477, 'colsample_bytree': 0.9474598675785412, 'gamma': 1.4298791042866155, 'reg_alpha': 0.4699336163120106, 'reg_lambda': 1.353238665779957}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:47,374] Trial 41 finished with value: 0.8326923076923076 and parameters: {'n_estimators': 175, 'learning_rate': 0.03324280871610631, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7573914137579366, 'colsample_bytree': 0.9730424046449947, 'gamma': 1.0162836915783464, 'reg_alpha': 0.7873380307937774, 'reg_lambda': 0.7300278010933992}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:47,967] Trial 42 finished with value: 0.8245695970695971 and parameters: {'n_estimators': 169, 'learning_rate': 0.026024724217997203, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7338685427368881, 'colsample_bytree': 0.9797058446416383, 'gamma': 0.9919840971697776, 'reg_alpha': 0.7852809886255783, 'reg_lambda': 0.7948728841809372}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:48,547] Trial 43 finished with value: 0.8326465201465202 and parameters: {'n_estimators': 175, 'learning_rate': 0.03182604424598089, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8148863738291235, 'colsample_bytree': 0.9942058748500293, 'gamma': 1.0932942299091242, 'reg_alpha': 0.6218857621347768, 'reg_lambda': 1.060818867240755}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:49,179] Trial 44 finished with value: 0.828131868131868 and parameters: {'n_estimators': 176, 'learning_rate': 0.035498684001862894, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8648779383602255, 'colsample_bytree': 0.9975669985006068, 'gamma': 0.8050556333267621, 'reg_alpha': 0.7091488447730943, 'reg_lambda': 1.5668548698779359}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:49,734] Trial 45 finished with value: 0.824010989010989 and parameters: {'n_estimators': 200, 'learning_rate': 0.04836215008584914, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8381108375490632, 'colsample_bytree': 0.9520894610814784, 'gamma': 1.5058288927517338, 'reg_alpha': 0.165924148301404, 'reg_lambda': 0.7231375645511813}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:50,273] Trial 46 finished with value: 0.8127289377289376 and parameters: {'n_estimators': 160, 'learning_rate': 0.023354667695627374, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8108893639106115, 'colsample_bytree': 0.9826075672212239, 'gamma': 1.1819236425448152, 'reg_alpha': 0.8356814668521088, 'reg_lambda': 1.005264884235337}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:50,839] Trial 47 finished with value: 0.8034615384615384 and parameters: {'n_estimators': 172, 'learning_rate': 0.16917110052209827, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7508626758182636, 'colsample_bytree': 0.9018170125202534, 'gamma': 1.0571547840321647, 'reg_alpha': 0.6777794902264144, 'reg_lambda': 3.0583087055832876}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:51,467] Trial 48 finished with value: 0.8261904761904763 and parameters: {'n_estimators': 191, 'learning_rate': 0.030674952266714666, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9776704427596893, 'colsample_bytree': 0.9247753668747417, 'gamma': 1.3269598637949138, 'reg_alpha': 0.5769499586233479, 'reg_lambda': 1.2986528434754208}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:52,081] Trial 49 finished with value: 0.8311904761904763 and parameters: {'n_estimators': 166, 'learning_rate': 0.03929977089655355, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9433989352247936, 'colsample_bytree': 0.9397013369551588, 'gamma': 1.384427091779299, 'reg_alpha': 0.757040416929222, 'reg_lambda': 0.6818543577367273}. Best is trial 16 with value: 0.8368681318681319.
[I 2025-11-03 23:44:52,082] A new study created in memory with name: no-name-02cd7ae9-6b0d-444f-808b-936f02fa3fe4

[Top   55] mean 5x5 CV AUC = 0.8369

[I 2025-11-03 23:44:52,722] Trial 0 finished with value: 0.8054395604395604 and parameters: {'n_estimators': 38, 'learning_rate': 0.12402563860305617, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9664027335336939, 'colsample_bytree': 0.92321044768832, 'gamma': 1.7642805513277766, 'reg_alpha': 0.8991320050392126, 'reg_lambda': 1.6463660969521752}. Best is trial 0 with value: 0.8054395604395604.
[I 2025-11-03 23:44:53,271] Trial 1 finished with value: 0.8089377289377292 and parameters: {'n_estimators': 95, 'learning_rate': 0.15699512915868016, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8796720103643674, 'colsample_bytree': 0.9106009367456159, 'gamma': 1.9278041420505803, 'reg_alpha': 0.4480496298633805, 'reg_lambda': 2.7431591702907347}. Best is trial 1 with value: 0.8089377289377292.
[I 2025-11-03 23:44:53,720] Trial 2 finished with value: 0.8077472527472529 and parameters: {'n_estimators': 64, 'learning_rate': 0.23240437017333498, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9243861233449375, 'colsample_bytree': 0.9892054742206721, 'gamma': 0.2834974414737019, 'reg_alpha': 0.6695257026910929, 'reg_lambda': 1.9433852528376772}. Best is trial 1 with value: 0.8089377289377292.
[I 2025-11-03 23:44:54,597] Trial 3 finished with value: 0.8439652014652015 and parameters: {'n_estimators': 87, 'learning_rate': 0.025385843386415672, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7027104042040656, 'colsample_bytree': 0.608030923797089, 'gamma': 0.27357821335990007, 'reg_alpha': 0.3010271079196939, 'reg_lambda': 0.9410086226811155}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:44:55,313] Trial 4 finished with value: 0.8168131868131868 and parameters: {'n_estimators': 66, 'learning_rate': 0.038975985769593297, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8685655329968449, 'colsample_bytree': 0.7679403258091719, 'gamma': 0.6292936370887046, 'reg_alpha': 0.11410790746888022, 'reg_lambda': 3.834830018419603}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:44:55,909] Trial 5 finished with value: 0.8171062271062272 and parameters: {'n_estimators': 75, 'learning_rate': 0.19543077360634403, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8098607842847739, 'colsample_bytree': 0.7665241840365828, 'gamma': 0.4681871735533172, 'reg_alpha': 0.7490628534309538, 'reg_lambda': 1.5368175938460067}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:44:56,358] Trial 6 finished with value: 0.7686904761904763 and parameters: {'n_estimators': 88, 'learning_rate': 0.19797246570148613, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.732329742185769, 'colsample_bytree': 0.841935271639202, 'gamma': 1.9704078530484135, 'reg_alpha': 0.79315714334765, 'reg_lambda': 2.7733784115486793}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:44:56,935] Trial 7 finished with value: 0.7838003663003664 and parameters: {'n_estimators': 148, 'learning_rate': 0.10415562098161574, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7467724784873551, 'colsample_bytree': 0.8186076555110413, 'gamma': 0.7731838367246477, 'reg_alpha': 0.07143328886816513, 'reg_lambda': 1.818994112949516}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:44:57,417] Trial 8 finished with value: 0.8152380952380953 and parameters: {'n_estimators': 123, 'learning_rate': 0.1087761082482519, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7727672500191354, 'colsample_bytree': 0.9150473863421205, 'gamma': 1.7572029095703814, 'reg_alpha': 0.12712007383914292, 'reg_lambda': 0.7094763198635243}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:44:57,957] Trial 9 finished with value: 0.8355219780219781 and parameters: {'n_estimators': 69, 'learning_rate': 0.04490019856593958, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8167499559402632, 'colsample_bytree': 0.7557384217053248, 'gamma': 1.3570930936409002, 'reg_alpha': 0.8219367941406299, 'reg_lambda': 4.404203140384053}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:44:58,496] Trial 10 finished with value: 0.8429029304029304 and parameters: {'n_estimators': 190, 'learning_rate': 0.020904016136350328, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7096967866769526, 'colsample_bytree': 0.6162970107571057, 'gamma': 0.05142756842075491, 'reg_alpha': 0.38801225306095977, 'reg_lambda': 0.7477187771079148}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:44:59,031] Trial 11 finished with value: 0.842857142857143 and parameters: {'n_estimators': 194, 'learning_rate': 0.02098737837984162, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7012703944042022, 'colsample_bytree': 0.6161412377363716, 'gamma': 0.09490351518964207, 'reg_alpha': 0.3486862725589257, 'reg_lambda': 0.5079426038360546}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:44:59,515] Trial 12 finished with value: 0.8427380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.020465367469025116, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7004732738394535, 'colsample_bytree': 0.6026067775407095, 'gamma': 0.0014312958080697769, 'reg_alpha': 0.30367127828601664, 'reg_lambda': 0.9312364311379863}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:45:00,109] Trial 13 finished with value: 0.833360805860806 and parameters: {'n_estimators': 136, 'learning_rate': 0.035249282443170576, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7806893289651935, 'colsample_bytree': 0.6700258705270393, 'gamma': 0.9765882992614677, 'reg_alpha': 0.5509578039420879, 'reg_lambda': 2.773791410935343}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:45:00,644] Trial 14 finished with value: 0.8331868131868131 and parameters: {'n_estimators': 164, 'learning_rate': 0.05778647215606202, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7401346010914027, 'colsample_bytree': 0.679715040040109, 'gamma': 0.39273449242149805, 'reg_alpha': 0.25764785017576486, 'reg_lambda': 1.1658262524206586}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:45:01,114] Trial 15 finished with value: 0.8319780219780221 and parameters: {'n_estimators': 36, 'learning_rate': 0.027996343486095896, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8235734238780638, 'colsample_bytree': 0.6824770885294837, 'gamma': 0.21087161569716462, 'reg_alpha': 0.5259099207371857, 'reg_lambda': 2.257803365908793}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:45:01,676] Trial 16 finished with value: 0.8356959706959707 and parameters: {'n_estimators': 113, 'learning_rate': 0.05416991858233712, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7725138050278149, 'colsample_bytree': 0.6433368061301594, 'gamma': 1.167641328596161, 'reg_alpha': 0.2067488186559963, 'reg_lambda': 1.296661896675389}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:45:02,238] Trial 17 finished with value: 0.8311630036630037 and parameters: {'n_estimators': 160, 'learning_rate': 0.028072360298903972, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7241687287808373, 'colsample_bytree': 0.7082882852226186, 'gamma': 0.6571373587513406, 'reg_alpha': 0.4080637016065638, 'reg_lambda': 3.5682758100670933}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:45:02,810] Trial 18 finished with value: 0.8409523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.07101247080282289, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9085614961625543, 'colsample_bytree': 0.7334208837858207, 'gamma': 0.44829505209197634, 'reg_alpha': 0.6115949484392509, 'reg_lambda': 0.9749636839784315}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:45:03,560] Trial 19 finished with value: 0.8073901098901097 and parameters: {'n_estimators': 98, 'learning_rate': 0.027167842266521552, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9831181461217495, 'colsample_bytree': 0.6376663876178855, 'gamma': 0.9135223105145938, 'reg_alpha': 0.011446647405784882, 'reg_lambda': 2.242162607653552}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:45:04,176] Trial 20 finished with value: 0.8352747252747252 and parameters: {'n_estimators': 181, 'learning_rate': 0.03435263795907178, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.786148237149663, 'colsample_bytree': 0.7135594334513539, 'gamma': 0.007441108658826676, 'reg_alpha': 0.4043290936948858, 'reg_lambda': 4.811747828767789}. Best is trial 3 with value: 0.8439652014652015.
[I 2025-11-03 23:45:04,688] Trial 21 finished with value: 0.8449725274725275 and parameters: {'n_estimators': 190, 'learning_rate': 0.020104383638202467, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7042538420536233, 'colsample_bytree': 0.6134240596458587, 'gamma': 0.16497913056247232, 'reg_alpha': 0.2619020304669018, 'reg_lambda': 0.6448189270703151}. Best is trial 21 with value: 0.8449725274725275.
[I 2025-11-03 23:45:05,204] Trial 22 finished with value: 0.8453571428571428 and parameters: {'n_estimators': 173, 'learning_rate': 0.020077408745143504, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7131817143404752, 'colsample_bytree': 0.6395029923465861, 'gamma': 0.2119504141806441, 'reg_alpha': 0.2092018612347207, 'reg_lambda': 0.5086809830690635}. Best is trial 22 with value: 0.8453571428571428.
[I 2025-11-03 23:45:06,792] Trial 23 finished with value: 0.8376282051282051 and parameters: {'n_estimators': 170, 'learning_rate': 0.02586324165795546, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7462478350766512, 'colsample_bytree': 0.6518006721288168, 'gamma': 0.2243977245921458, 'reg_alpha': 0.2042131453238577, 'reg_lambda': 0.550014107822782}. Best is trial 22 with value: 0.8453571428571428.
[I 2025-11-03 23:45:07,389] Trial 24 finished with value: 0.829945054945055 and parameters: {'n_estimators': 199, 'learning_rate': 0.024832132392082824, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7535588112094427, 'colsample_bytree': 0.6041178585158105, 'gamma': 0.5691396965420626, 'reg_alpha': 0.2092184942570627, 'reg_lambda': 1.2995247144522097}. Best is trial 22 with value: 0.8453571428571428.
[I 2025-11-03 23:45:08,207] Trial 25 finished with value: 0.8224999999999999 and parameters: {'n_estimators': 147, 'learning_rate': 0.045124352520396156, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7249147169409632, 'colsample_bytree': 0.6443777731883092, 'gamma': 0.2685196784841737, 'reg_alpha': 0.29272924821416685, 'reg_lambda': 0.9407197662256134}. Best is trial 22 with value: 0.8453571428571428.
[I 2025-11-03 23:45:08,796] Trial 26 finished with value: 0.8186355311355311 and parameters: {'n_estimators': 170, 'learning_rate': 0.03254937429339101, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7147489946273025, 'colsample_bytree': 0.6958865666787426, 'gamma': 0.3161047590767633, 'reg_alpha': 0.1456888236361919, 'reg_lambda': 1.4262833900969154}. Best is trial 22 with value: 0.8453571428571428.
[I 2025-11-03 23:45:09,318] Trial 27 finished with value: 0.8307692307692308 and parameters: {'n_estimators': 47, 'learning_rate': 0.020563667697296284, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8454330434513595, 'colsample_bytree': 0.6594417203910148, 'gamma': 1.1940743410334993, 'reg_alpha': 0.015995798060061184, 'reg_lambda': 2.176730366625044}. Best is trial 22 with value: 0.8453571428571428.
[I 2025-11-03 23:45:09,787] Trial 28 finished with value: 0.8274725274725276 and parameters: {'n_estimators': 109, 'learning_rate': 0.2973366258907341, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7590596054940423, 'colsample_bytree': 0.8654823312912658, 'gamma': 0.7262278891772063, 'reg_alpha': 0.4620560286166778, 'reg_lambda': 1.031648578973915}. Best is trial 22 with value: 0.8453571428571428.
[I 2025-11-03 23:45:10,188] Trial 29 finished with value: 0.7484249084249083 and parameters: {'n_estimators': 50, 'learning_rate': 0.02375695236544086, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7982859315768839, 'colsample_bytree': 0.6243146428351077, 'gamma': 0.16661827527789125, 'reg_alpha': 0.3365461615639582, 'reg_lambda': 1.6293246354541884}. Best is trial 22 with value: 0.8453571428571428.
[I 2025-11-03 23:45:10,634] Trial 30 finished with value: 0.81242673992674 and parameters: {'n_estimators': 25, 'learning_rate': 0.03108924825983643, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9308664123071446, 'colsample_bytree': 0.7945558571308922, 'gamma': 0.5386380835661375, 'reg_alpha': 0.9294129765217831, 'reg_lambda': 3.170135342348623}. Best is trial 22 with value: 0.8453571428571428.
[I 2025-11-03 23:45:11,136] Trial 31 finished with value: 0.8416666666666667 and parameters: {'n_estimators': 180, 'learning_rate': 0.022915071902745596, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7014989138410407, 'colsample_bytree': 0.6030250127884671, 'gamma': 0.1056893377193221, 'reg_alpha': 0.37473126692403247, 'reg_lambda': 0.7511736600598163}. Best is trial 22 with value: 0.8453571428571428.
[I 2025-11-03 23:45:11,654] Trial 32 finished with value: 0.845467032967033 and parameters: {'n_estimators': 191, 'learning_rate': 0.020409550703053007, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7253734344643264, 'colsample_bytree': 0.6242945956668601, 'gamma': 0.3738413132054399, 'reg_alpha': 0.25208948580690566, 'reg_lambda': 0.7132618144940863}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:12,199] Trial 33 finished with value: 0.8275274725274724 and parameters: {'n_estimators': 175, 'learning_rate': 0.039028428056733525, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7289887320978177, 'colsample_bytree': 0.9798840710155494, 'gamma': 0.3582707798050943, 'reg_alpha': 0.9959574880849789, 'reg_lambda': 0.5105224823034532}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:12,691] Trial 34 finished with value: 0.834010989010989 and parameters: {'n_estimators': 161, 'learning_rate': 0.028888326328560688, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7601409032883885, 'colsample_bytree': 0.6374811418131597, 'gamma': 0.8149023339140034, 'reg_alpha': 0.28137699900938545, 'reg_lambda': 1.1690696456197405}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:13,195] Trial 35 finished with value: 0.8393131868131869 and parameters: {'n_estimators': 87, 'learning_rate': 0.02343209471323496, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7216631047116432, 'colsample_bytree': 0.6710030737520295, 'gamma': 0.44171216509297256, 'reg_alpha': 0.23644159001802706, 'reg_lambda': 0.768484170327091}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:13,647] Trial 36 finished with value: 0.8377014652014652 and parameters: {'n_estimators': 198, 'learning_rate': 0.13563194557248562, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.734733003991829, 'colsample_bytree': 0.7276317599824852, 'gamma': 0.1812119589733986, 'reg_alpha': 0.14321980355625707, 'reg_lambda': 1.638757664736889}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:14,170] Trial 37 finished with value: 0.8272069597069597 and parameters: {'n_estimators': 150, 'learning_rate': 0.07993834836178144, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8395691463081977, 'colsample_bytree': 0.6927286488154586, 'gamma': 0.31449080992801637, 'reg_alpha': 0.07428518255631136, 'reg_lambda': 1.4824873355504695}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:14,719] Trial 38 finished with value: 0.8364285714285714 and parameters: {'n_estimators': 79, 'learning_rate': 0.040453428989039385, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7149367504119017, 'colsample_bytree': 0.6267053949158861, 'gamma': 0.5450542323492498, 'reg_alpha': 0.31552572673634666, 'reg_lambda': 1.960641659389514}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:15,306] Trial 39 finished with value: 0.8111813186813187 and parameters: {'n_estimators': 188, 'learning_rate': 0.023820360303327945, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.869054798719193, 'colsample_bytree': 0.8689498378033785, 'gamma': 1.7569729344074991, 'reg_alpha': 0.17137510535149225, 'reg_lambda': 1.076853583895079}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:15,956] Trial 40 finished with value: 0.8223534798534798 and parameters: {'n_estimators': 137, 'learning_rate': 0.020117789326364977, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7985085472864799, 'colsample_bytree': 0.6560598143985326, 'gamma': 0.1369651805487739, 'reg_alpha': 0.4529499635407998, 'reg_lambda': 0.7632700016080429}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:16,446] Trial 41 finished with value: 0.8445970695970696 and parameters: {'n_estimators': 189, 'learning_rate': 0.02294907039214477, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.711058252035309, 'colsample_bytree': 0.6210946036992656, 'gamma': 0.0668873839331241, 'reg_alpha': 0.2639820457942485, 'reg_lambda': 0.7504735578717339}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:16,986] Trial 42 finished with value: 0.840018315018315 and parameters: {'n_estimators': 177, 'learning_rate': 0.025370096579962646, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7412742545014863, 'colsample_bytree': 0.6230375176085661, 'gamma': 0.2948044064425207, 'reg_alpha': 0.0712361322899221, 'reg_lambda': 0.5366371195874382}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:17,488] Trial 43 finished with value: 0.8413553113553114 and parameters: {'n_estimators': 189, 'learning_rate': 0.03082617692873796, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7144182191022389, 'colsample_bytree': 0.6213506497064472, 'gamma': 0.09529648672613295, 'reg_alpha': 0.25496254650796385, 'reg_lambda': 0.941231261295697}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:17,963] Trial 44 finished with value: 0.8386355311355311 and parameters: {'n_estimators': 199, 'learning_rate': 0.02256754360718349, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.701607470649986, 'colsample_bytree': 0.6045718076119514, 'gamma': 0.3920800262879782, 'reg_alpha': 0.35001319088433885, 'reg_lambda': 1.80911138859472}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:18,449] Trial 45 finished with value: 0.8323443223443223 and parameters: {'n_estimators': 184, 'learning_rate': 0.020257964757919373, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7695825600125082, 'colsample_bytree': 0.6655294716099699, 'gamma': 0.0022630626065233833, 'reg_alpha': 0.10066383906975124, 'reg_lambda': 0.7329859136690946}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:19,009] Trial 46 finished with value: 0.836565934065934 and parameters: {'n_estimators': 155, 'learning_rate': 0.026930474088547224, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7334861341608285, 'colsample_bytree': 0.6328334265921951, 'gamma': 1.4770181892127097, 'reg_alpha': 0.17268795882368432, 'reg_lambda': 1.3144982994735939}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:19,564] Trial 47 finished with value: 0.838040293040293 and parameters: {'n_estimators': 99, 'learning_rate': 0.03624137688971964, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7124434694544692, 'colsample_bytree': 0.7577760501815635, 'gamma': 0.220386629345531, 'reg_alpha': 0.2816026819655978, 'reg_lambda': 4.040256960825848}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:20,061] Trial 48 finished with value: 0.836547619047619 and parameters: {'n_estimators': 167, 'learning_rate': 0.030538773571216808, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.750365567045189, 'colsample_bytree': 0.7861306636005027, 'gamma': 0.499512331020818, 'reg_alpha': 0.49395449188545737, 'reg_lambda': 0.8494776710825693}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:20,543] Trial 49 finished with value: 0.8333424908424908 and parameters: {'n_estimators': 192, 'learning_rate': 0.04346618180330524, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7296028195471305, 'colsample_bytree': 0.601157097367422, 'gamma': 0.6628624877846733, 'reg_alpha': 0.23499174200248057, 'reg_lambda': 0.5007280905885602}. Best is trial 32 with value: 0.845467032967033.
[I 2025-11-03 23:45:20,544] A new study created in memory with name: no-name-ed7b5342-4420-4f57-9f00-8f4ca8355b06

[Top   60] mean 5x5 CV AUC = 0.8455

[I 2025-11-03 23:45:21,008] Trial 0 finished with value: 0.816327838827839 and parameters: {'n_estimators': 36, 'learning_rate': 0.2342353183732981, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9488602554396313, 'colsample_bytree': 0.9266917485647954, 'gamma': 0.8100164950568824, 'reg_alpha': 0.38748485414164713, 'reg_lambda': 1.8499925039150888}. Best is trial 0 with value: 0.816327838827839.
[I 2025-11-03 23:45:21,530] Trial 1 finished with value: 0.823003663003663 and parameters: {'n_estimators': 171, 'learning_rate': 0.060233069578104294, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8211295506642474, 'colsample_bytree': 0.9271214869869966, 'gamma': 0.01561538495072834, 'reg_alpha': 0.09470290507929491, 'reg_lambda': 2.6841086876436764}. Best is trial 1 with value: 0.823003663003663.
[I 2025-11-03 23:45:21,961] Trial 2 finished with value: 0.7690018315018315 and parameters: {'n_estimators': 57, 'learning_rate': 0.24551181827341825, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.701092333180178, 'colsample_bytree': 0.6313674934791588, 'gamma': 1.4495761234847817, 'reg_alpha': 0.11638976838278736, 'reg_lambda': 1.4542100058316203}. Best is trial 1 with value: 0.823003663003663.
[I 2025-11-03 23:45:22,598] Trial 3 finished with value: 0.8247619047619048 and parameters: {'n_estimators': 148, 'learning_rate': 0.03188937881969279, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9233082946554576, 'colsample_bytree': 0.6126163919320675, 'gamma': 1.1777788983292616, 'reg_alpha': 0.34275315056852673, 'reg_lambda': 3.43985764507302}. Best is trial 3 with value: 0.8247619047619048.
[I 2025-11-03 23:45:23,062] Trial 4 finished with value: 0.7881227106227106 and parameters: {'n_estimators': 107, 'learning_rate': 0.18707247115484155, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9034086329551239, 'colsample_bytree': 0.6474714388055478, 'gamma': 0.48121896102777617, 'reg_alpha': 0.07872218381002893, 'reg_lambda': 4.880328742749314}. Best is trial 3 with value: 0.8247619047619048.
[I 2025-11-03 23:45:23,451] Trial 5 finished with value: 0.746941391941392 and parameters: {'n_estimators': 180, 'learning_rate': 0.034869398166830226, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7817891030491605, 'colsample_bytree': 0.8342815696958804, 'gamma': 1.781518207802545, 'reg_alpha': 0.9337211080812596, 'reg_lambda': 2.947703374798002}. Best is trial 3 with value: 0.8247619047619048.
[I 2025-11-03 23:45:24,029] Trial 6 finished with value: 0.7938278388278388 and parameters: {'n_estimators': 80, 'learning_rate': 0.02979167739122995, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7498493663070912, 'colsample_bytree': 0.6200952304704095, 'gamma': 1.896149827874545, 'reg_alpha': 0.6912064716526856, 'reg_lambda': 2.4963882409010667}. Best is trial 3 with value: 0.8247619047619048.
[I 2025-11-03 23:45:24,458] Trial 7 finished with value: 0.7780128205128204 and parameters: {'n_estimators': 114, 'learning_rate': 0.1699276823277412, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8036583914133358, 'colsample_bytree': 0.9190310293110486, 'gamma': 0.6595844966563609, 'reg_alpha': 0.8635361921126916, 'reg_lambda': 2.031535608737765}. Best is trial 3 with value: 0.8247619047619048.
[I 2025-11-03 23:45:24,993] Trial 8 finished with value: 0.8173351648351648 and parameters: {'n_estimators': 85, 'learning_rate': 0.17320229154411843, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.793543670384251, 'colsample_bytree': 0.6467037748762379, 'gamma': 0.3849011828777549, 'reg_alpha': 0.3556407432038733, 'reg_lambda': 2.7625415034300485}. Best is trial 3 with value: 0.8247619047619048.
[I 2025-11-03 23:45:25,440] Trial 9 finished with value: 0.8324175824175825 and parameters: {'n_estimators': 32, 'learning_rate': 0.022082353002677323, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9402469771105433, 'colsample_bytree': 0.6276567751586003, 'gamma': 1.727382518483435, 'reg_alpha': 0.7756854040358196, 'reg_lambda': 1.1530575559638188}. Best is trial 9 with value: 0.8324175824175825.
[I 2025-11-03 23:45:25,822] Trial 10 finished with value: 0.8335347985347985 and parameters: {'n_estimators': 23, 'learning_rate': 0.07945624260004583, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9997116025691763, 'colsample_bytree': 0.7544395176608915, 'gamma': 1.4458789288334797, 'reg_alpha': 0.670184641459596, 'reg_lambda': 0.6500122087581712}. Best is trial 10 with value: 0.8335347985347985.
[I 2025-11-03 23:45:26,187] Trial 11 finished with value: 0.8315293040293041 and parameters: {'n_estimators': 21, 'learning_rate': 0.08699871837178366, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9995376494612367, 'colsample_bytree': 0.7509088490180936, 'gamma': 1.4537690619890036, 'reg_alpha': 0.6985993720379641, 'reg_lambda': 0.5829268846311665}. Best is trial 10 with value: 0.8335347985347985.
[I 2025-11-03 23:45:26,758] Trial 12 finished with value: 0.8068406593406593 and parameters: {'n_estimators': 48, 'learning_rate': 0.0799022456241512, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9965350716181735, 'colsample_bytree': 0.7246395112022236, 'gamma': 1.536474564201163, 'reg_alpha': 0.6440740609372956, 'reg_lambda': 0.620744371136957}. Best is trial 10 with value: 0.8335347985347985.
[I 2025-11-03 23:45:27,108] Trial 13 finished with value: 0.8177564102564102 and parameters: {'n_estimators': 20, 'learning_rate': 0.021628682116692735, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8730177380791785, 'colsample_bytree': 0.8257512194594862, 'gamma': 1.1885794216211434, 'reg_alpha': 0.559914499811476, 'reg_lambda': 1.2640424229826772}. Best is trial 10 with value: 0.8335347985347985.
[I 2025-11-03 23:45:27,628] Trial 14 finished with value: 0.8374725274725274 and parameters: {'n_estimators': 69, 'learning_rate': 0.052014666434714786, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9565393171248923, 'colsample_bytree': 0.7116217336538612, 'gamma': 1.9783030280636558, 'reg_alpha': 0.8335946072272797, 'reg_lambda': 1.0475002703192917}. Best is trial 14 with value: 0.8374725274725274.
[I 2025-11-03 23:45:28,167] Trial 15 finished with value: 0.8345695970695971 and parameters: {'n_estimators': 68, 'learning_rate': 0.050409868581590356, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9681786626632729, 'colsample_bytree': 0.7144388291750037, 'gamma': 1.9510086736880974, 'reg_alpha': 0.9848988627578625, 'reg_lambda': 3.94876626272734}. Best is trial 14 with value: 0.8374725274725274.
[I 2025-11-03 23:45:28,717] Trial 16 finished with value: 0.8272161172161171 and parameters: {'n_estimators': 71, 'learning_rate': 0.05118962225535059, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8780337417885178, 'colsample_bytree': 0.7118799483935027, 'gamma': 1.9853587333356884, 'reg_alpha': 0.9944253235593671, 'reg_lambda': 4.195662348869402}. Best is trial 14 with value: 0.8374725274725274.
[I 2025-11-03 23:45:29,217] Trial 17 finished with value: 0.8171153846153846 and parameters: {'n_estimators': 110, 'learning_rate': 0.1095961665572824, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9673099724372138, 'colsample_bytree': 0.6955561122566827, 'gamma': 1.684133367778857, 'reg_alpha': 0.8480686159302921, 'reg_lambda': 3.805423244669968}. Best is trial 14 with value: 0.8374725274725274.
[I 2025-11-03 23:45:29,801] Trial 18 finished with value: 0.8261813186813187 and parameters: {'n_estimators': 134, 'learning_rate': 0.04812666175306772, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9032335573376341, 'colsample_bytree': 0.8589155819755518, 'gamma': 1.1554533296738803, 'reg_alpha': 0.9863525723022986, 'reg_lambda': 4.952589943983174}. Best is trial 14 with value: 0.8374725274725274.
[I 2025-11-03 23:45:30,284] Trial 19 finished with value: 0.829532967032967 and parameters: {'n_estimators': 65, 'learning_rate': 0.12104347801319203, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9623273235174885, 'colsample_bytree': 0.789631043419969, 'gamma': 1.898122746569599, 'reg_alpha': 0.8374060722409031, 'reg_lambda': 3.380215838138729}. Best is trial 14 with value: 0.8374725274725274.
[I 2025-11-03 23:45:31,084] Trial 20 finished with value: 0.8221703296703297 and parameters: {'n_estimators': 89, 'learning_rate': 0.04104148577282227, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8460366063187754, 'colsample_bytree': 0.6793593420896564, 'gamma': 1.6407876909969419, 'reg_alpha': 0.5276644827528483, 'reg_lambda': 4.357400994428174}. Best is trial 14 with value: 0.8374725274725274.
[I 2025-11-03 23:45:31,984] Trial 21 finished with value: 0.8390201465201466 and parameters: {'n_estimators': 48, 'learning_rate': 0.06248514232132454, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9773354164378298, 'colsample_bytree': 0.7630357840749786, 'gamma': 1.3811112993760841, 'reg_alpha': 0.7526328188117516, 'reg_lambda': 1.8740696095379175}. Best is trial 21 with value: 0.8390201465201466.
[I 2025-11-03 23:45:32,761] Trial 22 finished with value: 0.8407875457875457 and parameters: {'n_estimators': 50, 'learning_rate': 0.06438946758643961, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9668628829260912, 'colsample_bytree': 0.7775225329959528, 'gamma': 1.0089346960589816, 'reg_alpha': 0.7747109435837662, 'reg_lambda': 2.0790723378763785}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:33,547] Trial 23 finished with value: 0.8316483516483515 and parameters: {'n_estimators': 46, 'learning_rate': 0.06306629408929773, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.914891422184483, 'colsample_bytree': 0.781485421129734, 'gamma': 0.9522374452167983, 'reg_alpha': 0.7781958014145041, 'reg_lambda': 2.062345242509606}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:34,213] Trial 24 finished with value: 0.8354029304029303 and parameters: {'n_estimators': 51, 'learning_rate': 0.09643108730898742, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9362324904753181, 'colsample_bytree': 0.9816227970328539, 'gamma': 1.057624154386372, 'reg_alpha': 0.5829812413612279, 'reg_lambda': 1.730144854994405}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:34,932] Trial 25 finished with value: 0.8319322344322344 and parameters: {'n_estimators': 85, 'learning_rate': 0.06799472954316181, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9643258909615586, 'colsample_bytree': 0.7552711131876527, 'gamma': 1.3122830376640653, 'reg_alpha': 0.7680884161347166, 'reg_lambda': 2.365399817209506}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:35,840] Trial 26 finished with value: 0.8121153846153847 and parameters: {'n_estimators': 39, 'learning_rate': 0.0395405538694666, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9779440594142222, 'colsample_bytree': 0.8606552740778246, 'gamma': 0.7603773871747362, 'reg_alpha': 0.901344739490234, 'reg_lambda': 1.1461532633539429}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:36,481] Trial 27 finished with value: 0.8278388278388278 and parameters: {'n_estimators': 101, 'learning_rate': 0.1310117797446439, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8825108020169672, 'colsample_bytree': 0.8067372562845111, 'gamma': 1.310567444599727, 'reg_alpha': 0.7522591834161549, 'reg_lambda': 1.5526261741447085}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:37,178] Trial 28 finished with value: 0.8346245421245421 and parameters: {'n_estimators': 200, 'learning_rate': 0.06553581980300989, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9366044681455206, 'colsample_bytree': 0.6781596289282308, 'gamma': 0.9835533112026273, 'reg_alpha': 0.6285379115329603, 'reg_lambda': 0.8186718075120849}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:37,651] Trial 29 finished with value: 0.8178388278388279 and parameters: {'n_estimators': 36, 'learning_rate': 0.027797561091101916, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9512337480563441, 'colsample_bytree': 0.7375566206373115, 'gamma': 0.8168477516085112, 'reg_alpha': 0.4117046648486128, 'reg_lambda': 2.191730561168303}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:38,161] Trial 30 finished with value: 0.8312637362637362 and parameters: {'n_estimators': 60, 'learning_rate': 0.2955170002115933, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9840070715798039, 'colsample_bytree': 0.7800610635948648, 'gamma': 0.5152984489871795, 'reg_alpha': 0.44011725967493703, 'reg_lambda': 1.8572132552817733}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:38,730] Trial 31 finished with value: 0.831886446886447 and parameters: {'n_estimators': 51, 'learning_rate': 0.0973806953865403, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9379093503626716, 'colsample_bytree': 0.9917816172242976, 'gamma': 1.0691122309059962, 'reg_alpha': 0.57699508517274, 'reg_lambda': 1.6331302141427142}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:39,337] Trial 32 finished with value: 0.8331501831501831 and parameters: {'n_estimators': 74, 'learning_rate': 0.05657339909188173, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9246093508770805, 'colsample_bytree': 0.9867781634467486, 'gamma': 0.8663076192136575, 'reg_alpha': 0.46176288647701047, 'reg_lambda': 1.7701409945753257}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:39,863] Trial 33 finished with value: 0.8355402930402931 and parameters: {'n_estimators': 57, 'learning_rate': 0.09439268432949663, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9525239807889363, 'colsample_bytree': 0.855925350335519, 'gamma': 0.0985772992914169, 'reg_alpha': 0.21380202739038556, 'reg_lambda': 1.0019325823230176}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:40,393] Trial 34 finished with value: 0.8399450549450549 and parameters: {'n_estimators': 60, 'learning_rate': 0.14049036758475647, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9545535116261611, 'colsample_bytree': 0.8634719787851939, 'gamma': 0.2797554632110901, 'reg_alpha': 0.22381850125228775, 'reg_lambda': 0.873360848731746}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:40,929] Trial 35 finished with value: 0.8286904761904762 and parameters: {'n_estimators': 95, 'learning_rate': 0.14284991835484723, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9802013310186525, 'colsample_bytree': 0.8971712935148455, 'gamma': 0.30518981043710597, 'reg_alpha': 0.018192698763509263, 'reg_lambda': 1.2962115232674003}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:41,413] Trial 36 finished with value: 0.8348260073260073 and parameters: {'n_estimators': 38, 'learning_rate': 0.07204772850674866, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8493595666549028, 'colsample_bytree': 0.8857883585432991, 'gamma': 0.14791073085126133, 'reg_alpha': 0.205861743721363, 'reg_lambda': 0.9505697522258334}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:42,099] Trial 37 finished with value: 0.8289468864468864 and parameters: {'n_estimators': 130, 'learning_rate': 0.04397086831184824, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.901339765412116, 'colsample_bytree': 0.8072158319677485, 'gamma': 0.7342778167308928, 'reg_alpha': 0.15795268956746805, 'reg_lambda': 1.4395714026502953}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:42,608] Trial 38 finished with value: 0.827591575091575 and parameters: {'n_estimators': 60, 'learning_rate': 0.20555282957217158, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7193274866227478, 'colsample_bytree': 0.9490551683165745, 'gamma': 0.6048278734459616, 'reg_alpha': 0.28382549131328605, 'reg_lambda': 2.5270918861160103}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:43,176] Trial 39 finished with value: 0.8099725274725276 and parameters: {'n_estimators': 79, 'learning_rate': 0.058679607226728034, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9203761870042075, 'colsample_bytree': 0.7677686972348573, 'gamma': 1.2774771984845001, 'reg_alpha': 0.7315911665925859, 'reg_lambda': 2.9302025220737304}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:43,690] Trial 40 finished with value: 0.8076098901098903 and parameters: {'n_estimators': 29, 'learning_rate': 0.03580778666693427, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.985903796536786, 'colsample_bytree': 0.8344451524448651, 'gamma': 1.8207466139684871, 'reg_alpha': 0.8134526684628643, 'reg_lambda': 2.281973689406989}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:44,209] Trial 41 finished with value: 0.8345512820512819 and parameters: {'n_estimators': 55, 'learning_rate': 0.14058407394133218, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9541304206298975, 'colsample_bytree': 0.8584484661437759, 'gamma': 0.058451118619605835, 'reg_alpha': 0.27241743411780744, 'reg_lambda': 0.9128081078214937}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:44,720] Trial 42 finished with value: 0.8310073260073261 and parameters: {'n_estimators': 44, 'learning_rate': 0.09331214969239339, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9530934976161564, 'colsample_bytree': 0.8864735215334777, 'gamma': 0.1559522120097292, 'reg_alpha': 0.2633190335413483, 'reg_lambda': 1.4374213567617784}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:45,269] Trial 43 finished with value: 0.8235531135531136 and parameters: {'n_estimators': 61, 'learning_rate': 0.11084086655477263, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8253047961872644, 'colsample_bytree': 0.8222093180762082, 'gamma': 0.27197776607832785, 'reg_alpha': 0.9145611493977248, 'reg_lambda': 1.0400265489540426}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:45,877] Trial 44 finished with value: 0.8353846153846153 and parameters: {'n_estimators': 74, 'learning_rate': 0.07596179965552947, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9752687314531401, 'colsample_bytree': 0.9342497705281577, 'gamma': 0.004098254107783972, 'reg_alpha': 0.13325056328982798, 'reg_lambda': 0.8079560809795102}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:46,323] Trial 45 finished with value: 0.8285531135531136 and parameters: {'n_estimators': 30, 'learning_rate': 0.15702902728638354, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8901271979735914, 'colsample_bytree': 0.8392286102946038, 'gamma': 0.4173275465852655, 'reg_alpha': 0.8827195631392932, 'reg_lambda': 1.921196445774322}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:46,818] Trial 46 finished with value: 0.8346336996336996 and parameters: {'n_estimators': 43, 'learning_rate': 0.08420002417827548, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9463350328626153, 'colsample_bytree': 0.7992134204864878, 'gamma': 1.5687022645577644, 'reg_alpha': 0.0700630441116557, 'reg_lambda': 1.2642611365624294}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:47,544] Trial 47 finished with value: 0.8131135531135532 and parameters: {'n_estimators': 121, 'learning_rate': 0.05709521975591738, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.925642803665266, 'colsample_bytree': 0.7320471816267488, 'gamma': 0.2354150866132293, 'reg_alpha': 0.32783483822629, 'reg_lambda': 0.7236981921408969}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:48,076] Trial 48 finished with value: 0.8278479853479852 and parameters: {'n_estimators': 55, 'learning_rate': 0.10919980998234063, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9880190329659619, 'colsample_bytree': 0.9044482237313937, 'gamma': 0.11059217208534189, 'reg_alpha': 0.2145242116124475, 'reg_lambda': 0.5537385720318537}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:48,659] Trial 49 finished with value: 0.824441391941392 and parameters: {'n_estimators': 149, 'learning_rate': 0.053091567941579716, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7613486454520182, 'colsample_bytree': 0.8694578982648145, 'gamma': 1.403273315753094, 'reg_alpha': 0.7078414371339184, 'reg_lambda': 2.699323618015712}. Best is trial 22 with value: 0.8407875457875457.
[I 2025-11-03 23:45:48,660] A new study created in memory with name: no-name-91c4b65e-c46a-4c93-a5dc-fb9dc85da707

[Top   65] mean 5x5 CV AUC = 0.8408

[I 2025-11-03 23:45:49,268] Trial 0 finished with value: 0.8333333333333335 and parameters: {'n_estimators': 150, 'learning_rate': 0.17032251864798792, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9762862697745832, 'colsample_bytree': 0.9650502957074784, 'gamma': 0.016094612048610513, 'reg_alpha': 0.7956524343366034, 'reg_lambda': 3.8206776953755406}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:49,917] Trial 1 finished with value: 0.8150641025641024 and parameters: {'n_estimators': 168, 'learning_rate': 0.1656065782577665, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.992590914602081, 'colsample_bytree': 0.7787387032775116, 'gamma': 0.42159465331177826, 'reg_alpha': 0.20094020768083143, 'reg_lambda': 2.966153761713522}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:50,487] Trial 2 finished with value: 0.8132051282051281 and parameters: {'n_estimators': 110, 'learning_rate': 0.08560691814303001, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7699223083844827, 'colsample_bytree': 0.6151968390069421, 'gamma': 1.534948882170311, 'reg_alpha': 0.7730046509768936, 'reg_lambda': 4.890121243009995}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:50,820] Trial 3 finished with value: 0.7924175824175823 and parameters: {'n_estimators': 20, 'learning_rate': 0.05663682262888983, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9986521256391272, 'colsample_bytree': 0.6409685405963258, 'gamma': 1.592488337213079, 'reg_alpha': 0.4890007036321993, 'reg_lambda': 0.7172146816838247}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:51,350] Trial 4 finished with value: 0.8027380952380951 and parameters: {'n_estimators': 147, 'learning_rate': 0.1580308404179887, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9059790642095924, 'colsample_bytree': 0.8423388998342576, 'gamma': 1.6113529749406665, 'reg_alpha': 0.3894508948763201, 'reg_lambda': 3.8428800400340584}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:51,769] Trial 5 finished with value: 0.7645329670329671 and parameters: {'n_estimators': 44, 'learning_rate': 0.1885786603636289, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8730578847648474, 'colsample_bytree': 0.7120603636448627, 'gamma': 1.283981884833807, 'reg_alpha': 0.31391095055043805, 'reg_lambda': 1.4609655680921574}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:52,266] Trial 6 finished with value: 0.7908974358974359 and parameters: {'n_estimators': 81, 'learning_rate': 0.1947406160579967, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9212984412205751, 'colsample_bytree': 0.8651410161721775, 'gamma': 1.0007611587054848, 'reg_alpha': 0.6110812319765145, 'reg_lambda': 4.2156480040535245}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:52,864] Trial 7 finished with value: 0.8113736263736264 and parameters: {'n_estimators': 149, 'learning_rate': 0.034677680254694074, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7011328660930245, 'colsample_bytree': 0.9692339966300589, 'gamma': 0.36198995758750296, 'reg_alpha': 0.5903206574872772, 'reg_lambda': 4.569972040735305}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:53,288] Trial 8 finished with value: 0.6722802197802199 and parameters: {'n_estimators': 118, 'learning_rate': 0.0717198146919579, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7512253217010127, 'colsample_bytree': 0.9203046192017076, 'gamma': 0.24352125910615507, 'reg_alpha': 0.9821658576351894, 'reg_lambda': 1.6162922226715541}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:53,848] Trial 9 finished with value: 0.8228113553113553 and parameters: {'n_estimators': 128, 'learning_rate': 0.042401428356090974, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8342879283310023, 'colsample_bytree': 0.9394592862844227, 'gamma': 1.2443264427255774, 'reg_alpha': 0.513020892111183, 'reg_lambda': 0.5953422810588219}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:54,763] Trial 10 finished with value: 0.8110164835164837 and parameters: {'n_estimators': 199, 'learning_rate': 0.02420872775960833, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9545864782019906, 'colsample_bytree': 0.7573742193223989, 'gamma': 1.995415624102963, 'reg_alpha': 0.9985440277697659, 'reg_lambda': 3.07724804644622}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:55,403] Trial 11 finished with value: 0.8217673992673992 and parameters: {'n_estimators': 112, 'learning_rate': 0.10566815202202079, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8166510157935905, 'colsample_bytree': 0.9991858874932047, 'gamma': 0.6716981891502566, 'reg_alpha': 0.0005308581836103166, 'reg_lambda': 2.1180004409179918}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:56,014] Trial 12 finished with value: 0.8105311355311354 and parameters: {'n_estimators': 178, 'learning_rate': 0.041077652133850104, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8325997618592104, 'colsample_bytree': 0.9154231561976671, 'gamma': 0.01735462832128386, 'reg_alpha': 0.7739974875198925, 'reg_lambda': 3.588300864455802}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:56,529] Trial 13 finished with value: 0.8192673992673992 and parameters: {'n_estimators': 142, 'learning_rate': 0.25894407084135573, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8750298864029055, 'colsample_bytree': 0.9263521131437824, 'gamma': 0.891596470153067, 'reg_alpha': 0.7859835136845335, 'reg_lambda': 0.542483645631306}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:57,080] Trial 14 finished with value: 0.816098901098901 and parameters: {'n_estimators': 69, 'learning_rate': 0.11413498278128904, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8008579405638548, 'colsample_bytree': 0.8553122580538352, 'gamma': 1.1387892320404482, 'reg_alpha': 0.5923898877420186, 'reg_lambda': 2.405330877428812}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:57,661] Trial 15 finished with value: 0.8112912087912088 and parameters: {'n_estimators': 87, 'learning_rate': 0.03997613161308761, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9328113191445955, 'colsample_bytree': 0.9581215182235079, 'gamma': 0.6741577956395306, 'reg_alpha': 0.8497847105462191, 'reg_lambda': 3.5376590053126193}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:58,474] Trial 16 finished with value: 0.8044688644688646 and parameters: {'n_estimators': 129, 'learning_rate': 0.022240968699601536, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.863397243440491, 'colsample_bytree': 0.8880689211669897, 'gamma': 1.3958153516242682, 'reg_alpha': 0.6886727250170767, 'reg_lambda': 1.227710090689279}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:59,008] Trial 17 finished with value: 0.8127838827838828 and parameters: {'n_estimators': 172, 'learning_rate': 0.2763095862986313, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7828917776745445, 'colsample_bytree': 0.81676811473617, 'gamma': 1.8882130883180075, 'reg_alpha': 0.45930065822707583, 'reg_lambda': 2.2044719607041596}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:45:59,599] Trial 18 finished with value: 0.8199175824175825 and parameters: {'n_estimators': 199, 'learning_rate': 0.05425257077461197, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9645236612006367, 'colsample_bytree': 0.9871950292328565, 'gamma': 0.8029617706097104, 'reg_alpha': 0.21113134584131465, 'reg_lambda': 4.161007093210347}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:46:00,312] Trial 19 finished with value: 0.7922344322344321 and parameters: {'n_estimators': 92, 'learning_rate': 0.029757147847965355, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7255712135572738, 'colsample_bytree': 0.7203262608180505, 'gamma': 0.03324690869824819, 'reg_alpha': 0.9060601879236385, 'reg_lambda': 2.7157008918971774}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:46:00,942] Trial 20 finished with value: 0.8306410256410257 and parameters: {'n_estimators': 130, 'learning_rate': 0.12311837839075869, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8963100974211272, 'colsample_bytree': 0.947480547429035, 'gamma': 1.1332840798919777, 'reg_alpha': 0.690610914735523, 'reg_lambda': 3.2801296744652317}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:46:01,553] Trial 21 finished with value: 0.8295421245421245 and parameters: {'n_estimators': 132, 'learning_rate': 0.13213441789472097, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9018215169218051, 'colsample_bytree': 0.9490354681242273, 'gamma': 1.1302859192395336, 'reg_alpha': 0.6754251533834413, 'reg_lambda': 3.3031415412750182}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:46:02,185] Trial 22 finished with value: 0.8145787545787545 and parameters: {'n_estimators': 159, 'learning_rate': 0.1306450311786142, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9003001677611145, 'colsample_bytree': 0.8948260200282476, 'gamma': 1.0438612211022027, 'reg_alpha': 0.7054620021809888, 'reg_lambda': 3.270679231562325}. Best is trial 0 with value: 0.8333333333333335.
[I 2025-11-03 23:46:02,838] Trial 23 finished with value: 0.8347527472527472 and parameters: {'n_estimators': 132, 'learning_rate': 0.0892797515175132, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9584773655934625, 'colsample_bytree': 0.9610660439320082, 'gamma': 0.6341220530029119, 'reg_alpha': 0.683113980524434, 'reg_lambda': 3.9039336835464606}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:03,524] Trial 24 finished with value: 0.8161172161172162 and parameters: {'n_estimators': 183, 'learning_rate': 0.08571260599973812, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9681703661168093, 'colsample_bytree': 0.9959118167182617, 'gamma': 0.6042991036377624, 'reg_alpha': 0.8970525850853405, 'reg_lambda': 4.045314282069633}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:04,203] Trial 25 finished with value: 0.8303846153846155 and parameters: {'n_estimators': 158, 'learning_rate': 0.06710265268653529, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9495670136036292, 'colsample_bytree': 0.8893018595272489, 'gamma': 0.22753364192938746, 'reg_alpha': 0.8076030999976456, 'reg_lambda': 4.557321009587566}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:04,903] Trial 26 finished with value: 0.7987271062271063 and parameters: {'n_estimators': 101, 'learning_rate': 0.10594784640138877, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9812532438624663, 'colsample_bytree': 0.9609104338205149, 'gamma': 0.8623363748408653, 'reg_alpha': 0.6970092631235315, 'reg_lambda': 3.76307874488283}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:05,485] Trial 27 finished with value: 0.8287454212454213 and parameters: {'n_estimators': 139, 'learning_rate': 0.21717712172902853, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9345197056223263, 'colsample_bytree': 0.9054138482763572, 'gamma': 0.5141449313370492, 'reg_alpha': 0.547453166710268, 'reg_lambda': 2.694623455977703}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:06,250] Trial 28 finished with value: 0.8033516483516485 and parameters: {'n_estimators': 153, 'learning_rate': 0.14531884240310708, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.891197434066581, 'colsample_bytree': 0.9726969849544437, 'gamma': 0.2318962630769632, 'reg_alpha': 0.6464710829683438, 'reg_lambda': 4.56724355887915}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:06,920] Trial 29 finished with value: 0.8150366300366301 and parameters: {'n_estimators': 121, 'learning_rate': 0.09891216032037688, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.987404633885737, 'colsample_bytree': 0.7942813242170752, 'gamma': 0.4114295510222684, 'reg_alpha': 0.8941863605669489, 'reg_lambda': 2.973677148459662}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:07,489] Trial 30 finished with value: 0.8244230769230768 and parameters: {'n_estimators': 166, 'learning_rate': 0.1788453542120855, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9374296983649795, 'colsample_bytree': 0.8292040064995098, 'gamma': 0.7435808447087408, 'reg_alpha': 0.41089005177948335, 'reg_lambda': 3.3790118419799833}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:08,161] Trial 31 finished with value: 0.8307875457875459 and parameters: {'n_estimators': 160, 'learning_rate': 0.07224335907314894, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9522424400855102, 'colsample_bytree': 0.8885563544128423, 'gamma': 0.15831941332861477, 'reg_alpha': 0.8285499442820885, 'reg_lambda': 4.5337849572333395}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:08,824] Trial 32 finished with value: 0.8216483516483517 and parameters: {'n_estimators': 185, 'learning_rate': 0.08648663722270078, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9738979623575842, 'colsample_bytree': 0.9378403899345702, 'gamma': 0.09530150569532718, 'reg_alpha': 0.7236126413393416, 'reg_lambda': 4.758055216884687}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:09,570] Trial 33 finished with value: 0.8312728937728937 and parameters: {'n_estimators': 135, 'learning_rate': 0.05717728041203052, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9999305518088378, 'colsample_bytree': 0.8693700970003547, 'gamma': 0.13483884189453693, 'reg_alpha': 0.8437634014932084, 'reg_lambda': 4.96687311051201}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:10,175] Trial 34 finished with value: 0.82257326007326 and parameters: {'n_estimators': 163, 'learning_rate': 0.06396899226227322, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9961593459898294, 'colsample_bytree': 0.8637928850162101, 'gamma': 0.1396822961532629, 'reg_alpha': 0.8598548331318998, 'reg_lambda': 4.937700041323634}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:10,891] Trial 35 finished with value: 0.830595238095238 and parameters: {'n_estimators': 141, 'learning_rate': 0.053603763087998274, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9983032181373607, 'colsample_bytree': 0.7686658241455205, 'gamma': 0.3345417411457846, 'reg_alpha': 0.9508602880730403, 'reg_lambda': 4.342276536666382}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:11,488] Trial 36 finished with value: 0.7924358974358975 and parameters: {'n_estimators': 109, 'learning_rate': 0.05003414699557139, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9194683595677139, 'colsample_bytree': 0.8763912151341959, 'gamma': 0.49452426131516036, 'reg_alpha': 0.8129671227914113, 'reg_lambda': 4.988465596173081}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:12,115] Trial 37 finished with value: 0.8151739926739927 and parameters: {'n_estimators': 145, 'learning_rate': 0.07504023156821135, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9451590616216629, 'colsample_bytree': 0.6468052616897635, 'gamma': 0.16316236336293952, 'reg_alpha': 0.8368651503052148, 'reg_lambda': 3.9166054389131224}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:12,787] Trial 38 finished with value: 0.8228388278388278 and parameters: {'n_estimators': 173, 'learning_rate': 0.08358236577339134, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9725988573374523, 'colsample_bytree': 0.8377983811242937, 'gamma': 0.3632343960543927, 'reg_alpha': 0.7722730270669019, 'reg_lambda': 4.4550113205486666}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:13,334] Trial 39 finished with value: 0.7972527472527473 and parameters: {'n_estimators': 34, 'learning_rate': 0.06234655811244351, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9584334053507327, 'colsample_bytree': 0.9159199278718199, 'gamma': 0.0014717577263215487, 'reg_alpha': 0.7447770622999389, 'reg_lambda': 4.716773814184931}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:13,930] Trial 40 finished with value: 0.8243223443223442 and parameters: {'n_estimators': 150, 'learning_rate': 0.046826387450301335, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9218599107262441, 'colsample_bytree': 0.9729019120285023, 'gamma': 0.49308795844118675, 'reg_alpha': 0.9212275922716965, 'reg_lambda': 4.250592040190615}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:14,566] Trial 41 finished with value: 0.8317673992673993 and parameters: {'n_estimators': 122, 'learning_rate': 0.1508615126398559, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9828985152826796, 'colsample_bytree': 0.9344785764101204, 'gamma': 0.27354246025191076, 'reg_alpha': 0.6516563144748744, 'reg_lambda': 3.74697018358801}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:15,191] Trial 42 finished with value: 0.8334615384615384 and parameters: {'n_estimators': 120, 'learning_rate': 0.1542057939528238, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9839054063638373, 'colsample_bytree': 0.9309774211846314, 'gamma': 0.31754595294662114, 'reg_alpha': 0.6320427490614048, 'reg_lambda': 3.806720402499559}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:15,760] Trial 43 finished with value: 0.8272985347985348 and parameters: {'n_estimators': 121, 'learning_rate': 0.21553588014015143, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9806827545516739, 'colsample_bytree': 0.9399574672323656, 'gamma': 0.29378175658716144, 'reg_alpha': 0.6323228395846877, 'reg_lambda': 3.777108514439825}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:16,403] Trial 44 finished with value: 0.8128937728937728 and parameters: {'n_estimators': 106, 'learning_rate': 0.16003386123915736, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.986558920026937, 'colsample_bytree': 0.9787419342268736, 'gamma': 0.2733772942592321, 'reg_alpha': 0.6240910403584078, 'reg_lambda': 3.57936831994625}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:16,970] Trial 45 finished with value: 0.828974358974359 and parameters: {'n_estimators': 98, 'learning_rate': 0.14454235352909758, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9984120329548997, 'colsample_bytree': 0.9300797277221448, 'gamma': 0.4391447264320162, 'reg_alpha': 0.5606199232312665, 'reg_lambda': 3.90403405866405}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:17,592] Trial 46 finished with value: 0.79246336996337 and parameters: {'n_estimators': 72, 'learning_rate': 0.22140767784156817, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9643732393645464, 'colsample_bytree': 0.9152617188805512, 'gamma': 0.6144799205243263, 'reg_alpha': 0.5082363980037694, 'reg_lambda': 4.111921664110928}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:18,164] Trial 47 finished with value: 0.8284523809523808 and parameters: {'n_estimators': 117, 'learning_rate': 0.17169757550966389, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9827766472135349, 'colsample_bytree': 0.9593239748433668, 'gamma': 0.0640217920906983, 'reg_alpha': 0.7578293341647989, 'reg_lambda': 3.0386366732324532}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:18,775] Trial 48 finished with value: 0.8121703296703298 and parameters: {'n_estimators': 137, 'learning_rate': 0.1951051385207719, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9709323593044108, 'colsample_bytree': 0.854879028411212, 'gamma': 0.21322361632375664, 'reg_alpha': 0.5667217860760102, 'reg_lambda': 3.747410294126203}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:19,508] Trial 49 finished with value: 0.8112728937728937 and parameters: {'n_estimators': 125, 'learning_rate': 0.09724045750344085, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9138134560145319, 'colsample_bytree': 0.6070287833268462, 'gamma': 0.37773138953132557, 'reg_alpha': 0.6465876208909668, 'reg_lambda': 2.5422499269372016}. Best is trial 23 with value: 0.8347527472527472.
[I 2025-11-03 23:46:19,509] A new study created in memory with name: no-name-8e361c2c-2135-43f9-a903-6b3b65ac9093

[Top   70] mean 5x5 CV AUC = 0.8348

[I 2025-11-03 23:46:20,205] Trial 0 finished with value: 0.8033241758241759 and parameters: {'n_estimators': 175, 'learning_rate': 0.11071253133795293, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7118143575369925, 'colsample_bytree': 0.9913281061015051, 'gamma': 1.6654611763980613, 'reg_alpha': 0.056977856615447076, 'reg_lambda': 2.1866854146567993}. Best is trial 0 with value: 0.8033241758241759.
[I 2025-11-03 23:46:20,814] Trial 1 finished with value: 0.8139377289377289 and parameters: {'n_estimators': 74, 'learning_rate': 0.10254710999203492, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8739903013825694, 'colsample_bytree': 0.8448022795433529, 'gamma': 1.4926560676851934, 'reg_alpha': 0.2996847633097516, 'reg_lambda': 0.9902661444513121}. Best is trial 1 with value: 0.8139377289377289.
[I 2025-11-03 23:46:21,627] Trial 2 finished with value: 0.7869047619047619 and parameters: {'n_estimators': 128, 'learning_rate': 0.14457309312775946, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9951913905207777, 'colsample_bytree': 0.7497739618357419, 'gamma': 0.11857403085841933, 'reg_alpha': 0.20796332303445242, 'reg_lambda': 3.329427626209479}. Best is trial 1 with value: 0.8139377289377289.
[I 2025-11-03 23:46:22,314] Trial 3 finished with value: 0.8165018315018314 and parameters: {'n_estimators': 81, 'learning_rate': 0.0742858498777319, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7534613728158582, 'colsample_bytree': 0.8870581927407827, 'gamma': 1.0834201088982496, 'reg_alpha': 0.41054848991201043, 'reg_lambda': 2.63028618292629}. Best is trial 3 with value: 0.8165018315018314.
[I 2025-11-03 23:46:22,937] Trial 4 finished with value: 0.807985347985348 and parameters: {'n_estimators': 142, 'learning_rate': 0.03818414066614209, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7827012820038607, 'colsample_bytree': 0.6794115321545983, 'gamma': 1.350411901800129, 'reg_alpha': 0.722880226712223, 'reg_lambda': 4.388652576879968}. Best is trial 3 with value: 0.8165018315018314.
[I 2025-11-03 23:46:23,438] Trial 5 finished with value: 0.800283882783883 and parameters: {'n_estimators': 161, 'learning_rate': 0.21646621468690153, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9876405255549408, 'colsample_bytree': 0.8128344612877157, 'gamma': 1.659226133017515, 'reg_alpha': 0.8546315358836641, 'reg_lambda': 2.9117766844520925}. Best is trial 3 with value: 0.8165018315018314.
[I 2025-11-03 23:46:24,073] Trial 6 finished with value: 0.8246336996336996 and parameters: {'n_estimators': 137, 'learning_rate': 0.07632676959088598, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9870453114666643, 'colsample_bytree': 0.9655239675868403, 'gamma': 0.39386655892265576, 'reg_alpha': 0.6292081417936259, 'reg_lambda': 3.473740022676593}. Best is trial 6 with value: 0.8246336996336996.
[I 2025-11-03 23:46:25,140] Trial 7 finished with value: 0.7941575091575092 and parameters: {'n_estimators': 178, 'learning_rate': 0.028163193147812945, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7861947272987884, 'colsample_bytree': 0.9917903169466472, 'gamma': 0.9881723734715038, 'reg_alpha': 0.15531449389252705, 'reg_lambda': 0.7537689877728642}. Best is trial 6 with value: 0.8246336996336996.
[I 2025-11-03 23:46:25,603] Trial 8 finished with value: 0.7455128205128204 and parameters: {'n_estimators': 185, 'learning_rate': 0.14679858046467734, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7911542300647464, 'colsample_bytree': 0.9053033097156595, 'gamma': 1.458290017136965, 'reg_alpha': 0.9010816011776587, 'reg_lambda': 2.9170777322558665}. Best is trial 6 with value: 0.8246336996336996.
[I 2025-11-03 23:46:26,193] Trial 9 finished with value: 0.8222619047619046 and parameters: {'n_estimators': 178, 'learning_rate': 0.03919530553422122, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8927124105392863, 'colsample_bytree': 0.6774777730603978, 'gamma': 0.46625801052773097, 'reg_alpha': 0.7455479626799377, 'reg_lambda': 2.9087639456024155}. Best is trial 6 with value: 0.8246336996336996.
[I 2025-11-03 23:46:26,705] Trial 10 finished with value: 0.8259798534798535 and parameters: {'n_estimators': 32, 'learning_rate': 0.06067875274981594, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9157508816444715, 'colsample_bytree': 0.9189508339833139, 'gamma': 0.5487481720636493, 'reg_alpha': 0.5595712528422918, 'reg_lambda': 4.9669514741546505}. Best is trial 10 with value: 0.8259798534798535.
[I 2025-11-03 23:46:27,137] Trial 11 finished with value: 0.8246611721611721 and parameters: {'n_estimators': 24, 'learning_rate': 0.06287890475203467, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9351840094856657, 'colsample_bytree': 0.93667283655127, 'gamma': 0.5176472833266166, 'reg_alpha': 0.5750910725075405, 'reg_lambda': 4.893675783726492}. Best is trial 10 with value: 0.8259798534798535.
[I 2025-11-03 23:46:27,553] Trial 12 finished with value: 0.8255128205128205 and parameters: {'n_estimators': 20, 'learning_rate': 0.05791631146513219, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9241282386046012, 'colsample_bytree': 0.9105168500300995, 'gamma': 0.6770418579387864, 'reg_alpha': 0.531571769788792, 'reg_lambda': 4.884453185988482}. Best is trial 10 with value: 0.8259798534798535.
[I 2025-11-03 23:46:27,966] Trial 13 finished with value: 0.8304761904761904 and parameters: {'n_estimators': 20, 'learning_rate': 0.044208475106453336, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9292645962196509, 'colsample_bytree': 0.8630305748470227, 'gamma': 0.7769994311956596, 'reg_alpha': 0.4524767279169536, 'reg_lambda': 4.311698347607864}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:28,546] Trial 14 finished with value: 0.7938278388278387 and parameters: {'n_estimators': 51, 'learning_rate': 0.02067684350718372, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.842830812202038, 'colsample_bytree': 0.757323722268842, 'gamma': 0.858089906068629, 'reg_alpha': 0.3880412499500433, 'reg_lambda': 4.153843046699589}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:29,182] Trial 15 finished with value: 0.8280311355311356 and parameters: {'n_estimators': 50, 'learning_rate': 0.0417175725712845, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9386551597413, 'colsample_bytree': 0.8521781580907878, 'gamma': 0.03180966694273457, 'reg_alpha': 0.4504476202929965, 'reg_lambda': 4.0654022107077346}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:29,886] Trial 16 finished with value: 0.8286080586080586 and parameters: {'n_estimators': 89, 'learning_rate': 0.041996016493099614, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9466218676182029, 'colsample_bytree': 0.8438444779155667, 'gamma': 0.04702853361050274, 'reg_alpha': 0.3920910235884146, 'reg_lambda': 4.100761979252626}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:30,523] Trial 17 finished with value: 0.7961630036630036 and parameters: {'n_estimators': 93, 'learning_rate': 0.02765296280103204, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8435854051275036, 'colsample_bytree': 0.6172904490044319, 'gamma': 0.21265509882748257, 'reg_alpha': 0.299186209936246, 'reg_lambda': 3.7429362075813204}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:31,160] Trial 18 finished with value: 0.814368131868132 and parameters: {'n_estimators': 115, 'learning_rate': 0.051839052311208465, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9477601273200567, 'colsample_bytree': 0.7655362518981522, 'gamma': 1.9055019678010925, 'reg_alpha': 0.27350316459876545, 'reg_lambda': 1.7641616269960472}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:31,785] Trial 19 finished with value: 0.8241117216117216 and parameters: {'n_estimators': 55, 'learning_rate': 0.026538247070345744, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9626506567763013, 'colsample_bytree': 0.8548413862521268, 'gamma': 0.29407038195752766, 'reg_alpha': 0.011985690764674484, 'reg_lambda': 4.3659480344999775}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:32,318] Trial 20 finished with value: 0.808672161172161 and parameters: {'n_estimators': 102, 'learning_rate': 0.2727428704037812, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.88679469017105, 'colsample_bytree': 0.8040703198841592, 'gamma': 0.779203370656883, 'reg_alpha': 0.977781360870873, 'reg_lambda': 3.7508700266007824}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:33,012] Trial 21 finished with value: 0.8245421245421247 and parameters: {'n_estimators': 52, 'learning_rate': 0.04090367505685364, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9546930671013847, 'colsample_bytree': 0.8562906975754914, 'gamma': 0.014847689025453532, 'reg_alpha': 0.4267972959704858, 'reg_lambda': 4.076081392161642}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:33,638] Trial 22 finished with value: 0.8182234432234432 and parameters: {'n_estimators': 40, 'learning_rate': 0.04500677745897946, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9113711278524872, 'colsample_bytree': 0.8704746589957829, 'gamma': 0.011302783351898549, 'reg_alpha': 0.46291276643879004, 'reg_lambda': 4.452604445915484}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:34,303] Trial 23 finished with value: 0.8289102564102565 and parameters: {'n_estimators': 64, 'learning_rate': 0.03306586494916473, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9634354711545425, 'colsample_bytree': 0.8207097718906692, 'gamma': 0.2721429030824859, 'reg_alpha': 0.3538702742768668, 'reg_lambda': 3.8053551549455906}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:34,982] Trial 24 finished with value: 0.8256227106227108 and parameters: {'n_estimators': 69, 'learning_rate': 0.034036317820558985, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9682097775170465, 'colsample_bytree': 0.8179184276950969, 'gamma': 0.26680825734367475, 'reg_alpha': 0.1278732928591269, 'reg_lambda': 3.351682837352491}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:35,783] Trial 25 finished with value: 0.8023443223443225 and parameters: {'n_estimators': 92, 'learning_rate': 0.023363237827098145, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8693779687601151, 'colsample_bytree': 0.7141629063898687, 'gamma': 0.6599158829180284, 'reg_alpha': 0.3424847602940441, 'reg_lambda': 3.7152752630337185}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:36,560] Trial 26 finished with value: 0.8151648351648352 and parameters: {'n_estimators': 69, 'learning_rate': 0.033800623655260466, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9723732323727533, 'colsample_bytree': 0.7844342081264373, 'gamma': 0.3544300981980223, 'reg_alpha': 0.6759898005513241, 'reg_lambda': 4.634963874892592}. Best is trial 13 with value: 0.8304761904761904.
[I 2025-11-03 23:46:37,222] Trial 27 finished with value: 0.8316758241758242 and parameters: {'n_estimators': 115, 'learning_rate': 0.03252175767878043, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9065656366668862, 'colsample_bytree': 0.8200585601986846, 'gamma': 1.132846398826228, 'reg_alpha': 0.2173591880680832, 'reg_lambda': 3.9380943922319065}. Best is trial 27 with value: 0.8316758241758242.
[I 2025-11-03 23:46:37,900] Trial 28 finished with value: 0.8212454212454212 and parameters: {'n_estimators': 112, 'learning_rate': 0.03201743976626882, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.905800761113084, 'colsample_bytree': 0.7275325053731116, 'gamma': 1.1429240454234977, 'reg_alpha': 0.23174728030345038, 'reg_lambda': 2.3522944794016896}. Best is trial 27 with value: 0.8316758241758242.
[I 2025-11-03 23:46:38,519] Trial 29 finished with value: 0.8092216117216117 and parameters: {'n_estimators': 157, 'learning_rate': 0.0495044094152152, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8598865338458167, 'colsample_bytree': 0.9496087228108856, 'gamma': 0.9045866403693565, 'reg_alpha': 0.11903285325488028, 'reg_lambda': 1.7752485544128516}. Best is trial 27 with value: 0.8316758241758242.
[I 2025-11-03 23:46:39,138] Trial 30 finished with value: 0.8018772893772895 and parameters: {'n_estimators': 38, 'learning_rate': 0.10284171551518143, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8335472721795054, 'colsample_bytree': 0.8253084656552802, 'gamma': 1.2310500850147506, 'reg_alpha': 0.1823817183022767, 'reg_lambda': 3.345088757285551}. Best is trial 27 with value: 0.8316758241758242.
[I 2025-11-03 23:46:39,846] Trial 31 finished with value: 0.8332875457875457 and parameters: {'n_estimators': 88, 'learning_rate': 0.022823169059221795, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9312140213356348, 'colsample_bytree': 0.8845467031461365, 'gamma': 0.16971857334970414, 'reg_alpha': 0.5063924984105712, 'reg_lambda': 3.900594401068403}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:40,521] Trial 32 finished with value: 0.8213003663003663 and parameters: {'n_estimators': 126, 'learning_rate': 0.023046570693791662, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8923171678162393, 'colsample_bytree': 0.7771478173433078, 'gamma': 0.7144389358492409, 'reg_alpha': 0.480528805360523, 'reg_lambda': 3.7616267126940937}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:41,268] Trial 33 finished with value: 0.8157509157509157 and parameters: {'n_estimators': 104, 'learning_rate': 0.032233510946888776, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.931217576934757, 'colsample_bytree': 0.892395273823863, 'gamma': 0.18278755517098821, 'reg_alpha': 0.335280391171727, 'reg_lambda': 4.619683011410601}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:41,896] Trial 34 finished with value: 0.8215293040293041 and parameters: {'n_estimators': 66, 'learning_rate': 0.020224405469488095, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.815348422510543, 'colsample_bytree': 0.8757499618073062, 'gamma': 1.179198411039227, 'reg_alpha': 0.5111482954492321, 'reg_lambda': 3.089695594822349}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:42,496] Trial 35 finished with value: 0.8092582417582418 and parameters: {'n_estimators': 123, 'learning_rate': 0.025254735928693563, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7375776130001489, 'colsample_bytree': 0.8365818747490885, 'gamma': 1.3293653215965158, 'reg_alpha': 0.2288944839644259, 'reg_lambda': 3.950044481341223}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:43,327] Trial 36 finished with value: 0.8007783882783883 and parameters: {'n_estimators': 85, 'learning_rate': 0.030148632695623474, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9972127894383918, 'colsample_bytree': 0.7920395161439263, 'gamma': 0.9802767404521444, 'reg_alpha': 0.601418785917214, 'reg_lambda': 3.50901761629998}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:43,891] Trial 37 finished with value: 0.8206959706959708 and parameters: {'n_estimators': 80, 'learning_rate': 0.08702503412273659, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9704224625228438, 'colsample_bytree': 0.8806347485818016, 'gamma': 0.5904674311769575, 'reg_alpha': 0.07198672524908356, 'reg_lambda': 2.5491240398411277}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:44,474] Trial 38 finished with value: 0.8018040293040294 and parameters: {'n_estimators': 139, 'learning_rate': 0.13463337074767018, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9022394687791531, 'colsample_bytree': 0.8060446825628961, 'gamma': 1.6584744410360586, 'reg_alpha': 0.3387982230247798, 'reg_lambda': 4.4563650143459075}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:45,213] Trial 39 finished with value: 0.8197344322344321 and parameters: {'n_estimators': 102, 'learning_rate': 0.0358261364496998, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8727828769607187, 'colsample_bytree': 0.9693233628881383, 'gamma': 0.3825668478689417, 'reg_alpha': 0.26148451972068143, 'reg_lambda': 4.284272408374992}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:45,809] Trial 40 finished with value: 0.8150091575091575 and parameters: {'n_estimators': 58, 'learning_rate': 0.06880552211450847, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7082831487212273, 'colsample_bytree': 0.9307427104933803, 'gamma': 0.13057410442188933, 'reg_alpha': 0.643947273714426, 'reg_lambda': 3.1951513632711173}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:46,489] Trial 41 finished with value: 0.828543956043956 and parameters: {'n_estimators': 90, 'learning_rate': 0.048077867615562306, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9484091152698392, 'colsample_bytree': 0.8330387221051986, 'gamma': 0.11891927589838959, 'reg_alpha': 0.38834316642278915, 'reg_lambda': 3.9840564702740022}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:47,293] Trial 42 finished with value: 0.8287362637362637 and parameters: {'n_estimators': 79, 'learning_rate': 0.0382466630868038, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.982694964359096, 'colsample_bytree': 0.8659825015374009, 'gamma': 0.44564861052771587, 'reg_alpha': 0.3750908774247154, 'reg_lambda': 4.626522636914451}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:48,051] Trial 43 finished with value: 0.8243864468864469 and parameters: {'n_estimators': 74, 'learning_rate': 0.023710220525593927, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9829231115293781, 'colsample_bytree': 0.8992358455135763, 'gamma': 0.4305948399216304, 'reg_alpha': 0.3401806195749394, 'reg_lambda': 4.67260709683408}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:48,768] Trial 44 finished with value: 0.8225732600732601 and parameters: {'n_estimators': 150, 'learning_rate': 0.03691341213267993, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9262520798597991, 'colsample_bytree': 0.863474927420613, 'gamma': 0.8086079931042887, 'reg_alpha': 0.5189378134061899, 'reg_lambda': 4.706261598763936}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:49,418] Trial 45 finished with value: 0.7733791208791208 and parameters: {'n_estimators': 80, 'learning_rate': 0.02899287898133031, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9816912394338558, 'colsample_bytree': 0.8226699879336808, 'gamma': 0.48999926804289207, 'reg_alpha': 0.40887086472518, 'reg_lambda': 3.5639143396431674}. Best is trial 31 with value: 0.8332875457875457.
[I 2025-11-03 23:46:50,152] Trial 46 finished with value: 0.8347161172161173 and parameters: {'n_estimators': 117, 'learning_rate': 0.05764052116317763, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9203709038137894, 'colsample_bytree': 0.8869094363550731, 'gamma': 1.0228224183136403, 'reg_alpha': 0.1929974778320607, 'reg_lambda': 3.929501904735108}. Best is trial 46 with value: 0.8347161172161173.
[I 2025-11-03 23:46:50,829] Trial 47 finished with value: 0.8315201465201466 and parameters: {'n_estimators': 128, 'learning_rate': 0.08440466357532739, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9180651818475317, 'colsample_bytree': 0.9227052601152669, 'gamma': 1.102464623143417, 'reg_alpha': 0.17627409488553153, 'reg_lambda': 3.850174143130934}. Best is trial 46 with value: 0.8347161172161173.
[I 2025-11-03 23:46:51,430] Trial 48 finished with value: 0.8293406593406594 and parameters: {'n_estimators': 120, 'learning_rate': 0.08687513266018965, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9202701743626184, 'colsample_bytree': 0.9688214167072916, 'gamma': 1.0636046298220176, 'reg_alpha': 0.79247694228279, 'reg_lambda': 3.1304794207431357}. Best is trial 46 with value: 0.8347161172161173.
[I 2025-11-03 23:46:52,020] Trial 49 finished with value: 0.8167124542124543 and parameters: {'n_estimators': 133, 'learning_rate': 0.06704849628720938, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8820012470098703, 'colsample_bytree': 0.9186140843874182, 'gamma': 1.317589803882724, 'reg_alpha': 0.07277841625420561, 'reg_lambda': 4.186384767225707}. Best is trial 46 with value: 0.8347161172161173.
[I 2025-11-03 23:46:52,020] A new study created in memory with name: no-name-62e9fc56-3521-4650-9f92-97fd920a2899

[Top   75] mean 5x5 CV AUC = 0.8347

[I 2025-11-03 23:46:52,932] Trial 0 finished with value: 0.8064652014652013 and parameters: {'n_estimators': 120, 'learning_rate': 0.024468363299665938, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9437295674988111, 'colsample_bytree': 0.680415548268358, 'gamma': 1.1900547896133402, 'reg_alpha': 0.7568178909696426, 'reg_lambda': 0.7983215725067517}. Best is trial 0 with value: 0.8064652014652013.
[I 2025-11-03 23:46:53,453] Trial 1 finished with value: 0.8079945054945054 and parameters: {'n_estimators': 47, 'learning_rate': 0.07911272693891802, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9160197459143937, 'colsample_bytree': 0.7634166443624829, 'gamma': 0.4225930664761006, 'reg_alpha': 0.36423690944428233, 'reg_lambda': 3.7685586759361067}. Best is trial 1 with value: 0.8079945054945054.
[I 2025-11-03 23:46:53,992] Trial 2 finished with value: 0.8071520146520146 and parameters: {'n_estimators': 59, 'learning_rate': 0.2841654014605457, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7036775195109392, 'colsample_bytree': 0.9818758590413712, 'gamma': 0.8719415061943692, 'reg_alpha': 0.14896897193858616, 'reg_lambda': 3.7173316731116497}. Best is trial 1 with value: 0.8079945054945054.
[I 2025-11-03 23:46:54,472] Trial 3 finished with value: 0.7664743589743591 and parameters: {'n_estimators': 52, 'learning_rate': 0.10944202750870986, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8263816507610064, 'colsample_bytree': 0.6305600196724942, 'gamma': 0.4166944504121004, 'reg_alpha': 0.6064464410765571, 'reg_lambda': 2.9248485843125342}. Best is trial 1 with value: 0.8079945054945054.
[I 2025-11-03 23:46:55,346] Trial 4 finished with value: 0.8122435897435898 and parameters: {'n_estimators': 167, 'learning_rate': 0.04877358191995439, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.834928103373604, 'colsample_bytree': 0.7495280766767404, 'gamma': 1.3954007312102223, 'reg_alpha': 0.3600400894723085, 'reg_lambda': 3.8649063214573567}. Best is trial 4 with value: 0.8122435897435898.
[I 2025-11-03 23:46:56,017] Trial 5 finished with value: 0.8104945054945054 and parameters: {'n_estimators': 72, 'learning_rate': 0.04837499034674798, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7379992075338707, 'colsample_bytree': 0.7668517357479128, 'gamma': 1.5934372849698317, 'reg_alpha': 0.6503274091646748, 'reg_lambda': 4.525939888112774}. Best is trial 4 with value: 0.8122435897435898.
[I 2025-11-03 23:46:56,553] Trial 6 finished with value: 0.82735347985348 and parameters: {'n_estimators': 65, 'learning_rate': 0.07079837116514462, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8226914501185618, 'colsample_bytree': 0.7208422437001781, 'gamma': 1.822789298530884, 'reg_alpha': 0.6847160798805024, 'reg_lambda': 3.5069742520159943}. Best is trial 6 with value: 0.82735347985348.
[I 2025-11-03 23:46:57,214] Trial 7 finished with value: 0.8291300366300365 and parameters: {'n_estimators': 128, 'learning_rate': 0.04237552954857983, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9192964816417364, 'colsample_bytree': 0.9829187879448105, 'gamma': 0.2485698196864723, 'reg_alpha': 0.7637093768025371, 'reg_lambda': 0.7080837818983703}. Best is trial 7 with value: 0.8291300366300365.
[I 2025-11-03 23:46:57,734] Trial 8 finished with value: 0.7803846153846153 and parameters: {'n_estimators': 135, 'learning_rate': 0.1720062008320313, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8480932999465498, 'colsample_bytree': 0.9319254924695631, 'gamma': 1.9472428424690205, 'reg_alpha': 0.5581163363751678, 'reg_lambda': 4.146649700176566}. Best is trial 7 with value: 0.8291300366300365.
[I 2025-11-03 23:46:58,280] Trial 9 finished with value: 0.7791666666666667 and parameters: {'n_estimators': 109, 'learning_rate': 0.04325866815368129, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8412372404330501, 'colsample_bytree': 0.6190853315779282, 'gamma': 0.5567581296690516, 'reg_alpha': 0.07912762026428988, 'reg_lambda': 0.8232973327695212}. Best is trial 7 with value: 0.8291300366300365.
[I 2025-11-03 23:46:59,007] Trial 10 finished with value: 0.8274084249084249 and parameters: {'n_estimators': 170, 'learning_rate': 0.02172028969354375, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9956646102893397, 'colsample_bytree': 0.8749656451413709, 'gamma': 0.07339781939460321, 'reg_alpha': 0.9838313198765347, 'reg_lambda': 2.1314636363697677}. Best is trial 7 with value: 0.8291300366300365.
[I 2025-11-03 23:46:59,755] Trial 11 finished with value: 0.8292032967032967 and parameters: {'n_estimators': 188, 'learning_rate': 0.02217060880190217, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9925976190164991, 'colsample_bytree': 0.8711725125529505, 'gamma': 0.05890742234756336, 'reg_alpha': 0.9453259286461989, 'reg_lambda': 1.8045538887837456}. Best is trial 11 with value: 0.8292032967032967.
[I 2025-11-03 23:47:00,508] Trial 12 finished with value: 0.8360347985347985 and parameters: {'n_estimators': 199, 'learning_rate': 0.031587148440915605, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9914310965865258, 'colsample_bytree': 0.8437004823819599, 'gamma': 0.016028664304171603, 'reg_alpha': 0.9506402534480283, 'reg_lambda': 1.721923547998441}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:01,213] Trial 13 finished with value: 0.8265018315018315 and parameters: {'n_estimators': 199, 'learning_rate': 0.03037463143405582, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9958116744206628, 'colsample_bytree': 0.8502998385848182, 'gamma': 0.007636885059767723, 'reg_alpha': 0.9503094387123113, 'reg_lambda': 1.7490196286165596}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:02,001] Trial 14 finished with value: 0.8222161172161173 and parameters: {'n_estimators': 196, 'learning_rate': 0.030647443964789627, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9579817247129042, 'colsample_bytree': 0.833412402248385, 'gamma': 0.8861621918052245, 'reg_alpha': 0.8787272389136622, 'reg_lambda': 1.66240781153313}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:02,677] Trial 15 finished with value: 0.8067948717948719 and parameters: {'n_estimators': 168, 'learning_rate': 0.02042114077268314, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8979536407167996, 'colsample_bytree': 0.9051478173906781, 'gamma': 0.6669400198255477, 'reg_alpha': 0.7920761993837537, 'reg_lambda': 2.469375223134218}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:03,394] Trial 16 finished with value: 0.8326556776556777 and parameters: {'n_estimators': 153, 'learning_rate': 0.027548311954407097, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9611988570699234, 'colsample_bytree': 0.8078592733541794, 'gamma': 0.22671162613699636, 'reg_alpha': 0.40985219663979233, 'reg_lambda': 1.3732208486895665}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:04,088] Trial 17 finished with value: 0.8214560439560441 and parameters: {'n_estimators': 150, 'learning_rate': 0.03174041671504859, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8862713398046941, 'colsample_bytree': 0.8084590178041657, 'gamma': 0.312664926723458, 'reg_alpha': 0.426433284381168, 'reg_lambda': 1.2829499475029031}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:04,725] Trial 18 finished with value: 0.8314926739926739 and parameters: {'n_estimators': 98, 'learning_rate': 0.06590160632690714, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9630410859666292, 'colsample_bytree': 0.7909611434651648, 'gamma': 0.6695710061054387, 'reg_alpha': 0.2704479390819233, 'reg_lambda': 2.8618378035594474}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:05,291] Trial 19 finished with value: 0.8252472527472529 and parameters: {'n_estimators': 149, 'learning_rate': 0.11805583973946332, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8709839717096001, 'colsample_bytree': 0.6995727453979943, 'gamma': 0.1968948989073763, 'reg_alpha': 0.4657861625920558, 'reg_lambda': 1.3001467838820524}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:05,782] Trial 20 finished with value: 0.8090567765567767 and parameters: {'n_estimators': 23, 'learning_rate': 0.03608156545095092, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7880732039386474, 'colsample_bytree': 0.9100540298380602, 'gamma': 1.1192203128926594, 'reg_alpha': 0.23896378245508287, 'reg_lambda': 2.3378065894205093}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:06,403] Trial 21 finished with value: 0.8296428571428572 and parameters: {'n_estimators': 87, 'learning_rate': 0.060828928501937676, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9569090607873412, 'colsample_bytree': 0.7993664607043204, 'gamma': 0.6941550261616966, 'reg_alpha': 0.25482597559034026, 'reg_lambda': 3.0937242817812374}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:07,074] Trial 22 finished with value: 0.8135714285714286 and parameters: {'n_estimators': 107, 'learning_rate': 0.09328367331126268, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9661199563141787, 'colsample_bytree': 0.798520910425921, 'gamma': 0.5442618952541384, 'reg_alpha': 0.25428827673046284, 'reg_lambda': 2.6630738193517316}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:08,359] Trial 23 finished with value: 0.8238461538461539 and parameters: {'n_estimators': 92, 'learning_rate': 0.05999129659247792, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9258206800106294, 'colsample_bytree': 0.8333427327037477, 'gamma': 0.2165608258406819, 'reg_alpha': 0.5286219427712513, 'reg_lambda': 1.3082209529065767}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:08,999] Trial 24 finished with value: 0.8271336996336998 and parameters: {'n_estimators': 180, 'learning_rate': 0.15848008044719689, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.97488376188472, 'colsample_bytree': 0.7324101603884277, 'gamma': 0.7668728175953933, 'reg_alpha': 0.008104672617631925, 'reg_lambda': 3.143283735840915}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:09,750] Trial 25 finished with value: 0.8273717948717949 and parameters: {'n_estimators': 150, 'learning_rate': 0.0278222884340513, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9383320729639519, 'colsample_bytree': 0.8015145605240016, 'gamma': 0.4557074887747008, 'reg_alpha': 0.353330417092096, 'reg_lambda': 1.8478329282190915}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:10,502] Trial 26 finished with value: 0.8196703296703296 and parameters: {'n_estimators': 88, 'learning_rate': 0.03742686996023964, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.973941914454485, 'colsample_bytree': 0.7701599432421736, 'gamma': 0.3186838060352273, 'reg_alpha': 0.1344532123743643, 'reg_lambda': 2.233600041723569}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:11,156] Trial 27 finished with value: 0.8290567765567765 and parameters: {'n_estimators': 139, 'learning_rate': 0.05640613458315394, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8985163324716006, 'colsample_bytree': 0.6689166398663526, 'gamma': 0.13425784534098295, 'reg_alpha': 0.42208796005348087, 'reg_lambda': 0.5021965282736995}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:11,811] Trial 28 finished with value: 0.8062271062271062 and parameters: {'n_estimators': 118, 'learning_rate': 0.027365181262413583, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9461216866732467, 'colsample_bytree': 0.8694733702555604, 'gamma': 1.055414015189225, 'reg_alpha': 0.2904157666592214, 'reg_lambda': 1.1602935324916728}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:12,591] Trial 29 finished with value: 0.8015750915750917 and parameters: {'n_estimators': 181, 'learning_rate': 0.025025892038551267, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9366775581423941, 'colsample_bytree': 0.9421338196513335, 'gamma': 1.238873019492766, 'reg_alpha': 0.8328596278773162, 'reg_lambda': 4.888132431803822}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:13,270] Trial 30 finished with value: 0.8208516483516484 and parameters: {'n_estimators': 159, 'learning_rate': 0.03571753629752098, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.872514601453635, 'colsample_bytree': 0.8265844227057209, 'gamma': 0.5673962070575337, 'reg_alpha': 0.7050296922212989, 'reg_lambda': 2.746348975077204}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:13,913] Trial 31 finished with value: 0.8288095238095239 and parameters: {'n_estimators': 92, 'learning_rate': 0.06770385819663698, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.954909633217539, 'colsample_bytree': 0.7875941579666552, 'gamma': 0.7067420587108706, 'reg_alpha': 0.19019657667146658, 'reg_lambda': 3.2704483124988246}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:14,528] Trial 32 finished with value: 0.8324267399267399 and parameters: {'n_estimators': 78, 'learning_rate': 0.08211158758478697, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9832377337886317, 'colsample_bytree': 0.7802744948196387, 'gamma': 0.8850091757796299, 'reg_alpha': 0.30054310246387955, 'reg_lambda': 3.115547269073414}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:15,133] Trial 33 finished with value: 0.8338827838827839 and parameters: {'n_estimators': 79, 'learning_rate': 0.08904760965268885, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9810480655113467, 'colsample_bytree': 0.7445422370555915, 'gamma': 0.9579001971289546, 'reg_alpha': 0.3312705301757009, 'reg_lambda': 2.0667696197519954}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:15,767] Trial 34 finished with value: 0.8225091575091575 and parameters: {'n_estimators': 75, 'learning_rate': 0.08649078457973108, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9832443972570383, 'colsample_bytree': 0.6638047513051697, 'gamma': 0.9144793390218918, 'reg_alpha': 0.33368386026902064, 'reg_lambda': 1.6099598470927687}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:16,300] Trial 35 finished with value: 0.8309340659340659 and parameters: {'n_estimators': 53, 'learning_rate': 0.11633437314181753, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9819297438515396, 'colsample_bytree': 0.7276758739380892, 'gamma': 1.3518415906934176, 'reg_alpha': 0.4245103274916432, 'reg_lambda': 1.9815544695281107}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:16,880] Trial 36 finished with value: 0.8003754578754579 and parameters: {'n_estimators': 79, 'learning_rate': 0.1513482296031035, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.804439087354494, 'colsample_bytree': 0.7507561824782897, 'gamma': 1.561171741486282, 'reg_alpha': 0.5966607650971716, 'reg_lambda': 1.0067769336384038}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:17,503] Trial 37 finished with value: 0.8185989010989012 and parameters: {'n_estimators': 66, 'learning_rate': 0.08135574809824021, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9101383595412391, 'colsample_bytree': 0.6953283418644367, 'gamma': 0.992801459756236, 'reg_alpha': 0.47219496913036274, 'reg_lambda': 1.4765393374035143}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:18,034] Trial 38 finished with value: 0.8232234432234432 and parameters: {'n_estimators': 38, 'learning_rate': 0.2741522073745077, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7651383882518545, 'colsample_bytree': 0.7677545750629619, 'gamma': 0.39915249681265835, 'reg_alpha': 0.3112013048189548, 'reg_lambda': 2.509100030385226}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:18,492] Trial 39 finished with value: 0.8176373626373628 and parameters: {'n_estimators': 37, 'learning_rate': 0.050635757617498736, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7048926508038017, 'colsample_bytree': 0.7479177360091237, 'gamma': 1.2856853665458656, 'reg_alpha': 0.18797373232913153, 'reg_lambda': 2.0603073831132837}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:19,085] Trial 40 finished with value: 0.8157967032967034 and parameters: {'n_estimators': 120, 'learning_rate': 0.09926708131405995, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9294520469933222, 'colsample_bytree': 0.7092394955402734, 'gamma': 1.4546596845909914, 'reg_alpha': 0.39099894126416096, 'reg_lambda': 3.5624098779989586}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:19,700] Trial 41 finished with value: 0.8316666666666666 and parameters: {'n_estimators': 102, 'learning_rate': 0.07494002002971552, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9987621380700444, 'colsample_bytree': 0.7771010283182781, 'gamma': 0.8102154554119471, 'reg_alpha': 0.2911984669048819, 'reg_lambda': 2.883145002158448}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:20,406] Trial 42 finished with value: 0.8278846153846154 and parameters: {'n_estimators': 101, 'learning_rate': 0.07458260654184282, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.996074279205134, 'colsample_bytree': 0.8171548007066166, 'gamma': 0.7982972191835419, 'reg_alpha': 0.37675914433900654, 'reg_lambda': 3.9088236409526966}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:21,024] Trial 43 finished with value: 0.8237637362637363 and parameters: {'n_estimators': 82, 'learning_rate': 0.13077494093609468, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9732687218314593, 'colsample_bytree': 0.850718453717015, 'gamma': 1.1421784352243507, 'reg_alpha': 0.1965956833392613, 'reg_lambda': 3.044619605977977}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:21,545] Trial 44 finished with value: 0.8303021978021978 and parameters: {'n_estimators': 68, 'learning_rate': 0.1892308303116312, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9998661814381538, 'colsample_bytree': 0.7858643055116079, 'gamma': 0.9384644088929572, 'reg_alpha': 0.508356927338316, 'reg_lambda': 3.3807833637269478}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:22,137] Trial 45 finished with value: 0.8250366300366301 and parameters: {'n_estimators': 116, 'learning_rate': 0.1033146495695935, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9461466965482158, 'colsample_bytree': 0.7762185061667628, 'gamma': 1.0331952040743588, 'reg_alpha': 0.12966955874577807, 'reg_lambda': 2.566597743921031}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:22,866] Trial 46 finished with value: 0.817893772893773 and parameters: {'n_estimators': 131, 'learning_rate': 0.04359990855717905, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9737451509880658, 'colsample_bytree': 0.8499292535309122, 'gamma': 0.7856343104171675, 'reg_alpha': 0.5785609176193744, 'reg_lambda': 2.8802802562702983}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:23,494] Trial 47 finished with value: 0.8312820512820513 and parameters: {'n_estimators': 105, 'learning_rate': 0.0886375795553309, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9855858567804394, 'colsample_bytree': 0.7535819855596538, 'gamma': 0.11178489745931977, 'reg_alpha': 0.3235953241336428, 'reg_lambda': 2.313690649266077}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:24,113] Trial 48 finished with value: 0.8316300366300365 and parameters: {'n_estimators': 60, 'learning_rate': 0.07846978929259774, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9855331417501474, 'colsample_bytree': 0.8888399645061769, 'gamma': 0.47187042165512716, 'reg_alpha': 0.21874149539004417, 'reg_lambda': 0.9516618942535979}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:24,644] Trial 49 finished with value: 0.829047619047619 and parameters: {'n_estimators': 126, 'learning_rate': 0.20679358237847534, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9533766067158029, 'colsample_bytree': 0.6406834927234739, 'gamma': 0.023794159860779818, 'reg_alpha': 0.4575943780814167, 'reg_lambda': 1.5354302425937172}. Best is trial 12 with value: 0.8360347985347985.
[I 2025-11-03 23:47:24,645] A new study created in memory with name: no-name-339fd038-4bbc-4da2-af1c-58991829ba13

[Top   80] mean 5x5 CV AUC = 0.8360

[I 2025-11-03 23:47:25,212] Trial 0 finished with value: 0.8267490842490843 and parameters: {'n_estimators': 107, 'learning_rate': 0.1952961007550018, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.706477699952866, 'colsample_bytree': 0.9792798349505004, 'gamma': 1.3228821227808585, 'reg_alpha': 0.08792911447161433, 'reg_lambda': 3.7095447815566347}. Best is trial 0 with value: 0.8267490842490843.
[I 2025-11-03 23:47:25,963] Trial 1 finished with value: 0.8259249084249085 and parameters: {'n_estimators': 57, 'learning_rate': 0.025696305294856548, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8445825517618225, 'colsample_bytree': 0.8405900490048025, 'gamma': 1.5723291622560727, 'reg_alpha': 0.07791156538731536, 'reg_lambda': 2.9654493876112933}. Best is trial 0 with value: 0.8267490842490843.
[I 2025-11-03 23:47:26,561] Trial 2 finished with value: 0.8144047619047619 and parameters: {'n_estimators': 72, 'learning_rate': 0.03397574287144464, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8880806326636732, 'colsample_bytree': 0.631639723414563, 'gamma': 1.0253925235658155, 'reg_alpha': 0.42431299281619994, 'reg_lambda': 1.6600020815932188}. Best is trial 0 with value: 0.8267490842490843.
[I 2025-11-03 23:47:26,947] Trial 3 finished with value: 0.7878021978021976 and parameters: {'n_estimators': 24, 'learning_rate': 0.07745320593947802, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9787288761838843, 'colsample_bytree': 0.6726393464915688, 'gamma': 0.7091280762111223, 'reg_alpha': 0.6782247734751989, 'reg_lambda': 1.4605866524647586}. Best is trial 0 with value: 0.8267490842490843.
[I 2025-11-03 23:47:27,577] Trial 4 finished with value: 0.8028205128205128 and parameters: {'n_estimators': 150, 'learning_rate': 0.03261289874628248, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8772499825405228, 'colsample_bytree': 0.8905428962181614, 'gamma': 0.2792375684108268, 'reg_alpha': 0.16012795752217646, 'reg_lambda': 4.047404717848991}. Best is trial 0 with value: 0.8267490842490843.
[I 2025-11-03 23:47:28,085] Trial 5 finished with value: 0.8153388278388278 and parameters: {'n_estimators': 139, 'learning_rate': 0.2596538198274122, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8394511289011998, 'colsample_bytree': 0.830486657926882, 'gamma': 1.9088539023563424, 'reg_alpha': 0.2569136608903727, 'reg_lambda': 1.1994034821090427}. Best is trial 0 with value: 0.8267490842490843.
[I 2025-11-03 23:47:28,825] Trial 6 finished with value: 0.8111630036630036 and parameters: {'n_estimators': 103, 'learning_rate': 0.02065846085476332, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.747686594862756, 'colsample_bytree': 0.8353009047042372, 'gamma': 1.1586952187693775, 'reg_alpha': 0.5850932446261369, 'reg_lambda': 4.9474705452603835}. Best is trial 0 with value: 0.8267490842490843.
[I 2025-11-03 23:47:29,407] Trial 7 finished with value: 0.8331684981684981 and parameters: {'n_estimators': 67, 'learning_rate': 0.15038973663729419, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7282204823879689, 'colsample_bytree': 0.934433934458956, 'gamma': 0.7262596009697291, 'reg_alpha': 0.10084242258785803, 'reg_lambda': 2.323116314601533}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:30,107] Trial 8 finished with value: 0.8147344322344323 and parameters: {'n_estimators': 103, 'learning_rate': 0.023603842633379505, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9700702351505099, 'colsample_bytree': 0.9726422510180492, 'gamma': 1.3603567046333018, 'reg_alpha': 0.4990208760359497, 'reg_lambda': 4.796114225857816}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:30,689] Trial 9 finished with value: 0.8171428571428572 and parameters: {'n_estimators': 199, 'learning_rate': 0.05481964933015172, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9106918237981739, 'colsample_bytree': 0.8998186307231483, 'gamma': 1.2858155610400848, 'reg_alpha': 0.002259823572514308, 'reg_lambda': 1.687052255425964}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:31,280] Trial 10 finished with value: 0.7879761904761906 and parameters: {'n_estimators': 28, 'learning_rate': 0.14236645384387006, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.773733881867269, 'colsample_bytree': 0.735400620059358, 'gamma': 0.4547669685459046, 'reg_alpha': 0.9708149671002475, 'reg_lambda': 2.525565102976166}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:31,873] Trial 11 finished with value: 0.8242582417582418 and parameters: {'n_estimators': 76, 'learning_rate': 0.17173856512653354, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7042001534940352, 'colsample_bytree': 0.9968069679205193, 'gamma': 0.7417789803509577, 'reg_alpha': 0.27557110083696024, 'reg_lambda': 3.44022591888243}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:32,395] Trial 12 finished with value: 0.8287545787545787 and parameters: {'n_estimators': 140, 'learning_rate': 0.13163087070841836, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.702016516003915, 'colsample_bytree': 0.9388547462146095, 'gamma': 0.7692768965899549, 'reg_alpha': 0.3135888936665886, 'reg_lambda': 0.5590018704916551}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:33,063] Trial 13 finished with value: 0.8169597069597069 and parameters: {'n_estimators': 152, 'learning_rate': 0.11158818191601495, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7834066974139714, 'colsample_bytree': 0.9234659657339902, 'gamma': 0.08302921331446045, 'reg_alpha': 0.33581017512277256, 'reg_lambda': 0.6524852452193017}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:33,633] Trial 14 finished with value: 0.8223809523809525 and parameters: {'n_estimators': 173, 'learning_rate': 0.0966640863738963, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7436885115460944, 'colsample_bytree': 0.7644216556613026, 'gamma': 0.6987521453418131, 'reg_alpha': 0.20203013009061205, 'reg_lambda': 2.299064979165566}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:34,177] Trial 15 finished with value: 0.8241300366300366 and parameters: {'n_estimators': 129, 'learning_rate': 0.28195174853583566, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8054873140803176, 'colsample_bytree': 0.9236981550565786, 'gamma': 0.8819793535428828, 'reg_alpha': 0.7511023762500459, 'reg_lambda': 0.5043461503392699}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:34,565] Trial 16 finished with value: 0.5488644688644688 and parameters: {'n_estimators': 52, 'learning_rate': 0.056145910335534496, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7305255757550407, 'colsample_bytree': 0.8816842064180637, 'gamma': 0.4483863180372379, 'reg_alpha': 0.39169919199747016, 'reg_lambda': 1.9518711666424504}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:35,195] Trial 17 finished with value: 0.8171794871794873 and parameters: {'n_estimators': 80, 'learning_rate': 0.12888193903713047, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8067259398099607, 'colsample_bytree': 0.9495214725884293, 'gamma': 0.44866473738248647, 'reg_alpha': 0.007164224200600311, 'reg_lambda': 1.0939911131558493}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:36,030] Trial 18 finished with value: 0.8002289377289377 and parameters: {'n_estimators': 122, 'learning_rate': 0.07110609871972723, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7636172908257871, 'colsample_bytree': 0.7906289727034361, 'gamma': 0.8596160548487066, 'reg_alpha': 0.1449249481191754, 'reg_lambda': 2.9871127048177866}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:36,644] Trial 19 finished with value: 0.816959706959707 and parameters: {'n_estimators': 170, 'learning_rate': 0.19884787196274814, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7251739720928532, 'colsample_bytree': 0.7270935307689552, 'gamma': 0.10148863114566875, 'reg_alpha': 0.5000754899317098, 'reg_lambda': 2.163857963072558}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:37,199] Trial 20 finished with value: 0.8116941391941391 and parameters: {'n_estimators': 88, 'learning_rate': 0.09391940090172805, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.931637387894914, 'colsample_bytree': 0.8645032232123779, 'gamma': 1.5842266086711725, 'reg_alpha': 0.8653998172038723, 'reg_lambda': 4.279529601736625}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:37,736] Trial 21 finished with value: 0.8239652014652015 and parameters: {'n_estimators': 118, 'learning_rate': 0.19971094249354376, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7032266480054783, 'colsample_bytree': 0.9951091048611914, 'gamma': 1.0744842870832256, 'reg_alpha': 0.10464764475996141, 'reg_lambda': 3.4417169637627247}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:38,278] Trial 22 finished with value: 0.8220421245421247 and parameters: {'n_estimators': 94, 'learning_rate': 0.15428465684980044, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7013430345360719, 'colsample_bytree': 0.9520401017904074, 'gamma': 1.458944114542979, 'reg_alpha': 0.25196943505350733, 'reg_lambda': 3.4357909568519176}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:38,766] Trial 23 finished with value: 0.8123992673992676 and parameters: {'n_estimators': 50, 'learning_rate': 0.2171564899971882, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7306237678491243, 'colsample_bytree': 0.9628445928556097, 'gamma': 1.8038903185739836, 'reg_alpha': 0.3342032955653955, 'reg_lambda': 3.960349414733899}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:39,411] Trial 24 finished with value: 0.8218315018315018 and parameters: {'n_estimators': 137, 'learning_rate': 0.12147712167182186, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8006635273171685, 'colsample_bytree': 0.9303371642301028, 'gamma': 0.5723192231541404, 'reg_alpha': 0.07093159859502379, 'reg_lambda': 2.7177319831028934}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:40,083] Trial 25 finished with value: 0.8153021978021978 and parameters: {'n_estimators': 110, 'learning_rate': 0.1708374912990418, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7627109350045498, 'colsample_bytree': 0.999072385277955, 'gamma': 1.2265510154440262, 'reg_alpha': 0.18073405956469374, 'reg_lambda': 4.501796404385278}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:40,625] Trial 26 finished with value: 0.8318681318681318 and parameters: {'n_estimators': 62, 'learning_rate': 0.23461177919693926, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7232346177376628, 'colsample_bytree': 0.912868208036227, 'gamma': 0.9246637414969927, 'reg_alpha': 0.3314137013733475, 'reg_lambda': 3.7553665439566206}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:41,098] Trial 27 finished with value: 0.7914102564102563 and parameters: {'n_estimators': 41, 'learning_rate': 0.24556841680730926, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8234465476665214, 'colsample_bytree': 0.9082053073669536, 'gamma': 0.9235602409028821, 'reg_alpha': 0.44905516516534916, 'reg_lambda': 1.066685856791072}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:41,658] Trial 28 finished with value: 0.8143772893772895 and parameters: {'n_estimators': 66, 'learning_rate': 0.29972289964565774, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7500274108078738, 'colsample_bytree': 0.862038430347668, 'gamma': 0.6136639831941983, 'reg_alpha': 0.3350992816217487, 'reg_lambda': 2.9671828422508364}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:42,196] Trial 29 finished with value: 0.8236904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.10179376695495569, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7214892348490082, 'colsample_bytree': 0.8087833370289201, 'gamma': 0.817953643173933, 'reg_alpha': 0.6045255989900883, 'reg_lambda': 3.9076828510712476}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:42,708] Trial 30 finished with value: 0.8131868131868132 and parameters: {'n_estimators': 85, 'learning_rate': 0.22841786406957473, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7214317458366458, 'colsample_bytree': 0.9505837756929654, 'gamma': 1.0351701689310484, 'reg_alpha': 0.22839638287101993, 'reg_lambda': 0.7870973786647932}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:43,228] Trial 31 finished with value: 0.8207967032967034 and parameters: {'n_estimators': 61, 'learning_rate': 0.16696676244007003, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.713046163428341, 'colsample_bytree': 0.969700381246525, 'gamma': 1.6314119101566478, 'reg_alpha': 0.0822901995795688, 'reg_lambda': 3.6596125026310133}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:43,773] Trial 32 finished with value: 0.8325274725274724 and parameters: {'n_estimators': 69, 'learning_rate': 0.1911732717947365, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.746956107356704, 'colsample_bytree': 0.9289617532647352, 'gamma': 1.1406416161980226, 'reg_alpha': 0.11152656394981753, 'reg_lambda': 3.20474617624709}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:44,364] Trial 33 finished with value: 0.8219139194139194 and parameters: {'n_estimators': 67, 'learning_rate': 0.14001023264982485, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7879078438095896, 'colsample_bytree': 0.8690757245449408, 'gamma': 1.1245560889753758, 'reg_alpha': 0.29788120590796563, 'reg_lambda': 3.1969999890538876}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:44,862] Trial 34 finished with value: 0.8298901098901098 and parameters: {'n_estimators': 41, 'learning_rate': 0.18748981459600897, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7439064833504382, 'colsample_bytree': 0.9289265806881548, 'gamma': 1.0003756598311826, 'reg_alpha': 0.3802324799974836, 'reg_lambda': 2.5739882647073666}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:45,390] Trial 35 finished with value: 0.8056135531135531 and parameters: {'n_estimators': 34, 'learning_rate': 0.1957569131240134, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7477268405842326, 'colsample_bytree': 0.8995926579017864, 'gamma': 1.4092546568522994, 'reg_alpha': 0.39409940730526455, 'reg_lambda': 2.49029146504389}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:45,926] Trial 36 finished with value: 0.8303571428571429 and parameters: {'n_estimators': 50, 'learning_rate': 0.24369506692137843, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7661416771557432, 'colsample_bytree': 0.9152246796055632, 'gamma': 0.9701682433619918, 'reg_alpha': 0.11949762252108334, 'reg_lambda': 2.676322399931199}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:46,470] Trial 37 finished with value: 0.8204395604395605 and parameters: {'n_estimators': 54, 'learning_rate': 0.25816673946788593, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7694760327711921, 'colsample_bytree': 0.6402428980119146, 'gamma': 0.9612470196826892, 'reg_alpha': 0.12726739559300457, 'reg_lambda': 3.191260712024767}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:46,887] Trial 38 finished with value: 0.8155311355311354 and parameters: {'n_estimators': 23, 'learning_rate': 0.2308902100790625, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8638389083227481, 'colsample_bytree': 0.8141996196927967, 'gamma': 1.246484311369197, 'reg_alpha': 0.05548138306685571, 'reg_lambda': 2.8272920344039685}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:47,469] Trial 39 finished with value: 0.7997435897435898 and parameters: {'n_estimators': 96, 'learning_rate': 0.2997247466643355, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8325855384607965, 'colsample_bytree': 0.850181375959234, 'gamma': 0.6194915982020907, 'reg_alpha': 0.1836895324853804, 'reg_lambda': 2.219148443254524}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:48,127] Trial 40 finished with value: 0.8234523809523808 and parameters: {'n_estimators': 76, 'learning_rate': 0.0328501145037543, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7832206304769902, 'colsample_bytree': 0.885983887349241, 'gamma': 1.160283241395023, 'reg_alpha': 0.04689371484527256, 'reg_lambda': 1.9352461733144333}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:48,625] Trial 41 finished with value: 0.8322619047619046 and parameters: {'n_estimators': 39, 'learning_rate': 0.17464674439850275, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7366343373449332, 'colsample_bytree': 0.9138147759233615, 'gamma': 0.9767341878469663, 'reg_alpha': 0.47743832955078, 'reg_lambda': 2.532121208498975}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:49,139] Trial 42 finished with value: 0.8229029304029304 and parameters: {'n_estimators': 47, 'learning_rate': 0.15523123933915525, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7573154149145379, 'colsample_bytree': 0.9099977415556467, 'gamma': 0.9535763388296613, 'reg_alpha': 0.6391793883353809, 'reg_lambda': 3.180481223215093}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:49,655] Trial 43 finished with value: 0.8237179487179486 and parameters: {'n_estimators': 62, 'learning_rate': 0.21698597404633102, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7365379760429652, 'colsample_bytree': 0.9752286753104304, 'gamma': 1.0643101006939417, 'reg_alpha': 0.5251899958061688, 'reg_lambda': 3.66745025038623}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:50,073] Trial 44 finished with value: 0.8003113553113553 and parameters: {'n_estimators': 30, 'learning_rate': 0.18585441023732283, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7186805473654985, 'colsample_bytree': 0.8410979818466171, 'gamma': 0.8068790465234612, 'reg_alpha': 0.44508372904030025, 'reg_lambda': 1.5731918292121452}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:50,677] Trial 45 finished with value: 0.8188278388278388 and parameters: {'n_estimators': 67, 'learning_rate': 0.2537115194814263, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7566064171233927, 'colsample_bytree': 0.8803355992950872, 'gamma': 1.180143621560619, 'reg_alpha': 0.22246070015453498, 'reg_lambda': 2.727748462092414}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:51,264] Trial 46 finished with value: 0.822445054945055 and parameters: {'n_estimators': 57, 'learning_rate': 0.08333688313323065, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.776099455419206, 'colsample_bytree': 0.9123405875341845, 'gamma': 1.3226460886425342, 'reg_alpha': 0.15175807420479653, 'reg_lambda': 1.8838350665924342}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:51,733] Trial 47 finished with value: 0.8070054945054946 and parameters: {'n_estimators': 35, 'learning_rate': 0.04465148503096168, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7320750872324163, 'colsample_bytree': 0.9373844347827949, 'gamma': 0.6977749780744711, 'reg_alpha': 0.5299863569940265, 'reg_lambda': 4.247408171895473}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:52,289] Trial 48 finished with value: 0.8286446886446884 and parameters: {'n_estimators': 73, 'learning_rate': 0.11608720443909061, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7379036315420199, 'colsample_bytree': 0.6061562187224878, 'gamma': 0.5086469028496959, 'reg_alpha': 0.7190266125486401, 'reg_lambda': 2.3870651941245162}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:52,843] Trial 49 finished with value: 0.832032967032967 and parameters: {'n_estimators': 49, 'learning_rate': 0.14963825237911837, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7162154805599316, 'colsample_bytree': 0.8945455909102026, 'gamma': 0.31068197610241266, 'reg_alpha': 0.0010210552383746463, 'reg_lambda': 2.148279253148128}. Best is trial 7 with value: 0.8331684981684981.
[I 2025-11-03 23:47:52,844] A new study created in memory with name: no-name-4c670dc3-287e-4dda-b923-00b349c9f564

[Top   85] mean 5x5 CV AUC = 0.8332

[I 2025-11-03 23:47:53,691] Trial 0 finished with value: 0.7956318681318681 and parameters: {'n_estimators': 59, 'learning_rate': 0.07053021438336286, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9577776718556708, 'colsample_bytree': 0.983501203572993, 'gamma': 1.2603222594224357, 'reg_alpha': 0.26189822584702527, 'reg_lambda': 1.6538364018041734}. Best is trial 0 with value: 0.7956318681318681.
[I 2025-11-03 23:47:54,301] Trial 1 finished with value: 0.8016758241758241 and parameters: {'n_estimators': 123, 'learning_rate': 0.028831443177778245, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7165006224140417, 'colsample_bytree': 0.7866643770251169, 'gamma': 1.5621608765893238, 'reg_alpha': 0.2950671887734061, 'reg_lambda': 0.5239759438165805}. Best is trial 1 with value: 0.8016758241758241.
[I 2025-11-03 23:47:55,020] Trial 2 finished with value: 0.7867857142857143 and parameters: {'n_estimators': 23, 'learning_rate': 0.048638603404884524, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7767866929022579, 'colsample_bytree': 0.6459844727831434, 'gamma': 0.9849657288799387, 'reg_alpha': 0.4641163715927282, 'reg_lambda': 3.360785784138759}. Best is trial 1 with value: 0.8016758241758241.
[I 2025-11-03 23:47:55,586] Trial 3 finished with value: 0.8143772893772894 and parameters: {'n_estimators': 137, 'learning_rate': 0.19283652936831275, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.849898476979355, 'colsample_bytree': 0.7876561322882831, 'gamma': 0.9975276402496003, 'reg_alpha': 0.5730314598579511, 'reg_lambda': 1.8886960956347534}. Best is trial 3 with value: 0.8143772893772894.
[I 2025-11-03 23:47:55,949] Trial 4 finished with value: 0.5264285714285714 and parameters: {'n_estimators': 90, 'learning_rate': 0.27911796828678165, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7091423096834653, 'colsample_bytree': 0.6196027778956298, 'gamma': 0.4223986841119096, 'reg_alpha': 0.18808909172423693, 'reg_lambda': 3.6135313955300283}. Best is trial 3 with value: 0.8143772893772894.
[I 2025-11-03 23:47:56,521] Trial 5 finished with value: 0.8042490842490844 and parameters: {'n_estimators': 59, 'learning_rate': 0.041579610767195, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.760386559428722, 'colsample_bytree': 0.9565742850524257, 'gamma': 1.6542030681103779, 'reg_alpha': 0.4046138924249495, 'reg_lambda': 0.7852424947954948}. Best is trial 3 with value: 0.8143772893772894.
[I 2025-11-03 23:47:57,147] Trial 6 finished with value: 0.8108608058608059 and parameters: {'n_estimators': 141, 'learning_rate': 0.023673238072116052, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8132527091141142, 'colsample_bytree': 0.8926243345551101, 'gamma': 0.29489313935357764, 'reg_alpha': 0.5130813577730332, 'reg_lambda': 3.9670820232765185}. Best is trial 3 with value: 0.8143772893772894.
[I 2025-11-03 23:47:57,712] Trial 7 finished with value: 0.8279945054945054 and parameters: {'n_estimators': 166, 'learning_rate': 0.10469083411362816, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9179690789928749, 'colsample_bytree': 0.9790689349905889, 'gamma': 1.7614087707972599, 'reg_alpha': 0.11866772330844522, 'reg_lambda': 1.9828695107377352}. Best is trial 7 with value: 0.8279945054945054.
[I 2025-11-03 23:47:58,252] Trial 8 finished with value: 0.8225641025641026 and parameters: {'n_estimators': 172, 'learning_rate': 0.15585641342311468, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7350015624171328, 'colsample_bytree': 0.9639746589848243, 'gamma': 1.9929750741023544, 'reg_alpha': 0.08057588277339878, 'reg_lambda': 1.4140051750850526}. Best is trial 7 with value: 0.8279945054945054.
[I 2025-11-03 23:47:58,753] Trial 9 finished with value: 0.7844780219780219 and parameters: {'n_estimators': 178, 'learning_rate': 0.1709871327547792, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.884341664215985, 'colsample_bytree': 0.9238631417247233, 'gamma': 0.5177002873424918, 'reg_alpha': 0.3204376957068418, 'reg_lambda': 1.559616117751699}. Best is trial 7 with value: 0.8279945054945054.
[I 2025-11-03 23:47:59,318] Trial 10 finished with value: 0.829047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.09959698542369312, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9691204217175933, 'colsample_bytree': 0.8726667906727519, 'gamma': 1.9779483092002563, 'reg_alpha': 0.8745318742274921, 'reg_lambda': 2.6472926367984884}. Best is trial 10 with value: 0.829047619047619.
[I 2025-11-03 23:47:59,882] Trial 11 finished with value: 0.829945054945055 and parameters: {'n_estimators': 196, 'learning_rate': 0.09936762413633304, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9668430122488876, 'colsample_bytree': 0.8505884028209516, 'gamma': 1.9196361807539069, 'reg_alpha': 0.9071063273488326, 'reg_lambda': 2.558524721840475}. Best is trial 11 with value: 0.829945054945055.
[I 2025-11-03 23:48:00,478] Trial 12 finished with value: 0.8152747252747252 and parameters: {'n_estimators': 198, 'learning_rate': 0.08912828264758037, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9975311950436108, 'colsample_bytree': 0.8614720893267995, 'gamma': 1.999630831899914, 'reg_alpha': 0.9407384900227314, 'reg_lambda': 2.456302699382}. Best is trial 11 with value: 0.829945054945055.
[I 2025-11-03 23:48:01,047] Trial 13 finished with value: 0.8305586080586081 and parameters: {'n_estimators': 200, 'learning_rate': 0.10727072571574887, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9967983550438757, 'colsample_bytree': 0.8364656192313692, 'gamma': 1.3849504806729573, 'reg_alpha': 0.9979312795184445, 'reg_lambda': 4.7957956919300635}. Best is trial 13 with value: 0.8305586080586081.
[I 2025-11-03 23:48:01,764] Trial 14 finished with value: 0.8261263736263735 and parameters: {'n_estimators': 154, 'learning_rate': 0.06341540812469912, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9357288282421332, 'colsample_bytree': 0.7207518729038089, 'gamma': 1.2980465691062202, 'reg_alpha': 0.7129118092112141, 'reg_lambda': 4.932920025255447}. Best is trial 13 with value: 0.8305586080586081.
[I 2025-11-03 23:48:02,344] Trial 15 finished with value: 0.8122527472527473 and parameters: {'n_estimators': 102, 'learning_rate': 0.12664891806046646, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9859208007647168, 'colsample_bytree': 0.83725218406688, 'gamma': 1.3319464296632963, 'reg_alpha': 0.7922737760427142, 'reg_lambda': 4.585071407170104}. Best is trial 13 with value: 0.8305586080586081.
[I 2025-11-03 23:48:03,192] Trial 16 finished with value: 0.8041025641025641 and parameters: {'n_estimators': 198, 'learning_rate': 0.05460225638573207, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8974101276624591, 'colsample_bytree': 0.7223586020379831, 'gamma': 0.7305805917956676, 'reg_alpha': 0.9778998282691878, 'reg_lambda': 3.32238729843393}. Best is trial 13 with value: 0.8305586080586081.
[I 2025-11-03 23:48:03,791] Trial 17 finished with value: 0.8277380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.2742046175515385, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9505521436284752, 'colsample_bytree': 0.8258546808301092, 'gamma': 0.0879342587499865, 'reg_alpha': 0.6895658304498066, 'reg_lambda': 4.161409202719009}. Best is trial 13 with value: 0.8305586080586081.
[I 2025-11-03 23:48:04,315] Trial 18 finished with value: 0.7979761904761905 and parameters: {'n_estimators': 148, 'learning_rate': 0.12951746133356531, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8621032874996589, 'colsample_bytree': 0.7338975033615422, 'gamma': 1.4128831239338653, 'reg_alpha': 0.8342035754098173, 'reg_lambda': 2.888618227876307}. Best is trial 13 with value: 0.8305586080586081.
[I 2025-11-03 23:48:04,909] Trial 19 finished with value: 0.8161538461538461 and parameters: {'n_estimators': 123, 'learning_rate': 0.07990939883007246, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9175895707524957, 'colsample_bytree': 0.9134213988296197, 'gamma': 1.763691457212622, 'reg_alpha': 0.9928563762240182, 'reg_lambda': 2.3030086060221064}. Best is trial 13 with value: 0.8305586080586081.
[I 2025-11-03 23:48:05,524] Trial 20 finished with value: 0.8291117216117216 and parameters: {'n_estimators': 160, 'learning_rate': 0.12657905367804928, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.990681505289682, 'colsample_bytree': 0.7634588767046968, 'gamma': 1.1133081801063895, 'reg_alpha': 0.6836653081483777, 'reg_lambda': 2.9625167591967116}. Best is trial 13 with value: 0.8305586080586081.
[I 2025-11-03 23:48:06,125] Trial 21 finished with value: 0.8278296703296703 and parameters: {'n_estimators': 184, 'learning_rate': 0.11325005772837875, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9969406333464247, 'colsample_bytree': 0.7561135551323361, 'gamma': 0.8058684841695989, 'reg_alpha': 0.6650796177748626, 'reg_lambda': 3.0186257975393684}. Best is trial 13 with value: 0.8305586080586081.
[I 2025-11-03 23:48:06,643] Trial 22 finished with value: 0.8282692307692306 and parameters: {'n_estimators': 164, 'learning_rate': 0.2191208653217197, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9672183280823485, 'colsample_bytree': 0.6791490409486672, 'gamma': 1.2129986423220573, 'reg_alpha': 0.7706486955133882, 'reg_lambda': 3.8697205268773276}. Best is trial 13 with value: 0.8305586080586081.
[I 2025-11-03 23:48:07,220] Trial 23 finished with value: 0.8309340659340659 and parameters: {'n_estimators': 185, 'learning_rate': 0.1459373407151048, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9320474578446273, 'colsample_bytree': 0.8199130897187303, 'gamma': 1.5050085323252713, 'reg_alpha': 0.8939273214859134, 'reg_lambda': 4.9957207912281785}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:07,766] Trial 24 finished with value: 0.8041483516483516 and parameters: {'n_estimators': 188, 'learning_rate': 0.1619619062689219, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9346210488298337, 'colsample_bytree': 0.8260331792543935, 'gamma': 1.5171194006002098, 'reg_alpha': 0.885352669513281, 'reg_lambda': 4.93516775704433}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:08,405] Trial 25 finished with value: 0.8284249084249085 and parameters: {'n_estimators': 200, 'learning_rate': 0.08357208867070486, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9412499859027255, 'colsample_bytree': 0.8416857325845376, 'gamma': 1.4770879476750924, 'reg_alpha': 0.894574612282083, 'reg_lambda': 4.506594479267043}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:09,025] Trial 26 finished with value: 0.8120512820512821 and parameters: {'n_estimators': 185, 'learning_rate': 0.13602020376136664, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9132063664842269, 'colsample_bytree': 0.805411214342944, 'gamma': 1.7574327546854223, 'reg_alpha': 0.5989231764721644, 'reg_lambda': 4.398688571471416}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:09,622] Trial 27 finished with value: 0.8018315018315018 and parameters: {'n_estimators': 172, 'learning_rate': 0.20822794475871037, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8654885333573155, 'colsample_bytree': 0.8743811713148408, 'gamma': 1.8345264061410778, 'reg_alpha': 0.7974070890037475, 'reg_lambda': 4.634399211191862}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:10,492] Trial 28 finished with value: 0.8273809523809524 and parameters: {'n_estimators': 68, 'learning_rate': 0.038174406319165945, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9728242169271608, 'colsample_bytree': 0.9286566014047598, 'gamma': 1.651736701346769, 'reg_alpha': 0.9982799902529009, 'reg_lambda': 4.999532273696307}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:11,206] Trial 29 finished with value: 0.8037637362637363 and parameters: {'n_estimators': 32, 'learning_rate': 0.06711794856974347, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8305190241505707, 'colsample_bytree': 0.8019665872631206, 'gamma': 1.1817917245531615, 'reg_alpha': 0.9189513203189126, 'reg_lambda': 3.596252923397931}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:11,905] Trial 30 finished with value: 0.818598901098901 and parameters: {'n_estimators': 127, 'learning_rate': 0.09538550801264635, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9568704616424386, 'colsample_bytree': 0.8949609559134418, 'gamma': 1.6337909295801152, 'reg_alpha': 0.7584810359907237, 'reg_lambda': 4.200164377262402}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:12,473] Trial 31 finished with value: 0.8263369963369962 and parameters: {'n_estimators': 157, 'learning_rate': 0.11646850957838066, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9769279477561978, 'colsample_bytree': 0.7630687300826359, 'gamma': 1.1228670048384881, 'reg_alpha': 0.8470225713247612, 'reg_lambda': 3.1605374023495587}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:13,091] Trial 32 finished with value: 0.8284432234432234 and parameters: {'n_estimators': 188, 'learning_rate': 0.1497382881971662, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9835088349334502, 'colsample_bytree': 0.7657609247317466, 'gamma': 0.8752748037010425, 'reg_alpha': 0.6376600710870144, 'reg_lambda': 1.1397945658080895}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:13,842] Trial 33 finished with value: 0.8155769230769231 and parameters: {'n_estimators': 174, 'learning_rate': 0.0752283132757028, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9965284313102807, 'colsample_bytree': 0.6891398546864005, 'gamma': 1.0944865465970848, 'reg_alpha': 0.9431504843610378, 'reg_lambda': 2.31450118466412}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:14,365] Trial 34 finished with value: 0.8176007326007325 and parameters: {'n_estimators': 160, 'learning_rate': 0.18270637052897562, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9549509963174116, 'colsample_bytree': 0.785194666923642, 'gamma': 1.3864234264292954, 'reg_alpha': 0.7472777100093261, 'reg_lambda': 2.5815430526145233}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:14,889] Trial 35 finished with value: 0.8208974358974359 and parameters: {'n_estimators': 191, 'learning_rate': 0.2247955019734735, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9272639580481209, 'colsample_bytree': 0.8592938173117421, 'gamma': 0.9628945311411612, 'reg_alpha': 0.8328528919930049, 'reg_lambda': 2.0101305399805667}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:15,551] Trial 36 finished with value: 0.8242948717948718 and parameters: {'n_estimators': 138, 'learning_rate': 0.05653389686309998, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8917178653532952, 'colsample_bytree': 0.8168983397944524, 'gamma': 1.5783189519789738, 'reg_alpha': 0.5440112100395169, 'reg_lambda': 3.6420963609719688}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:16,101] Trial 37 finished with value: 0.8191117216117216 and parameters: {'n_estimators': 150, 'learning_rate': 0.14000840638583825, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9630983671980841, 'colsample_bytree': 0.7870573800798111, 'gamma': 1.0718715170240023, 'reg_alpha': 0.4524010103303429, 'reg_lambda': 4.756076870142972}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:16,647] Trial 38 finished with value: 0.8226007326007327 and parameters: {'n_estimators': 170, 'learning_rate': 0.11372532043044417, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9493998484969836, 'colsample_bytree': 0.750095596796338, 'gamma': 1.2512822271722006, 'reg_alpha': 0.9247074579390384, 'reg_lambda': 0.5489857223524819}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:17,300] Trial 39 finished with value: 0.8178021978021978 and parameters: {'n_estimators': 122, 'learning_rate': 0.09099013130917571, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8118923905537796, 'colsample_bytree': 0.8483355252538636, 'gamma': 0.6869656736203457, 'reg_alpha': 0.8225567581256301, 'reg_lambda': 3.9271471033448697}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:18,109] Trial 40 finished with value: 0.8210531135531136 and parameters: {'n_estimators': 179, 'learning_rate': 0.04212268834154896, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9849613068870754, 'colsample_bytree': 0.8947985499416317, 'gamma': 1.8758703487161035, 'reg_alpha': 0.6235782195513946, 'reg_lambda': 2.8196915923555057}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:18,694] Trial 41 finished with value: 0.8283608058608057 and parameters: {'n_estimators': 193, 'learning_rate': 0.10231225767022581, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9649925930908879, 'colsample_bytree': 0.8657147764265728, 'gamma': 1.898369880746252, 'reg_alpha': 0.8732320389806957, 'reg_lambda': 2.164795920369251}. Best is trial 23 with value: 0.8309340659340659.
[I 2025-11-03 23:48:19,266] Trial 42 finished with value: 0.8321886446886446 and parameters: {'n_estimators': 198, 'learning_rate': 0.10407887268289841, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.999823796075311, 'colsample_bytree': 0.8829404214623857, 'gamma': 1.4336706538732056, 'reg_alpha': 0.9533825488650265, 'reg_lambda': 2.476678327992711}. Best is trial 42 with value: 0.8321886446886446.
[I 2025-11-03 23:48:19,824] Trial 43 finished with value: 0.8232142857142857 and parameters: {'n_estimators': 191, 'learning_rate': 0.12430031001949188, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9859705412917065, 'colsample_bytree': 0.9425905324740018, 'gamma': 1.445399684911884, 'reg_alpha': 0.006894366444085254, 'reg_lambda': 1.7452358622118895}. Best is trial 42 with value: 0.8321886446886446.
[I 2025-11-03 23:48:20,378] Trial 44 finished with value: 0.8215842490842491 and parameters: {'n_estimators': 200, 'learning_rate': 0.1531313550744431, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9800525814011487, 'colsample_bytree': 0.9943539854900554, 'gamma': 1.5462048238069028, 'reg_alpha': 0.9627048707967982, 'reg_lambda': 4.317959681581743}. Best is trial 42 with value: 0.8321886446886446.
[I 2025-11-03 23:48:20,933] Trial 45 finished with value: 0.8307509157509156 and parameters: {'n_estimators': 165, 'learning_rate': 0.10749614221714447, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9924391042463018, 'colsample_bytree': 0.8891299918194121, 'gamma': 1.3637094041578735, 'reg_alpha': 0.9153085858662325, 'reg_lambda': 2.473420784230841}. Best is trial 42 with value: 0.8321886446886446.
[I 2025-11-03 23:48:21,707] Trial 46 finished with value: 0.7985073260073259 and parameters: {'n_estimators': 180, 'learning_rate': 0.07302739305972594, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9993280828524889, 'colsample_bytree': 0.9039142638727485, 'gamma': 1.3274495696084485, 'reg_alpha': 0.9201191760094641, 'reg_lambda': 2.3497494745756753}. Best is trial 42 with value: 0.8321886446886446.
[I 2025-11-03 23:48:22,389] Trial 47 finished with value: 0.8141483516483516 and parameters: {'n_estimators': 85, 'learning_rate': 0.10768772601262697, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9046328487706402, 'colsample_bytree': 0.880321717952274, 'gamma': 1.6936879271089778, 'reg_alpha': 0.26541766395494365, 'reg_lambda': 2.680889025152907}. Best is trial 42 with value: 0.8321886446886446.
[I 2025-11-03 23:48:23,003] Trial 48 finished with value: 0.8251923076923076 and parameters: {'n_estimators': 168, 'learning_rate': 0.08441045642767057, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9452989828052806, 'colsample_bytree': 0.9617874981424062, 'gamma': 1.3672947066736842, 'reg_alpha': 0.9604228324991259, 'reg_lambda': 2.1238497221210677}. Best is trial 42 with value: 0.8321886446886446.
[I 2025-11-03 23:48:23,727] Trial 49 finished with value: 0.8153937728937728 and parameters: {'n_estimators': 192, 'learning_rate': 0.023240039895597912, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9292434109823392, 'colsample_bytree': 0.607797191310692, 'gamma': 1.5757205247393287, 'reg_alpha': 0.36709283097625167, 'reg_lambda': 1.7617370830427812}. Best is trial 42 with value: 0.8321886446886446.
[I 2025-11-03 23:48:23,728] A new study created in memory with name: no-name-f46b5ade-31aa-4d59-af3d-7e7aaff0332d

[Top   90] mean 5x5 CV AUC = 0.8322

[I 2025-11-03 23:48:24,413] Trial 0 finished with value: 0.8204578754578755 and parameters: {'n_estimators': 141, 'learning_rate': 0.03413981039205129, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9739080681680143, 'colsample_bytree': 0.9196990906115495, 'gamma': 0.15708171020011252, 'reg_alpha': 0.33593354622997873, 'reg_lambda': 2.9318474506596846}. Best is trial 0 with value: 0.8204578754578755.
[I 2025-11-03 23:48:24,992] Trial 1 finished with value: 0.8117216117216118 and parameters: {'n_estimators': 55, 'learning_rate': 0.0922834412959675, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7697058465063983, 'colsample_bytree': 0.7396265285787977, 'gamma': 0.4864501168997788, 'reg_alpha': 0.9925649517987435, 'reg_lambda': 4.031361540490002}. Best is trial 0 with value: 0.8204578754578755.
[I 2025-11-03 23:48:25,592] Trial 2 finished with value: 0.815989010989011 and parameters: {'n_estimators': 57, 'learning_rate': 0.14279726106628288, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9078549141859105, 'colsample_bytree': 0.6424317840624926, 'gamma': 0.8777604325570283, 'reg_alpha': 0.1811091322009527, 'reg_lambda': 3.3445080174877684}. Best is trial 0 with value: 0.8204578754578755.
[I 2025-11-03 23:48:26,254] Trial 3 finished with value: 0.7860164835164837 and parameters: {'n_estimators': 149, 'learning_rate': 0.023623767274837518, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7625283890617176, 'colsample_bytree': 0.7716197222349332, 'gamma': 0.9132375306413218, 'reg_alpha': 0.29313205836431877, 'reg_lambda': 3.370112543477294}. Best is trial 0 with value: 0.8204578754578755.
[I 2025-11-03 23:48:26,663] Trial 4 finished with value: 0.8003571428571429 and parameters: {'n_estimators': 23, 'learning_rate': 0.24709536050654857, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8067199372292326, 'colsample_bytree': 0.8676402214281356, 'gamma': 1.8571537826409392, 'reg_alpha': 0.2672050094252647, 'reg_lambda': 0.7865121379678228}. Best is trial 0 with value: 0.8204578754578755.
[I 2025-11-03 23:48:27,524] Trial 5 finished with value: 0.8217307692307694 and parameters: {'n_estimators': 119, 'learning_rate': 0.030244012447531297, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9915910353541941, 'colsample_bytree': 0.9932411541949315, 'gamma': 1.4898853096836415, 'reg_alpha': 0.9839049028146384, 'reg_lambda': 1.790424151284708}. Best is trial 5 with value: 0.8217307692307694.
[I 2025-11-03 23:48:28,192] Trial 6 finished with value: 0.7966117216117218 and parameters: {'n_estimators': 100, 'learning_rate': 0.04653216013457184, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.844696436053753, 'colsample_bytree': 0.9357016284981479, 'gamma': 1.555136520256421, 'reg_alpha': 0.6698617003175671, 'reg_lambda': 2.1599600339815552}. Best is trial 5 with value: 0.8217307692307694.
[I 2025-11-03 23:48:28,783] Trial 7 finished with value: 0.7944139194139194 and parameters: {'n_estimators': 52, 'learning_rate': 0.06926501138922771, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7815575703175873, 'colsample_bytree': 0.7658482211626261, 'gamma': 0.22320059743901544, 'reg_alpha': 0.21054695603269147, 'reg_lambda': 1.348409396871411}. Best is trial 5 with value: 0.8217307692307694.
[I 2025-11-03 23:48:29,421] Trial 8 finished with value: 0.7812179487179488 and parameters: {'n_estimators': 103, 'learning_rate': 0.0331621725818007, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8645116001373103, 'colsample_bytree': 0.6886651525803265, 'gamma': 0.007811632632993337, 'reg_alpha': 0.5814509043037053, 'reg_lambda': 3.3517676491902133}. Best is trial 5 with value: 0.8217307692307694.
[I 2025-11-03 23:48:29,986] Trial 9 finished with value: 0.7763553113553114 and parameters: {'n_estimators': 183, 'learning_rate': 0.03878420360372779, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7788934252475161, 'colsample_bytree': 0.7256465779003146, 'gamma': 0.5497075909616413, 'reg_alpha': 0.14584679462380623, 'reg_lambda': 1.6681426736788756}. Best is trial 5 with value: 0.8217307692307694.
[I 2025-11-03 23:48:31,002] Trial 10 finished with value: 0.7821611721611723 and parameters: {'n_estimators': 199, 'learning_rate': 0.020476607044883154, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9747622776604882, 'colsample_bytree': 0.9862946706463017, 'gamma': 1.406306704408388, 'reg_alpha': 0.9582077768842321, 'reg_lambda': 0.5076414964283273}. Best is trial 5 with value: 0.8217307692307694.
[I 2025-11-03 23:48:31,702] Trial 11 finished with value: 0.8264926739926739 and parameters: {'n_estimators': 136, 'learning_rate': 0.06112602442168163, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9936705043566538, 'colsample_bytree': 0.8700236074522142, 'gamma': 1.2556515215255755, 'reg_alpha': 0.7657410123687718, 'reg_lambda': 2.5961849937815122}. Best is trial 11 with value: 0.8264926739926739.
[I 2025-11-03 23:48:32,324] Trial 12 finished with value: 0.8168040293040293 and parameters: {'n_estimators': 134, 'learning_rate': 0.06536946875716405, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7003283595679834, 'colsample_bytree': 0.8403548322189072, 'gamma': 1.2962956535399068, 'reg_alpha': 0.7969391279491284, 'reg_lambda': 2.4129442769787444}. Best is trial 11 with value: 0.8264926739926739.
[I 2025-11-03 23:48:32,922] Trial 13 finished with value: 0.8261172161172162 and parameters: {'n_estimators': 121, 'learning_rate': 0.09661644361376233, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9968983417382683, 'colsample_bytree': 0.986349920945191, 'gamma': 1.70070291992403, 'reg_alpha': 0.7920747726016282, 'reg_lambda': 4.784644912434562}. Best is trial 11 with value: 0.8264926739926739.
[I 2025-11-03 23:48:33,517] Trial 14 finished with value: 0.8229670329670331 and parameters: {'n_estimators': 164, 'learning_rate': 0.1280614801207887, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9255289425367097, 'colsample_bytree': 0.8906886359051065, 'gamma': 1.936199716706335, 'reg_alpha': 0.7776451077498714, 'reg_lambda': 4.629385931163737}. Best is trial 11 with value: 0.8264926739926739.
[I 2025-11-03 23:48:34,264] Trial 15 finished with value: 0.7989102564102565 and parameters: {'n_estimators': 84, 'learning_rate': 0.10628643812475214, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9370750147977406, 'colsample_bytree': 0.947963784487113, 'gamma': 1.185123857440448, 'reg_alpha': 0.46134364171916764, 'reg_lambda': 4.725350568379965}. Best is trial 11 with value: 0.8264926739926739.
[I 2025-11-03 23:48:34,766] Trial 16 finished with value: 0.8131868131868133 and parameters: {'n_estimators': 164, 'learning_rate': 0.1824116548841161, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9991970660713501, 'colsample_bytree': 0.8449159904534989, 'gamma': 1.7266747442656951, 'reg_alpha': 0.8041297627148294, 'reg_lambda': 4.0678689129112495}. Best is trial 11 with value: 0.8264926739926739.
[I 2025-11-03 23:48:35,534] Trial 17 finished with value: 0.8286538461538462 and parameters: {'n_estimators': 79, 'learning_rate': 0.05220150580242077, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9553188138001092, 'colsample_bytree': 0.8119561359118133, 'gamma': 1.0664004186404212, 'reg_alpha': 0.03547735875777469, 'reg_lambda': 2.777600273733478}. Best is trial 17 with value: 0.8286538461538462.
[I 2025-11-03 23:48:36,227] Trial 18 finished with value: 0.8213003663003663 and parameters: {'n_estimators': 88, 'learning_rate': 0.05646784774500465, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8833925339950718, 'colsample_bytree': 0.8225120549860663, 'gamma': 1.0403001822906033, 'reg_alpha': 0.0725242359766774, 'reg_lambda': 2.738086673866893}. Best is trial 17 with value: 0.8286538461538462.
[I 2025-11-03 23:48:36,935] Trial 19 finished with value: 0.8219139194139196 and parameters: {'n_estimators': 76, 'learning_rate': 0.05080904869233495, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9475976354403122, 'colsample_bytree': 0.8019197907209775, 'gamma': 0.6848317526199442, 'reg_alpha': 0.0025302240284358207, 'reg_lambda': 2.8389502767832675}. Best is trial 17 with value: 0.8286538461538462.
[I 2025-11-03 23:48:37,419] Trial 20 finished with value: 0.8139835164835165 and parameters: {'n_estimators': 21, 'learning_rate': 0.07564736195088526, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9527309017317224, 'colsample_bytree': 0.884549525072865, 'gamma': 1.2265374334177468, 'reg_alpha': 0.4122666579373793, 'reg_lambda': 2.2273438969772386}. Best is trial 17 with value: 0.8286538461538462.
[I 2025-11-03 23:48:38,058] Trial 21 finished with value: 0.8282234432234432 and parameters: {'n_estimators': 118, 'learning_rate': 0.0913387071324454, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9600851138646651, 'colsample_bytree': 0.9639516849829317, 'gamma': 1.666453481111304, 'reg_alpha': 0.6174557672178018, 'reg_lambda': 4.160493819896188}. Best is trial 17 with value: 0.8286538461538462.
[I 2025-11-03 23:48:38,914] Trial 22 finished with value: 0.8271153846153848 and parameters: {'n_estimators': 117, 'learning_rate': 0.04600094137429877, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9051075975638432, 'colsample_bytree': 0.913208830059508, 'gamma': 1.087612182697358, 'reg_alpha': 0.61087396511293, 'reg_lambda': 3.877518109411197}. Best is trial 17 with value: 0.8286538461538462.
[I 2025-11-03 23:48:39,657] Trial 23 finished with value: 0.8241941391941393 and parameters: {'n_estimators': 113, 'learning_rate': 0.04393851062865906, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.904183276469428, 'colsample_bytree': 0.9390954047301536, 'gamma': 1.0356354416806914, 'reg_alpha': 0.5840766717559827, 'reg_lambda': 4.048773666852168}. Best is trial 17 with value: 0.8286538461538462.
[I 2025-11-03 23:48:40,236] Trial 24 finished with value: 0.8197252747252748 and parameters: {'n_estimators': 77, 'learning_rate': 0.08626701233258126, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.909081718307213, 'colsample_bytree': 0.9074589705859382, 'gamma': 1.6474730159946422, 'reg_alpha': 0.5781674783601315, 'reg_lambda': 3.6888040937766977}. Best is trial 17 with value: 0.8286538461538462.
[I 2025-11-03 23:48:40,905] Trial 25 finished with value: 0.8334065934065933 and parameters: {'n_estimators': 95, 'learning_rate': 0.12227875374339615, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9608113981161475, 'colsample_bytree': 0.9768648310683616, 'gamma': 0.7815519229768908, 'reg_alpha': 0.6840802453868495, 'reg_lambda': 4.261553382574872}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:41,612] Trial 26 finished with value: 0.7911904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.17057458072548723, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9604742774885489, 'colsample_bytree': 0.6095807976691057, 'gamma': 0.5782825325644441, 'reg_alpha': 0.4715260694090757, 'reg_lambda': 4.4526190212092756}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:42,257] Trial 27 finished with value: 0.8201373626373626 and parameters: {'n_estimators': 99, 'learning_rate': 0.12054761701725461, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8446951097120062, 'colsample_bytree': 0.9679625434704916, 'gamma': 0.7827866456541892, 'reg_alpha': 0.6904204011701087, 'reg_lambda': 4.278035494798163}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:42,974] Trial 28 finished with value: 0.8029029304029305 and parameters: {'n_estimators': 40, 'learning_rate': 0.15913899618724, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8763647111103694, 'colsample_bytree': 0.9628321422336238, 'gamma': 0.43629815121044324, 'reg_alpha': 0.8963482493039618, 'reg_lambda': 4.9365755238322535}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:43,449] Trial 29 finished with value: 0.7787545787545789 and parameters: {'n_estimators': 91, 'learning_rate': 0.2270921200504135, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9727702820103392, 'colsample_bytree': 0.9199801847900301, 'gamma': 0.3334900371443036, 'reg_alpha': 0.3901577963008863, 'reg_lambda': 3.197895088213136}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:44,013] Trial 30 finished with value: 0.8176739926739927 and parameters: {'n_estimators': 128, 'learning_rate': 0.08245627417278081, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9293926675991024, 'colsample_bytree': 0.7028457828566709, 'gamma': 0.6682930444938104, 'reg_alpha': 0.504858297981984, 'reg_lambda': 3.638081798960565}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:44,764] Trial 31 finished with value: 0.8303113553113551 and parameters: {'n_estimators': 108, 'learning_rate': 0.03971831168029151, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.971652869852561, 'colsample_bytree': 0.914510158598901, 'gamma': 0.9835437506095712, 'reg_alpha': 0.6633205386655521, 'reg_lambda': 3.835893543039029}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:45,545] Trial 32 finished with value: 0.8165384615384614 and parameters: {'n_estimators': 146, 'learning_rate': 0.026803646079930396, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9696597215139637, 'colsample_bytree': 0.9656748677231066, 'gamma': 0.8884885459113085, 'reg_alpha': 0.6880037455742347, 'reg_lambda': 4.271889906172099}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:46,132] Trial 33 finished with value: 0.8224358974358974 and parameters: {'n_estimators': 107, 'learning_rate': 0.2980816540088308, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9531912942447087, 'colsample_bytree': 0.9296573749989825, 'gamma': 0.7657447593533889, 'reg_alpha': 0.8633891394466513, 'reg_lambda': 3.636829352379789}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:46,770] Trial 34 finished with value: 0.82253663003663 and parameters: {'n_estimators': 66, 'learning_rate': 0.0376125207573661, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9773769316787114, 'colsample_bytree': 0.9973164251126229, 'gamma': 1.3561896139293297, 'reg_alpha': 0.5245669461247839, 'reg_lambda': 3.047297313772244}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:47,375] Trial 35 finished with value: 0.8283241758241757 and parameters: {'n_estimators': 93, 'learning_rate': 0.10712687795012296, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9255566274465478, 'colsample_bytree': 0.8968294876532428, 'gamma': 0.9426143261257235, 'reg_alpha': 0.6381267647214706, 'reg_lambda': 4.380669386854369}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:47,957] Trial 36 finished with value: 0.8235897435897437 and parameters: {'n_estimators': 93, 'learning_rate': 0.10839497828080297, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9218221231089458, 'colsample_bytree': 0.7733639092697583, 'gamma': 0.9402553564222466, 'reg_alpha': 0.7108377581763813, 'reg_lambda': 4.996089209761145}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:48,538] Trial 37 finished with value: 0.8113369963369963 and parameters: {'n_estimators': 45, 'learning_rate': 0.15078959405791603, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9420293342693508, 'colsample_bytree': 0.8460869572280274, 'gamma': 1.1274045212801864, 'reg_alpha': 0.3689352533918386, 'reg_lambda': 4.5443517353873695}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:49,229] Trial 38 finished with value: 0.8312912087912088 and parameters: {'n_estimators': 75, 'learning_rate': 0.056488471308445386, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9821801982902835, 'colsample_bytree': 0.8911540466913535, 'gamma': 0.7627108862546076, 'reg_alpha': 0.2931082307267514, 'reg_lambda': 3.793968367392234}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:49,919] Trial 39 finished with value: 0.8241391941391941 and parameters: {'n_estimators': 68, 'learning_rate': 0.05489865335645895, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8268391327847273, 'colsample_bytree': 0.7955663014561671, 'gamma': 0.820574570212588, 'reg_alpha': 0.28107323665020295, 'reg_lambda': 3.787041600515115}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:50,546] Trial 40 finished with value: 0.8101556776556776 and parameters: {'n_estimators': 33, 'learning_rate': 0.02932428501666583, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9799400945315134, 'colsample_bytree': 0.8714273796822553, 'gamma': 0.3867967247179057, 'reg_alpha': 0.1971228638418901, 'reg_lambda': 3.4566951943446433}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:51,269] Trial 41 finished with value: 0.8321428571428571 and parameters: {'n_estimators': 56, 'learning_rate': 0.07291807196532879, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.983574746755527, 'colsample_bytree': 0.8986805505662785, 'gamma': 0.987676946883965, 'reg_alpha': 0.06786558795264756, 'reg_lambda': 4.332933780722886}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:51,924] Trial 42 finished with value: 0.831419413919414 and parameters: {'n_estimators': 55, 'learning_rate': 0.07130673121366439, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9879521718327116, 'colsample_bytree': 0.8245373499176496, 'gamma': 0.6750977288290027, 'reg_alpha': 0.11704288470062878, 'reg_lambda': 3.915370343678428}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:52,569] Trial 43 finished with value: 0.8220879120879121 and parameters: {'n_estimators': 60, 'learning_rate': 0.07248720160742401, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9830051078988885, 'colsample_bytree': 0.8674122673794955, 'gamma': 0.6664527354866294, 'reg_alpha': 0.1063303173969579, 'reg_lambda': 3.9247619634112794}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:53,285] Trial 44 finished with value: 0.8304120879120879 and parameters: {'n_estimators': 51, 'learning_rate': 0.06519797835974556, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9682682521218752, 'colsample_bytree': 0.9449812939317123, 'gamma': 0.5253200047764571, 'reg_alpha': 0.24346767206097336, 'reg_lambda': 3.4355224382102367}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:53,943] Trial 45 finished with value: 0.823864468864469 and parameters: {'n_estimators': 50, 'learning_rate': 0.06737187015075972, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7388545677291717, 'colsample_bytree': 0.9518795008787296, 'gamma': 0.2707229024319161, 'reg_alpha': 0.243542092410465, 'reg_lambda': 3.4723599731880235}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:54,558] Trial 46 finished with value: 0.8294139194139193 and parameters: {'n_estimators': 35, 'learning_rate': 0.06267894394164011, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9880519772495182, 'colsample_bytree': 0.8567532960808076, 'gamma': 0.10147907992245198, 'reg_alpha': 0.14545493253731734, 'reg_lambda': 3.098958273066907}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:55,537] Trial 47 finished with value: 0.8112637362637362 and parameters: {'n_estimators': 57, 'learning_rate': 0.07827877822113173, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9991755182491502, 'colsample_bytree': 0.9312167772247426, 'gamma': 0.5482051318943537, 'reg_alpha': 0.32418518216728126, 'reg_lambda': 4.112132979519232}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:56,162] Trial 48 finished with value: 0.8300641025641027 and parameters: {'n_estimators': 49, 'learning_rate': 0.12717358512268934, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9632018808303009, 'colsample_bytree': 0.8287805184632143, 'gamma': 0.5017863792302641, 'reg_alpha': 0.15463829026420925, 'reg_lambda': 3.29061050766227}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:56,704] Trial 49 finished with value: 0.8270238095238096 and parameters: {'n_estimators': 30, 'learning_rate': 0.05902397969404779, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9874856354625364, 'colsample_bytree': 0.9812692653937746, 'gamma': 0.6126984067468838, 'reg_alpha': 0.24235389117335382, 'reg_lambda': 3.5149139666013367}. Best is trial 25 with value: 0.8334065934065933.
[I 2025-11-03 23:48:56,705] A new study created in memory with name: no-name-8bbf0740-ad38-4ba5-800f-0de3dc69e826

[Top   95] mean 5x5 CV AUC = 0.8334

[I 2025-11-03 23:48:57,786] Trial 0 finished with value: 0.8154212454212454 and parameters: {'n_estimators': 83, 'learning_rate': 0.032529977866858975, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7925624296135881, 'colsample_bytree': 0.7073457455723663, 'gamma': 0.575479895854121, 'reg_alpha': 0.676822523624489, 'reg_lambda': 0.8821447136039576}. Best is trial 0 with value: 0.8154212454212454.
[I 2025-11-03 23:48:58,467] Trial 1 finished with value: 0.7776739926739927 and parameters: {'n_estimators': 152, 'learning_rate': 0.021257161705540147, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9992892773745409, 'colsample_bytree': 0.6808116438108729, 'gamma': 0.9887750639955439, 'reg_alpha': 0.24234250100586285, 'reg_lambda': 1.6332558843548974}. Best is trial 0 with value: 0.8154212454212454.
[I 2025-11-03 23:48:58,968] Trial 2 finished with value: 0.7432142857142857 and parameters: {'n_estimators': 120, 'learning_rate': 0.272886274478542, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.833889704782025, 'colsample_bytree': 0.8436146003414301, 'gamma': 0.2740408642134442, 'reg_alpha': 0.5096180207472566, 'reg_lambda': 0.9261373926298926}. Best is trial 0 with value: 0.8154212454212454.
[I 2025-11-03 23:48:59,497] Trial 3 finished with value: 0.7922802197802197 and parameters: {'n_estimators': 24, 'learning_rate': 0.04344648259780504, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7756336836374463, 'colsample_bytree': 0.7460750486705832, 'gamma': 1.4786264718174893, 'reg_alpha': 0.7848267663983444, 'reg_lambda': 2.5690360261330794}. Best is trial 0 with value: 0.8154212454212454.
[I 2025-11-03 23:49:00,084] Trial 4 finished with value: 0.8171153846153847 and parameters: {'n_estimators': 42, 'learning_rate': 0.146564792095342, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.86871671626218, 'colsample_bytree': 0.62850389119603, 'gamma': 1.1319404067230743, 'reg_alpha': 0.1610622980347045, 'reg_lambda': 2.351154029647355}. Best is trial 4 with value: 0.8171153846153847.
[I 2025-11-03 23:49:00,739] Trial 5 finished with value: 0.8198626373626374 and parameters: {'n_estimators': 155, 'learning_rate': 0.16614861058036776, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8523696236469467, 'colsample_bytree': 0.6523098675959313, 'gamma': 0.6267461609498182, 'reg_alpha': 0.5184428160928002, 'reg_lambda': 1.353010220748743}. Best is trial 5 with value: 0.8198626373626374.
[I 2025-11-03 23:49:01,443] Trial 6 finished with value: 0.8074175824175823 and parameters: {'n_estimators': 33, 'learning_rate': 0.1168365012873799, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9865903155020446, 'colsample_bytree': 0.6121799900397173, 'gamma': 0.5587812637195455, 'reg_alpha': 0.9993779916778438, 'reg_lambda': 2.222859196424669}. Best is trial 5 with value: 0.8198626373626374.
[I 2025-11-03 23:49:02,370] Trial 7 finished with value: 0.7939652014652014 and parameters: {'n_estimators': 175, 'learning_rate': 0.03726046487924774, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9055042509632357, 'colsample_bytree': 0.8080803114134685, 'gamma': 1.4764916479573131, 'reg_alpha': 0.34556261406684274, 'reg_lambda': 2.7174721880789154}. Best is trial 5 with value: 0.8198626373626374.
[I 2025-11-03 23:49:03,007] Trial 8 finished with value: 0.8044871794871795 and parameters: {'n_estimators': 64, 'learning_rate': 0.07502295237734016, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9470559744149764, 'colsample_bytree': 0.8542511233972512, 'gamma': 1.383757907976338, 'reg_alpha': 0.1726636808920451, 'reg_lambda': 3.1266221260934}. Best is trial 5 with value: 0.8198626373626374.
[I 2025-11-03 23:49:03,637] Trial 9 finished with value: 0.8178021978021978 and parameters: {'n_estimators': 63, 'learning_rate': 0.04106062345564638, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.84801872745211, 'colsample_bytree': 0.8030816361401742, 'gamma': 1.99833998446273, 'reg_alpha': 0.2694743192863426, 'reg_lambda': 1.9631325278118064}. Best is trial 5 with value: 0.8198626373626374.
[I 2025-11-03 23:49:04,215] Trial 10 finished with value: 0.8112820512820513 and parameters: {'n_estimators': 199, 'learning_rate': 0.24689954273915438, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7067338306376507, 'colsample_bytree': 0.994865069798633, 'gamma': 0.03929682986159844, 'reg_alpha': 0.5128935954631498, 'reg_lambda': 4.66874154358146}. Best is trial 5 with value: 0.8198626373626374.
[I 2025-11-03 23:49:04,846] Trial 11 finished with value: 0.8189926739926741 and parameters: {'n_estimators': 120, 'learning_rate': 0.06942003872324691, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8481776253020178, 'colsample_bytree': 0.9364999936777024, 'gamma': 1.9326895678524827, 'reg_alpha': 0.3828498413838425, 'reg_lambda': 1.6359584217218806}. Best is trial 5 with value: 0.8198626373626374.
[I 2025-11-03 23:49:05,468] Trial 12 finished with value: 0.8229853479853481 and parameters: {'n_estimators': 127, 'learning_rate': 0.0784468399854485, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.897647462794831, 'colsample_bytree': 0.9388013118834555, 'gamma': 1.860499318154099, 'reg_alpha': 0.4121640512253138, 'reg_lambda': 1.3965911876421144}. Best is trial 12 with value: 0.8229853479853481.
[I 2025-11-03 23:49:06,123] Trial 13 finished with value: 0.8256043956043956 and parameters: {'n_estimators': 152, 'learning_rate': 0.14372900039747627, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9059586920480761, 'colsample_bytree': 0.9006571694356282, 'gamma': 0.7622301275284091, 'reg_alpha': 0.6587879491667596, 'reg_lambda': 3.8670762425210095}. Best is trial 13 with value: 0.8256043956043956.
[I 2025-11-03 23:49:06,779] Trial 14 finished with value: 0.8320787545787546 and parameters: {'n_estimators': 143, 'learning_rate': 0.09984990329532167, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9153407615940432, 'colsample_bytree': 0.9086295097173748, 'gamma': 0.8896739776867689, 'reg_alpha': 0.03181935616209597, 'reg_lambda': 3.770354537945609}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:07,468] Trial 15 finished with value: 0.8166483516483517 and parameters: {'n_estimators': 149, 'learning_rate': 0.12689960932873828, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9343693447208753, 'colsample_bytree': 0.8998404328987196, 'gamma': 0.9622049531912253, 'reg_alpha': 0.052185635754477704, 'reg_lambda': 3.7942820837172384}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:08,061] Trial 16 finished with value: 0.8117582417582416 and parameters: {'n_estimators': 91, 'learning_rate': 0.19938087991353992, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9546327468918392, 'colsample_bytree': 0.9892873162407658, 'gamma': 0.7899260774024369, 'reg_alpha': 0.6835045131596438, 'reg_lambda': 4.040928617298278}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:08,956] Trial 17 finished with value: 0.8281868131868133 and parameters: {'n_estimators': 174, 'learning_rate': 0.09562153487631937, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9091548031543145, 'colsample_bytree': 0.8898190744602723, 'gamma': 1.232529704880317, 'reg_alpha': 0.018829033274057203, 'reg_lambda': 3.423526855920039}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:10,251] Trial 18 finished with value: 0.8229761904761905 and parameters: {'n_estimators': 191, 'learning_rate': 0.10673476767625698, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8058665186565445, 'colsample_bytree': 0.7513364053444156, 'gamma': 1.2833154297981246, 'reg_alpha': 0.08515548607397674, 'reg_lambda': 3.3072277082656387}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:11,142] Trial 19 finished with value: 0.8191208791208792 and parameters: {'n_estimators': 173, 'learning_rate': 0.05738287499333376, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8849157521345111, 'colsample_bytree': 0.8635875338751487, 'gamma': 1.6146616869394426, 'reg_alpha': 0.004176368624138949, 'reg_lambda': 4.976315875151869}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:11,865] Trial 20 finished with value: 0.8017765567765569 and parameters: {'n_estimators': 175, 'learning_rate': 0.09376912386581787, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9278550754819385, 'colsample_bytree': 0.9381126104181274, 'gamma': 1.677232935210739, 'reg_alpha': 0.13851761193208628, 'reg_lambda': 4.323942332877046}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:12,465] Trial 21 finished with value: 0.8263369963369963 and parameters: {'n_estimators': 138, 'learning_rate': 0.1799927318762786, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9166744074654845, 'colsample_bytree': 0.9081122276336501, 'gamma': 0.7983980484672693, 'reg_alpha': 0.8421998045854704, 'reg_lambda': 3.493860536391368}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:13,033] Trial 22 finished with value: 0.8217032967032967 and parameters: {'n_estimators': 137, 'learning_rate': 0.1833070870723888, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.963647730928523, 'colsample_bytree': 0.8986415699285112, 'gamma': 1.212737094774275, 'reg_alpha': 0.87099635944769, 'reg_lambda': 3.292264128106446}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:13,737] Trial 23 finished with value: 0.8248809523809524 and parameters: {'n_estimators': 96, 'learning_rate': 0.05663327531415721, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9267997174674418, 'colsample_bytree': 0.9547172621986152, 'gamma': 0.3704165931781847, 'reg_alpha': 0.9574642934288662, 'reg_lambda': 3.5305542222024533}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:14,516] Trial 24 finished with value: 0.7962545787545787 and parameters: {'n_estimators': 135, 'learning_rate': 0.09162407801349284, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.881202985472541, 'colsample_bytree': 0.8746761323654909, 'gamma': 0.8283402222302687, 'reg_alpha': 0.00448696580613862, 'reg_lambda': 2.9514223167327636}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:15,107] Trial 25 finished with value: 0.8256868131868131 and parameters: {'n_estimators': 106, 'learning_rate': 0.09890987086976548, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.970299889032272, 'colsample_bytree': 0.8264426327253499, 'gamma': 1.086950774828966, 'reg_alpha': 0.28832965903515784, 'reg_lambda': 4.255884902559136}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:15,695] Trial 26 finished with value: 0.8091666666666667 and parameters: {'n_estimators': 167, 'learning_rate': 0.22072994722384706, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9143931753965691, 'colsample_bytree': 0.7677521525884683, 'gamma': 0.9098082189536618, 'reg_alpha': 0.7896422785008251, 'reg_lambda': 3.4973824100495854}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:16,323] Trial 27 finished with value: 0.8162454212454212 and parameters: {'n_estimators': 187, 'learning_rate': 0.2986283231109601, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8734000418259754, 'colsample_bytree': 0.8873053936494864, 'gamma': 0.4667231460942376, 'reg_alpha': 0.21783557617721008, 'reg_lambda': 3.6562122696893837}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:16,984] Trial 28 finished with value: 0.8167673992673994 and parameters: {'n_estimators': 140, 'learning_rate': 0.14678549698435983, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8234634964591849, 'colsample_bytree': 0.9659231385078983, 'gamma': 0.7090177083053969, 'reg_alpha': 0.6033879769560955, 'reg_lambda': 4.467554982316347}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:17,633] Trial 29 finished with value: 0.8127472527472527 and parameters: {'n_estimators': 162, 'learning_rate': 0.12843557781790046, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9405674382734798, 'colsample_bytree': 0.9203211102807687, 'gamma': 1.1696349936188672, 'reg_alpha': 0.09213124405918172, 'reg_lambda': 4.081316199695192}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:18,414] Trial 30 finished with value: 0.8009249084249085 and parameters: {'n_estimators': 112, 'learning_rate': 0.02810664988044279, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7766526966150141, 'colsample_bytree': 0.8294689241386346, 'gamma': 1.303518511362801, 'reg_alpha': 0.7586175668865438, 'reg_lambda': 2.9525733149339737}. Best is trial 14 with value: 0.8320787545787546.
[I 2025-11-03 23:49:18,959] Trial 31 finished with value: 0.8326923076923076 and parameters: {'n_estimators': 102, 'learning_rate': 0.09820015294192505, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9750095033295795, 'colsample_bytree': 0.8300232587910008, 'gamma': 1.0769194803964204, 'reg_alpha': 0.2929916428293173, 'reg_lambda': 4.105369540189529}. Best is trial 31 with value: 0.8326923076923076.
[I 2025-11-03 23:49:19,585] Trial 32 finished with value: 0.8166391941391942 and parameters: {'n_estimators': 86, 'learning_rate': 0.06922644832110064, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9793511496727815, 'colsample_bytree': 0.8735195485389092, 'gamma': 1.0251479062243334, 'reg_alpha': 0.32545232274291924, 'reg_lambda': 4.7607910673445115}. Best is trial 31 with value: 0.8326923076923076.
[I 2025-11-03 23:49:20,320] Trial 33 finished with value: 0.8083608058608058 and parameters: {'n_estimators': 112, 'learning_rate': 0.08291903229705645, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9544463292764613, 'colsample_bytree': 0.7775782835604464, 'gamma': 0.9360936721319453, 'reg_alpha': 0.2118892551160916, 'reg_lambda': 3.8775424417898647}. Best is trial 31 with value: 0.8326923076923076.
[I 2025-11-03 23:49:21,009] Trial 34 finished with value: 0.7865109890109889 and parameters: {'n_estimators': 127, 'learning_rate': 0.05750993579426378, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.986629394863868, 'colsample_bytree': 0.9168789634992888, 'gamma': 0.6410122150342457, 'reg_alpha': 0.4472915127475393, 'reg_lambda': 3.372345525716688}. Best is trial 31 with value: 0.8326923076923076.
[I 2025-11-03 23:49:21,650] Trial 35 finished with value: 0.8281501831501832 and parameters: {'n_estimators': 77, 'learning_rate': 0.11349606640600621, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.918434550785559, 'colsample_bytree': 0.6966353919061327, 'gamma': 1.0937908063969861, 'reg_alpha': 0.11688848070715833, 'reg_lambda': 3.047527668059733}. Best is trial 31 with value: 0.8326923076923076.
[I 2025-11-03 23:49:22,226] Trial 36 finished with value: 0.8137728937728939 and parameters: {'n_estimators': 70, 'learning_rate': 0.11050344232666685, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8914288828983401, 'colsample_bytree': 0.6817372312628632, 'gamma': 1.4236329111190582, 'reg_alpha': 0.09676563394302949, 'reg_lambda': 2.9885577312891116}. Best is trial 31 with value: 0.8326923076923076.
[I 2025-11-03 23:49:22,765] Trial 37 finished with value: 0.8303663003663004 and parameters: {'n_estimators': 46, 'learning_rate': 0.08830672718512564, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9961410624425908, 'colsample_bytree': 0.7219091026043759, 'gamma': 1.0894274842497378, 'reg_alpha': 0.14816178566849614, 'reg_lambda': 0.6981603040983608}. Best is trial 31 with value: 0.8326923076923076.
[I 2025-11-03 23:49:23,324] Trial 38 finished with value: 0.7754945054945055 and parameters: {'n_estimators': 56, 'learning_rate': 0.09022755546157028, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9930797975948729, 'colsample_bytree': 0.8357492111060888, 'gamma': 1.5843729122466366, 'reg_alpha': 0.041615782359441286, 'reg_lambda': 1.0228030245055706}. Best is trial 31 with value: 0.8326923076923076.
[I 2025-11-03 23:49:23,858] Trial 39 finished with value: 0.8239194139194139 and parameters: {'n_estimators': 44, 'learning_rate': 0.06490425760951721, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9638394147142468, 'colsample_bytree': 0.7384595544004011, 'gamma': 1.3333518534638737, 'reg_alpha': 0.18473622879223062, 'reg_lambda': 0.6538532808646642}. Best is trial 31 with value: 0.8326923076923076.
[I 2025-11-03 23:49:24,229] Trial 40 finished with value: 0.785393772893773 and parameters: {'n_estimators': 22, 'learning_rate': 0.04916049303725323, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9758177842267957, 'colsample_bytree': 0.7230757605936684, 'gamma': 1.2319810559293207, 'reg_alpha': 0.24492305100358658, 'reg_lambda': 2.524896900393932}. Best is trial 31 with value: 0.8326923076923076.
[I 2025-11-03 23:49:24,803] Trial 41 finished with value: 0.8348992673992675 and parameters: {'n_estimators': 81, 'learning_rate': 0.12238779132605103, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9930866379047086, 'colsample_bytree': 0.6818469602222543, 'gamma': 1.0496983071178925, 'reg_alpha': 0.12540023453549548, 'reg_lambda': 2.164453967883397}. Best is trial 41 with value: 0.8348992673992675.
[I 2025-11-03 23:49:25,341] Trial 42 finished with value: 0.8246153846153846 and parameters: {'n_estimators': 99, 'learning_rate': 0.14100654076183355, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9978261204566461, 'colsample_bytree': 0.6380948961990589, 'gamma': 1.035906854915192, 'reg_alpha': 0.14378917709359573, 'reg_lambda': 1.1251801041775105}. Best is trial 41 with value: 0.8348992673992675.
[I 2025-11-03 23:49:25,931] Trial 43 finished with value: 0.8333333333333333 and parameters: {'n_estimators': 47, 'learning_rate': 0.08699871280543871, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9992267723183458, 'colsample_bytree': 0.7110638568548135, 'gamma': 0.8701774914554345, 'reg_alpha': 0.04548157146635245, 'reg_lambda': 1.9858064311916577}. Best is trial 41 with value: 0.8348992673992675.
[I 2025-11-03 23:49:26,525] Trial 44 finished with value: 0.8401190476190475 and parameters: {'n_estimators': 47, 'learning_rate': 0.07759140940161821, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9990008469692118, 'colsample_bytree': 0.6611340289283119, 'gamma': 0.8848085707570011, 'reg_alpha': 0.07218668580243506, 'reg_lambda': 2.054323272368231}. Best is trial 44 with value: 0.8401190476190475.
[I 2025-11-03 23:49:27,123] Trial 45 finished with value: 0.8376098901098902 and parameters: {'n_estimators': 51, 'learning_rate': 0.07991679311193146, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9800965109675914, 'colsample_bytree': 0.6698525737594383, 'gamma': 0.9047184835191369, 'reg_alpha': 0.06687146157612636, 'reg_lambda': 2.1252230788084843}. Best is trial 44 with value: 0.8401190476190475.
[I 2025-11-03 23:49:27,621] Trial 46 finished with value: 0.8210805860805861 and parameters: {'n_estimators': 33, 'learning_rate': 0.07652905582094442, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7144219597860759, 'colsample_bytree': 0.6661042724826103, 'gamma': 0.5667336525566892, 'reg_alpha': 0.07985158505765005, 'reg_lambda': 2.0272610598369756}. Best is trial 44 with value: 0.8401190476190475.
[I 2025-11-03 23:49:28,250] Trial 47 finished with value: 0.8379853479853481 and parameters: {'n_estimators': 57, 'learning_rate': 0.06193200758247108, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9808055948258114, 'colsample_bytree': 0.6183161679372142, 'gamma': 0.6968530009848944, 'reg_alpha': 0.2822628583139596, 'reg_lambda': 1.77207874715564}. Best is trial 44 with value: 0.8401190476190475.
[I 2025-11-03 23:49:28,865] Trial 48 finished with value: 0.8398260073260073 and parameters: {'n_estimators': 54, 'learning_rate': 0.06364157860109462, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9998731073385025, 'colsample_bytree': 0.6094896718291746, 'gamma': 0.650351977226412, 'reg_alpha': 0.19288134679731028, 'reg_lambda': 1.7352617560266543}. Best is trial 44 with value: 0.8401190476190475.
[I 2025-11-03 23:49:29,471] Trial 49 finished with value: 0.8305128205128205 and parameters: {'n_estimators': 58, 'learning_rate': 0.04788698742711611, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.953858696524657, 'colsample_bytree': 0.6000662643316994, 'gamma': 0.2555665306534221, 'reg_alpha': 0.21093074960179772, 'reg_lambda': 1.7218078337302267}. Best is trial 44 with value: 0.8401190476190475.
[I 2025-11-03 23:49:29,472] A new study created in memory with name: no-name-f74cb5bb-414a-4e08-8e44-43ee45ab488f

[Top  100] mean 5x5 CV AUC = 0.8401

[I 2025-11-03 23:49:30,113] Trial 0 finished with value: 0.8291575091575092 and parameters: {'n_estimators': 123, 'learning_rate': 0.2575336794900035, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9033178529330433, 'colsample_bytree': 0.9018111618640141, 'gamma': 0.008624965157555842, 'reg_alpha': 0.3429398795584886, 'reg_lambda': 4.692230698510678}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:30,728] Trial 1 finished with value: 0.8171428571428571 and parameters: {'n_estimators': 90, 'learning_rate': 0.14528691279049027, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8568869754992572, 'colsample_bytree': 0.80634278999042, 'gamma': 1.8217982695456796, 'reg_alpha': 0.08421429150153414, 'reg_lambda': 4.1092987055064185}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:31,335] Trial 2 finished with value: 0.8171978021978021 and parameters: {'n_estimators': 78, 'learning_rate': 0.19212924995043848, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.840537173020838, 'colsample_bytree': 0.8976603974698065, 'gamma': 0.0590497840166182, 'reg_alpha': 0.5084677071027154, 'reg_lambda': 4.010232915812778}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:31,972] Trial 3 finished with value: 0.7953021978021977 and parameters: {'n_estimators': 90, 'learning_rate': 0.0705031848050674, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9521160642586382, 'colsample_bytree': 0.9086228273670695, 'gamma': 1.1127262980813315, 'reg_alpha': 0.3848955026631168, 'reg_lambda': 0.538289825082662}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:32,683] Trial 4 finished with value: 0.8131318681318682 and parameters: {'n_estimators': 163, 'learning_rate': 0.05343372307536249, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8653783694409596, 'colsample_bytree': 0.6295052806889784, 'gamma': 0.1296847039636726, 'reg_alpha': 0.217276228990249, 'reg_lambda': 4.96690117191017}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:33,126] Trial 5 finished with value: 0.7913369963369964 and parameters: {'n_estimators': 21, 'learning_rate': 0.17426740157352336, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.887475378918004, 'colsample_bytree': 0.7006773096251356, 'gamma': 1.8698702040270612, 'reg_alpha': 0.6091256986445132, 'reg_lambda': 0.5609600812263273}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:33,901] Trial 6 finished with value: 0.8075732600732601 and parameters: {'n_estimators': 121, 'learning_rate': 0.0300989855604859, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8753480083597375, 'colsample_bytree': 0.7358118764400341, 'gamma': 1.8299538557454877, 'reg_alpha': 0.39124998793099985, 'reg_lambda': 4.436179671984977}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:34,471] Trial 7 finished with value: 0.7645879120879121 and parameters: {'n_estimators': 108, 'learning_rate': 0.08478982545201875, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8319607132380203, 'colsample_bytree': 0.9493833245010761, 'gamma': 0.9014124234239613, 'reg_alpha': 0.564572008650948, 'reg_lambda': 4.470652070269544}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:34,937] Trial 8 finished with value: 0.731996336996337 and parameters: {'n_estimators': 54, 'learning_rate': 0.032006905746635755, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8007205008114285, 'colsample_bytree': 0.8901903781534046, 'gamma': 0.16772830225550717, 'reg_alpha': 0.5205634376330612, 'reg_lambda': 3.5475348503669344}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:35,410] Trial 9 finished with value: 0.7750915750915752 and parameters: {'n_estimators': 176, 'learning_rate': 0.22613010326030447, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9921090731551488, 'colsample_bytree': 0.8005785437528038, 'gamma': 0.8947526175960192, 'reg_alpha': 0.2087643877937, 'reg_lambda': 4.523761452330644}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:35,975] Trial 10 finished with value: 0.7977289377289378 and parameters: {'n_estimators': 141, 'learning_rate': 0.2773019136337442, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7168713702655451, 'colsample_bytree': 0.984010023021942, 'gamma': 0.5376818319104287, 'reg_alpha': 0.8686321292275667, 'reg_lambda': 2.23307934973614}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:36,664] Trial 11 finished with value: 0.8171520146520146 and parameters: {'n_estimators': 58, 'learning_rate': 0.13271421928917332, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.778581499831039, 'colsample_bytree': 0.8710378068353382, 'gamma': 0.024424722607372003, 'reg_alpha': 0.7609333582454565, 'reg_lambda': 3.124931027504096}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:37,266] Trial 12 finished with value: 0.8286172161172162 and parameters: {'n_estimators': 64, 'learning_rate': 0.26010850662851515, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9259152262492408, 'colsample_bytree': 0.853972456103168, 'gamma': 0.46942909798219623, 'reg_alpha': 0.3642066483502324, 'reg_lambda': 2.416582796440686}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:37,872] Trial 13 finished with value: 0.8154945054945055 and parameters: {'n_estimators': 139, 'learning_rate': 0.2960248464298261, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9398005357392967, 'colsample_bytree': 0.8372258225180506, 'gamma': 0.4940583477286091, 'reg_alpha': 0.3073921355513326, 'reg_lambda': 2.062346365735194}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:38,434] Trial 14 finished with value: 0.8266117216117217 and parameters: {'n_estimators': 31, 'learning_rate': 0.10649909914924552, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9270900202127644, 'colsample_bytree': 0.7430085045429049, 'gamma': 0.5668400895741488, 'reg_alpha': 0.03680044727333226, 'reg_lambda': 1.478871440397307}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:39,297] Trial 15 finished with value: 0.8272802197802197 and parameters: {'n_estimators': 191, 'learning_rate': 0.045855472011068106, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.905440151958352, 'colsample_bytree': 0.951558404959733, 'gamma': 0.35849644117439594, 'reg_alpha': 0.6901024323329956, 'reg_lambda': 2.71222181781379}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:39,980] Trial 16 finished with value: 0.8270970695970697 and parameters: {'n_estimators': 54, 'learning_rate': 0.2293914933772063, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9780231147569984, 'colsample_bytree': 0.8476051317635575, 'gamma': 1.3633901846319598, 'reg_alpha': 0.3715411537067392, 'reg_lambda': 1.441353030315947}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:40,907] Trial 17 finished with value: 0.8272985347985348 and parameters: {'n_estimators': 118, 'learning_rate': 0.11126851101780065, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9127925152863805, 'colsample_bytree': 0.7585030971881099, 'gamma': 0.7229986712835514, 'reg_alpha': 0.19671047156911675, 'reg_lambda': 3.2132722693461915}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:41,681] Trial 18 finished with value: 0.8177747252747253 and parameters: {'n_estimators': 74, 'learning_rate': 0.021641814834608523, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9708444791484954, 'colsample_bytree': 0.9950121119013657, 'gamma': 0.3072964427089447, 'reg_alpha': 0.9426187070399193, 'reg_lambda': 2.4725013982739297}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:42,347] Trial 19 finished with value: 0.7846245421245421 and parameters: {'n_estimators': 144, 'learning_rate': 0.1658656831359885, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8090448641024923, 'colsample_bytree': 0.9314635216037813, 'gamma': 1.2841703150914148, 'reg_alpha': 0.2864614857263399, 'reg_lambda': 1.6481823511335532}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:42,916] Trial 20 finished with value: 0.8139835164835165 and parameters: {'n_estimators': 104, 'learning_rate': 0.2539265565672884, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7291339423924412, 'colsample_bytree': 0.8429197743349706, 'gamma': 0.3110912109360581, 'reg_alpha': 0.4473282887249215, 'reg_lambda': 3.4338956778029646}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:43,608] Trial 21 finished with value: 0.8257051282051282 and parameters: {'n_estimators': 125, 'learning_rate': 0.09401864949615055, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9147481134805259, 'colsample_bytree': 0.7567299420992544, 'gamma': 0.7504934525989069, 'reg_alpha': 0.15625960159063554, 'reg_lambda': 3.0855680047012486}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:44,358] Trial 22 finished with value: 0.8027472527472529 and parameters: {'n_estimators': 125, 'learning_rate': 0.1226425714751662, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.896371113789233, 'colsample_bytree': 0.6599579623340571, 'gamma': 0.7041379737653296, 'reg_alpha': 0.12515997566878767, 'reg_lambda': 3.6781216611124927}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:44,980] Trial 23 finished with value: 0.8283333333333333 and parameters: {'n_estimators': 156, 'learning_rate': 0.2041560150028069, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9528084513986241, 'colsample_bytree': 0.7695410768064574, 'gamma': 0.7503356750511331, 'reg_alpha': 0.2762890308898188, 'reg_lambda': 2.87527590293462}. Best is trial 0 with value: 0.8291575091575092.
[I 2025-11-03 23:49:45,554] Trial 24 finished with value: 0.831327838827839 and parameters: {'n_estimators': 159, 'learning_rate': 0.19599406523695154, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9560606370742761, 'colsample_bytree': 0.7885020926656633, 'gamma': 1.0845447517309068, 'reg_alpha': 0.29095601727431913, 'reg_lambda': 1.8819915835567609}. Best is trial 24 with value: 0.831327838827839.
[I 2025-11-03 23:49:46,161] Trial 25 finished with value: 0.8255860805860807 and parameters: {'n_estimators': 188, 'learning_rate': 0.16268407420015693, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9639040443835024, 'colsample_bytree': 0.8033450206746833, 'gamma': 1.535837180854309, 'reg_alpha': 0.4534839032426718, 'reg_lambda': 1.0447413641416368}. Best is trial 24 with value: 0.831327838827839.
[I 2025-11-03 23:49:46,859] Trial 26 finished with value: 0.81739010989011 and parameters: {'n_estimators': 161, 'learning_rate': 0.2349696089181966, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9981831391654146, 'colsample_bytree': 0.8690117927768268, 'gamma': 1.1312612796457044, 'reg_alpha': 0.31335286751842684, 'reg_lambda': 1.9791519883719104}. Best is trial 24 with value: 0.831327838827839.
[I 2025-11-03 23:49:47,346] Trial 27 finished with value: 0.8380494505494505 and parameters: {'n_estimators': 99, 'learning_rate': 0.2954567442453788, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9348080967875608, 'colsample_bytree': 0.7088794943626503, 'gamma': 1.5294033990896363, 'reg_alpha': 0.6247840729024923, 'reg_lambda': 1.7848475951462675}. Best is trial 27 with value: 0.8380494505494505.
[I 2025-11-03 23:49:47,861] Trial 28 finished with value: 0.79242673992674 and parameters: {'n_estimators': 173, 'learning_rate': 0.291428256511987, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9383292528806113, 'colsample_bytree': 0.6923016808837136, 'gamma': 1.6271159158038055, 'reg_alpha': 0.6715109153757028, 'reg_lambda': 1.1161645994621334}. Best is trial 27 with value: 0.8380494505494505.
[I 2025-11-03 23:49:48,441] Trial 29 finished with value: 0.829441391941392 and parameters: {'n_estimators': 99, 'learning_rate': 0.13878303411268275, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8838420603029774, 'colsample_bytree': 0.7146567038143824, 'gamma': 1.6250038240009013, 'reg_alpha': 0.7992124395462687, 'reg_lambda': 1.7676882596558752}. Best is trial 27 with value: 0.8380494505494505.
[I 2025-11-03 23:49:48,989] Trial 30 finished with value: 0.8240293040293041 and parameters: {'n_estimators': 91, 'learning_rate': 0.14715396735567957, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8835558330725891, 'colsample_bytree': 0.6002271815743536, 'gamma': 1.9927832806880925, 'reg_alpha': 0.7971826875836339, 'reg_lambda': 1.7884030950563734}. Best is trial 27 with value: 0.8380494505494505.
[I 2025-11-03 23:49:49,521] Trial 31 finished with value: 0.8168223443223444 and parameters: {'n_estimators': 92, 'learning_rate': 0.19279778197905603, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8553556679117716, 'colsample_bytree': 0.6844538981901401, 'gamma': 1.561134523685386, 'reg_alpha': 0.961577056934532, 'reg_lambda': 1.095126012132325}. Best is trial 27 with value: 0.8380494505494505.
[I 2025-11-03 23:49:50,075] Trial 32 finished with value: 0.8277014652014653 and parameters: {'n_estimators': 101, 'learning_rate': 0.19700149047611887, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8990821500449973, 'colsample_bytree': 0.7816492337608897, 'gamma': 1.4570698150390806, 'reg_alpha': 0.6599710825754272, 'reg_lambda': 1.8392579971298846}. Best is trial 27 with value: 0.8380494505494505.
[I 2025-11-03 23:49:50,641] Trial 33 finished with value: 0.8046153846153845 and parameters: {'n_estimators': 133, 'learning_rate': 0.14774653486837447, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8350061350381941, 'colsample_bytree': 0.7192808703889076, 'gamma': 1.6905354339267995, 'reg_alpha': 0.7704601928456697, 'reg_lambda': 1.4291735152529976}. Best is trial 27 with value: 0.8380494505494505.
[I 2025-11-03 23:49:51,368] Trial 34 finished with value: 0.8346245421245422 and parameters: {'n_estimators': 78, 'learning_rate': 0.06487677181149822, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9466140629618943, 'colsample_bytree': 0.8206179584403698, 'gamma': 1.2598604772129833, 'reg_alpha': 0.8325328208031111, 'reg_lambda': 2.5723610008746736}. Best is trial 27 with value: 0.8380494505494505.
[I 2025-11-03 23:49:52,068] Trial 35 finished with value: 0.8381959706959708 and parameters: {'n_estimators': 79, 'learning_rate': 0.06692116312991662, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9500155011982044, 'colsample_bytree': 0.8211686774314793, 'gamma': 1.215260168712825, 'reg_alpha': 0.8679621196890263, 'reg_lambda': 2.2773642687880487}. Best is trial 35 with value: 0.8381959706959708.
[I 2025-11-03 23:49:52,776] Trial 36 finished with value: 0.82260989010989 and parameters: {'n_estimators': 80, 'learning_rate': 0.06297711709222913, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9531900598081713, 'colsample_bytree': 0.8271457268938155, 'gamma': 1.1870279569870905, 'reg_alpha': 0.9374259951640194, 'reg_lambda': 2.623861063128219}. Best is trial 35 with value: 0.8381959706959708.
[I 2025-11-03 23:49:53,493] Trial 37 finished with value: 0.8314102564102563 and parameters: {'n_estimators': 74, 'learning_rate': 0.05441530100467547, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9806526367723328, 'colsample_bytree': 0.8230791957040681, 'gamma': 1.0472710898307245, 'reg_alpha': 0.8391555893951429, 'reg_lambda': 2.3627628225982633}. Best is trial 35 with value: 0.8381959706959708.
[I 2025-11-03 23:49:54,210] Trial 38 finished with value: 0.8259249084249085 and parameters: {'n_estimators': 77, 'learning_rate': 0.04619085827497572, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9841341724615607, 'colsample_bytree': 0.8208967791885416, 'gamma': 1.302533619795004, 'reg_alpha': 0.8668537345149719, 'reg_lambda': 2.264039754296058}. Best is trial 35 with value: 0.8381959706959708.
[I 2025-11-03 23:49:54,932] Trial 39 finished with value: 0.8258058608058608 and parameters: {'n_estimators': 38, 'learning_rate': 0.0685029033980438, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9373792856121407, 'colsample_bytree': 0.8167727391734804, 'gamma': 0.9917652808574595, 'reg_alpha': 0.857647114587617, 'reg_lambda': 2.829155515631416}. Best is trial 35 with value: 0.8381959706959708.
[I 2025-11-03 23:49:55,844] Trial 40 finished with value: 0.7999450549450549 and parameters: {'n_estimators': 66, 'learning_rate': 0.057197582867392203, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9725912638577618, 'colsample_bytree': 0.8887286648515189, 'gamma': 1.3792759050140615, 'reg_alpha': 0.7284473286425961, 'reg_lambda': 2.114004586022295}. Best is trial 35 with value: 0.8381959706959708.
[I 2025-11-03 23:49:56,507] Trial 41 finished with value: 0.8357417582417581 and parameters: {'n_estimators': 47, 'learning_rate': 0.08080111623052996, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9591946299524806, 'colsample_bytree': 0.785245986138572, 'gamma': 1.0235733640661293, 'reg_alpha': 0.9961741021945285, 'reg_lambda': 2.451691146483807}. Best is trial 35 with value: 0.8381959706959708.
[I 2025-11-03 23:49:57,147] Trial 42 finished with value: 0.8375732600732602 and parameters: {'n_estimators': 47, 'learning_rate': 0.08244821002047933, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9998702331699316, 'colsample_bytree': 0.660285649079862, 'gamma': 0.9632363525874235, 'reg_alpha': 0.9932007964035228, 'reg_lambda': 2.5164097393168454}. Best is trial 35 with value: 0.8381959706959708.
[I 2025-11-03 23:49:57,817] Trial 43 finished with value: 0.8217765567765568 and parameters: {'n_estimators': 42, 'learning_rate': 0.08479473279484201, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9867414052302603, 'colsample_bytree': 0.6561814975322826, 'gamma': 0.8969201905571222, 'reg_alpha': 0.9943881093640092, 'reg_lambda': 2.628219701069228}. Best is trial 35 with value: 0.8381959706959708.
[I 2025-11-03 23:49:58,453] Trial 44 finished with value: 0.8404395604395605 and parameters: {'n_estimators': 48, 'learning_rate': 0.044409464632848644, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9617939407888324, 'colsample_bytree': 0.6618804515993458, 'gamma': 1.2142768487930014, 'reg_alpha': 0.9992397549068678, 'reg_lambda': 2.9332710378361004}. Best is trial 44 with value: 0.8404395604395605.
[I 2025-11-03 23:49:59,031] Trial 45 finished with value: 0.8363095238095236 and parameters: {'n_estimators': 45, 'learning_rate': 0.03553077825057668, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.92400888236273, 'colsample_bytree': 0.6682515769075615, 'gamma': 1.2061127490614358, 'reg_alpha': 0.9061732690567921, 'reg_lambda': 3.9981750251643855}. Best is trial 44 with value: 0.8404395604395605.
[I 2025-11-03 23:49:59,456] Trial 46 finished with value: 0.8296978021978022 and parameters: {'n_estimators': 22, 'learning_rate': 0.03498385028549982, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9233880930070579, 'colsample_bytree': 0.6363060366097646, 'gamma': 1.1519466635234181, 'reg_alpha': 0.9051026073435456, 'reg_lambda': 4.0723709291812344}. Best is trial 44 with value: 0.8404395604395605.
[I 2025-11-03 23:50:00,069] Trial 47 finished with value: 0.8310347985347986 and parameters: {'n_estimators': 64, 'learning_rate': 0.04200568013337948, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9943951638496356, 'colsample_bytree': 0.6705947487391639, 'gamma': 1.43653684441173, 'reg_alpha': 0.9038686232976417, 'reg_lambda': 3.67982865002843}. Best is trial 44 with value: 0.8404395604395605.
[I 2025-11-03 23:50:00,587] Trial 48 finished with value: 0.8263736263736264 and parameters: {'n_estimators': 32, 'learning_rate': 0.02310093425622448, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.870723969748334, 'colsample_bytree': 0.6235213517833955, 'gamma': 1.215443590911039, 'reg_alpha': 0.5925763101071493, 'reg_lambda': 4.776149607766445}. Best is trial 44 with value: 0.8404395604395605.
[I 2025-11-03 23:50:01,242] Trial 49 finished with value: 0.8193681318681318 and parameters: {'n_estimators': 50, 'learning_rate': 0.038141152004079484, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9296587494117632, 'colsample_bytree': 0.7165877524993264, 'gamma': 1.739441109645652, 'reg_alpha': 0.9307569060473835, 'reg_lambda': 2.9880811639182405}. Best is trial 44 with value: 0.8404395604395605.
[I 2025-11-03 23:50:01,243] A new study created in memory with name: no-name-db52ec18-1335-4ce1-b2d7-8ae2d7d1152a

[Top  105] mean 5x5 CV AUC = 0.8404

[I 2025-11-03 23:50:02,067] Trial 0 finished with value: 0.8245604395604397 and parameters: {'n_estimators': 161, 'learning_rate': 0.028360001223040554, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9569801516351091, 'colsample_bytree': 0.9540422450295473, 'gamma': 0.12901586300879386, 'reg_alpha': 0.3702318850708394, 'reg_lambda': 1.3635001081729592}. Best is trial 0 with value: 0.8245604395604397.
[I 2025-11-03 23:50:02,634] Trial 1 finished with value: 0.7717582417582417 and parameters: {'n_estimators': 143, 'learning_rate': 0.19043463712527892, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9264028988600372, 'colsample_bytree': 0.8516391752801864, 'gamma': 1.5873540327981643, 'reg_alpha': 0.5900503564342151, 'reg_lambda': 4.488719682934598}. Best is trial 0 with value: 0.8245604395604397.
[I 2025-11-03 23:50:03,623] Trial 2 finished with value: 0.791043956043956 and parameters: {'n_estimators': 132, 'learning_rate': 0.04115293157658694, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7007054198415992, 'colsample_bytree': 0.6228179443734057, 'gamma': 0.9104900918528487, 'reg_alpha': 0.003967095961701417, 'reg_lambda': 1.8042108612600734}. Best is trial 0 with value: 0.8245604395604397.
[I 2025-11-03 23:50:04,409] Trial 3 finished with value: 0.8001923076923078 and parameters: {'n_estimators': 150, 'learning_rate': 0.1079886931637123, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8779253138909718, 'colsample_bytree': 0.7406569025210681, 'gamma': 1.0699300928448547, 'reg_alpha': 0.7765282682568944, 'reg_lambda': 2.739826806184849}. Best is trial 0 with value: 0.8245604395604397.
[I 2025-11-03 23:50:05,017] Trial 4 finished with value: 0.8205128205128206 and parameters: {'n_estimators': 189, 'learning_rate': 0.18142958872989068, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9454681831564825, 'colsample_bytree': 0.7822568454795344, 'gamma': 0.05131612295332788, 'reg_alpha': 0.21582782479619422, 'reg_lambda': 3.567464797276807}. Best is trial 0 with value: 0.8245604395604397.
[I 2025-11-03 23:50:05,614] Trial 5 finished with value: 0.8327564102564101 and parameters: {'n_estimators': 197, 'learning_rate': 0.08666333567839635, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7176528577898277, 'colsample_bytree': 0.7725546546279827, 'gamma': 0.7732831565619398, 'reg_alpha': 0.12102718684134683, 'reg_lambda': 0.8891716632963522}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:06,027] Trial 6 finished with value: 0.5297619047619048 and parameters: {'n_estimators': 97, 'learning_rate': 0.040306583522816096, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7105004333786163, 'colsample_bytree': 0.7541672658230623, 'gamma': 0.6480962819701168, 'reg_alpha': 0.9612156449570644, 'reg_lambda': 2.342947513001829}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:06,748] Trial 7 finished with value: 0.8205128205128206 and parameters: {'n_estimators': 58, 'learning_rate': 0.027411666071128885, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7460430245121746, 'colsample_bytree': 0.958774436050057, 'gamma': 0.03258108700675466, 'reg_alpha': 0.8873240421424726, 'reg_lambda': 4.361077370033718}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:07,911] Trial 8 finished with value: 0.7887545787545787 and parameters: {'n_estimators': 143, 'learning_rate': 0.032058081277142714, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9299862126062326, 'colsample_bytree': 0.7845343559891849, 'gamma': 0.3522887100664147, 'reg_alpha': 0.44583816267563525, 'reg_lambda': 3.7198952715203912}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:08,640] Trial 9 finished with value: 0.802142857142857 and parameters: {'n_estimators': 143, 'learning_rate': 0.13092110918657296, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7965375332793949, 'colsample_bytree': 0.6218810071088791, 'gamma': 1.6910711920344934, 'reg_alpha': 0.9292700856610935, 'reg_lambda': 3.347541737742353}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:09,111] Trial 10 finished with value: 0.8149267399267398 and parameters: {'n_estimators': 28, 'learning_rate': 0.07011610408548746, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8106021348653523, 'colsample_bytree': 0.8730298404719739, 'gamma': 1.2621981318630662, 'reg_alpha': 0.08293081181477252, 'reg_lambda': 0.5280008917889489}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:09,990] Trial 11 finished with value: 0.8230036630036629 and parameters: {'n_estimators': 197, 'learning_rate': 0.06549759774468573, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9977531874374481, 'colsample_bytree': 0.9612447693014295, 'gamma': 0.48288545441523867, 'reg_alpha': 0.33452428219502484, 'reg_lambda': 0.8621885358971413}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:10,651] Trial 12 finished with value: 0.8319871794871796 and parameters: {'n_estimators': 173, 'learning_rate': 0.020370349345173264, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8648901992907099, 'colsample_bytree': 0.6887080148319592, 'gamma': 1.9906886430048902, 'reg_alpha': 0.21134022460786123, 'reg_lambda': 1.4586109894989998}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:11,295] Trial 13 finished with value: 0.8279853479853481 and parameters: {'n_estimators': 190, 'learning_rate': 0.020439881775528485, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8600038806301046, 'colsample_bytree': 0.6953344562989354, 'gamma': 1.9443282982392969, 'reg_alpha': 0.18065939025224093, 'reg_lambda': 1.5180039990840881}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:11,872] Trial 14 finished with value: 0.8126465201465202 and parameters: {'n_estimators': 102, 'learning_rate': 0.29622548376310115, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8175985297422287, 'colsample_bytree': 0.6898998576327213, 'gamma': 0.7869996448873015, 'reg_alpha': 0.23646004059027184, 'reg_lambda': 2.0575573870977824}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:12,491] Trial 15 finished with value: 0.7917673992673993 and parameters: {'n_estimators': 173, 'learning_rate': 0.05358245445459356, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7646692434662499, 'colsample_bytree': 0.6893114530443758, 'gamma': 1.360318588954808, 'reg_alpha': 0.6179883264504745, 'reg_lambda': 1.0639902617154606}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:13,100] Trial 16 finished with value: 0.8300549450549451 and parameters: {'n_estimators': 119, 'learning_rate': 0.09840441087646667, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8972642594024387, 'colsample_bytree': 0.8477435736485944, 'gamma': 1.9923030495734504, 'reg_alpha': 0.13689286104241388, 'reg_lambda': 0.5956382755993092}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:13,788] Trial 17 finished with value: 0.8215750915750916 and parameters: {'n_estimators': 170, 'learning_rate': 0.053775598665095375, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8351970262904833, 'colsample_bytree': 0.7232733681933013, 'gamma': 1.1951399097941326, 'reg_alpha': 0.3081885270040777, 'reg_lambda': 1.2642791285071844}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:14,399] Trial 18 finished with value: 0.8205677655677655 and parameters: {'n_estimators': 77, 'learning_rate': 0.10049935882930741, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7504936192200097, 'colsample_bytree': 0.6578498584878911, 'gamma': 0.736077766170649, 'reg_alpha': 0.008103763185108734, 'reg_lambda': 2.4697262394720307}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:15,075] Trial 19 finished with value: 0.8258699633699635 and parameters: {'n_estimators': 176, 'learning_rate': 0.020585963565762165, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7797342420398136, 'colsample_bytree': 0.8168014528849353, 'gamma': 1.5821966577538746, 'reg_alpha': 0.4978546925530738, 'reg_lambda': 1.8926318296380806}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:15,867] Trial 20 finished with value: 0.7941849816849816 and parameters: {'n_estimators': 199, 'learning_rate': 0.15332263905781696, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8978078812487555, 'colsample_bytree': 0.9055640193740924, 'gamma': 0.43856361992902754, 'reg_alpha': 0.12351030189677215, 'reg_lambda': 3.1177036782523064}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:16,541] Trial 21 finished with value: 0.8281684981684981 and parameters: {'n_estimators': 119, 'learning_rate': 0.08271118143943172, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8859170316695967, 'colsample_bytree': 0.8247919076556969, 'gamma': 1.9691709314697854, 'reg_alpha': 0.11393536121372871, 'reg_lambda': 0.5783137887444525}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:17,179] Trial 22 finished with value: 0.8230219780219781 and parameters: {'n_estimators': 122, 'learning_rate': 0.08876827665987863, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8474706217097331, 'colsample_bytree': 0.8966556542451216, 'gamma': 1.7900853827992855, 'reg_alpha': 0.24231995000739184, 'reg_lambda': 0.8957850095995723}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:17,771] Trial 23 finished with value: 0.8212271062271062 and parameters: {'n_estimators': 82, 'learning_rate': 0.11819682063842542, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9078988526570668, 'colsample_bytree': 0.7728953085869766, 'gamma': 1.819406982800226, 'reg_alpha': 0.1123721928749606, 'reg_lambda': 1.5669964131512462}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:18,603] Trial 24 finished with value: 0.8272161172161172 and parameters: {'n_estimators': 159, 'learning_rate': 0.05733461410779006, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8624241452163901, 'colsample_bytree': 0.8314367883344093, 'gamma': 1.4790083686154247, 'reg_alpha': 0.4109631074709395, 'reg_lambda': 0.8743392140583767}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:19,316] Trial 25 finished with value: 0.8256593406593408 and parameters: {'n_estimators': 178, 'learning_rate': 0.22889548870987275, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9779996687392476, 'colsample_bytree': 0.9020134321908294, 'gamma': 1.0416489543916647, 'reg_alpha': 0.2724345373493443, 'reg_lambda': 0.5835374822341712}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:19,881] Trial 26 finished with value: 0.7922252747252746 and parameters: {'n_estimators': 53, 'learning_rate': 0.08671640078927685, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8272005345315889, 'colsample_bytree': 0.7230898691120394, 'gamma': 1.975117964365192, 'reg_alpha': 0.18424373711741157, 'reg_lambda': 1.0336406173060175}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:20,513] Trial 27 finished with value: 0.8114102564102565 and parameters: {'n_estimators': 186, 'learning_rate': 0.13944128446953363, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7294101128931821, 'colsample_bytree': 0.6541147729646553, 'gamma': 1.7857540407548589, 'reg_alpha': 0.05677402835099518, 'reg_lambda': 4.907595532577652}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:21,218] Trial 28 finished with value: 0.8283516483516483 and parameters: {'n_estimators': 159, 'learning_rate': 0.04284694647971999, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9108805178178131, 'colsample_bytree': 0.796855939128018, 'gamma': 1.4077176915097445, 'reg_alpha': 0.601456292785534, 'reg_lambda': 1.666216319492483}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:21,947] Trial 29 finished with value: 0.820842490842491 and parameters: {'n_estimators': 115, 'learning_rate': 0.0681100433766048, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8782238820426389, 'colsample_bytree': 0.9252173401984731, 'gamma': 0.9385463499982565, 'reg_alpha': 0.337936424980765, 'reg_lambda': 1.3805587418282874}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:22,675] Trial 30 finished with value: 0.8183150183150184 and parameters: {'n_estimators': 131, 'learning_rate': 0.09882178669268793, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9625572756519042, 'colsample_bytree': 0.8516896824393827, 'gamma': 1.1938126895478194, 'reg_alpha': 0.16437692352147862, 'reg_lambda': 1.2517902477160547}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:23,313] Trial 31 finished with value: 0.8252380952380952 and parameters: {'n_estimators': 161, 'learning_rate': 0.03927724016235176, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9210239932108526, 'colsample_bytree': 0.8063862987107624, 'gamma': 1.4484534188706502, 'reg_alpha': 0.6439480444782184, 'reg_lambda': 1.70151753373238}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:24,016] Trial 32 finished with value: 0.822857142857143 and parameters: {'n_estimators': 157, 'learning_rate': 0.026158717061625245, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8983170221965872, 'colsample_bytree': 0.8447722725423735, 'gamma': 1.6370390269609683, 'reg_alpha': 0.7316066144823057, 'reg_lambda': 2.2186667464976466}. Best is trial 5 with value: 0.8327564102564101.
[I 2025-11-03 23:50:24,744] Trial 33 finished with value: 0.8356135531135531 and parameters: {'n_estimators': 167, 'learning_rate': 0.04759446158528818, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9206175707551377, 'colsample_bytree': 0.7579009189724337, 'gamma': 1.8575588457788608, 'reg_alpha': 0.5245638983070218, 'reg_lambda': 1.093589966904387}. Best is trial 33 with value: 0.8356135531135531.
[I 2025-11-03 23:50:25,445] Trial 34 finished with value: 0.8357967032967033 and parameters: {'n_estimators': 182, 'learning_rate': 0.046580503114641514, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.942116394868589, 'colsample_bytree': 0.7495223642170322, 'gamma': 1.8487315375049653, 'reg_alpha': 0.5234843782419687, 'reg_lambda': 0.7624429289403043}. Best is trial 34 with value: 0.8357967032967033.
[I 2025-11-03 23:50:26,261] Trial 35 finished with value: 0.8085714285714286 and parameters: {'n_estimators': 184, 'learning_rate': 0.03599657537575751, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9462065917527975, 'colsample_bytree': 0.7553016364276844, 'gamma': 1.842764155095267, 'reg_alpha': 0.483519759132054, 'reg_lambda': 1.123929808132619}. Best is trial 34 with value: 0.8357967032967033.
[I 2025-11-03 23:50:26,958] Trial 36 finished with value: 0.8330860805860806 and parameters: {'n_estimators': 199, 'learning_rate': 0.047523862957805, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9705319933607688, 'colsample_bytree': 0.7236839014014209, 'gamma': 1.5504082353521353, 'reg_alpha': 0.5614617492059505, 'reg_lambda': 1.9143660627558852}. Best is trial 34 with value: 0.8357967032967033.
[I 2025-11-03 23:50:27,658] Trial 37 finished with value: 0.8261263736263735 and parameters: {'n_estimators': 200, 'learning_rate': 0.05259540443498282, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9704756756093714, 'colsample_bytree': 0.7312128713950892, 'gamma': 1.545933133958164, 'reg_alpha': 0.544897058540236, 'reg_lambda': 2.6076984968057264}. Best is trial 34 with value: 0.8357967032967033.
[I 2025-11-03 23:50:28,462] Trial 38 finished with value: 0.832591575091575 and parameters: {'n_estimators': 183, 'learning_rate': 0.04635503149143912, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9905432139801533, 'colsample_bytree': 0.7604526174364116, 'gamma': 1.7068372488454149, 'reg_alpha': 0.6988050668861234, 'reg_lambda': 2.03955405460309}. Best is trial 34 with value: 0.8357967032967033.
[I 2025-11-03 23:50:29,380] Trial 39 finished with value: 0.7995238095238096 and parameters: {'n_estimators': 191, 'learning_rate': 0.032535591893531605, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9418870134644434, 'colsample_bytree': 0.715861808520626, 'gamma': 0.8520263418596047, 'reg_alpha': 0.548447878324585, 'reg_lambda': 0.8085217140814567}. Best is trial 34 with value: 0.8357967032967033.
[I 2025-11-03 23:50:30,043] Trial 40 finished with value: 0.84018315018315 and parameters: {'n_estimators': 150, 'learning_rate': 0.06230863246536996, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9317516853444248, 'colsample_bytree': 0.6610755933339627, 'gamma': 0.593187021939257, 'reg_alpha': 0.8163647126564375, 'reg_lambda': 1.9053967640195915}. Best is trial 40 with value: 0.84018315018315.
[I 2025-11-03 23:50:30,742] Trial 41 finished with value: 0.8247893772893774 and parameters: {'n_estimators': 149, 'learning_rate': 0.04685891082027609, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9538506444862147, 'colsample_bytree': 0.63670691473238, 'gamma': 0.5553792828728691, 'reg_alpha': 0.8445705396320935, 'reg_lambda': 2.956673219921096}. Best is trial 40 with value: 0.84018315018315.
[I 2025-11-03 23:50:31,441] Trial 42 finished with value: 0.82239010989011 and parameters: {'n_estimators': 167, 'learning_rate': 0.061566944536763826, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9268170289284813, 'colsample_bytree': 0.7418711479889737, 'gamma': 0.27423087113260514, 'reg_alpha': 0.4013541928959506, 'reg_lambda': 1.798181771889237}. Best is trial 40 with value: 0.84018315018315.
[I 2025-11-03 23:50:32,107] Trial 43 finished with value: 0.8207142857142855 and parameters: {'n_estimators': 135, 'learning_rate': 0.07488726839483659, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9854089347250912, 'colsample_bytree': 0.6043539811399337, 'gamma': 0.24586871080834583, 'reg_alpha': 0.7875259297001654, 'reg_lambda': 2.220694398120612}. Best is trial 40 with value: 0.84018315018315.
[I 2025-11-03 23:50:32,788] Trial 44 finished with value: 0.8332600732600732 and parameters: {'n_estimators': 192, 'learning_rate': 0.04711032209223174, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9401426418122225, 'colsample_bytree': 0.6694983735195053, 'gamma': 0.6454187583074182, 'reg_alpha': 0.6715335666157656, 'reg_lambda': 1.2788214032008651}. Best is trial 40 with value: 0.84018315018315.
[I 2025-11-03 23:50:33,544] Trial 45 finished with value: 0.8277838827838829 and parameters: {'n_estimators': 151, 'learning_rate': 0.04759072654398749, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9387258453788416, 'colsample_bytree': 0.6712977039683763, 'gamma': 0.621032507614489, 'reg_alpha': 0.6820016883840343, 'reg_lambda': 1.2278225266797818}. Best is trial 40 with value: 0.84018315018315.
[I 2025-11-03 23:50:34,214] Trial 46 finished with value: 0.8303388278388278 and parameters: {'n_estimators': 193, 'learning_rate': 0.0348700966141658, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9627952119012326, 'colsample_bytree': 0.6717659038445883, 'gamma': 0.7016106795510153, 'reg_alpha': 0.5412311509328754, 'reg_lambda': 1.942387953750683}. Best is trial 40 with value: 0.84018315018315.
[I 2025-11-03 23:50:34,900] Trial 47 finished with value: 0.8236263736263736 and parameters: {'n_estimators': 179, 'learning_rate': 0.029463396092306058, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9193266016247639, 'colsample_bytree': 0.9872690772790734, 'gamma': 0.42640009353514363, 'reg_alpha': 0.7882692239911597, 'reg_lambda': 4.046693849798073}. Best is trial 40 with value: 0.84018315018315.
[I 2025-11-03 23:50:35,505] Trial 48 finished with value: 0.7713369963369964 and parameters: {'n_estimators': 187, 'learning_rate': 0.059367758419778476, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9997300009269735, 'colsample_bytree': 0.7082698829671061, 'gamma': 1.8806451646484046, 'reg_alpha': 0.8619609656983241, 'reg_lambda': 1.3655993507398103}. Best is trial 40 with value: 0.84018315018315.
[I 2025-11-03 23:50:36,081] Trial 49 finished with value: 0.811401098901099 and parameters: {'n_estimators': 163, 'learning_rate': 0.039708708492460575, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9351282377655691, 'colsample_bytree': 0.6371969511239595, 'gamma': 0.11505173521531342, 'reg_alpha': 0.6585601795464662, 'reg_lambda': 0.7516273873896037}. Best is trial 40 with value: 0.84018315018315.
[I 2025-11-03 23:50:36,081] A new study created in memory with name: no-name-e8c5ffc2-1c51-44d3-9ba1-8a8ec7aa9744

[Top  110] mean 5x5 CV AUC = 0.8402

[I 2025-11-03 23:50:36,871] Trial 0 finished with value: 0.8287912087912087 and parameters: {'n_estimators': 118, 'learning_rate': 0.024840855805757147, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9110556718017744, 'colsample_bytree': 0.844431957076652, 'gamma': 0.7919203650290632, 'reg_alpha': 0.6793236713346601, 'reg_lambda': 4.92335439081254}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:37,630] Trial 1 finished with value: 0.8228846153846154 and parameters: {'n_estimators': 66, 'learning_rate': 0.026218473064239987, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7256296959031459, 'colsample_bytree': 0.7061088154502951, 'gamma': 0.5667992372717865, 'reg_alpha': 0.15531817438695228, 'reg_lambda': 3.9264282146129657}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:38,182] Trial 2 finished with value: 0.8045970695970697 and parameters: {'n_estimators': 34, 'learning_rate': 0.2798468309404881, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.824428584597205, 'colsample_bytree': 0.8929325706855835, 'gamma': 0.9533771648918843, 'reg_alpha': 0.2573743083885939, 'reg_lambda': 4.5093035387802525}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:38,564] Trial 3 finished with value: 0.7909065934065933 and parameters: {'n_estimators': 22, 'learning_rate': 0.27833199434653555, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8665167717347939, 'colsample_bytree': 0.8462172572504146, 'gamma': 1.6968073372925758, 'reg_alpha': 0.5021779017142022, 'reg_lambda': 2.1411782699394464}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:39,053] Trial 4 finished with value: 0.773470695970696 and parameters: {'n_estimators': 180, 'learning_rate': 0.2623217981644373, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8923324562663157, 'colsample_bytree': 0.8902267763553122, 'gamma': 0.2049648574903511, 'reg_alpha': 0.9682068391238762, 'reg_lambda': 0.8305968972311313}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:39,534] Trial 5 finished with value: 0.7703021978021978 and parameters: {'n_estimators': 49, 'learning_rate': 0.2863780952296993, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8750035305530488, 'colsample_bytree': 0.7179514883444644, 'gamma': 1.3734714895454159, 'reg_alpha': 0.23913297648387233, 'reg_lambda': 2.84131213582528}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:40,069] Trial 6 finished with value: 0.8103205128205129 and parameters: {'n_estimators': 154, 'learning_rate': 0.2531871053740856, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7341069695783187, 'colsample_bytree': 0.6932893335885634, 'gamma': 1.415428053734852, 'reg_alpha': 0.5332174367703721, 'reg_lambda': 2.498149608698184}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:40,909] Trial 7 finished with value: 0.8128296703296704 and parameters: {'n_estimators': 57, 'learning_rate': 0.15084732781075996, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9095530587496131, 'colsample_bytree': 0.6857254126797996, 'gamma': 0.37899909363224027, 'reg_alpha': 0.6208571184416939, 'reg_lambda': 4.4277004862699805}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:42,203] Trial 8 finished with value: 0.7568131868131869 and parameters: {'n_estimators': 33, 'learning_rate': 0.22125237575299583, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7643676463724275, 'colsample_bytree': 0.9775601387349763, 'gamma': 1.4867531150910263, 'reg_alpha': 0.9527990330417658, 'reg_lambda': 0.5883563932029308}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:43,628] Trial 9 finished with value: 0.7830311355311355 and parameters: {'n_estimators': 126, 'learning_rate': 0.024603707956326496, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9843278591386404, 'colsample_bytree': 0.9098866488854047, 'gamma': 0.09522001845496297, 'reg_alpha': 0.3127805451315965, 'reg_lambda': 3.3836621777386244}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:44,358] Trial 10 finished with value: 0.8236172161172161 and parameters: {'n_estimators': 103, 'learning_rate': 0.05121057874806451, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.969127278993934, 'colsample_bytree': 0.7827878976069245, 'gamma': 0.9013407546309115, 'reg_alpha': 0.7462574732270492, 'reg_lambda': 4.997968792646178}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:45,093] Trial 11 finished with value: 0.8222893772893773 and parameters: {'n_estimators': 99, 'learning_rate': 0.046071778239420234, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9718122846562122, 'colsample_bytree': 0.7862611692682016, 'gamma': 0.9237981538612244, 'reg_alpha': 0.7461508141258775, 'reg_lambda': 4.88040070177441}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:46,623] Trial 12 finished with value: 0.8201007326007326 and parameters: {'n_estimators': 101, 'learning_rate': 0.05382717567302838, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9406027638962678, 'colsample_bytree': 0.7824349383625843, 'gamma': 0.7252540026552188, 'reg_alpha': 0.7573650438251538, 'reg_lambda': 4.945317350360303}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:47,269] Trial 13 finished with value: 0.8237820512820514 and parameters: {'n_estimators': 130, 'learning_rate': 0.039258860418313696, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9328440385343586, 'colsample_bytree': 0.6044980828013847, 'gamma': 1.1631090050781396, 'reg_alpha': 0.7729364806541601, 'reg_lambda': 3.7899953996758833}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:48,027] Trial 14 finished with value: 0.7980311355311356 and parameters: {'n_estimators': 139, 'learning_rate': 0.020243691834995088, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7963512414325908, 'colsample_bytree': 0.6163344667224849, 'gamma': 1.9581291697928975, 'reg_alpha': 0.8433376673644445, 'reg_lambda': 3.742681266735942}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:48,669] Trial 15 finished with value: 0.8122619047619049 and parameters: {'n_estimators': 200, 'learning_rate': 0.03806152003338805, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9302431733154958, 'colsample_bytree': 0.6167561726530149, 'gamma': 1.19123580999401, 'reg_alpha': 0.6350358914084162, 'reg_lambda': 3.2700892751772384}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:49,324] Trial 16 finished with value: 0.8219413919413919 and parameters: {'n_estimators': 162, 'learning_rate': 0.1014450150462246, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8276199350697777, 'colsample_bytree': 0.8422885825717197, 'gamma': 1.1348662078304745, 'reg_alpha': 0.38750155807835884, 'reg_lambda': 4.113299298745678}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:50,244] Trial 17 finished with value: 0.8113919413919415 and parameters: {'n_estimators': 79, 'learning_rate': 0.033872906419413984, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9354735240613514, 'colsample_bytree': 0.9530922273964433, 'gamma': 0.6344205747185853, 'reg_alpha': 0.8432941559156599, 'reg_lambda': 1.6056624581541499}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:50,920] Trial 18 finished with value: 0.8123260073260073 and parameters: {'n_estimators': 122, 'learning_rate': 0.07753388540129023, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9017942300905106, 'colsample_bytree': 0.7434157920464335, 'gamma': 0.3903133945597441, 'reg_alpha': 0.6187348152029727, 'reg_lambda': 3.475897663758874}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:51,575] Trial 19 finished with value: 0.818580586080586 and parameters: {'n_estimators': 82, 'learning_rate': 0.06936115874307447, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8497894564278244, 'colsample_bytree': 0.8333188857592428, 'gamma': 1.1806861659206112, 'reg_alpha': 0.4176187511225142, 'reg_lambda': 4.270496250739841}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:52,464] Trial 20 finished with value: 0.8039468864468864 and parameters: {'n_estimators': 143, 'learning_rate': 0.03194536641606021, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9979403921028429, 'colsample_bytree': 0.6503988016977619, 'gamma': 0.7593698118479184, 'reg_alpha': 0.8967431525110918, 'reg_lambda': 2.948745375888425}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:53,104] Trial 21 finished with value: 0.8127747252747253 and parameters: {'n_estimators': 107, 'learning_rate': 0.047814626824216, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9563818788187229, 'colsample_bytree': 0.7548776867970063, 'gamma': 0.8510338135121875, 'reg_alpha': 0.008922378661086194, 'reg_lambda': 4.917137866127387}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:53,785] Trial 22 finished with value: 0.8248443223443224 and parameters: {'n_estimators': 121, 'learning_rate': 0.06619289211238005, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9591281420874024, 'colsample_bytree': 0.8121575406915865, 'gamma': 1.0807875559112543, 'reg_alpha': 0.7353065341226825, 'reg_lambda': 4.633806959529692}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:54,452] Trial 23 finished with value: 0.82757326007326 and parameters: {'n_estimators': 125, 'learning_rate': 0.07010639038903684, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9222470492877932, 'colsample_bytree': 0.8254882799059449, 'gamma': 1.1204091424248013, 'reg_alpha': 0.6747798791208611, 'reg_lambda': 4.478301339464281}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:55,288] Trial 24 finished with value: 0.8267307692307692 and parameters: {'n_estimators': 118, 'learning_rate': 0.09042144593144624, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9160246195471426, 'colsample_bytree': 0.8232536898341061, 'gamma': 1.6227256381106452, 'reg_alpha': 0.6748916655567452, 'reg_lambda': 4.554398159516578}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:55,910] Trial 25 finished with value: 0.8262637362637362 and parameters: {'n_estimators': 90, 'learning_rate': 0.10654186836922279, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9138452366225713, 'colsample_bytree': 0.8663423542052643, 'gamma': 1.7065618691165239, 'reg_alpha': 0.6626759487886061, 'reg_lambda': 4.156127496204103}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:56,515] Trial 26 finished with value: 0.7992948717948718 and parameters: {'n_estimators': 166, 'learning_rate': 0.1553519852047459, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8870715167945618, 'colsample_bytree': 0.8075455477138099, 'gamma': 1.9322528063576925, 'reg_alpha': 0.5690350547280532, 'reg_lambda': 4.560906669172873}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:57,155] Trial 27 finished with value: 0.8177747252747254 and parameters: {'n_estimators': 143, 'learning_rate': 0.09736165620964962, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8507463753441223, 'colsample_bytree': 0.914252688420746, 'gamma': 1.6621529331714482, 'reg_alpha': 0.44905936249816575, 'reg_lambda': 4.645059370597106}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:57,866] Trial 28 finished with value: 0.7999450549450549 and parameters: {'n_estimators': 115, 'learning_rate': 0.14257354023995583, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9057227408530975, 'colsample_bytree': 0.8657096979130321, 'gamma': 1.3704685094100864, 'reg_alpha': 0.6809237752355476, 'reg_lambda': 3.9562906681413956}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:58,635] Trial 29 finished with value: 0.8128937728937728 and parameters: {'n_estimators': 74, 'learning_rate': 0.08722005481949054, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8613629087215982, 'colsample_bytree': 0.93860307129473, 'gamma': 0.5660116408575896, 'reg_alpha': 0.8671556964716132, 'reg_lambda': 3.7425908961630276}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:50:59,469] Trial 30 finished with value: 0.8161263736263739 and parameters: {'n_estimators': 135, 'learning_rate': 0.134747497353335, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7039076537512431, 'colsample_bytree': 0.7560077929243403, 'gamma': 0.4500326316784497, 'reg_alpha': 0.6890064949726735, 'reg_lambda': 4.33589907955661}. Best is trial 0 with value: 0.8287912087912087.
[I 2025-11-03 23:51:00,093] Trial 31 finished with value: 0.8315934065934067 and parameters: {'n_estimators': 90, 'learning_rate': 0.11464791524994018, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.921122229457349, 'colsample_bytree': 0.8651391493623202, 'gamma': 1.7522532932412285, 'reg_alpha': 0.5699185083457142, 'reg_lambda': 4.173989643382458}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:00,647] Trial 32 finished with value: 0.8213644688644689 and parameters: {'n_estimators': 92, 'learning_rate': 0.18725163386489874, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9209596670167186, 'colsample_bytree': 0.8713097601947801, 'gamma': 1.790059327196482, 'reg_alpha': 0.546477324845128, 'reg_lambda': 4.6580026553182465}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:01,328] Trial 33 finished with value: 0.810054945054945 and parameters: {'n_estimators': 114, 'learning_rate': 0.11980846746140598, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.883671823444639, 'colsample_bytree': 0.8090549114657728, 'gamma': 1.5002699553201508, 'reg_alpha': 0.4816462754291463, 'reg_lambda': 4.051431650650859}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:02,029] Trial 34 finished with value: 0.8232967032967033 and parameters: {'n_estimators': 62, 'learning_rate': 0.06505604361539044, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9525516750772991, 'colsample_bytree': 0.824367619261305, 'gamma': 1.588106837287271, 'reg_alpha': 0.5752429821559646, 'reg_lambda': 4.377663667019976}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:02,609] Trial 35 finished with value: 0.8128846153846153 and parameters: {'n_estimators': 153, 'learning_rate': 0.1818741535205767, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8365416109878332, 'colsample_bytree': 0.8939855619236409, 'gamma': 1.7541846740201006, 'reg_alpha': 0.36132866066597885, 'reg_lambda': 1.1992679784592533}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:03,257] Trial 36 finished with value: 0.8178479853479853 and parameters: {'n_estimators': 92, 'learning_rate': 0.08636641853175057, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8712864594877264, 'colsample_bytree': 0.8509836464473659, 'gamma': 1.8503748999179797, 'reg_alpha': 0.8033845175008312, 'reg_lambda': 2.389822452066675}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:03,792] Trial 37 finished with value: 0.7321703296703297 and parameters: {'n_estimators': 112, 'learning_rate': 0.11841927666557814, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8035555114765314, 'colsample_bytree': 0.8880871772814325, 'gamma': 1.0157715276930719, 'reg_alpha': 0.6918044255693357, 'reg_lambda': 4.74667535664332}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:04,472] Trial 38 finished with value: 0.8206776556776557 and parameters: {'n_estimators': 69, 'learning_rate': 0.0607577051925692, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8901735721971332, 'colsample_bytree': 0.9997853650526787, 'gamma': 1.2703674629445842, 'reg_alpha': 0.5139221317176362, 'reg_lambda': 3.152217538505369}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:05,164] Trial 39 finished with value: 0.795952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.025567572526732425, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9211841801965366, 'colsample_bytree': 0.9347176162890443, 'gamma': 1.5171021348860538, 'reg_alpha': 0.5920945220207343, 'reg_lambda': 3.58617820762986}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:05,767] Trial 40 finished with value: 0.8201007326007326 and parameters: {'n_estimators': 153, 'learning_rate': 0.08140253876879479, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9010606356370526, 'colsample_bytree': 0.7215240477391223, 'gamma': 1.3769413484821065, 'reg_alpha': 0.494865931107791, 'reg_lambda': 4.42037325150737}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:06,359] Trial 41 finished with value: 0.8306776556776556 and parameters: {'n_estimators': 85, 'learning_rate': 0.10380591084950071, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9176941917941297, 'colsample_bytree': 0.8634180121863689, 'gamma': 1.6594667989167693, 'reg_alpha': 0.6738656611532493, 'reg_lambda': 4.23471405234931}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:06,907] Trial 42 finished with value: 0.8208699633699633 and parameters: {'n_estimators': 84, 'learning_rate': 0.12082688722885192, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9461816337107584, 'colsample_bytree': 0.8526841769691178, 'gamma': 1.8117829390439444, 'reg_alpha': 0.6352816451395468, 'reg_lambda': 4.1880574871992255}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:07,546] Trial 43 finished with value: 0.8135531135531135 and parameters: {'n_estimators': 97, 'learning_rate': 0.09266765534435198, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9226046967162834, 'colsample_bytree': 0.8310762600150495, 'gamma': 1.6119374132557687, 'reg_alpha': 0.7008310555135747, 'reg_lambda': 3.912590936953014}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:08,154] Trial 44 finished with value: 0.824835164835165 and parameters: {'n_estimators': 129, 'learning_rate': 0.16785269443151699, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9777275096762107, 'colsample_bytree': 0.8847490658504321, 'gamma': 1.3284866851175932, 'reg_alpha': 0.5971995558938923, 'reg_lambda': 4.812717055744316}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:08,855] Trial 45 finished with value: 0.805091575091575 and parameters: {'n_estimators': 51, 'learning_rate': 0.21537810827665085, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8757662669600166, 'colsample_bytree': 0.794611892435773, 'gamma': 0.22609784216563455, 'reg_alpha': 0.7889291034760223, 'reg_lambda': 4.446259508642369}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:09,427] Trial 46 finished with value: 0.8200366300366301 and parameters: {'n_estimators': 119, 'learning_rate': 0.10692126766813931, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8971557616728428, 'colsample_bytree': 0.9129474231539662, 'gamma': 1.882696872831621, 'reg_alpha': 0.7231195544106573, 'reg_lambda': 1.9781722782905975}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:10,072] Trial 47 finished with value: 0.822371794871795 and parameters: {'n_estimators': 105, 'learning_rate': 0.05586019731242097, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9447466884405473, 'colsample_bytree': 0.7751069242129128, 'gamma': 1.596458146518107, 'reg_alpha': 0.9235791206343419, 'reg_lambda': 4.765256700423583}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:10,786] Trial 48 finished with value: 0.8286904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.07392503280995444, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.961128640747883, 'colsample_bytree': 0.855617154353228, 'gamma': 0.9881622342274362, 'reg_alpha': 0.6495456904465853, 'reg_lambda': 4.51526930020667}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:11,704] Trial 49 finished with value: 0.7962637362637364 and parameters: {'n_estimators': 131, 'learning_rate': 0.029838231962815452, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9662520170535025, 'colsample_bytree': 0.8549730407768678, 'gamma': 0.8057816168047376, 'reg_alpha': 0.5391200090783194, 'reg_lambda': 4.962484023130405}. Best is trial 31 with value: 0.8315934065934067.
[I 2025-11-03 23:51:11,705] A new study created in memory with name: no-name-b55272fd-29e3-4749-afe2-aaf6f10fed49

[Top  115] mean 5x5 CV AUC = 0.8316

[I 2025-11-03 23:51:12,338] Trial 0 finished with value: 0.817197802197802 and parameters: {'n_estimators': 120, 'learning_rate': 0.026433466504292066, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7174635643720401, 'colsample_bytree': 0.6714793008565108, 'gamma': 0.382772204177521, 'reg_alpha': 0.06315197290447416, 'reg_lambda': 2.23378720881884}. Best is trial 0 with value: 0.817197802197802.
[I 2025-11-03 23:51:13,010] Trial 1 finished with value: 0.7986904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.08795692823852971, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.798288946793319, 'colsample_bytree': 0.729986441947827, 'gamma': 1.793839786560246, 'reg_alpha': 0.754770670684489, 'reg_lambda': 2.4623343088761205}. Best is trial 0 with value: 0.817197802197802.
[I 2025-11-03 23:51:13,589] Trial 2 finished with value: 0.8244963369963371 and parameters: {'n_estimators': 38, 'learning_rate': 0.048841037871732655, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9427396875990147, 'colsample_bytree': 0.8068311204798826, 'gamma': 1.1591598248346224, 'reg_alpha': 0.5317642910152595, 'reg_lambda': 3.5918950591836607}. Best is trial 2 with value: 0.8244963369963371.
[I 2025-11-03 23:51:14,735] Trial 3 finished with value: 0.7928296703296703 and parameters: {'n_estimators': 144, 'learning_rate': 0.020453237884433848, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9361968244840391, 'colsample_bytree': 0.6651610696381576, 'gamma': 0.5759668909443221, 'reg_alpha': 0.5399688205276226, 'reg_lambda': 3.9133887292016447}. Best is trial 2 with value: 0.8244963369963371.
[I 2025-11-03 23:51:15,192] Trial 4 finished with value: 0.8118223443223442 and parameters: {'n_estimators': 34, 'learning_rate': 0.10031647516199442, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8162925627750272, 'colsample_bytree': 0.73196729152796, 'gamma': 0.3754331006027436, 'reg_alpha': 0.5701475264617973, 'reg_lambda': 1.8613636861366312}. Best is trial 2 with value: 0.8244963369963371.
[I 2025-11-03 23:51:15,774] Trial 5 finished with value: 0.8004761904761906 and parameters: {'n_estimators': 114, 'learning_rate': 0.2569224814529614, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7846047762455713, 'colsample_bytree': 0.6278701006820242, 'gamma': 0.3161315544921619, 'reg_alpha': 0.06575362349791447, 'reg_lambda': 4.474272860705442}. Best is trial 2 with value: 0.8244963369963371.
[I 2025-11-03 23:51:16,322] Trial 6 finished with value: 0.8322344322344323 and parameters: {'n_estimators': 185, 'learning_rate': 0.1777703348919418, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9983130516476748, 'colsample_bytree': 0.7308051639938391, 'gamma': 0.6284548052732637, 'reg_alpha': 0.104873278941921, 'reg_lambda': 2.007493258695071}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:16,851] Trial 7 finished with value: 0.7811630036630036 and parameters: {'n_estimators': 154, 'learning_rate': 0.07973760821934638, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9874250041342669, 'colsample_bytree': 0.6381687900740689, 'gamma': 1.6886841371521641, 'reg_alpha': 0.5689659146338437, 'reg_lambda': 1.4824777807808016}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:17,426] Trial 8 finished with value: 0.8186904761904762 and parameters: {'n_estimators': 65, 'learning_rate': 0.07187405464150963, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.925305891802033, 'colsample_bytree': 0.7702371544782995, 'gamma': 1.070636369106829, 'reg_alpha': 0.4903689981541203, 'reg_lambda': 4.9824440863487}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:18,081] Trial 9 finished with value: 0.8144688644688644 and parameters: {'n_estimators': 198, 'learning_rate': 0.028960288562846277, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.862888870312877, 'colsample_bytree': 0.9848683595262692, 'gamma': 1.8738123694258169, 'reg_alpha': 0.10009607785453967, 'reg_lambda': 4.687563524183286}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:18,655] Trial 10 finished with value: 0.811959706959707 and parameters: {'n_estimators': 80, 'learning_rate': 0.24055487447824866, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9925972869388059, 'colsample_bytree': 0.8680980945975754, 'gamma': 0.7546893428662984, 'reg_alpha': 0.2930371495565931, 'reg_lambda': 1.0608167171633434}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:19,127] Trial 11 finished with value: 0.8239652014652015 and parameters: {'n_estimators': 24, 'learning_rate': 0.04384763948554285, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9239903157526684, 'colsample_bytree': 0.8472089231835127, 'gamma': 1.2250725663064044, 'reg_alpha': 0.3328425807694575, 'reg_lambda': 3.315399520488934}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:19,705] Trial 12 finished with value: 0.7950549450549451 and parameters: {'n_estimators': 73, 'learning_rate': 0.12195020392276434, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9557342418286661, 'colsample_bytree': 0.8395348892360232, 'gamma': 0.007959640321199668, 'reg_alpha': 0.9059468239563971, 'reg_lambda': 3.2443909833187545}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:20,385] Trial 13 finished with value: 0.8142765567765567 and parameters: {'n_estimators': 48, 'learning_rate': 0.04839958011882518, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8829182570219299, 'colsample_bytree': 0.9087656550972648, 'gamma': 1.4012491182209037, 'reg_alpha': 0.3179367118699067, 'reg_lambda': 0.5884812570896318}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:21,061] Trial 14 finished with value: 0.8300274725274726 and parameters: {'n_estimators': 94, 'learning_rate': 0.1565567374691391, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.993347355063146, 'colsample_bytree': 0.7791586018285885, 'gamma': 0.9031972553088101, 'reg_alpha': 0.7101354370276233, 'reg_lambda': 3.108119898492688}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:21,696] Trial 15 finished with value: 0.8217765567765568 and parameters: {'n_estimators': 102, 'learning_rate': 0.16936378206219257, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9947978551035255, 'colsample_bytree': 0.7218813725630898, 'gamma': 0.7786553420744154, 'reg_alpha': 0.7958824329140783, 'reg_lambda': 2.842272122831226}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:22,335] Trial 16 finished with value: 0.7982875457875458 and parameters: {'n_estimators': 147, 'learning_rate': 0.15555603587942635, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8981854185817885, 'colsample_bytree': 0.7776684792895114, 'gamma': 0.7920098443653103, 'reg_alpha': 0.7018714236326686, 'reg_lambda': 2.762108218291292}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:22,886] Trial 17 finished with value: 0.8314560439560441 and parameters: {'n_estimators': 95, 'learning_rate': 0.17770845876735156, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9668942726336948, 'colsample_bytree': 0.9172664983199184, 'gamma': 1.4591760243622145, 'reg_alpha': 0.9938405539213502, 'reg_lambda': 2.0113935501872433}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:23,425] Trial 18 finished with value: 0.7894230769230769 and parameters: {'n_estimators': 129, 'learning_rate': 0.2078405980070571, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9626718305325188, 'colsample_bytree': 0.9471758675563694, 'gamma': 1.4264734137088841, 'reg_alpha': 0.9489546284654911, 'reg_lambda': 1.7415130660738025}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:24,044] Trial 19 finished with value: 0.8071336996336997 and parameters: {'n_estimators': 172, 'learning_rate': 0.29710033723370427, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.732966617715135, 'colsample_bytree': 0.9173550536798332, 'gamma': 1.5433087104221155, 'reg_alpha': 0.1999685566014805, 'reg_lambda': 2.196841048899607}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:24,774] Trial 20 finished with value: 0.8085805860805861 and parameters: {'n_estimators': 200, 'learning_rate': 0.12078628361902737, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.849491469723246, 'colsample_bytree': 0.980069711250137, 'gamma': 1.9934473951108758, 'reg_alpha': 0.995998684148611, 'reg_lambda': 1.3121784143067803}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:25,511] Trial 21 finished with value: 0.8304029304029303 and parameters: {'n_estimators': 96, 'learning_rate': 0.17730026206056224, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9669513031910318, 'colsample_bytree': 0.8084211838969703, 'gamma': 0.9527753998627196, 'reg_alpha': 0.8552234967049098, 'reg_lambda': 2.014195701115256}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:26,271] Trial 22 finished with value: 0.818434065934066 and parameters: {'n_estimators': 96, 'learning_rate': 0.20148475669869428, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9627517623357468, 'colsample_bytree': 0.695098424335617, 'gamma': 0.5785089093158611, 'reg_alpha': 0.8701227562075656, 'reg_lambda': 1.9630121479766458}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:26,925] Trial 23 finished with value: 0.8288919413919414 and parameters: {'n_estimators': 86, 'learning_rate': 0.11605475173556748, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.903609819834384, 'colsample_bytree': 0.8852836640774402, 'gamma': 1.2993400319631496, 'reg_alpha': 0.8320277629434343, 'reg_lambda': 2.4081780378075526}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:27,561] Trial 24 finished with value: 0.8002014652014651 and parameters: {'n_estimators': 58, 'learning_rate': 0.17809155072476854, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9727764682664553, 'colsample_bytree': 0.8106201933520797, 'gamma': 1.0107007187792871, 'reg_alpha': 0.4443224401028328, 'reg_lambda': 0.8562217001895469}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:28,197] Trial 25 finished with value: 0.8248626373626373 and parameters: {'n_estimators': 130, 'learning_rate': 0.14460995641535918, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9150259628052138, 'colsample_bytree': 0.9403782689065773, 'gamma': 0.6114185564713415, 'reg_alpha': 0.6619079990441536, 'reg_lambda': 1.7116794900581938}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:29,037] Trial 26 finished with value: 0.8076648351648352 and parameters: {'n_estimators': 104, 'learning_rate': 0.06551815770486161, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9470671010462317, 'colsample_bytree': 0.8355839462913627, 'gamma': 1.5608890949994647, 'reg_alpha': 0.9936876462620907, 'reg_lambda': 2.099126380385152}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:29,649] Trial 27 finished with value: 0.8208608058608058 and parameters: {'n_estimators': 166, 'learning_rate': 0.2212990244294337, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.972063234716596, 'colsample_bytree': 0.7460747581405106, 'gamma': 0.8828613387484202, 'reg_alpha': 0.17403893696729966, 'reg_lambda': 1.3358218825109138}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:30,336] Trial 28 finished with value: 0.8011446886446886 and parameters: {'n_estimators': 128, 'learning_rate': 0.2804975136568804, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8788083968336707, 'colsample_bytree': 0.6961609555412231, 'gamma': 0.16470596593700326, 'reg_alpha': 0.4086846855684929, 'reg_lambda': 2.6386366553478595}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:30,963] Trial 29 finished with value: 0.8098443223443222 and parameters: {'n_estimators': 116, 'learning_rate': 0.13658650378960094, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.701715321001539, 'colsample_bytree': 0.8811254464779815, 'gamma': 0.49021328370537964, 'reg_alpha': 0.6207876336019029, 'reg_lambda': 2.3082114886548175}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:31,543] Trial 30 finished with value: 0.8139377289377289 and parameters: {'n_estimators': 72, 'learning_rate': 0.19668747271091558, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8380621509694614, 'colsample_bytree': 0.6716607636662065, 'gamma': 1.0657251383722797, 'reg_alpha': 0.8958984291779882, 'reg_lambda': 1.6068084361754678}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:32,156] Trial 31 finished with value: 0.8304029304029306 and parameters: {'n_estimators': 93, 'learning_rate': 0.15619640956990316, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9784250873603192, 'colsample_bytree': 0.766571791062463, 'gamma': 0.868723935647996, 'reg_alpha': 0.736115984556612, 'reg_lambda': 3.035646268398282}. Best is trial 6 with value: 0.8322344322344323.
[I 2025-11-03 23:51:32,800] Trial 32 finished with value: 0.832893772893773 and parameters: {'n_estimators': 82, 'learning_rate': 0.09806338415973914, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9761877013424477, 'colsample_bytree': 0.7525704563062571, 'gamma': 0.6954955187567234, 'reg_alpha': 0.779531820464159, 'reg_lambda': 2.9541396426838387}. Best is trial 32 with value: 0.832893772893773.
[I 2025-11-03 23:51:33,459] Trial 33 finished with value: 0.8315842490842491 and parameters: {'n_estimators': 56, 'learning_rate': 0.09576449779090727, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9819232286802336, 'colsample_bytree': 0.7553252467846527, 'gamma': 0.7191267120292199, 'reg_alpha': 0.7151724270763891, 'reg_lambda': 3.897977119084545}. Best is trial 32 with value: 0.832893772893773.
[I 2025-11-03 23:51:34,059] Trial 34 finished with value: 0.8267490842490842 and parameters: {'n_estimators': 53, 'learning_rate': 0.09602568327785069, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9389887972539209, 'colsample_bytree': 0.7080417072274965, 'gamma': 0.680458775177938, 'reg_alpha': 0.7629264397764979, 'reg_lambda': 3.988787866486185}. Best is trial 32 with value: 0.832893772893773.
[I 2025-11-03 23:51:34,671] Trial 35 finished with value: 0.8307783882783883 and parameters: {'n_estimators': 38, 'learning_rate': 0.06482426276290276, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9964018367329751, 'colsample_bytree': 0.7461013400168546, 'gamma': 0.7131098777206959, 'reg_alpha': 0.6278585649536305, 'reg_lambda': 3.5855562859499166}. Best is trial 32 with value: 0.832893772893773.
[I 2025-11-03 23:51:35,299] Trial 36 finished with value: 0.8191391941391941 and parameters: {'n_estimators': 82, 'learning_rate': 0.10383328433107786, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9475760154474484, 'colsample_bytree': 0.7532677691853351, 'gamma': 0.2900107805894917, 'reg_alpha': 0.8155409496357522, 'reg_lambda': 3.9101594266463295}. Best is trial 32 with value: 0.832893772893773.
[I 2025-11-03 23:51:35,999] Trial 37 finished with value: 0.8335805860805862 and parameters: {'n_estimators': 62, 'learning_rate': 0.08749173618721465, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9815812940254914, 'colsample_bytree': 0.7247833847149028, 'gamma': 0.45371539805285044, 'reg_alpha': 0.7796412567251974, 'reg_lambda': 4.183884244394703}. Best is trial 37 with value: 0.8335805860805862.
[I 2025-11-03 23:51:36,618] Trial 38 finished with value: 0.811456043956044 and parameters: {'n_estimators': 46, 'learning_rate': 0.055576758581161734, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7985643625394789, 'colsample_bytree': 0.6512810345155842, 'gamma': 0.4574981905752552, 'reg_alpha': 0.6241925996874232, 'reg_lambda': 4.381452723376941}. Best is trial 37 with value: 0.8335805860805862.
[I 2025-11-03 23:51:37,032] Trial 39 finished with value: 0.8255769230769232 and parameters: {'n_estimators': 21, 'learning_rate': 0.08474185439066266, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9806867758181882, 'colsample_bytree': 0.6783781264294292, 'gamma': 0.47382145674185205, 'reg_alpha': 0.7771614441565873, 'reg_lambda': 4.127909576727653}. Best is trial 37 with value: 0.8335805860805862.
[I 2025-11-03 23:51:37,631] Trial 40 finished with value: 0.8193223443223442 and parameters: {'n_estimators': 61, 'learning_rate': 0.09175383485700157, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9301787831087922, 'colsample_bytree': 0.6150322106271591, 'gamma': 0.198387043249856, 'reg_alpha': 0.02295116270922369, 'reg_lambda': 3.5480777246712303}. Best is trial 37 with value: 0.8335805860805862.
[I 2025-11-03 23:51:38,317] Trial 41 finished with value: 0.8335897435897437 and parameters: {'n_estimators': 70, 'learning_rate': 0.036303816883419, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9983372478906413, 'colsample_bytree': 0.7276008822752282, 'gamma': 0.6352132789165863, 'reg_alpha': 0.5220931379673428, 'reg_lambda': 2.565565624442461}. Best is trial 41 with value: 0.8335897435897437.
[I 2025-11-03 23:51:39,017] Trial 42 finished with value: 0.8376098901098901 and parameters: {'n_estimators': 71, 'learning_rate': 0.026751060692362043, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9990282484518015, 'colsample_bytree': 0.7274294912162484, 'gamma': 0.6362606756825455, 'reg_alpha': 0.5523897101573737, 'reg_lambda': 2.5595828173076254}. Best is trial 42 with value: 0.8376098901098901.
[I 2025-11-03 23:51:39,642] Trial 43 finished with value: 0.8256227106227105 and parameters: {'n_estimators': 69, 'learning_rate': 0.0323022632138776, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9991183712719436, 'colsample_bytree': 0.7217443315903518, 'gamma': 0.3804106989311688, 'reg_alpha': 0.5027957752199121, 'reg_lambda': 2.521557547698342}. Best is trial 42 with value: 0.8376098901098901.
[I 2025-11-03 23:51:40,318] Trial 44 finished with value: 0.8251373626373626 and parameters: {'n_estimators': 77, 'learning_rate': 0.021404458404071666, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9510535563419933, 'colsample_bytree': 0.7319504230835797, 'gamma': 0.6330790536681042, 'reg_alpha': 0.3885764468139241, 'reg_lambda': 2.832884584772542}. Best is trial 42 with value: 0.8376098901098901.
[I 2025-11-03 23:51:41,115] Trial 45 finished with value: 0.8213919413919413 and parameters: {'n_estimators': 184, 'learning_rate': 0.03941010633255769, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9845920840155359, 'colsample_bytree': 0.7976605325629056, 'gamma': 0.5448657944693422, 'reg_alpha': 0.5871265733480595, 'reg_lambda': 4.969409264281085}. Best is trial 42 with value: 0.8376098901098901.
[I 2025-11-03 23:51:42,572] Trial 46 finished with value: 0.8328296703296705 and parameters: {'n_estimators': 35, 'learning_rate': 0.03564581819446913, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9977443564402222, 'colsample_bytree': 0.6895121468063903, 'gamma': 0.23650458731646307, 'reg_alpha': 0.5208205778424684, 'reg_lambda': 2.538973894670328}. Best is trial 42 with value: 0.8376098901098901.
[I 2025-11-03 23:51:43,085] Trial 47 finished with value: 0.8148260073260073 and parameters: {'n_estimators': 31, 'learning_rate': 0.02412797913759726, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7654148644246401, 'colsample_bytree': 0.6481671757825318, 'gamma': 0.04871462499166934, 'reg_alpha': 0.4508260579802248, 'reg_lambda': 3.0874287993332357}. Best is trial 42 with value: 0.8376098901098901.
[I 2025-11-03 23:51:43,598] Trial 48 finished with value: 0.7955769230769231 and parameters: {'n_estimators': 41, 'learning_rate': 0.03273262303361867, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9996790619932687, 'colsample_bytree': 0.691850588274599, 'gamma': 0.22866792232429653, 'reg_alpha': 0.5527151637457869, 'reg_lambda': 3.361613925831761}. Best is trial 42 with value: 0.8376098901098901.
[I 2025-11-03 23:51:44,230] Trial 49 finished with value: 0.8151373626373626 and parameters: {'n_estimators': 30, 'learning_rate': 0.026872667790279404, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9571898415379518, 'colsample_bytree': 0.6791846504124356, 'gamma': 0.3306568448746251, 'reg_alpha': 0.5257122053192405, 'reg_lambda': 2.5094250804379454}. Best is trial 42 with value: 0.8376098901098901.
[I 2025-11-03 23:51:44,231] A new study created in memory with name: no-name-5085765a-7db7-4656-b4ac-e6130f7e462d

[Top  120] mean 5x5 CV AUC = 0.8376

[I 2025-11-03 23:51:45,115] Trial 0 finished with value: 0.8161721611721611 and parameters: {'n_estimators': 100, 'learning_rate': 0.06282720777213092, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.960796190688856, 'colsample_bytree': 0.7371854332312213, 'gamma': 0.7426009287534472, 'reg_alpha': 0.611697419193328, 'reg_lambda': 1.0977679526330097}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:45,572] Trial 1 finished with value: 0.800018315018315 and parameters: {'n_estimators': 25, 'learning_rate': 0.08037913281549576, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9046189476945125, 'colsample_bytree': 0.7816427402400212, 'gamma': 0.4698237710597324, 'reg_alpha': 0.4005648881014511, 'reg_lambda': 1.8396768130673578}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:46,167] Trial 2 finished with value: 0.7833882783882784 and parameters: {'n_estimators': 109, 'learning_rate': 0.12081491269830567, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8969822462941968, 'colsample_bytree': 0.9609131959283637, 'gamma': 1.9771853429400186, 'reg_alpha': 0.3043143329999981, 'reg_lambda': 4.890022703574709}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:47,036] Trial 3 finished with value: 0.7921245421245422 and parameters: {'n_estimators': 160, 'learning_rate': 0.053406327017298375, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8786413259839398, 'colsample_bytree': 0.678305577431473, 'gamma': 1.833091701032509, 'reg_alpha': 0.06282928285494938, 'reg_lambda': 4.553058981169303}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:47,962] Trial 4 finished with value: 0.8110164835164837 and parameters: {'n_estimators': 129, 'learning_rate': 0.05754107891491456, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9259808913893915, 'colsample_bytree': 0.8739535656878317, 'gamma': 0.5423515872088169, 'reg_alpha': 0.491397782592885, 'reg_lambda': 1.048389502104763}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:48,565] Trial 5 finished with value: 0.7817032967032967 and parameters: {'n_estimators': 57, 'learning_rate': 0.05358204732125991, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.8511251496920448, 'colsample_bytree': 0.7535954155306924, 'gamma': 1.276583280938297, 'reg_alpha': 0.25489660633207445, 'reg_lambda': 2.36628833329958}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:49,162] Trial 6 finished with value: 0.8063186813186815 and parameters: {'n_estimators': 156, 'learning_rate': 0.26483727943499763, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7604840130643257, 'colsample_bytree': 0.7368796140119962, 'gamma': 1.3334703945195903, 'reg_alpha': 0.7931631213858598, 'reg_lambda': 2.4000956632701866}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:49,575] Trial 7 finished with value: 0.7965476190476192 and parameters: {'n_estimators': 22, 'learning_rate': 0.064927142362484, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.834316172020676, 'colsample_bytree': 0.6777016296327273, 'gamma': 1.2403042934272517, 'reg_alpha': 0.25898230901480435, 'reg_lambda': 0.5950699618871229}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:50,225] Trial 8 finished with value: 0.8117032967032968 and parameters: {'n_estimators': 117, 'learning_rate': 0.12253321199642628, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9716613371414924, 'colsample_bytree': 0.9958619404020256, 'gamma': 1.4859786791832224, 'reg_alpha': 0.5337521821432456, 'reg_lambda': 4.858996892902115}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:50,938] Trial 9 finished with value: 0.8085531135531138 and parameters: {'n_estimators': 152, 'learning_rate': 0.03055554164016695, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7977739331257857, 'colsample_bytree': 0.6351632055929937, 'gamma': 1.8839014348342316, 'reg_alpha': 0.10516560152788945, 'reg_lambda': 3.6868869469149383}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:52,188] Trial 10 finished with value: 0.7857692307692307 and parameters: {'n_estimators': 195, 'learning_rate': 0.020452592147864997, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9997719121476175, 'colsample_bytree': 0.8544331311024597, 'gamma': 0.06403596587810112, 'reg_alpha': 0.9546393586997239, 'reg_lambda': 1.402246960562269}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:52,849] Trial 11 finished with value: 0.814084249084249 and parameters: {'n_estimators': 92, 'learning_rate': 0.17162590907874287, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9907138781848407, 'colsample_bytree': 0.999682415611184, 'gamma': 0.9431465458163816, 'reg_alpha': 0.6698249046629744, 'reg_lambda': 3.4651836073164954}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:53,472] Trial 12 finished with value: 0.8082783882783883 and parameters: {'n_estimators': 79, 'learning_rate': 0.20252453466101542, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9531116689363286, 'colsample_bytree': 0.9000939339178927, 'gamma': 0.8088726601053849, 'reg_alpha': 0.6686355317605195, 'reg_lambda': 3.591338591697469}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:54,071] Trial 13 finished with value: 0.8079029304029304 and parameters: {'n_estimators': 81, 'learning_rate': 0.13772876073670517, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7058309424176639, 'colsample_bytree': 0.8185873980316916, 'gamma': 0.9081611579395169, 'reg_alpha': 0.7090348761007631, 'reg_lambda': 3.382918925292552}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:55,230] Trial 14 finished with value: 0.7884340659340658 and parameters: {'n_estimators': 90, 'learning_rate': 0.09395547798584133, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9824228909550374, 'colsample_bytree': 0.9373649971656672, 'gamma': 0.5329903543817203, 'reg_alpha': 0.8648705596898192, 'reg_lambda': 3.0033019946198873}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:55,960] Trial 15 finished with value: 0.810860805860806 and parameters: {'n_estimators': 53, 'learning_rate': 0.036913093475264606, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9432427010715176, 'colsample_bytree': 0.6010206405359539, 'gamma': 0.17961950573124774, 'reg_alpha': 0.6118561286181705, 'reg_lambda': 4.010911995248412}. Best is trial 0 with value: 0.8161721611721611.
[I 2025-11-03 23:51:56,572] Trial 16 finished with value: 0.8167857142857143 and parameters: {'n_estimators': 100, 'learning_rate': 0.19084286437304404, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9950210016798134, 'colsample_bytree': 0.7148195706918224, 'gamma': 0.7980478362477432, 'reg_alpha': 0.7555845806786512, 'reg_lambda': 2.6962194748429287}. Best is trial 16 with value: 0.8167857142857143.
[I 2025-11-03 23:51:57,181] Trial 17 finished with value: 0.8103846153846154 and parameters: {'n_estimators': 137, 'learning_rate': 0.24984859503588702, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9210779506352302, 'colsample_bytree': 0.7144796451586689, 'gamma': 0.7463497623895755, 'reg_alpha': 0.9786270883145085, 'reg_lambda': 1.798413072329386}. Best is trial 16 with value: 0.8167857142857143.
[I 2025-11-03 23:51:57,974] Trial 18 finished with value: 0.8237179487179488 and parameters: {'n_estimators': 60, 'learning_rate': 0.04163102776294099, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9523847765625609, 'colsample_bytree': 0.8019885656738638, 'gamma': 0.277835129944287, 'reg_alpha': 0.8091350614215536, 'reg_lambda': 0.5174024246969119}. Best is trial 18 with value: 0.8237179487179488.
[I 2025-11-03 23:51:58,699] Trial 19 finished with value: 0.8136080586080587 and parameters: {'n_estimators': 54, 'learning_rate': 0.03640415157341926, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8628051976543916, 'colsample_bytree': 0.8021422176434211, 'gamma': 0.28729726866165395, 'reg_alpha': 0.8196181435182851, 'reg_lambda': 2.7387205816619575}. Best is trial 18 with value: 0.8237179487179488.
[I 2025-11-03 23:51:59,367] Trial 20 finished with value: 0.8070970695970695 and parameters: {'n_estimators': 63, 'learning_rate': 0.02116360362383583, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8138628318105133, 'colsample_bytree': 0.8357118178301147, 'gamma': 0.3232048364620914, 'reg_alpha': 0.8652855006681438, 'reg_lambda': 0.5077149909340511}. Best is trial 18 with value: 0.8237179487179488.
[I 2025-11-03 23:52:00,121] Trial 21 finished with value: 0.8248717948717949 and parameters: {'n_estimators': 106, 'learning_rate': 0.04308780151197696, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9599177761263944, 'colsample_bytree': 0.7670812410535947, 'gamma': 0.6363125344569036, 'reg_alpha': 0.7605112182009652, 'reg_lambda': 1.1603506654709121}. Best is trial 21 with value: 0.8248717948717949.
[I 2025-11-03 23:52:00,815] Trial 22 finished with value: 0.8210347985347985 and parameters: {'n_estimators': 37, 'learning_rate': 0.028832673019215774, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9322105881098872, 'colsample_bytree': 0.7762054796056076, 'gamma': 1.0740767457622806, 'reg_alpha': 0.7733964126487102, 'reg_lambda': 0.9464907763666595}. Best is trial 21 with value: 0.8248717948717949.
[I 2025-11-03 23:52:01,429] Trial 23 finished with value: 0.8285805860805859 and parameters: {'n_estimators': 39, 'learning_rate': 0.028594372971333788, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9380509914416426, 'colsample_bytree': 0.7945636730290117, 'gamma': 1.1019696753751063, 'reg_alpha': 0.8899174039451696, 'reg_lambda': 0.95518973527869}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:02,030] Trial 24 finished with value: 0.828021978021978 and parameters: {'n_estimators': 38, 'learning_rate': 0.03692140762840609, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9021305091376478, 'colsample_bytree': 0.8799655047988532, 'gamma': 1.5324602552862383, 'reg_alpha': 0.9046170801485702, 'reg_lambda': 1.6428654280308876}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:02,616] Trial 25 finished with value: 0.8217216117216118 and parameters: {'n_estimators': 41, 'learning_rate': 0.027204387053149055, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8962558300753038, 'colsample_bytree': 0.8793697945883718, 'gamma': 1.6043007135092706, 'reg_alpha': 0.8903577982655787, 'reg_lambda': 1.6595902407557923}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:03,585] Trial 26 finished with value: 0.8205769230769231 and parameters: {'n_estimators': 77, 'learning_rate': 0.045068637006125775, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8767693760840909, 'colsample_bytree': 0.9125528963014442, 'gamma': 1.7099302819721214, 'reg_alpha': 0.990563749821783, 'reg_lambda': 1.4274444901317562}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:04,267] Trial 27 finished with value: 0.8022893772893772 and parameters: {'n_estimators': 197, 'learning_rate': 0.025535449274157476, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9120372421718386, 'colsample_bytree': 0.8385641941042181, 'gamma': 1.1126403662996551, 'reg_alpha': 0.92304705648571, 'reg_lambda': 2.115091037827521}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:04,845] Trial 28 finished with value: 0.826437728937729 and parameters: {'n_estimators': 36, 'learning_rate': 0.03282099896357149, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9382801063548569, 'colsample_bytree': 0.7733340253890515, 'gamma': 1.4608023634996734, 'reg_alpha': 0.9118436630032727, 'reg_lambda': 1.3285297714260322}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:05,367] Trial 29 finished with value: 0.7925457875457876 and parameters: {'n_estimators': 39, 'learning_rate': 0.03332240388385212, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8844035759257645, 'colsample_bytree': 0.87172241905648, 'gamma': 1.4513453690875344, 'reg_alpha': 0.5611939477740724, 'reg_lambda': 0.9266824669831735}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:05,935] Trial 30 finished with value: 0.8219505494505495 and parameters: {'n_estimators': 33, 'learning_rate': 0.02418172442693853, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.93792554828378, 'colsample_bytree': 0.8195170467583226, 'gamma': 1.6524531972808172, 'reg_alpha': 0.9253237684109563, 'reg_lambda': 1.3402839700797071}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:06,528] Trial 31 finished with value: 0.820970695970696 and parameters: {'n_estimators': 46, 'learning_rate': 0.04577753096345721, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9582521210424145, 'colsample_bytree': 0.7700903772081635, 'gamma': 1.4403187401298931, 'reg_alpha': 0.8600487119503231, 'reg_lambda': 1.2410456540329757}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:07,070] Trial 32 finished with value: 0.7948534798534799 and parameters: {'n_estimators': 22, 'learning_rate': 0.07479085149578756, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9701477665254968, 'colsample_bytree': 0.7389214140002143, 'gamma': 1.0771425805162238, 'reg_alpha': 0.7199509643364244, 'reg_lambda': 0.82019913947057}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:07,773] Trial 33 finished with value: 0.8248626373626373 and parameters: {'n_estimators': 69, 'learning_rate': 0.03328521360926219, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9079721760640117, 'colsample_bytree': 0.7862129925639548, 'gamma': 1.1640524380838988, 'reg_alpha': 0.9314859471594458, 'reg_lambda': 1.6044402812250338}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:08,327] Trial 34 finished with value: 0.8183516483516484 and parameters: {'n_estimators': 33, 'learning_rate': 0.04098591093375718, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9713898989221655, 'colsample_bytree': 0.7024517953864567, 'gamma': 1.5740030500627007, 'reg_alpha': 0.9953273734117855, 'reg_lambda': 2.1055444945245454}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:09,072] Trial 35 finished with value: 0.8189926739926741 and parameters: {'n_estimators': 179, 'learning_rate': 0.023230331400732687, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9217639842879389, 'colsample_bytree': 0.756280359022232, 'gamma': 1.774431708045505, 'reg_alpha': 0.3854533909003097, 'reg_lambda': 1.9948335489490945}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:09,740] Trial 36 finished with value: 0.8167673992673993 and parameters: {'n_estimators': 48, 'learning_rate': 0.06366087101027866, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8944241265341367, 'colsample_bytree': 0.7938992030746472, 'gamma': 0.6744433899051068, 'reg_alpha': 0.8439739487900756, 'reg_lambda': 1.0946781398597576}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:10,372] Trial 37 finished with value: 0.8002930402930403 and parameters: {'n_estimators': 114, 'learning_rate': 0.05064382640997806, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9387768192772049, 'colsample_bytree': 0.6865323288147747, 'gamma': 1.3404600039088514, 'reg_alpha': 0.7492022960263038, 'reg_lambda': 0.7470323559573533}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:10,961] Trial 38 finished with value: 0.8052564102564104 and parameters: {'n_estimators': 69, 'learning_rate': 0.0879143722244047, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8683958820589517, 'colsample_bytree': 0.7508366990347937, 'gamma': 0.6586966780064077, 'reg_alpha': 0.6419633455770103, 'reg_lambda': 1.1433942627798634}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:11,934] Trial 39 finished with value: 0.8073260073260075 and parameters: {'n_estimators': 137, 'learning_rate': 0.036711603499507195, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9110227381979146, 'colsample_bytree': 0.9473298568784848, 'gamma': 1.2472408684927605, 'reg_alpha': 0.8961094558940556, 'reg_lambda': 2.368663528349945}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:12,499] Trial 40 finished with value: 0.8167490842490842 and parameters: {'n_estimators': 27, 'learning_rate': 0.03136982995321496, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8484469695732162, 'colsample_bytree': 0.8461082738666172, 'gamma': 0.9750718267978962, 'reg_alpha': 0.8090002976956444, 'reg_lambda': 1.541766218476772}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:13,362] Trial 41 finished with value: 0.8228479853479854 and parameters: {'n_estimators': 68, 'learning_rate': 0.031570207611480536, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.904126176899405, 'colsample_bytree': 0.7830311369900282, 'gamma': 1.110717975649941, 'reg_alpha': 0.9304675163301135, 'reg_lambda': 1.8133875037317453}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:13,960] Trial 42 finished with value: 0.8199358974358973 and parameters: {'n_estimators': 20, 'learning_rate': 0.04875248965262318, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.922939970945519, 'colsample_bytree': 0.8221164632102285, 'gamma': 1.398734127935502, 'reg_alpha': 0.8827027241519292, 'reg_lambda': 1.2076635482152478}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:14,664] Trial 43 finished with value: 0.8234065934065936 and parameters: {'n_estimators': 49, 'learning_rate': 0.039808250399902274, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9520506879174276, 'colsample_bytree': 0.7624923756397546, 'gamma': 1.1977965394122088, 'reg_alpha': 0.942576750918479, 'reg_lambda': 1.576434009239412}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:15,534] Trial 44 finished with value: 0.8059798534798536 and parameters: {'n_estimators': 104, 'learning_rate': 0.05876997944986961, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8868991518259587, 'colsample_bytree': 0.7322435571532299, 'gamma': 1.9351895960545002, 'reg_alpha': 0.4430988661711112, 'reg_lambda': 1.6996213416480213}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:16,256] Trial 45 finished with value: 0.8225274725274724 and parameters: {'n_estimators': 121, 'learning_rate': 0.03401784490657326, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.967529342058792, 'colsample_bytree': 0.7858758828135479, 'gamma': 1.5469269603025237, 'reg_alpha': 0.717610706596342, 'reg_lambda': 0.6938274662930235}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:17,697] Trial 46 finished with value: 0.7518956043956044 and parameters: {'n_estimators': 30, 'learning_rate': 0.027707154067732633, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9847968288935425, 'colsample_bytree': 0.8652363261181328, 'gamma': 0.8900023290590817, 'reg_alpha': 0.9503219816781512, 'reg_lambda': 1.99886250989976}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:18,794] Trial 47 finished with value: 0.8104761904761904 and parameters: {'n_estimators': 70, 'learning_rate': 0.06990948620557307, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9434107764246714, 'colsample_bytree': 0.8093575648730014, 'gamma': 1.185058810372967, 'reg_alpha': 0.8238667279316947, 'reg_lambda': 1.423380665944348}. Best is trial 23 with value: 0.8285805860805859.
[I 2025-11-03 23:52:20,721] Trial 48 finished with value: 0.8295054945054946 and parameters: {'n_estimators': 86, 'learning_rate': 0.023080102831215216, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9094515543457418, 'colsample_bytree': 0.90117576765743, 'gamma': 1.3316523749400262, 'reg_alpha': 0.77699268035417, 'reg_lambda': 0.9541302127619559}. Best is trial 48 with value: 0.8295054945054946.
[I 2025-11-03 23:52:21,748] Trial 49 finished with value: 0.8200641025641027 and parameters: {'n_estimators': 95, 'learning_rate': 0.022182145009708103, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7263316615794013, 'colsample_bytree': 0.9082649131253652, 'gamma': 1.3256022382275179, 'reg_alpha': 0.5698809730423722, 'reg_lambda': 1.0115588669676643}. Best is trial 48 with value: 0.8295054945054946.
[I 2025-11-03 23:52:21,750] A new study created in memory with name: no-name-37a4d137-42e7-4ccc-87be-97c53817b7b1

[Top  125] mean 5x5 CV AUC = 0.8295

[I 2025-11-03 23:52:22,626] Trial 0 finished with value: 0.7770146520146519 and parameters: {'n_estimators': 26, 'learning_rate': 0.021048189049821035, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8334321777219833, 'colsample_bytree': 0.9941805829557011, 'gamma': 1.2111363590027777, 'reg_alpha': 0.3419289942487077, 'reg_lambda': 2.973002083333805}. Best is trial 0 with value: 0.7770146520146519.
[I 2025-11-03 23:52:24,049] Trial 1 finished with value: 0.7603754578754579 and parameters: {'n_estimators': 69, 'learning_rate': 0.06356112303922953, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8344909916428692, 'colsample_bytree': 0.8427930581195702, 'gamma': 1.7576258695594695, 'reg_alpha': 0.987648114125659, 'reg_lambda': 1.2744606425560052}. Best is trial 0 with value: 0.7770146520146519.
[I 2025-11-03 23:52:25,184] Trial 2 finished with value: 0.8207692307692308 and parameters: {'n_estimators': 122, 'learning_rate': 0.024138049645428462, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9803169533759547, 'colsample_bytree': 0.9153953445429929, 'gamma': 1.5706870546173262, 'reg_alpha': 0.678377840519711, 'reg_lambda': 0.5834606656085964}. Best is trial 2 with value: 0.8207692307692308.
[I 2025-11-03 23:52:25,840] Trial 3 finished with value: 0.7998809523809524 and parameters: {'n_estimators': 158, 'learning_rate': 0.21447649119153062, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8771669723455118, 'colsample_bytree': 0.9829874377956587, 'gamma': 0.9822763718933438, 'reg_alpha': 0.791290432225714, 'reg_lambda': 1.8066070267320093}. Best is trial 2 with value: 0.8207692307692308.
[I 2025-11-03 23:52:26,404] Trial 4 finished with value: 0.8010073260073259 and parameters: {'n_estimators': 148, 'learning_rate': 0.2091770102991302, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8450164674615288, 'colsample_bytree': 0.940496376366857, 'gamma': 1.3644487864914578, 'reg_alpha': 0.371518521053548, 'reg_lambda': 0.8094815647849083}. Best is trial 2 with value: 0.8207692307692308.
[I 2025-11-03 23:52:26,944] Trial 5 finished with value: 0.8067216117216115 and parameters: {'n_estimators': 193, 'learning_rate': 0.06205839344755624, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7585806899932157, 'colsample_bytree': 0.925249436301423, 'gamma': 1.8126715155756663, 'reg_alpha': 0.38045161685424134, 'reg_lambda': 1.4030567345265887}. Best is trial 2 with value: 0.8207692307692308.
[I 2025-11-03 23:52:27,603] Trial 6 finished with value: 0.7987087912087911 and parameters: {'n_estimators': 168, 'learning_rate': 0.04105554233984048, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9924786051089154, 'colsample_bytree': 0.6059818337618436, 'gamma': 0.578516594180218, 'reg_alpha': 0.9597928900984405, 'reg_lambda': 3.438779824069756}. Best is trial 2 with value: 0.8207692307692308.
[I 2025-11-03 23:52:28,137] Trial 7 finished with value: 0.8174084249084249 and parameters: {'n_estimators': 39, 'learning_rate': 0.032200209554381215, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8721694669035683, 'colsample_bytree': 0.9214207718817666, 'gamma': 0.03432246717687093, 'reg_alpha': 0.3062570116674328, 'reg_lambda': 0.8587086429244184}. Best is trial 2 with value: 0.8207692307692308.
[I 2025-11-03 23:52:29,456] Trial 8 finished with value: 0.7962820512820514 and parameters: {'n_estimators': 113, 'learning_rate': 0.03660320280906887, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9819395027322032, 'colsample_bytree': 0.9833087321045431, 'gamma': 0.7411830261952532, 'reg_alpha': 0.5655857328670689, 'reg_lambda': 2.338183699834536}. Best is trial 2 with value: 0.8207692307692308.
[I 2025-11-03 23:52:30,339] Trial 9 finished with value: 0.8116483516483517 and parameters: {'n_estimators': 72, 'learning_rate': 0.04647294026490413, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9633297745293546, 'colsample_bytree': 0.7732862428587498, 'gamma': 0.17198438783126302, 'reg_alpha': 0.7909767018241541, 'reg_lambda': 2.0229194136293946}. Best is trial 2 with value: 0.8207692307692308.
[I 2025-11-03 23:52:31,227] Trial 10 finished with value: 0.8216025641025643 and parameters: {'n_estimators': 119, 'learning_rate': 0.1197418554606945, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9257420523389593, 'colsample_bytree': 0.7846950166669576, 'gamma': 1.3992772531034872, 'reg_alpha': 0.12748081767157188, 'reg_lambda': 4.932168639108328}. Best is trial 10 with value: 0.8216025641025643.
[I 2025-11-03 23:52:32,063] Trial 11 finished with value: 0.8248351648351648 and parameters: {'n_estimators': 114, 'learning_rate': 0.11337772606897598, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9265444417470139, 'colsample_bytree': 0.7561188914580257, 'gamma': 1.5009456854628958, 'reg_alpha': 0.008879425938661312, 'reg_lambda': 4.960851555952668}. Best is trial 11 with value: 0.8248351648351648.
[I 2025-11-03 23:52:32,694] Trial 12 finished with value: 0.8181318681318682 and parameters: {'n_estimators': 87, 'learning_rate': 0.11484231998131891, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9246027204883513, 'colsample_bytree': 0.7288752423170558, 'gamma': 1.9629555771500478, 'reg_alpha': 0.002012970786724781, 'reg_lambda': 4.829529491951393}. Best is trial 11 with value: 0.8248351648351648.
[I 2025-11-03 23:52:33,415] Trial 13 finished with value: 0.8265934065934064 and parameters: {'n_estimators': 127, 'learning_rate': 0.11377193161106738, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.911641406417185, 'colsample_bytree': 0.6945439110559604, 'gamma': 1.439332986660694, 'reg_alpha': 0.01764752050173679, 'reg_lambda': 4.851709548221711}. Best is trial 13 with value: 0.8265934065934064.
[I 2025-11-03 23:52:34,337] Trial 14 finished with value: 0.7923168498168498 and parameters: {'n_estimators': 142, 'learning_rate': 0.12133375972907792, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9165197540004292, 'colsample_bytree': 0.6656781935757319, 'gamma': 1.056389179930636, 'reg_alpha': 0.15279142300249418, 'reg_lambda': 4.0331540137618935}. Best is trial 13 with value: 0.8265934065934064.
[I 2025-11-03 23:52:34,893] Trial 15 finished with value: 0.8133241758241758 and parameters: {'n_estimators': 92, 'learning_rate': 0.29878423353603234, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7664013123627766, 'colsample_bytree': 0.7172225146502355, 'gamma': 1.5527786222126645, 'reg_alpha': 0.02293469084273251, 'reg_lambda': 4.303123962086956}. Best is trial 13 with value: 0.8265934065934064.
[I 2025-11-03 23:52:35,613] Trial 16 finished with value: 0.8076831501831501 and parameters: {'n_estimators': 133, 'learning_rate': 0.081025667181825, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7027288890439887, 'colsample_bytree': 0.6663421039554942, 'gamma': 0.8184649100850431, 'reg_alpha': 0.1846393987448478, 'reg_lambda': 4.10458535997686}. Best is trial 13 with value: 0.8265934065934064.
[I 2025-11-03 23:52:36,357] Trial 17 finished with value: 0.824029304029304 and parameters: {'n_estimators': 186, 'learning_rate': 0.16012011178272736, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8983310875292045, 'colsample_bytree': 0.8404795101151326, 'gamma': 1.5853938314858684, 'reg_alpha': 0.1975572466556179, 'reg_lambda': 3.4809949270720333}. Best is trial 13 with value: 0.8265934065934064.
[I 2025-11-03 23:52:37,042] Trial 18 finished with value: 0.8287545787545788 and parameters: {'n_estimators': 102, 'learning_rate': 0.08699045076924974, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9478996488262786, 'colsample_bytree': 0.7345612883638102, 'gamma': 1.2701235792133374, 'reg_alpha': 0.07331523313415611, 'reg_lambda': 4.52932721789235}. Best is trial 18 with value: 0.8287545787545788.
[I 2025-11-03 23:52:37,865] Trial 19 finished with value: 0.7938644688644687 and parameters: {'n_estimators': 95, 'learning_rate': 0.07937802077223569, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9567381548545772, 'colsample_bytree': 0.6763960903288334, 'gamma': 1.1920501628565034, 'reg_alpha': 0.49649622405217886, 'reg_lambda': 4.387708042640207}. Best is trial 18 with value: 0.8287545787545788.
[I 2025-11-03 23:52:38,579] Trial 20 finished with value: 0.8124358974358975 and parameters: {'n_estimators': 59, 'learning_rate': 0.0935582786295311, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8003640042149137, 'colsample_bytree': 0.6093690780941627, 'gamma': 0.45611488344438345, 'reg_alpha': 0.26831178495754815, 'reg_lambda': 3.631746720737596}. Best is trial 18 with value: 0.8287545787545788.
[I 2025-11-03 23:52:39,202] Trial 21 finished with value: 0.8213644688644688 and parameters: {'n_estimators': 102, 'learning_rate': 0.15028877881209085, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.945555300758692, 'colsample_bytree': 0.7436784192491076, 'gamma': 1.4053647333751638, 'reg_alpha': 0.08490008503446243, 'reg_lambda': 4.585327985980304}. Best is trial 18 with value: 0.8287545787545788.
[I 2025-11-03 23:52:39,922] Trial 22 finished with value: 0.8264102564102564 and parameters: {'n_estimators': 129, 'learning_rate': 0.05769072033979397, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8972754093935832, 'colsample_bytree': 0.8218202012919673, 'gamma': 1.205170203410618, 'reg_alpha': 0.07003665723696315, 'reg_lambda': 4.967588994785985}. Best is trial 18 with value: 0.8287545787545788.
[I 2025-11-03 23:52:40,817] Trial 23 finished with value: 0.8025274725274726 and parameters: {'n_estimators': 131, 'learning_rate': 0.05974059487176449, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8924700429813422, 'colsample_bytree': 0.8321207953231726, 'gamma': 1.1691235306716452, 'reg_alpha': 0.23926752093625117, 'reg_lambda': 3.9139725306351516}. Best is trial 18 with value: 0.8287545787545788.
[I 2025-11-03 23:52:41,531] Trial 24 finished with value: 0.8214194139194139 and parameters: {'n_estimators': 172, 'learning_rate': 0.05500847746584056, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8714694708593413, 'colsample_bytree': 0.8075404067060247, 'gamma': 0.9177823543429723, 'reg_alpha': 0.1097673932544723, 'reg_lambda': 3.1077733737383317}. Best is trial 18 with value: 0.8287545787545788.
[I 2025-11-03 23:52:42,295] Trial 25 finished with value: 0.7996336996336996 and parameters: {'n_estimators': 146, 'learning_rate': 0.09621036301082882, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9463856895412005, 'colsample_bytree': 0.6966413398346155, 'gamma': 1.2694756518596517, 'reg_alpha': 0.07134899795043398, 'reg_lambda': 4.591867482948491}. Best is trial 18 with value: 0.8287545787545788.
[I 2025-11-03 23:52:43,107] Trial 26 finished with value: 0.8163278388278389 and parameters: {'n_estimators': 83, 'learning_rate': 0.0707634011489463, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9123769369209892, 'colsample_bytree': 0.862791011028689, 'gamma': 1.7398793985130363, 'reg_alpha': 0.459360753358797, 'reg_lambda': 4.482565075792238}. Best is trial 18 with value: 0.8287545787545788.
[I 2025-11-03 23:52:43,727] Trial 27 finished with value: 0.8131868131868133 and parameters: {'n_estimators': 106, 'learning_rate': 0.15682518385687208, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8916762707322876, 'colsample_bytree': 0.6307657015013303, 'gamma': 1.0749387311556176, 'reg_alpha': 0.22764389357730827, 'reg_lambda': 3.762092783139645}. Best is trial 18 with value: 0.8287545787545788.
[I 2025-11-03 23:52:44,498] Trial 28 finished with value: 0.8290659340659342 and parameters: {'n_estimators': 130, 'learning_rate': 0.050521522105136996, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9410619574131094, 'colsample_bytree': 0.7070518237403607, 'gamma': 0.677419249409035, 'reg_alpha': 0.07403266716240581, 'reg_lambda': 4.706188100528212}. Best is trial 28 with value: 0.8290659340659342.
[I 2025-11-03 23:52:44,945] Trial 29 finished with value: 0.808434065934066 and parameters: {'n_estimators': 23, 'learning_rate': 0.024875790010455385, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9688368975738033, 'colsample_bytree': 0.6962949806767487, 'gamma': 0.4611986573641741, 'reg_alpha': 0.3278150153509354, 'reg_lambda': 3.110299782758459}. Best is trial 28 with value: 0.8290659340659342.
[I 2025-11-03 23:52:45,527] Trial 30 finished with value: 0.7666391941391941 and parameters: {'n_estimators': 37, 'learning_rate': 0.047022054208529174, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9989562189226949, 'colsample_bytree': 0.6391728150255098, 'gamma': 0.6935365726247836, 'reg_alpha': 0.4272157314335343, 'reg_lambda': 2.6845127772029596}. Best is trial 28 with value: 0.8290659340659342.
[I 2025-11-03 23:52:46,297] Trial 31 finished with value: 0.8312362637362638 and parameters: {'n_estimators': 132, 'learning_rate': 0.09101241479023342, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.937992653737617, 'colsample_bytree': 0.8025030605217456, 'gamma': 1.2813678123554912, 'reg_alpha': 0.06214314431503286, 'reg_lambda': 4.718756328708202}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:47,033] Trial 32 finished with value: 0.8150457875457876 and parameters: {'n_estimators': 140, 'learning_rate': 0.0914783143068597, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.940423286788488, 'colsample_bytree': 0.7584295805846284, 'gamma': 1.3329916570395943, 'reg_alpha': 0.1422214119764178, 'reg_lambda': 4.6535872606515145}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:47,960] Trial 33 finished with value: 0.8199542124542124 and parameters: {'n_estimators': 159, 'learning_rate': 0.06832519748360838, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8189363947584699, 'colsample_bytree': 0.7139204230974625, 'gamma': 0.8572229740736106, 'reg_alpha': 0.07799006919315704, 'reg_lambda': 4.1868951334880435}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:48,678] Trial 34 finished with value: 0.8238278388278388 and parameters: {'n_estimators': 127, 'learning_rate': 0.13807583598177525, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.940393468893229, 'colsample_bytree': 0.8689720074396377, 'gamma': 1.697972977336844, 'reg_alpha': 0.1832394999547916, 'reg_lambda': 4.709182222730138}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:49,388] Trial 35 finished with value: 0.7997710622710623 and parameters: {'n_estimators': 105, 'learning_rate': 0.1880109059007306, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.966935302169823, 'colsample_bytree': 0.7960806151023878, 'gamma': 1.0878553514976343, 'reg_alpha': 0.5742554916260589, 'reg_lambda': 4.39170834189017}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:50,052] Trial 36 finished with value: 0.8149725274725275 and parameters: {'n_estimators': 153, 'learning_rate': 0.10255602448848773, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9073818230434454, 'colsample_bytree': 0.7424422297125399, 'gamma': 1.4539778267059118, 'reg_alpha': 0.04401264259593732, 'reg_lambda': 3.89874176742138}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:50,718] Trial 37 finished with value: 0.8239194139194139 and parameters: {'n_estimators': 120, 'learning_rate': 0.08079740515760625, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9853377748250041, 'colsample_bytree': 0.6952026841779859, 'gamma': 1.6559995563842804, 'reg_alpha': 0.278079081537031, 'reg_lambda': 4.225824740242589}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:51,354] Trial 38 finished with value: 0.800915750915751 and parameters: {'n_estimators': 75, 'learning_rate': 0.04976778071200712, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8536453050536358, 'colsample_bytree': 0.7676790507888855, 'gamma': 0.9678387455666316, 'reg_alpha': 0.12665356453235077, 'reg_lambda': 4.767228200210922}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:52,156] Trial 39 finished with value: 0.8252655677655679 and parameters: {'n_estimators': 161, 'learning_rate': 0.02952308381096818, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8797461587900458, 'colsample_bytree': 0.8918725957101127, 'gamma': 0.3428628594846276, 'reg_alpha': 0.00022805192397967744, 'reg_lambda': 3.3078434379457327}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:52,776] Trial 40 finished with value: 0.7936263736263736 and parameters: {'n_estimators': 138, 'learning_rate': 0.06841149474993205, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9356787300636652, 'colsample_bytree': 0.6448800636637929, 'gamma': 1.829857552357824, 'reg_alpha': 0.7102110543484473, 'reg_lambda': 2.7620059601067726}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:53,494] Trial 41 finished with value: 0.8252747252747252 and parameters: {'n_estimators': 133, 'learning_rate': 0.055519607430619976, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8579769916383923, 'colsample_bytree': 0.8181172139097289, 'gamma': 1.2619918077630654, 'reg_alpha': 0.059703144616395754, 'reg_lambda': 4.967868656670172}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:54,261] Trial 42 finished with value: 0.8207692307692307 and parameters: {'n_estimators': 121, 'learning_rate': 0.03767871897322452, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9553358928445813, 'colsample_bytree': 0.7940564236425498, 'gamma': 1.1705447712851367, 'reg_alpha': 0.09279176938561196, 'reg_lambda': 4.707865638104951}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:55,284] Trial 43 finished with value: 0.8168406593406593 and parameters: {'n_estimators': 112, 'learning_rate': 0.04365051470198172, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9026940656854873, 'colsample_bytree': 0.8168869534028049, 'gamma': 0.6681201145229362, 'reg_alpha': 0.1734500237645183, 'reg_lambda': 4.496457183792792}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:55,972] Trial 44 finished with value: 0.8286630036630036 and parameters: {'n_estimators': 126, 'learning_rate': 0.08615925161781435, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9776641988512, 'colsample_bytree': 0.863983871744982, 'gamma': 1.312978033154642, 'reg_alpha': 0.041756371224976614, 'reg_lambda': 4.914263837987479}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:56,622] Trial 45 finished with value: 0.8281593406593406 and parameters: {'n_estimators': 98, 'learning_rate': 0.08643032792079638, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9750447091012588, 'colsample_bytree': 0.8594394507306634, 'gamma': 1.3089455939544083, 'reg_alpha': 0.9514858450441417, 'reg_lambda': 1.4251867117804}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:57,299] Trial 46 finished with value: 0.8240659340659342 and parameters: {'n_estimators': 98, 'learning_rate': 0.0845805676874376, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.977833032326405, 'colsample_bytree': 0.9616343771567679, 'gamma': 1.3626159652157177, 'reg_alpha': 0.9946383388954247, 'reg_lambda': 1.8044042170436265}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:57,874] Trial 47 finished with value: 0.8256410256410257 and parameters: {'n_estimators': 79, 'learning_rate': 0.10409830675698545, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9779651301832394, 'colsample_bytree': 0.8693290047435283, 'gamma': 1.3317846130467499, 'reg_alpha': 0.6379424926205854, 'reg_lambda': 1.1887150756496596}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:58,516] Trial 48 finished with value: 0.8267032967032968 and parameters: {'n_estimators': 89, 'learning_rate': 0.0733810315923048, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9922743649486672, 'colsample_bytree': 0.905653564847004, 'gamma': 1.5179479348831273, 'reg_alpha': 0.7925873041326734, 'reg_lambda': 0.5509739484954017}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:59,105] Trial 49 finished with value: 0.8197435897435897 and parameters: {'n_estimators': 52, 'learning_rate': 0.1360697959388022, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9555158247507579, 'colsample_bytree': 0.9475711025826877, 'gamma': 1.0100196652095332, 'reg_alpha': 0.8783546048562296, 'reg_lambda': 2.2452799769011436}. Best is trial 31 with value: 0.8312362637362638.
[I 2025-11-03 23:52:59,106] A new study created in memory with name: no-name-8d42e9b6-3f73-43f4-aedb-1e3129cd0949

[Top  130] mean 5x5 CV AUC = 0.8312

[I 2025-11-03 23:52:59,769] Trial 0 finished with value: 0.8125549450549451 and parameters: {'n_estimators': 113, 'learning_rate': 0.15426894068698, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.90306945068238, 'colsample_bytree': 0.9243585172452262, 'gamma': 1.9534809209503097, 'reg_alpha': 0.38638091767890015, 'reg_lambda': 3.064256295118354}. Best is trial 0 with value: 0.8125549450549451.
[I 2025-11-03 23:53:00,396] Trial 1 finished with value: 0.7923168498168498 and parameters: {'n_estimators': 149, 'learning_rate': 0.10153370468964883, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7468441676860068, 'colsample_bytree': 0.7389323819888307, 'gamma': 1.0412767287510276, 'reg_alpha': 0.8921573843736991, 'reg_lambda': 1.8901026642773284}. Best is trial 0 with value: 0.8125549450549451.
[I 2025-11-03 23:53:00,953] Trial 2 finished with value: 0.8072344322344321 and parameters: {'n_estimators': 51, 'learning_rate': 0.2288962773206381, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9616705947980173, 'colsample_bytree': 0.7506566767180668, 'gamma': 0.01027011943478584, 'reg_alpha': 0.47314303920747736, 'reg_lambda': 0.7073765291054444}. Best is trial 0 with value: 0.8125549450549451.
[I 2025-11-03 23:53:01,531] Trial 3 finished with value: 0.8175457875457874 and parameters: {'n_estimators': 58, 'learning_rate': 0.28146682937032796, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9381396013977019, 'colsample_bytree': 0.766014214809188, 'gamma': 1.6106319189199856, 'reg_alpha': 0.04115214340286977, 'reg_lambda': 3.196916020757379}. Best is trial 3 with value: 0.8175457875457874.
[I 2025-11-03 23:53:02,114] Trial 4 finished with value: 0.8120238095238096 and parameters: {'n_estimators': 144, 'learning_rate': 0.2163841372618197, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7258226582766498, 'colsample_bytree': 0.9736525148741757, 'gamma': 0.657043638038741, 'reg_alpha': 0.6043899611368431, 'reg_lambda': 1.1293282645484362}. Best is trial 3 with value: 0.8175457875457874.
[I 2025-11-03 23:53:02,586] Trial 5 finished with value: 0.8023351648351649 and parameters: {'n_estimators': 29, 'learning_rate': 0.12820242045495756, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7713622009460132, 'colsample_bytree': 0.9076848207837901, 'gamma': 0.04170105415182368, 'reg_alpha': 0.045620715111726495, 'reg_lambda': 3.340785197786555}. Best is trial 3 with value: 0.8175457875457874.
[I 2025-11-03 23:53:03,403] Trial 6 finished with value: 0.815631868131868 and parameters: {'n_estimators': 86, 'learning_rate': 0.02118442026338561, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9720758608994706, 'colsample_bytree': 0.8753117515808082, 'gamma': 1.832391022405452, 'reg_alpha': 0.6474025063309181, 'reg_lambda': 4.614462962560702}. Best is trial 3 with value: 0.8175457875457874.
[I 2025-11-03 23:53:04,054] Trial 7 finished with value: 0.8315293040293039 and parameters: {'n_estimators': 140, 'learning_rate': 0.11259559873692736, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9254583458472385, 'colsample_bytree': 0.8752245865344276, 'gamma': 1.5362226683724698, 'reg_alpha': 0.3953562754892561, 'reg_lambda': 2.28268569206901}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:04,487] Trial 8 finished with value: 0.8094139194139196 and parameters: {'n_estimators': 25, 'learning_rate': 0.22374486106568153, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.751514137855711, 'colsample_bytree': 0.9233100330215471, 'gamma': 0.8089543982990373, 'reg_alpha': 0.18030797483827188, 'reg_lambda': 1.9966967236555777}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:05,246] Trial 9 finished with value: 0.8015293040293041 and parameters: {'n_estimators': 69, 'learning_rate': 0.032349909651525684, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.942402927308071, 'colsample_bytree': 0.6833418267443638, 'gamma': 1.1166421958050246, 'reg_alpha': 0.8662922215697284, 'reg_lambda': 4.5655475643856755}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:06,063] Trial 10 finished with value: 0.7908058608058607 and parameters: {'n_estimators': 187, 'learning_rate': 0.05894261157145063, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8473416547171375, 'colsample_bytree': 0.6215972465505342, 'gamma': 1.4292034042818194, 'reg_alpha': 0.28891804908546015, 'reg_lambda': 2.113360200809443}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:06,681] Trial 11 finished with value: 0.7760989010989011 and parameters: {'n_estimators': 114, 'learning_rate': 0.05418621710752676, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.8856796258806807, 'colsample_bytree': 0.8148361685771972, 'gamma': 1.577664381393729, 'reg_alpha': 0.09289391468558017, 'reg_lambda': 3.8164120774117842}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:07,313] Trial 12 finished with value: 0.8238461538461539 and parameters: {'n_estimators': 151, 'learning_rate': 0.08867183029511291, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9987963078893889, 'colsample_bytree': 0.822558887642745, 'gamma': 1.463611781800816, 'reg_alpha': 0.2594932923836921, 'reg_lambda': 2.537793523885218}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:08,012] Trial 13 finished with value: 0.8251831501831502 and parameters: {'n_estimators': 186, 'learning_rate': 0.07843288279041495, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9890290713246431, 'colsample_bytree': 0.8343200965479116, 'gamma': 1.2984640640066027, 'reg_alpha': 0.28612829872966133, 'reg_lambda': 2.4414241932711014}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:08,827] Trial 14 finished with value: 0.8192673992673994 and parameters: {'n_estimators': 188, 'learning_rate': 0.05866898644873527, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8272806769958156, 'colsample_bytree': 0.8487270024994062, 'gamma': 1.2292672201597903, 'reg_alpha': 0.3655985161222878, 'reg_lambda': 1.4784756029114812}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:09,670] Trial 15 finished with value: 0.8167673992673993 and parameters: {'n_estimators': 200, 'learning_rate': 0.04023080277911651, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8954004207562954, 'colsample_bytree': 0.981561882793692, 'gamma': 0.7529856855305553, 'reg_alpha': 0.598258744713265, 'reg_lambda': 2.606816211901737}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:10,560] Trial 16 finished with value: 0.7923168498168498 and parameters: {'n_estimators': 164, 'learning_rate': 0.13759108058626388, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9990132375948885, 'colsample_bytree': 0.8737390841201392, 'gamma': 0.41737530975864834, 'reg_alpha': 0.7409957143948217, 'reg_lambda': 3.8764804674394986}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:11,243] Trial 17 finished with value: 0.8282326007326006 and parameters: {'n_estimators': 167, 'learning_rate': 0.08293131673059118, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.915825622037439, 'colsample_bytree': 0.7856172089773819, 'gamma': 1.2982177467355691, 'reg_alpha': 0.4748594181084524, 'reg_lambda': 1.5298286522513336}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:11,898] Trial 18 finished with value: 0.810393772893773 and parameters: {'n_estimators': 131, 'learning_rate': 0.10277447733500927, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8045918643668513, 'colsample_bytree': 0.6879798102795793, 'gamma': 1.7574370851769636, 'reg_alpha': 0.49545120995535735, 'reg_lambda': 0.571385364959069}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:12,491] Trial 19 finished with value: 0.8267582417582418 and parameters: {'n_estimators': 166, 'learning_rate': 0.1696213285276366, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9224202001828053, 'colsample_bytree': 0.7761738863282707, 'gamma': 0.9393791291132106, 'reg_alpha': 0.7163435190960442, 'reg_lambda': 1.424732590254453}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:13,218] Trial 20 finished with value: 0.7828113553113554 and parameters: {'n_estimators': 94, 'learning_rate': 0.04325962852854607, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8688685164792592, 'colsample_bytree': 0.6962743188702609, 'gamma': 0.48056761112313695, 'reg_alpha': 0.4384567142483173, 'reg_lambda': 1.1036734510494657}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:13,813] Trial 21 finished with value: 0.8301465201465201 and parameters: {'n_estimators': 169, 'learning_rate': 0.17069655177366086, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9325473663681886, 'colsample_bytree': 0.7882848952479872, 'gamma': 1.0100939381587877, 'reg_alpha': 0.7548051253347341, 'reg_lambda': 1.6028642509612345}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:14,472] Trial 22 finished with value: 0.8236813186813187 and parameters: {'n_estimators': 129, 'learning_rate': 0.11711326405677105, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9189013766093003, 'colsample_bytree': 0.7951341755977738, 'gamma': 1.278488743180366, 'reg_alpha': 0.7204592584587393, 'reg_lambda': 1.7110399625799968}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:15,245] Trial 23 finished with value: 0.8111904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.0773270126075089, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8667876645698039, 'colsample_bytree': 0.7275965864576411, 'gamma': 1.1351546162365815, 'reg_alpha': 0.9729634045290744, 'reg_lambda': 2.2681960505655456}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:15,826] Trial 24 finished with value: 0.8204212454212455 and parameters: {'n_estimators': 131, 'learning_rate': 0.17640955266749847, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.932407689397617, 'colsample_bytree': 0.8618465093815256, 'gamma': 1.5115954953047872, 'reg_alpha': 0.5283258318142783, 'reg_lambda': 1.2265807375850561}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:16,525] Trial 25 finished with value: 0.7993498168498171 and parameters: {'n_estimators': 173, 'learning_rate': 0.07359688545664908, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9595254654184744, 'colsample_bytree': 0.8034133520011211, 'gamma': 1.7066897695910677, 'reg_alpha': 0.5497912190929886, 'reg_lambda': 1.733974251800928}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:17,272] Trial 26 finished with value: 0.8011172161172163 and parameters: {'n_estimators': 155, 'learning_rate': 0.11249373601334993, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9056543411221956, 'colsample_bytree': 0.6413044876887579, 'gamma': 0.9424850105018305, 'reg_alpha': 0.3839899967692886, 'reg_lambda': 2.8708713942457686}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:17,855] Trial 27 finished with value: 0.8049175824175825 and parameters: {'n_estimators': 137, 'learning_rate': 0.2953796044333364, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8691788173087104, 'colsample_bytree': 0.8991254340630809, 'gamma': 1.3878405347403349, 'reg_alpha': 0.8174288059430582, 'reg_lambda': 0.7682384195584617}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:18,533] Trial 28 finished with value: 0.8074816849816848 and parameters: {'n_estimators': 177, 'learning_rate': 0.1443774875647924, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9483975843814666, 'colsample_bytree': 0.7785527589087952, 'gamma': 1.17053141481125, 'reg_alpha': 0.1881598815755547, 'reg_lambda': 1.5748529144481977}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:19,118] Trial 29 finished with value: 0.8139010989010989 and parameters: {'n_estimators': 107, 'learning_rate': 0.17406748704574482, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9051827434255971, 'colsample_bytree': 0.7191176426612312, 'gamma': 1.9963822741227906, 'reg_alpha': 0.4193508898664042, 'reg_lambda': 2.9618155605356105}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:19,756] Trial 30 finished with value: 0.8157142857142857 and parameters: {'n_estimators': 117, 'learning_rate': 0.08512834298842521, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8288798959687399, 'colsample_bytree': 0.9430945251795146, 'gamma': 1.3451396479556592, 'reg_alpha': 0.36138796528172545, 'reg_lambda': 2.181810535237344}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:20,346] Trial 31 finished with value: 0.824532967032967 and parameters: {'n_estimators': 161, 'learning_rate': 0.15643698259210295, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9202029003213725, 'colsample_bytree': 0.7825586005919315, 'gamma': 0.9728365216736109, 'reg_alpha': 0.7065549481539811, 'reg_lambda': 1.3543514188880639}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:20,966] Trial 32 finished with value: 0.8185256410256411 and parameters: {'n_estimators': 198, 'learning_rate': 0.1772196223066064, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9753454194381966, 'colsample_bytree': 0.7484746463421484, 'gamma': 0.7634918986736107, 'reg_alpha': 0.7801815033809135, 'reg_lambda': 1.8477955983338152}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:21,635] Trial 33 finished with value: 0.8254029304029303 and parameters: {'n_estimators': 147, 'learning_rate': 0.10115018908929753, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9200893350271849, 'colsample_bytree': 0.8389955923150412, 'gamma': 1.0548970764092143, 'reg_alpha': 0.9865780258046398, 'reg_lambda': 0.8038804867923941}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:22,238] Trial 34 finished with value: 0.8160622710622711 and parameters: {'n_estimators': 179, 'learning_rate': 0.19662572525476193, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8850898130796687, 'colsample_bytree': 0.764317389286426, 'gamma': 0.8559014837360015, 'reg_alpha': 0.8941666494287406, 'reg_lambda': 1.493169580370926}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:22,837] Trial 35 finished with value: 0.8298351648351648 and parameters: {'n_estimators': 165, 'learning_rate': 0.25354764962802145, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9553269333987504, 'colsample_bytree': 0.8002887088889842, 'gamma': 0.6219348647359748, 'reg_alpha': 0.6646525500980431, 'reg_lambda': 0.9513271863055038}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:23,417] Trial 36 finished with value: 0.8246428571428572 and parameters: {'n_estimators': 158, 'learning_rate': 0.2335948007479622, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9572646787682954, 'colsample_bytree': 0.9495289797078094, 'gamma': 0.5097669978532833, 'reg_alpha': 0.6588980250122276, 'reg_lambda': 0.942173547763685}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:24,124] Trial 37 finished with value: 0.8102472527472525 and parameters: {'n_estimators': 142, 'learning_rate': 0.244319900973122, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9764386106371963, 'colsample_bytree': 0.8148528406981621, 'gamma': 0.2704250430960928, 'reg_alpha': 0.5848568521768629, 'reg_lambda': 1.034934753659521}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:24,695] Trial 38 finished with value: 0.8133516483516483 and parameters: {'n_estimators': 123, 'learning_rate': 0.26501253906745303, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9346441926412026, 'colsample_bytree': 0.9037593862891027, 'gamma': 0.6474033464306126, 'reg_alpha': 0.4843773396492529, 'reg_lambda': 0.5041989514318469}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:25,322] Trial 39 finished with value: 0.8260347985347986 and parameters: {'n_estimators': 101, 'learning_rate': 0.20095289679522252, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9464053981113488, 'colsample_bytree': 0.7487778651070356, 'gamma': 0.22240281418152597, 'reg_alpha': 0.6494614113184387, 'reg_lambda': 1.9143971778131443}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:25,872] Trial 40 finished with value: 0.812802197802198 and parameters: {'n_estimators': 141, 'learning_rate': 0.13660136891568297, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9711255715535901, 'colsample_bytree': 0.8809259290742444, 'gamma': 1.876340624115397, 'reg_alpha': 0.8241711228643364, 'reg_lambda': 2.3474165892295304}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:26,477] Trial 41 finished with value: 0.8259065934065934 and parameters: {'n_estimators': 165, 'learning_rate': 0.15946868909653542, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9244623733560006, 'colsample_bytree': 0.7799021483402652, 'gamma': 0.9063673674566954, 'reg_alpha': 0.5517122816383633, 'reg_lambda': 1.279113151578646}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:27,092] Trial 42 finished with value: 0.8280860805860806 and parameters: {'n_estimators': 181, 'learning_rate': 0.1989607753841837, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9072323360758019, 'colsample_bytree': 0.7135153344763858, 'gamma': 0.6785506251578548, 'reg_alpha': 0.6609380195570067, 'reg_lambda': 1.5764929238206224}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:27,762] Trial 43 finished with value: 0.8224633699633699 and parameters: {'n_estimators': 183, 'learning_rate': 0.12277535979385767, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8987472543392928, 'colsample_bytree': 0.6524154765639459, 'gamma': 0.6172081406855927, 'reg_alpha': 0.44045751303009684, 'reg_lambda': 2.0673663605274384}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:28,280] Trial 44 finished with value: 0.8281410256410255 and parameters: {'n_estimators': 152, 'learning_rate': 0.20067789007673742, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.947500827954468, 'colsample_bytree': 0.7178690067899737, 'gamma': 1.59110873026883, 'reg_alpha': 0.6508317480067649, 'reg_lambda': 1.6611919964351258}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:28,995] Trial 45 finished with value: 0.806025641025641 and parameters: {'n_estimators': 152, 'learning_rate': 0.06749920709994538, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9526099363090552, 'colsample_bytree': 0.664368685968784, 'gamma': 1.571662191540082, 'reg_alpha': 0.6063252191009629, 'reg_lambda': 3.2510451421024054}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:29,497] Trial 46 finished with value: 0.8114468864468862 and parameters: {'n_estimators': 191, 'learning_rate': 0.252361094681228, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9671722485552335, 'colsample_bytree': 0.7954691296564429, 'gamma': 1.6562469543156935, 'reg_alpha': 0.7599040149660123, 'reg_lambda': 1.7565613171506875}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:30,170] Trial 47 finished with value: 0.8182875457875457 and parameters: {'n_estimators': 172, 'learning_rate': 0.09393034996850678, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9393643564483133, 'colsample_bytree': 0.7371964636460668, 'gamma': 1.4817055779878516, 'reg_alpha': 0.31403933768757464, 'reg_lambda': 2.722110878147371}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:30,672] Trial 48 finished with value: 0.8141666666666667 and parameters: {'n_estimators': 72, 'learning_rate': 0.2901289191163149, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9842762902151372, 'colsample_bytree': 0.7598706724122325, 'gamma': 1.8379063303170198, 'reg_alpha': 0.920683969309092, 'reg_lambda': 0.8961002260621896}. Best is trial 7 with value: 0.8315293040293039.
[I 2025-11-03 23:53:31,215] Trial 49 finished with value: 0.8177655677655677 and parameters: {'n_estimators': 150, 'learning_rate': 0.21197560715018907, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8904881819195998, 'colsample_bytree': 0.9971775127570146, 'gamma': 1.385713650527614, 'reg_alpha': 0.8060888830312865, 'reg_lambda': 1.978326059767623}. Best is trial 7 with value: 0.8315293040293039.

[Top  134] mean 5x5 CV AUC = 0.8315

=== Top 3 subsets by repeated CV AUC ===
 Top_N  CV_ROC_AUC
    30    0.853260
    25    0.849396
    50    0.848233

--- Top-1 model: using Top 30 features ---
Test Accuracy: 0.6061 | Precision: 0.6471 | Recall: 0.6111 | F1: 0.6286 | ROC AUC: 0.6185
Classification report:
              precision    recall  f1-score   support

           0      0.562     0.600     0.581        15
           1      0.647     0.611     0.629        18

    accuracy                          0.606        33
   macro avg      0.605     0.606     0.605        33
weighted avg      0.609     0.606     0.607        33


--- Top-2 model: using Top 25 features ---
Test Accuracy: 0.6061 | Precision: 0.6316 | Recall: 0.6667 | F1: 0.6486 | ROC AUC: 0.5685
Classification report:
              precision    recall  f1-score   support

           0      0.571     0.533     0.552        15
           1      0.632     0.667     0.649        18

    accuracy                          0.606        33
   macro avg      0.602     0.600     0.600        33
weighted avg      0.604     0.606     0.605        33


--- Top-3 model: using Top 50 features ---
Test Accuracy: 0.5758 | Precision: 0.6111 | Recall: 0.6111 | F1: 0.6111 | ROC AUC: 0.7000
Classification report:
              precision    recall  f1-score   support

           0      0.533     0.533     0.533        15
           1      0.611     0.611     0.611        18

    accuracy                          0.576        33
   macro avg      0.572     0.572     0.572        33
weighted avg      0.576     0.576     0.576        33


Best number of features by repeated CV AUC: 30 (AUC = 0.8533)